MKI67 and nonpapillary renal cell carcinoma: In our investigation, we formulated a new automated analysis framework, leveraging a multi-center dataset and multi-scale features, to proficiently discern the ccRCC’s pathological grade (G1&G2 vs G3&G4) and Ki67 index (≥ 5% vs < 5%).