Then, we pinpointed 5 risk scoring genes (FLRT3, ATP1A1, SAA1, PDK4, and KCNJ15) among the prognosis-related DEGs and constructed a novel DRG-related risk scoring model for ccRCC patients. This evidence concerns the gene PDK4 and nonpapillary renal cell carcinoma.