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. This evidence concerns the gene ALB and anemia (phenotype).