Several protein pairs including IL6–IL6R, NOTCH3–JAG1, NOTHCH3–JAG2, PDGFD–PDGFRB, and PGF–NRP2 were mainly involved in intercellular communications between vCAFs and ICC cells (Figure 3b). Here, JAG1 is linked to intrahepatic cholangiocarcinoma.