HCC tumors clustered alongside the tumor-adjacent normal samples and had increased expression for hepatocyte markers such as ALB and HNF4A. CCA-Like tumors co-clustered with the CCA tumors and similarly had higher expression of the cell cycle and biliary markers but lower expression of hepatocyte markers. Here, ALB is linked to cholangiocarcinoma.