We found that macrophages, which served as the source cells of tumor, showing stronger interaction strength with other cell types, especially fibroblasts and hepatocytes (Figure 3H), and the SPP1, PTN, CCL, TGFB1 and PLAU pathways were more enriched in tumor regions (Figure 3I). Here, SPP1 is linked to neoplasm.