The ALI, calculated from routine clinical data (BMI, Alb, and NLR), is non-invasive and low-cost, and may serve as a valuable adjunct for risk evaluation in elderly individuals, who often face malnutrition and chronic inflammatory states. The gene discussed is ALB; the disease is nutritional deficiency disease.