This in combination with the expression of liver-specific genes, albeit at reduced levels, is an indication that the CCA-like class is more likely to be derived from hepatocytes that were transformed and underwent dedifferentiation and initiated a transdifferentiation transcriptional program in response to specific alterations (e.g., BAP1, IDH1/2). Here, IDH1 is linked to cholangiocarcinoma.