Tumor necrosis factor-alpha (TNF-α), a key pro-inflammatory cytokine primarily secreted by M1-polarized macrophages, plays a crucial role in maintaining chronic inflammation and contributing to tumor progression [14,15]. This evidence concerns the gene TNF and neoplasm.