mRNA analysis also showed significantly reduced MAGI3 levels in ccRCC tissues, consistent with TCGA data (Fig. 1C) and GEO datasets (GSE16449, GSE53757, and GSE66271) (Supplementary Fig. 1D–F). This evidence concerns the gene MAGI3 and nonpapillary renal cell carcinoma.