Second, we specifically analyzed frequently mutated ccRCC-related genes including VHL, PBRM1 and BAP1. There were no differences in VHL, PBRM1 and BAP1 mutations between two groups in either female, male, or all patients (Fig. 3G–I). Here, BAP1 is linked to nonpapillary renal cell carcinoma.