In univariate Cox regression, high expression of APOBEC3G, APOBEC3D, APOBEC3B, and APOBEC3H was correlated with poor OS in ccRCC patients (Table 2). This evidence concerns the gene APOBEC3D and nonpapillary renal cell carcinoma.