A diagnostic nomogram model was constructed on the two signature genes, CDK2 and CCND1, to predict the likelihood of HF and KF occurrences via either training set or validation set (Figures 6A, D, G, J), resulting in a high level of precision in forecasting heart and kidney failure risk. Here, CCND1 is linked to kidney failure.