CONCLUSIONS: Our findings reveal a novel mechanism by which circAFF4 interacts with USP10, impairing USP10-mediated stabilization of GPX4, promoting ferroptosis in lung cancer cells, and ultimately suppressing lung cancer progression. This evidence concerns the gene GPX4 and lung cancer.