Based on prior knowledge regarding the functions of MDG, we successfully constructed and validated a wPRS, derived from common variants of MDG, which was associated with YOD and incident cardiovascular–kidney complication in type 2 diabetes. Here, MPG is linked to type 2 diabetes mellitus.