Our findings elucidate the connection between ZC3H13-mediated m6A modification and M2 macrophage infiltration in the ESCC-TME, resulting in M2 macrophage polarization and increased M2 macrophage infiltration. This evidence concerns the gene ZC3H13 and esophageal squamous cell carcinoma.