IGFBP3 and type 2 diabetes mellitus: Genetic ancestry metabolites such as triglyceride species (TG 50:3, TG 52:4, TG 51:3) and proteins including IGFBP3 and IL18R1 showed positive associations with incident T2D, reflecting inherited pathways of metabolic risk.