Our study also explored the influencing factors of COVID-19 severity, and found that eight features, including age, sex, dyspnea, comorbidity, complication, LYM, CRP, and lung injury score, were significantly associated with COVID-19 severity. This evidence concerns the gene CRP and COVID-19.