Comparative analysis of cell communication further screened prognostic ligand receptor pairs regulating ESCC TME including CCL3/CCR1, CCL3/CCR5 and CCL18/PITPNM3 (Fig. S1). Here, CCR1 is linked to esophageal squamous cell carcinoma.