Herein, we depict a landscape of the cellular ecosystem of HCC utilizing a large-scale scRNA-seq dataset and identify a novel differential TAM subset classification for SPP1+ and FOLR2+ macrophages. Here, FOLR2 is linked to hepatocellular carcinoma.