MAGI3 and nonpapillary renal cell carcinoma: GSEA analysis further reveals a significant enrichment of the gene signature related to ERK activation in the MAGI3 M/L group of ccRCC, establishing an association between MAGI3 and the activation of MAPK/ERK signaling in ccRCC cells (Supplementary Fig. 3A).