MAGI3 and nonpapillary renal cell carcinoma: This study establishes a significant correlation between reduced MAGI3 expression and an unfavorable prognosis in ccRCC, revealed through comprehensive analysis across multiple patient cohorts (Supplementary Fig. 1).