ALB and nutritional deficiency disease: Based on this finding, we propose a stratified intervention strategy: for patients with severe malnutrition risk (PNI < 35 or CONUT≥5), prompt initiation of comprehensive nutritional assessment and intensive intervention protocols should be implemented, including early enteral nutritional support, intravenous albumin supplementation, and appropriate micronutrient supplementation.