This study elucidates the mechanism by which C. nitidissima exerts its anti-lung cancer effects through the induction of ferroptosis and identifies key active components—apigenin, chrysin, and isochlorogenic acids A and C—that target HMOX-1, a critical molecular player in ferroptosis. The gene discussed is HMOX1; the disease is lung cancer.