On the other hand, the RAGE-positive peri-tumoral ductular cells could possibly communicate with hepatocytes via cytokines such as angiogenic factors ANGPT2 and PDGFβ to promote angiogenesis tumor development. This evidence concerns the gene PDGFB and neoplasm.