In addition, the abnormal TCA cycle, amino acid biosynthesis, glucagon metabolic pathway, and fatty acid biosynthesis had significant impacts on the metabolic changes in PCOS patients with IR. This evidence concerns the gene GCG and polycystic ovary syndrome.