CHAC1 and clear cell renal carcinoma: This phenomenon was mentioned in the study of Deng et al. [55]; the ferroptosis-related gene CHAC1 was down-regulated in KIRC samples, but the expression level of CHAC1 was directly proportional to the poor prognosis of clear cell renal cell carcinoma and could be an effective indicator of a poor prognosis.