By using univariant and multivariant Cox regression models, we identified five independent risk factors (pulmonary disease, age, IgM, CD16+/CD56+ NK cell and AST) for progression to severe COVID-19 in the present study. The gene discussed is NCAM1; the disease is COVID-19.