G6PD and nonpapillary renal cell carcinoma: In addition, multivariate Cox regression analysis demonstrated that the expression of G6PD and Cyclin E1, as well as age at surgery, M stage and TNM stage were independent prognostic factors for ccRCC overall survival (Table 2).