Utilizing public datasets, we established a robust prognostic model for ccRCC based on eight IMRGs (UCN, HAMP, SEMA3A, AMH, PYCR1, PLXNB3, CLDN4, and TEK). Here, PYCR1 is linked to nonpapillary renal cell carcinoma.