In order to further assess the prognostic significance of the aforementioned 10 genes in BLCA patients, our analysis utilizing the random forest algorithm revealed that CPT1C exerts a substantial influence on the survival and prognosis of BLCA patients. The gene discussed is CPT1C; the disease is bladder transitional cell carcinoma.