The regulatory network analysis on TGFB and hedgehog signalling pathways revealed several upstream ligands that are significantly up regulated in IH-ICC over 2D and could potentially serve as the ligand for signalling activation (Fig. 7D). The gene discussed is TGFB1; the disease is intrahepatic cholangiocarcinoma.