Key inflammatory markers like IL-6 and TNF-α, central to PCOS pathophysiology and linked to insulin resistance (29, 30), were significantly reduced by BL21, indicating its regulatory effect on inflammation and sex hormone balance. The gene discussed is TNF; the disease is Insulin resistance.