PRPS1 and nonpapillary renal cell carcinoma: As shown in Supplementary Figure S11, Kaplan-Meier analyses revealed that, except LYPD6 and EPGN, the expression of ipr-DEGs were all significantly correlated with ccRCC patient survivals.