Together, these findings demonstrate the pivotal role of TGFBI in BLCA's stemness maintenance and BLCA progression, highlighting that the inhibition of the TGFBI/GDF15 axis is a potential therapeutic strategy for the amelioration of cancer chemotherapy. The gene discussed is GDF15; the disease is bladder transitional cell carcinoma.