Gene-rich association loci such as VAMP5-VAMP8-GGCX (CAD) and LRP1-STAT6-SDR9C7 (migraine) colocalized only with GGCX and LRP1 in arterial tissues. Here, VAMP8 is linked to migraine disorder.