Testing for ancient admixture between closely related populations
Open accessAbstract
One enduring question in evolutionary biology is the extent of archaic admixture in the genomes of present-day populations. In this paper, we present a test for ancient admixture that exploits the asymmetry in the frequencies of the two nonconcordant gene trees in a three-population tree. This test was first applied to detect interbreeding between Neandertals and modern humans. We derive the analytic expectation of a test statistic, called the D statistic, which is sensitive to asymmetry under alternative demographic scenarios. We show that the D statistic is insensitive to some demographic assumptions such as ancestral population sizes and requires only the assumption that the ancestral populations were randomly mating. An important aspect of D statistics is that they can be used to detect archaic admixture even when no archaic sample is available. We explore the effect of sequencing error on the false-positive rate of the test for admixture, and we show how to estimate the proportion of archaic ancestry in the genomes of present-day populations. We also investigate a model of subdivision in ancestral populations that can result in D statistics that indicate recent admixture.
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Domestic helmeted guinea fowl from Sudan had significantly positive D values (Z > 3), suggesting gene flow between domestic helmeted guinea fowl from Sudan and wild helmeted guinea fowl from Kenya/Sudan.
“D statistics (Durand et al. 2011) were calculated and showed that the domestic HGF from Sudan had significantly positive D values (Z > 3), suggesting gene flow between domestic HGF from Sudan and wild HGF from Kenya/Sudan (supplementary fig. S5, Supplementary Material online).”
From Genomic Analyses Unveil Helmeted Guinea Fowl (<i>Numida meleagris</i>) Domestication in West Africa (2021) · cites this paper as Durand et al. 2011
ARG-based estimates of genome-wide percent admixture are similar to, but lower than, D statistic-based estimates in all non-African genomes.
“ARG-based estimates are similar to, but lower than, D statistic–based estimates in all non-African genomes, which we expected because of our aggressive filtering strategy for eliminating ILS”
From An ancestral recombination graph of human, Neanderthal, and Denisovan genomes (2021) · cites this paper as [19]
The Application to Neandertal section discusses D statistics and reports that their values were lower for SNP data than for sequencing data. It does not compare ARG-based and D-statistic-based admixture estimates across non-African genomes. A search for ARG-based estimates and aggressive filtering of incomplete lineage sorting found no passage addressing that comparison. (LLM, conf=0.76)
Experimental — accuracy not yet measuredSeveral methods (IBS tract, ∂a∂i, D statistics) were used to fully elucidate patterns of gene flow between polar and brown bear populations since their divergence.
“To fully elucidate patterns of gene flow between polar and brown bear populations since their divergence, we used several methods: (i) the IBS tract method; (ii) ∂a∂i; and (iii) D statistics, also known as the ABBA-BABA test (Durand et al., 2011; Green et al., 2010) (Extended Experimental Procedures Section Gene Flow and Introgression).”
From Population genomics reveal recent speciation and rapid evolutionary adaptation in polar bears (2014) · cites this paper as Durand et al., 2011
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Cites
A draft sequence of the Neandertal genome
Green, R. E., Krause, J., Briggs, A. W., Maricic, T., Stenzel, U., Kircher, M., Patterson, N., Li, H., Zhai, W., Fritz, M. H.-Y., et al. (2010) · Science · doi:10.1126/science.1188021 · Cited by 4,318 · see citing works
Self-citationEVOLUTIONARY RELATIONSHIP OF DNA SEQUENCES IN FINITE POPULATIONS
Tajima, F. (1983) · Genetics · doi:10.1093/genetics/105.2.437 · Cited by 3,133 · see citing works
Barton, N. H., & Hewitt, G. M. (1985) · Annual Review of Ecology and Systematics · doi:10.1146/annurev.es.16.110185.000553 · Cited by 2,882 · see citing works
Generating samples under a Wright–Fisher neutral model of genetic variation
Hudson, R. R. (2002) · Bioinformatics · doi:10.1093/bioinformatics/18.2.337 · Cited by 2,397 · see citing works
Reconstructing Indian population history
Reich, D., Thangaraj, K., Patterson, N., Price, A. L., & Singh, L. (2009) · Nature · doi:10.1038/nature08365 · Cited by 1,674 · see citing works
Self-citationThe role of hybridization in evolution
Barton, N. (2001) · Molecular Ecology · doi:10.1046/j.1365-294x.2001.01216.x · Cited by 1,604 · see citing works
Nonparametric estimates of standard error: The jackknife, the bootstrap and other methods
EFRON, B. (1981) · Biometrika · doi:10.1093/biomet/68.3.589 · Cited by 1,399 · see citing works
Neandertal DNA sequences and the origin of modern humans.
