Timofey's picture
Update README.md
4e95a7a
metadata
tags:
  - ANDDigest
  - ANDSystem
extra_gated_fields:
  I agree to share my contact information: checkbox
widget:
  - text: >-
      Plastic – (not) fantastic? Impact of bisphenol A on functioning of
      mammalian oocytes and embryos Bisphenol A is a monomeric organic compound
      belonging to phenols. It is widely used in the production of resins,
      polycarbonates and plastics. Mass production of this compound contributed
      to its widespread presence in the environment, and thus - in the organisms
      of animals and humans. <andsystem-candidate> belongs to xenoestrogens,
      synthetic compounds exerting an estrogen-like effect on cells. BPA can
      therefore disrupt the functioning of animal (including human) organisms.
      This article focuses on the impact of BPA on selected aspects of mammalian
      fertility. Recent literature data indicate that BPA disturbs several
      processes in oocytes and embryos, including epigenetic modifications,
      energy metabolism and spindle assembly, and as a result, decreases their
      developmental competence. We discuss the latest data on the influence of
      BPA on cellular processes taking place in oocytes and early embryos and
      describe molecular mechanisms responsible for this effect. We also discuss
      the significance of the results obtained from experiments conducted in
      vitro and/or on animal models in the context of BPA impact on fertility of
      women.
    example_title: BPA
  - text: >-
      Neurobrucellosis Presenting with Features of Demyelinating Disorder in a
      Pediatric Patient. Brucellosis is an endemic disease in Saudi Arabia,
      which can present with variable clinical manifestations. It is a zoonotic
      disease transmitted from animals to humans. Brucellosis is a multisystemic
      disease that can present with any system involvement; And neurobrucellosis
      is a serious complication, sometimes leading to permanent neurological
      deficit, if treatment is not started promptly. Herein, we present a 6-year
      boy with neurobrucellosis, who developed demyelination of cerebral white
      matter and presented with <andsystem-candidate> and seizures. Key Words:
      Neurobrucellosis, Demyelination, White matter.
    example_title: fever
  - text: >-
      A unique human immunodeficiency virus culture secreting soluble gp160. A
      clone of the HUT78 cell line, chronically infected with the HIV-1 isolate
      HTLV-III451, has been demonstrated to secrete unprocessed HIV-1 envelope
      precursor protein gp160 as well as mature gp120. Further, when grown in
      serum-free defined medium these cells released approximately five times
      the amount of virus compared with cultures in normal medium. These
      proteins corresponded in their immunologic reactivities with the
      respective envelope proteins of the HTLV-IIIB isolate. They formed
      high-affinity soluble complexes with the <andsystem-candidate> and
      inhibited the syncytium formation induced by HTLV-IIIB on CD4-positive
      cells. This is the first description of an HIV-1 culture system capable of
      shedding into the medium native gp160 that is soluble in the absence of
      detergents.
    example_title: CD4 antigen

This model is a fine-tuned model of BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext (hugging-face card). The current model was developed for the web-based ANDDigest system for the classification of the short names of genes and proteins in texts on the basis of their context. The analyzed name should be replaced in text with tag.

Input:
Any biomedical text where a name of classified object is replaced with tag, for example, this pubmed abstract:
Plastic – (not) fantastic? Impact of bisphenol A on functioning of mammalian oocytes and embryos Bisphenol A is a monomeric organic compound belonging to phenols. It is widely used in the production of resins, polycarbonates and plastics. Mass production of this compound contributed to its widespread presence in the environment, and thus - in the organisms of animals and humans. <andsystem-candidate> belongs to xenoestrogens, synthetic compounds exerting an estrogen-like effect on cells. BPA can therefore disrupt the functioning of animal (including human) organisms. This article focuses on the impact of BPA on selected aspects of mammalian fertility. Recent literature data indicate that BPA disturbs several processes in oocytes and embryos, including epigenetic modifications, energy metabolism and spindle assembly, and as a result, decreases their developmental competence. We discuss the latest data on the influence of BPA on cellular processes taking place in oocytes and early embryos and describe molecular mechanisms responsible for this effect. We also discuss the significance of the results obtained from experiments conducted in vitro and/or on animal models in the context of BPA impact on fertility of women.

In this example BPA, which is a chemical compound bisphenol A, was replaced with <andsystem-candidate>. Please keep in mind that maximum length of input sequence for BERT is limited to 512 tokens.
Output:
LABEL_0 refers to the probability of the FALSE recognition, i.e. if the context of <andsystem-candidate> doesn't corresponds to the context specific for genes or proteins.
LABEL_1 refers to the probability of the TRUE recognition, i.e. when the context of <andsystem-candidate> corresponds to the context specific for genes or proteins.

The optimal threshold value for the short names of genes or proteins for the LABEL_1, was calculated using a gold standard (add link). It is >= 0.9999139308929443.

The Mathew Correlation Coefficient of the model for the long names (>= 15 symbols) is 0.982.
The ROC AUC value of the model, calculated for the short names (<= 4 symbols) is 0.939.