Consistent findings were validated across independent ccRCC cohorts, confirming the correlation between M/L MAGI3 levels [Histochemistry score (H-score) ≤6)] and an unfavorable prognosis, particularly at the protein level in stage I cases (Fig. 1K, L). The gene discussed is MAGI3; the disease is nonpapillary renal cell carcinoma.