As shown in Table 2, before adjustment, eight factors were in statistically significant association with the risk of severe or critical COVID-19 when compared with mild or ordinary COVID-19 (p <0.05), including diagnostic delay, ALB, LDH, WBC, HGB, LYMPH, MONO, and NEUT. This evidence concerns the gene CYGB and COVID-19.