In exploring the independent risk factors for overall survival in BLCA, we found that gender, clinical stage, T stage, N stage, M stage, and GPR-TME signatures were independent risk factors for their overall survival. Here, ALDH18A1 is linked to bladder transitional cell carcinoma.