We finally confirmed CCL18-PITPNM3 signaling network showed strongest interaction occurred between epithelial/tumor cells and macrophages based on cell interaction network inferred from ESCC scRNA-seq data (Fig. 4E). This evidence concerns the gene PITPNM3 and esophageal squamous cell carcinoma.