Furthermore, we tracked the changes in the risk of diabetes and the trajectory of β-cell function and insulin sensitivity over the period of menopausal transition using longitudinal data, while considering the changes and correlations for each woman by verifying diabetes solely with laboratory findings. Here, INS is linked to diabetes mellitus.