Krings, M., Stone, A., Schmitz, R., Krainitzki, H., Stoneking, M., & Pääbo, S. (1997) · Cell · doi:10.1016/s0092-8674(00)80310-4 · Cited by 1,274 · see citing works
The spatial spread of invasions: new developments in theory and evidence
Hastings, A., Cuddington, K. M., Davies, K. F., Dugaw, C. J., Elmendorf, S. C., Freestone, A. L., Harrison, S. P., Holland, M. D., Lambrinos, J., Malvadkar, U., et al. (2004) · Ecology Letters · doi:10.1111/j.1461-0248.2004.00687.x · Cited by 924 · see citing works
Implementing a unified approach to family-based tests of association
Laird, N. M., Horvath, S., & Xu, X. P. (2000) · Genetic Epidemiology · doi:10.1002/1098-2272(2000)19:1+ · Cited by 854 · see citing works
THE HIDDEN SIDE OF INVASIONS: MASSIVE INTROGRESSION BY LOCAL GENES
Currat, M., Ruedi, M., Petit, R. J., & Excoffier, L. (2008) · Evolution · doi:10.1111/j.1558-5646.2008.00413.x · Cited by 816 · see citing works
Analysis of one million base pairs of Neanderthal DNA
Green, R. E., Krause, J., Ptak, S. E., Briggs, A. W., Ronan, M. T., Simons, J. F., Du, L., Egholm, M., Rothberg, J. M., Paunović, M., et al. (2006) · Nature · doi:10.1038/nature05336 · Cited by 758 · see citing works
Genetic traces of ancient demography
Harpending, H. C., Batzer, M. A., Gurven, M., Jorde, L. B., Rogers, A. R., & Sherry, S. T. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.4.1961 · Cited by 675 · see citing works
Sequencing and analysis of Neanderthal genomic DNA
Noonan, J. P., Coop, G., Kudaravalli, S., Smith, D., Krause, J., Alessi, J., Chen, F., Platt, D., Pääbo, S., Pritchard, J. K., et al. (2006) · Science · doi:10.1126/science.1131412 · Cited by 629 · see citing works
Inbreeding coefficients and coalescence times
Slatkin, M. (1991) · Genetics Research · doi:10.1017/s0016672300029827 · Cited by 629 · see citing works
Self-citationA Complete Neandertal Mitochondrial Genome Sequence Determined by High-Throughput Sequencing
Green, R. E., Malaspinas, A., Krause, J., Briggs, A. W., Johnson, P. L. F., Uhler, C., Meyer, M., Good, J. M., Maričić, T., Stenzel, U., et al. (2008) · Cell · doi:10.1016/j.cell.2008.06.021 · Cited by 601 · see citing works
Self-citationThe Derived FOXP2 Variant of Modern Humans Was Shared with Neandertals
Krause, J., Lalueza‐Fox, C., Orlando, L., Enard, W., Green, R. E., Burbano, H. A., Hublin, J., Hänni, C., Fortea, J., Vives, M. D. L. R., et al. (2007) · Current Biology · doi:10.1016/j.cub.2007.10.008 · Cited by 562 · see citing works
Ascertainment bias in studies of human genome-wide polymorphismPreprint
Clark, A. G., Hubisz, M. J., Bustamante, C. D., Williamson, S., & Nielsen, R. (2005) · Genome Research · doi:10.1101/gr.4107905 · Cited by 503 · see citing works
No Evidence of Neandertal mtDNA Contribution to Early Modern Humans
Serre, D., Langaney, A., Chech, M., Teschler‐Nicola, M., Paunović, M., Mennecier, P., Hofreiter, M., Possnert, G., & Pääbo, S. (2004) · PLoS Biology · doi:10.1371/journal.pbio.0020057 · Cited by 437 · see citing works
Modern Humans Did Not Admix with Neanderthals during Their Range Expansion into Europe
Currat, M., & Excoffier, L. (2004) · PLoS Biology · doi:10.1371/journal.pbio.0020421 · Cited by 376 · see citing works
A Melanocortin 1 Receptor Allele Suggests Varying Pigmentation Among Neanderthals
Lalueza-Fox, C., Römpler, H., Caramelli, D., Stäubert, C., Catalano, G., Hughes, D., Rohland, N., Pilli, E., Longo, L., Condemi, S., et al. (2007) · Science · doi:10.1126/science.1147417 · Cited by 292 · see citing works
TESTING THE CONSTANT-RATE NEUTRAL ALLELE MODEL WITH PROTEIN SEQUENCE DATA
Hudson, R. R. (1983) · Evolution · doi:10.1111/j.1558-5646.1983.tb05528.x · Cited by 289 · see citing works
Possible Ancestral Structure in Human Populations
Plagnol, V., & Wall, J. D. (2006) · PLoS Genetics · doi:10.1371/journal.pgen.0020105 · Cited by 275 · see citing works
Meng, C., & Kubatko, L. S. (2008) · Theoretical Population Biology · doi:10.1016/j.tpb.2008.10.004 · Cited by 255 · see citing works
Testing the Constant-Rate Neutral Allele Model with Protein Sequence Data
Hudson, R. R. (1983) · Evolution · doi:10.2307/2408186 · Cited by 209 · see citing works
Did Early Humans Go North or South?
