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). This evidence concerns the gene NRP2 and intrahepatic cholangiocarcinoma.