This study developed the radiomics model with all-relevant imaging features based on multiphasic CT scanning images to investigate the possible radiogenomics link between the imaging features and a key ccRCC driver gene—the von Hippel-Lindau (VHL) gene mutation. Here, VHL is linked to nonpapillary renal cell carcinoma.