Second, high-risk patients screened using the nomogram should receive intensified clinical monitoring, specifically through dietitian-led personalized interventions (to improve albumin and glucose levels) and tighter management of comorbidities such as diabetes and cardiovascular diseases. The gene discussed is ALB; the disease is diabetes mellitus.