In conclusion, our study found that the MX1 gene promoter variant tended to be associated with a reduced risk of developing severe COVID-19 in males, and the polymorphisms near FOXP4 were significantly associated with increased COVID-19 severity in the Guangdong population. The gene discussed is FOXP4; the disease is COVID-19.