The TAM components of HCC reflects its high plasticity and are divided into four TAM subtypes (Fig. 5C), the expression of marker genes in distinct cell clusters shown in Fig. 5D, GnRH signaling pathway and ErbB signaling pathway was upregulated in TAM of HCC (Fig. 5E). The gene discussed is GNRH1; the disease is hepatocellular carcinoma.