Another study by Liu et al. analyzed receptor-ligand pairs in single-cell RNA-seq and demonstrated that SPP1 mediates crosstalk between HCC cells and macrophages through SPP1-CD44 and SPP1-PTger4 associations. Here, SPP1 is linked to hepatocellular carcinoma.