Creatinine emerged as the most influential feature, followed by PO2, sepsis, BUN, lactate, ALB, UO, SpO2, WBC, TBIL, RDW, AST, diabetes, DBP, chloride, HR, glucose, BE, platelets, and UTI. The gene discussed is ALB; the disease is diabetes mellitus.