This study employs a data-driven approach to investigate the dose–response rela-tionships between key clinical, physical, and reproductive factors such as age, weight, menstrual cycle length, AMH levels, and follicle number, in PCOS. The gene discussed is AMH; the disease is polycystic ovary syndrome.