In univariate Cox analysis of GPR-related genes, we also found that GPR family members were associated with overall survival in BLCA patients, and GPR family-related genes SIGMAR1, OR2B6, and PTGER4 were independent risk factors for overall survival in BLCA patients. Here, ALDH18A1 is linked to bladder transitional cell carcinoma.