These results demonstrate that PMEPA1 was an independent prognostic predictor of OS, and its prognostic significance in BLCA patients was based on their clinical characteristics (especially in early-stage, high grade, and male patients) and the immune infiltration levels of TME. Here, PMEPA1 is linked to bladder transitional cell carcinoma.