For examples, APOBEC3C, APOBEC3F and APOBEC3G were highly expressed in ccRCC samples compared to normal controls (as shown in Supplementary Figs. S4F, H and I, respectively). This evidence concerns the gene APOBEC3G and nonpapillary renal cell carcinoma.