Using CellPhoneDB database, we also identified multiple ligand–receptor interactions mediating cell crosstalk, including FcRn complex–albumin (ALB) and SPP1–CD44 between macrophages and HCC malignant cells. Here, SPP1 is linked to hepatocellular carcinoma.