We then explored the T cell status during ESCC tumorigenesis and identified 4 clusters designated as CD8+ T cell, CD4+ T cell, CD4−CD8− T cell 1 and CD4−CD8− T cell 2, respectively (Fig. 5a). Here, CD4 is linked to esophageal squamous cell carcinoma.