Key regulators of ferroptosis include the lipid peroxidation pathway, iron metabolism, and glutathione peroxidase 4 (GPX4), which is essential for preventing lipid peroxidation and promoting cell survival in bladder cancer [33]. Here, GPX4 is linked to urinary bladder carcinoma.