Taken together, these findings demonstrated that the persistent activation of both NF-κB and STAT3 signals existed in ccRCC tissues, which may contribute to ccRCC tumorigenesis partially through the synergistically mediated G6PD overexpression. Here, G6PD is linked to nonpapillary renal cell carcinoma.