This different pattern suggests how early epigenetic deregulation caused by external carcinogenic events (for example, liver flukes) are at the basis of CCA development in the first cluster, whereas in the second cluster, epigenetic aberrations probably arise as a downstream consequence of somatic mutations (IDH) that produce oncometabolites responsible for the DNA hypermethylation. Here, IDH2 is linked to cholangiocarcinoma.