There was a highly overlapped rate of these up-DEGs between moderate and severe COVID-19 groups, including ACP1, S100A8, and A100A9 (18/20 = 90%, Additional file 3: Fig. S25F-N). This evidence concerns the gene ACP1 and COVID-19.