Our results showed that the expression level of CBS, CD44, AKR1C2, CHAC1, and SLC7A11was positively associated with the progression of ccRCC, while contrary results appeared in HMOX1 and HMGCR. Here, CHAC1 is linked to nonpapillary renal cell carcinoma.