This study aimed to determine the role of SULF2, which was upregulated in the HCC microenvironment, in promoting the differentiation of HSCs into CAFs through the TGFβ1/SMAD2 signaling pathway. The gene discussed is SULF2; the disease is hepatocellular carcinoma.