Recent research has clarified the “CCA cells-PDGF-D-CAFs-VEGF/LECs” signaling axis, providing a theoretical basis for targeting the tumor microenvironment to suppress lymphatic metastasis in CCA (52). The gene discussed is PDGFD; the disease is neoplasm.