Furthermore, a machine learning model was constructed to accurately predict the development of ccRCC from a missense mutation within the VHL protein, which considerably outperformed previous VHL-specific and general disease classifiers. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.