G6PD and nonpapillary renal cell carcinoma: All 4 genes were overexpressed in advanced stage compared to early stage ccRCC (P < 0.05), and G6PD, APLP1 and GCNT3 were overexpressed in high grade compared to low grade ccRCC (P < 0.05).