To determine the differentially protein expression of ipr-DEGs, IHC staining images for the ipr-DEGs proteins in ccRCC tissues as well as normal renal tissues were obtained from the HPA database. Here, PRPS1 is linked to nonpapillary renal cell carcinoma.