Findings show that ANC and high intratumoral CXCL8/IL8 and neutrophil-activation signatures may be disease drivers in EAC and that IL-8–driven neutrophil chemotaxis may be a unique driver in EAC but not in ESCC or gastric adenocarcinomas. Here, CXCL8 is linked to esophageal squamous cell carcinoma.