Interestingly, down regulation of TNF-activated receptor activity and NF-kappa B signaling were only observed in CCAs (Supplementary Figure S2A), both of which are associated with aggressive CCA development and poor prognosis [71,72]. This evidence concerns the gene TNF and cholangiocarcinoma.