In addition, the transcriptomic analysis confirmed that the suppression of IRS1 in CCA cells could down-regulate many gene clusters involved in a variety of biological functions, e.g., DNA replication, DNA repair, cell cycle, TGF-β signaling, and NOTCH signaling pathways. Here, IRS1 is linked to cholangiocarcinoma.