MAGI3 and nonpapillary renal cell carcinoma: The potential interaction with the MAS receptor in renal cells was identified through GSEA analysis of the MAGI3 M/L group in ccRCC, indicating MAGI3’s involvement in MAS activation (Fig. 2A).