According to the study reports, CXCL10, CXCL11, LAG3, OAS3, PADI2 and other genes are significantly upregulated in the blood or lung tissue in patients with severe COVID-19 (25, 27, 29, 31, 33, 36). Here, PADI2 is linked to COVID-19.