A thorough portrait of stromal landscapes indicated that CAFs activation, EMT, tumor angiogenesis and M2 macrophage polarization were implicated in ESCA activated stroma, contributing to poor survival of patients. This evidence concerns the gene TBX1 and neoplasm.