Local ancestry inference delineated haplotypes of recent AFR, EUR, and NAT continental ancestry in the Dominican group, and admixture mapping revealed a suggestive signal of association of NAT ancestry tracts on chromosome 2q35 linked to an almost 2-fold increase in PAD risk. Here, BRD2 is linked to peripheral arterial disease.