Considering the instability of a single gene, we constructed a robust model containing 3 genes, including ARG1, GIMAP7, and RFX2, using the LASSO Cox regression model as a screening method, and established a formula for AF gene-related COVID-19 severity score with a 0.90 AUC value. This evidence concerns the gene ARG1 and COVID-19.