Furthermore, blocking the regulatory loop achieved effective inhibition of ccRCC, and the integration of gankyrin and CCL24 with established indicators yielded superior accuracy in predicting the postoperative prognosis of ccRCC patients. Here, PSMD10 is linked to nonpapillary renal cell carcinoma.