In contrast, Cluster2 ICCs showed higher expression of a series of growth factors or receptors, such as PDGFD and FGFR2/3/4, all of which are known to play important roles in supporting ICC cell growth by mediating cancer-stromal interaction (Figure S10A) 51, 52. Here, PDGFD is linked to intrahepatic cholangiocarcinoma.