We plotted the median expression of 10 Cytochrome P450 (CYP) genes that are abundant in the liver as a surrogate for liver-specific gene expression and found that CCA-Like tumors had significantly higher levels of expression of CYP genes compared to CCA tumors (t-test, p = 3.23e−5). Here, PPIG is linked to cholangiocarcinoma.