We found that ACAT1, BDH2, HMGCL, the three key genes involved in the ketogenesis and ketolysis, were significantly downregulated in ccRCC (Figure 1A), suggesting an alteration of ketone body metabolism in ccRCC. This evidence concerns the gene ACAT1 and nonpapillary renal cell carcinoma.