This study identified five prognostic biomarker genes related to mitochondrial function and programmed cell death in bladder cancer (POLB, FASN, CASP9, VDAC2, and RHOT2) and preliminarily constructed a prognostic model based on these genes. This evidence concerns the gene CASP9 and urinary bladder carcinoma.