Our findings suggested that calcium channel molecules are closely associated with hyperfibrosis in TME of HCC patients, while we identified the fibroblast-associated gene FSTL3 in a highly mesenchymal population. This evidence concerns the gene FSTL3 and hepatocellular carcinoma.