The nomogram incorporated diabetes, ferritin, and IL-10, demonstrating robust calibration (Hosmer-Lemeshow p = 0.84; Brier score = 0.182) and discrimination (sensitivity = 71.4%, specificity = 70.0%). This evidence concerns the gene IL10 and diabetes mellitus.