HDAC3 and polycystic ovary syndrome: Mechanistic investigations revealed that 3-HB contributes to metabolic and hormonal dysregulation primarily through the modulation of HDAC3 activity, linking ketone body metabolism directly to the disease phenotype.<h4>Conclusion</h4>This study provides robust causal evidence linking lipid metabolism and ketone bodies to PCOS, moving beyond descriptive associations.