They identified four genes (i.e., AHNAK, SRGAP3, LRRK2, and USP6) as potential driving factors for VHL/PBRM1-negative ccRCC development, which provided new insights into the pathogenesis of the ccRCC. Here, USP6 is linked to nonpapillary renal cell carcinoma.