In this study, LAG3 and HAVCR2 were correlated with T cell activity and were highly expressed in exhausted CD8+ T cells in both NACT-ESCC and SA-ESCC (Fig. 8F and Supplementary Fig. 8C). Here, CD8A is linked to esophageal squamous cell carcinoma.