In the GEPIA database, we found a trend that the expression of EHHADH, ACADM and AGXT2 was negatively correlated with the pathological stages of ccRCC (Figures 4A, C, E), which illustrated the critical role of these three hub genses in the progression of ccRCC. This evidence concerns the gene AGXT2 and nonpapillary renal cell carcinoma.