Previous studies from our research group demonstrate that G6PD could promote ccRCC cell proliferation and invasion through upregulating the expression of CyclinD1 and MMP2, respectively 9, 12. The gene discussed is G6PD; the disease is nonpapillary renal cell carcinoma.