We further excluded a total of 146 and 262 samples for downstream analysis because they carried mutations in five high-confidence ccRCC driver genes (VHL, BAP1, SETD2, PTEN, and KDM5C) [13, 15]. Here, BAP1 is linked to nonpapillary renal cell carcinoma.