BAP1 and BAP1-related tumor predisposition syndrome: In addition, kidney involvement is often observed in Birt–Hogg–Dubé syndrome, tuberous sclerosis, BAP1 tumor predisposition syndrome, etc. (Figure 1, Table 1 and Table 2).