β-sitosterol, identified as a core bioactive compound, significantly suppresses the proliferation and migration of bladder cancer cells and induces apoptosis by modulating the BCL-2/Bax/Caspase-3 axis. The gene discussed is BCL2; the disease is urinary bladder cancer.