To verify the expression of ACAT1, BDH2, and HMGCL genes on a larger scale, 20 GEO datasets containing 707 ccRCC samples and 387 uncancerous controls were gathered and applied in the succedent meta-analysis. This evidence concerns the gene ACAT1 and nonpapillary renal cell carcinoma.