We reported, to the best of our knowledge, the largest TFE3-RCC cohort of 74 cases with an extensive analysis of the microscopic appearance of TFE3-RCC and ccRCC using computational pathological image analysis. This evidence concerns the gene TFE3 and nonpapillary renal cell carcinoma.