CXCL12 and hepatocellular carcinoma: As shown in Fig. 7J, TGFβ, CSF1, CCL3 and CXCL12 were relatively upregulated in PDGFRα+ CAFs closely associated with the immunosuppressive microenvironment, as we observed in the rat HCC model.