The specific aims of this study were to characterize BIN1’s expression pattern in BLCA, investigate its functional role in cancer progression, and decipher its regulatory mechanisms, particularly focusing on the ALDH1/NOTCH signaling pathway. Here, ALDH1A1 is linked to bladder transitional cell carcinoma.