SaProtHub/Omicron_XBB.1.5_Expr

Base model: westlake-repl/SaProt_35M_AF2

Model Card for Model ID

This model is used to predict the spike receptor-binding domain (RBD) expression of SARSCoV-2 Omicron XBB.1.5 variants.

Task type

protein level regression

Dataset description

The dataset is from Deep mutational scans of XBB.1.5 and BQ.1.1 reveal ongoing epistatic drift during SARSCoV-2 evolution. Label means the delta level of RBD expression (log-mean fluorescence intensity) compre to wildtype, ranging from minus infinity to positive infinity. Zero means wildtype expression, lager means higher expression and smaller means lower expression.

Model input type

Amino acid sequence

Performance

0.68 Spearman's ρ

LoRA config

lora_dropout: 0.0

lora_alpha: 16

target_modules: ["query", "key", "value", "intermediate.dense", "output.dense"]

modules_to_save: ["classifier"]

Training config

class: AdamW

betas: (0.9, 0.98)

weight_decay: 0.01

learning rate: 5e-4

epoch: 100

batch size: 200

precision: 16-mixed