In this study, we identified six ECM-related genes (CTHRC1, MMP11, COL10A1, FSTL1, SULF1, and COL5A3) that were associated with bladder cancer occurrence, tumor stage, and prognosis based on the bladder cancer tumor samples. The gene discussed is SULF1; the disease is urinary bladder cancer.