Within the subset of MAPK-related genes, 21 genes, including MAGI3, exhibited a notable correlation with the overall survival of ccRCC patients (Supplementary Fig. 1C). The gene discussed is MAGI3; the disease is nonpapillary renal cell carcinoma.