This review examines the potential of Intensive Weight Management Programmes (IWMPs) and Glucagon-like peptide-1 receptor agonists (GLP-1 RAs) to reduce metabolic risks in women with PCOS, drawing from studies in both PCOS-specific and related populations. This evidence concerns the gene GCG and polycystic ovary syndrome.