Vascular SMC and arterial endothelial cells were significantly increased in the ICC/IDC TME, likely through JAG1/NOTCH signaling between ICC/IDC cells and vascular cells. The gene discussed is JAG1; the disease is intrahepatic cholangiocarcinoma.