Further verification also confirmed that ACAT1 was negatively correlated with the Fuhrman grade of ccRCCs, and its expression was also related to overall survival and the disease-free survival of ccRCC patients. This evidence concerns the gene ACAT1 and nonpapillary renal cell carcinoma.