Our findings revealed a substantial burden of these conditions, with 33.0% of participants exhibiting hypoalbuminemia (serum albumin <35 g/L) and 73.5% at risk of or experiencing malnutrition (MNA-SF score < 12). The gene discussed is ALB; the disease is nutritional deficiency disease.