RGN and nonpapillary renal cell carcinoma: After performing univariate regression, LASSO regression and multivariable Cox regression analyses, six glucose metabolism related DEGs (FBP1, GYG2, KAT2A, LGALS1, PFKP, and RGN) were selected to develop a risk signature for the prediction of ccRCC clinical prognosis.