Studies by Zou et al. have shown that ARID1A, PBRM1, and BAP1, which are tumor suppressor genes, played an important role in suppressing mutations and preventing the occurrence of ICC. This evidence concerns the gene BAP1 and intrahepatic cholangiocarcinoma.