Using bioinformatics analysis and clinical specimens, we found that peritumoral macrophages expressed higher anti-inflammatory factor IL-10 and lower pro-inflammatory factor IFN-g/TNFa than macrophages in tumor tissues, and were associated with local invasion, tumor recurrence, and metastasis. Here, TNF is linked to neoplasm.