Our findings revealed that mCAF1 (MMP3+IL24+) was one of the important subpopulations in metastatic ESCC, exhibiting pro-metastatic characteristics via matrix degradation and angiogenesis. The gene discussed is ATF7IP; the disease is esophageal squamous cell carcinoma.