Our findings collectively demonstrate that the SNHG12/HMGB1/PTEN axis serves as a novel regulatory mechanism in PCOS by modulating glycolytic-mediated follicular dysplasia in GCs, offering a potential therapeutic target for PCOS. This evidence concerns the gene SNHG12 and polycystic ovary syndrome.