Similarly, rare exonic variants in metabolic genes, including UCP1, UCP2, IRS1, and GHRL, have been associated with higher BMI and fasting insulin levels in PCOS, though replication is needed (Sharma et al. 2023b). Here, IRS1 is linked to polycystic ovary syndrome.