In addition to the prognostic significance of MRG-based biomarkers, our study also identified several pathways closely related to the pathogenesis of ccRCC, such as the HIF-1 signaling pathway, the PPAR signaling pathway, and glycogen metabolism-related pathways. This evidence concerns the gene PPARA and nonpapillary renal cell carcinoma.