IL6 and Insulin resistance: Elevated levels of inflammatory markers such as IL-6, IL-17, and TNF-α are commonly observed in PCOS patients (16, 17) and are closely associated with follicular developmental arrest, insulin resistance, and metabolic syndrome (18).