The genetic structure of human populations is often characterized by aggregating measures of ancestry across the autosomal chromosomes. While it may be reasonable to assume that population structure patterns are similar genome-wide in relatively homogeneous populations, this assumption may not be appropriate for admixed populations, such as Hispanics and AfricanAmericans, with recent ancestry from two or more continents. Recent studies have suggested that systematic ancestry differences can arise at genomic locations in admixed populations as a result of selection and nonrandom mating. Here, we propose a method, which we refer to as the chromosomal ancestry differences (CAnD) test, for detecting heterogeneity in population structure across the genome. CAnD can incorporate either local or chromosome-wide ancestry inferred from SNP genotype data to identify chromosomes harboring genomic regions with ancestry contributions that are significantly different than expected. In simulation studies with real genotype data from phase III of the HapMap Project, we demonstrate the validity and power of CAnD. We apply CAnD to the HapMap Mexican-American (MXL) and African-American (ASW) population samples; in this analysis the software RFMix is used to infer local ancestry at genomic regions, assuming admixing from Europeans, West Africans, and Native Americans. The CAnD test provides strong evidence of heterogeneity in population structure across the genome in the MXL sample (p ¼ 1e 2 5), which is largely driven by elevated Native American ancestry and deficit of European ancestry on the X chromosomes. Among the ASW, all chromosomes are largely African derived and no heterogeneity in population structure is detected in this sample.KEYWORDS admixture; population structure; heterogeneity testing; local ancestry; assortative mating T ECHNOLOGICAL advancements in high-throughput genotyping and sequencing technologies have allowed for unprecedented insight into the genetic structure of human populations. Population structure studies have largely focused on populations of European descent, and ancestry differences among European populations have been well studied and characterized (Novembre et al. 2008;Nelis et al. 2009). Recent studies have also investigated the genetic structure of more diverse populations, including recently admixed populations, such as African-Americans (Zakharia et al. 2009;Bryc et al. 2010a) and Hispanics (Manichaikul et al. 2012;Conomos et al. 2016), who have experienced admixing within the past few hundred years from two or more ancestral populations from different continents.Both continental and fine-scale genetic structures of human populations have largely been characterized by aggregating measures of ancestry across the autosomal chromosomes. While it may be reasonable to assume that population structure patterns across the genome are similar for populations with ancestry derived from a single continent, such as populations of European descent, this may not be a reasonable assumption for admixe...