Based on the results of our wide research in PubMed, Web of Science, and FerrDB databases, This review focus on the structure, expression regulation, and function of GPX4 in ferroptosis and the relationship between GPX4 and its influence on ferroptosis in cancer therapy. This evidence concerns the gene GPX4 and cancer.