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. This evidence concerns the gene IL6 and Insulin resistance.