This regulatory mechanism contributes to apoptosis and follicular dysplasia (Figure 8), highlighting the critical role of SNHG12 in PCOS-associated follicular dysfunction through glycolytic regulation. This evidence concerns the gene SNHG12 and polycystic ovary syndrome.