In this section, we review articles that develop radiogenomic models to predict tumor gene mutational profile in ccRCC, which mostly focused on the previously discussed PBRM1 and BAP1 mutations. This evidence concerns the gene PBRM1 and nonpapillary renal cell carcinoma.