In summary, this study offered fresh insights into the molecular pathogenesis of ccRCC, unveiling a unique and novel regulatory mechanism by which G6PD's ectopic overactivation contributed to the progression of ccRCC. This evidence concerns the gene G6PD and nonpapillary renal cell carcinoma.