Reduced albumin levels may result from inadequate intake of nutrients, uremic toxin invasion, delayed gastric emptying, nutrient loss during dialysis, endocrine disorders, metabolic acidosis, and increased energy consumption due to complications, which exacerbate malnutrition in MHD patients and increase mortality [20]. The gene discussed is ALB; the disease is nutritional deficiency disease.