In this study, for the first time, we focused on TBX3 in the TME of BLCA through pan-cancer analysis and revealed its key role in BLCA using multi-omics analysis and in vitro and in vivo experiments. The gene discussed is TBX3; the disease is bladder transitional cell carcinoma.