In summary, we demonstrated that histopathology image classifiers based on quantitative features can successfully distinguish TFE3-RCC from ccRCC with a high accuracy (AUC of 0.894) on the external validation set, which corroborates our hypothesis that tumor histological phenotype can reflect underlying gene translocations. This evidence concerns the gene TFE3 and renal cell carcinoma.