Additionally, by using both LASSO model and XGBoost ML algorithm, we were able to validate previous results like age, disease severity, hs-CRP, and LDH were significant death risk markers for COVID-19 and further provide direct evidence for the fatal effects of serum ferritin and IL-10. The gene discussed is IL10; the disease is COVID-19.