Low serum albumin levels may indicate inflammation and malnutrition, whereas cholesterol, hemoglobin, and platelet levels are linked to atherosclerosis, anemia, and bleeding or thrombotic risks—all highly prognostic for cardiovascular outcomes in dialysis patients. The gene discussed is ALB; the disease is atherosclerosis.