Cell communication, signal pathway weight and key gene analysis, and in vitro experiments revealed the role of PTN expressed in CAFs in HCC, and the regulatory role of B cells and CD8 + T cells in PTN-mediated HBV cirrhosis-HCC progression. This evidence concerns the gene PTN and hepatocellular carcinoma.