Comparing with primary tumor, differential intercellular communications of metastatic ESCC microenvironment are revealed and furtherly validated via multiplexed immunofluorescence and immunohistochemistry staining, which mainly rely on the crosstalk of APOC1+APOE+ macrophages with tumor and stromal cell. The gene discussed is APOE; the disease is esophageal squamous cell carcinoma.