ccRCC was classified into three subtypes, GP1, GP2 and GP3, comprising 55, 99, and 78 cases, respectively (Fig. 5a, Supplementary Fig. 5e, f). This evidence concerns the gene GTPBP1 and nonpapillary renal cell carcinoma.