Specifically, CDK1, with an AUC value of 0.93, followed by PLK1 at 0.91 and AURKB at 0.90, showed the largest areas under the ROC curve, indicating their strong potential for distinguishing between bladder cancer and normal samples (Figure 3). The gene discussed is CDK1; the disease is urinary bladder carcinoma.