Further analyses revealed that multiple stromal cell, B cell and macrophage phenotypes were present in the ESCC and primarily promoted tumor progression, in contrast, T cell subclusters displayed anti-tumor immune responses, but CD8+ T cells showed great heterogeneity and tended to be exhausted in ESCC, which is consistent with previous studies [58]. Here, CD8A is linked to neoplasm.