Forster, P., & Matsumura, S. (2005) · Science · doi:10.1126/science.1113261 · Cited by 182 · see citing works
Reconstituting the Frequency Spectrum of Ascertained Single-Nucleotide Polymorphism Data
Nielsen, R., Hubisz, M. J., & Clark, A. G. (2004) · Genetics · doi:10.1534/genetics.104.031039 · Cited by 162 · see citing works
Usefulness of Single Nucleotide Polymorphism Data for Estimating Population Parameters
Kuhner, M. K., Beerli, P., Yamato, J., & Felsenstein, J. (2000) · Genetics · doi:10.1093/genetics/156.1.439 · Cited by 151 · see citing works
Detecting ancient admixture and estimating demographic parameters in multiple human populations.
Wall, J., Lohmueller, K., & Plagnol, V. (2009) · Molecular biology and evolution · doi:10.1093/molbev/msp096 · Cited by 141 · see citing works
Detecting Ancient Admixture in Humans Using Sequence Polymorphism Data
Wall, J. D. (2000) · Genetics · doi:10.1093/genetics/154.3.1271 · Cited by 116 · see citing works
Subdivision in an Ancestral Species Creates Asymmetry in Gene Trees
Slatkin, M., & Pollack, J. L. (2008) · Molecular Biology and Evolution · doi:10.1093/molbev/msn172 · Cited by 78 · see citing works
Self-citationArchaic admixture in the human genome
Wall, J. D., & Hammer, M. F. (2006) · Current Opinion in Genetics & Development · doi:10.1016/j.gde.2006.09.006 · Cited by 48 · see citing works
Associations Between Cytoplasmic and Nuclear Loci in Hybridizing Populations
Orive, M. E., & Barton, N. (2002) · Genetics · doi:10.1093/genetics/162.3.1469 · Cited by 20 · see citing works
A deterministic model of admixture and genetic introgression: The case of Neanderthal and Cro-Magnon
Forhan, G., Martiel, J., & Blum, M. G. B. (2008) · Mathematical Biosciences · doi:10.1016/j.mbs.2008.08.004 · Cited by 8 · see citing works
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Patterson, N., Moorjani, P., Luo, Y., Mallick, S., Rohland, N., Zhan, Y., Genschoreck, T., Webster, T., & Reich, D. (2012) · Genetics · doi:10.1534/genetics.112.145037 · Cited by 2,848 · see citing works
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Meyer, M., Kircher, M., Gansauge, M.-T., Li, H., Racimo, F., Mallick, S., Schraiber, J. G., Jay, F., Prüfer, K., de Filippo, C., et al. (2012) · Science · doi:10.1126/science.1224344 · Cited by 1,967 · see citing works
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- Authors
- Durand, E. Y., Patterson, N., Reich, D., & Slatkin, M.
- Affiliations
- University of California, Berkeley (US)
- Broad Institute (US)
- Corresponding author
- Durand, Eric Y.
- Venue
- Molecular Biology and Evolution
- Publisher
- Oxford University Press (OUP)
- Published
- 2011-02-15
- Volume
- 28
- Issue
- 8
- Pages
- 2239-2252
- ISSN
- 0737-4038 (ISSN-L)
- 1537-1719
- PMC
- PMC3144383
- OpenAlex
- W2052395225
- Cited by
- 1,375
- References
- 34
- Citations by year
- 2026: 123 · 2025: 130 · 2024: 120 · 2023: 115 · 2022: 137 · 2021: 149 · 2020: 113 · 2019: 102 · 2018: 96 · 2017: 75 · 2016: 76 · 2015: 48 · 2014: 39 · 2013: 28 · 2012: 15
- FWCI
- 17.56
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Molecular Biology and Evolution (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute of General Medical Sciences (R01GM040282, R01‑GM40282)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic diversity and population structure
- Social Sciences › Anthropology › Pleistocene-Era Hominins and Archaeology
- Keywords
- archaic admixture, D-statistic, interbreeding, sequencing errors, false positive rate, population subdivision
- MeSH terms
- Algorithms, Animals, Computer Simulation, Genetics, Population, Humans, Genetic Variation, Models, Statistical, Genome, Evolution, Molecular, Gene Flow
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