In our study, we found that SPP1 secreted by APOC1+SPP1+ TAM cells bound to ITGF1 secreted by FAP+ CAFs cells, suggesting that these two subpopulations may promote HCC development by remodeling the tumor microenvironment. The gene discussed is FAP; the disease is hepatocellular carcinoma.