Taken together, transcriptome analysis of PBMCs at the single-cell level, serum cytokines, and other clinical measures in the patients with severe COVID-19 revealed an association of PF with increased pathogenic Th17 cells and generally dampened IFN responses. This evidence concerns the gene IFNA1 and COVID-19.