Elevated lipid levels combined with hyperinsulinemia suppressed FSH secretion, supporting the association between the detrimental metabolic environment, endocrine disorders, and ovulation dysfunction in PCOS. This evidence concerns the gene BRD2 and Hyperinsulinemia.