GIPR and type 2 diabetes mellitus: Colocalization analyses supported shared causal variants at the GIPR locus, particularly for T2D (PP.H4 = 0.98 for HbA1c levels in both the primary and replication exposure datasets) (Table S4), reinforcing the metabolic role of GIPR activation.