Based on the random forest analysis of the 10 PEGs, we discovered that POLE2 was the most significant gene differentiating bladder cancer tissues and adjacent normal tissues, implying that it plays an extremely important role in BLCA progression. The gene discussed is POLE2; the disease is bladder transitional cell carcinoma.