Complementary <i>in vivo</i> experiments provided additional evidence, further indicating that IL1RN and IL36G play important functional roles in overall tumor progression.<h4>Conclusion</h4>A four-gene M2 macrophage-related prognostic model provides reliable prediction of clinical outcomes in EC. Here, IL36G is linked to neoplasm.