Differential expression analysis was performed and differentially expressed genes (DEGs) within pathways were selected for the further analysis, including 2198 DEGs for ccRCC, 2129 DEGs for PRCC, and 2243 DEGs for ChRCC. This evidence concerns the gene PRCC and chromophobe renal cell carcinoma.