In this study, SULF2 secreted from the HCC cells promoted the differentiation of HSCs into CAFs, which inhibited HCC cell apoptosis through the secretion of SDF-1 and the activation of the SDF-1/CXCR4/PI3K/AKT pathway. The gene discussed is CXCR4; the disease is hepatocellular carcinoma.