Importantly, in vitro experiments demonstrated that CHAC1 overexpression robustly induces cell death in ccRCC cell lines, suggesting it may exert a potential tumor-suppressive effect by promoting mechanisms like ferroptosis or apoptosis. This evidence concerns the gene CHAC1 and nonpapillary renal cell carcinoma.