Advanced age, prolonged hospitalization, lower albumin, higher urea, malnutrition, and comorbidities like heart failure, stroke, pneumonia, sepsis, and hypothyroidism were associated with increased mortality. The gene discussed is ALB; the disease is susceptibility to pneumonia measurement.