Significant differences in Factor VII, IgA, IgM, IL-1beta, and TGB were observed in the COVID-19 group (Figure 6a), while EN-RAGE and IL-1RA showed significant alteration in both COVID-19 and non-COVID-19 pneumonia groups (Figure 6b). The gene discussed is PPBP; the disease is COVID-19.