Among them, three (RPS28, RPLP2, and PDE12) had matching risk factor genes showing consistent patterns, i.e., transcriptional upregulations increased the COVID-19 mortality risk (Fig. 5A). This evidence concerns the gene PDE12 and COVID-19.