This study aimed to construct an integrated research system of “natural product extraction-purification, bioactivity evaluation, and computational drug screening” to explore the bioactive compounds in C. nitidissima leaves targeting HMOX-1-mediated ferroptosis and their anti-lung cancer mechanisms. This evidence concerns the gene HMOX1 and lung cancer.