This narrative review is based on literature retrieved from PubMed, Web of Science, and CNKI between 2018 and 2025, using keywords including “PCOS,” “obesity,” “autophagy,” “endoplasmic reticulum stress,” “inflammation,” “gut microbiota,” “HPO axis,” and “traditional Chinese medicine”. The gene discussed is GFER; the disease is obesity disorder.