TNF and polycystic ovary syndrome: To address these gaps, the present systematic review and meta-analysis synthesizes studies between 2014 and 2025 comparing circulating TNF-α levels in PCOS vs. control subjects. By clarifying the consistency and magnitude of association, this review intends to inform understanding of TNF-α’s role in PCOS pathophysiology and direct future biomarker and therapeutic strategies.