HHO-FKNN machine learning model has been established for clear discrimination between severe and non-severe patients and identified several critical indicators, including advanced age, Hypertension, acute liver injury, and CD4 T cells, CD8 T cells, and fatigue. The gene discussed is CD8A; the disease is hypertensive disorder.