In ccRCC, BAP1 is a key tumor suppressor gene that is involved in some important biological process including DNA repair and transcription in the nucleus, and regulating cell death and mitochondrial metabolism in the cytoplasm, and promotes tumor development when mutated in somatic cells (64). Here, BAP1 is linked to nonpapillary renal cell carcinoma.