Among these genes, 5 are PEX genes that encode peroxin proteins (PEX2, PEX7, PEX10, PEX13, and PEX14) which suggest the existence of protein interactions with PHYH in ccRCC. This evidence concerns the gene PEX13 and nonpapillary renal cell carcinoma.