The nomogram amalgamates diverse autonomous risk elements, encompassing energy intake, age, anemia, serum albumin, BMI, eGFR, and diabetes, discerned through weighted multivariate Cox regression scrutiny. The gene discussed is ALB; the disease is diabetes mellitus.