A logistic regression model demonstrated that smoking, the utilization of SSRI/MAOI medication, loss of appetite, the risk of frailty syndrome, decreased ASMI, increased VAT, and increased CCK-8 levels were all significant factors for the risk of malnutrition. The gene discussed is CCK; the disease is nutritional deficiency disease.