TFE3 and neoplasm: 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.