G6PD and nonpapillary renal cell carcinoma: 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.