The TNF-α-NF-κB pathway was also enriched in macrophages from SA-ESCC, implying that SA-ESCC macrophages in the TME enhance tumor development and dissemination, consistent with previous studies [27, 28]. This evidence concerns the gene NFKB1 and esophageal squamous cell carcinoma.