We found that the GPR gene signatures was a risk factor for overall survival in BLCA, while the TME risk signatures was a protective factor for overall survival in BLCA, and the GPR-TME signature was an independent risk factor for overall survival in BLCA. This evidence concerns the gene ALDH18A1 and bladder transitional cell carcinoma.