Age-related risk likely stems from cumulative carcinogen exposure and diminished DNA repair capacity (28), while the male predominance (approximately 3:1 in our cohort) may result from both differential exposures and hormonal factors, with androgen receptor signaling potentially promoting bladder cancer development (29). Here, AR is linked to urinary bladder cancer.