Univariate analysis revealed that hypertension; acute renal failure, pneumonia, sepsis, PLR, white blood cell count, serum sodium, blood glucose, prothrombin time, serum creatinine, serum calcium, and mechanical ventilation were significantly associated with in-hospital mortality. The gene discussed is F2; the disease is pneumonia.