Taken together, these results indicate that these proliferation-and metastasis-related factors, especially Cyclin E1 and MMP9, might be involved in G6PD mediated ccRCC progression, and correlated with ccRCC prognosis. This evidence concerns the gene CCNE1 and nonpapillary renal cell carcinoma.