PTH and vitamin D deficiency: For older women, another multiple linear regression model was fitted based on the combination of independent variables, including the age of menarche, previous labor, menstrual irregularities, vitamin D deficiency, family history of bone fracture, BMI, natural vitamin D food sources, serum vitamin D, and parathyroid hormone.