Future research should delve deeper into the specific mechanisms of CHAC1 at different stages of kidney cancer and investigate how to utilize its expression level to optimize personalized treatment plans and improve the survival rate of kidney cancer patients. Here, CHAC1 is linked to kidney cancer.