We identified notable correlations between decreased eGFR and low serum albumin, low HDL-cholesterol, high triglycerides, and low MNA score, emphasizing that malnutrition was also significantly associated with more advanced kidney disease in the enrolled patients. The gene discussed is ALB; the disease is nutritional deficiency disease.