Ancient Admixture in Human History

Population mixture is an important process in biology. We present a suite of methods for learning about population mixtures, implemented in a software package called ADMIXTOOLS, that support formal tests for whether mixture occurred and make it possible to infer proportions and dates of mixture. We also describe the development of a new single nucleotide polymorphism (SNP) array consisting of 629,433 sites with clearly documented ascertainment that was specifically designed for population genetic analyses and that we genotyped in 934 individuals from 53 diverse populations. To illustrate the methods, we give a number of examples that provide new insights about the history of human admixture. The most striking finding is a clear signal of admixture into northern Europe, with one ancestral population related to present-day Basques and Sardinians and the other related to present-day populations of northeast Asia and the Americas. This likely reflects a history of admixture between Neolithic migrants and the indigenous Mesolithic population of Europe, consistent with recent analyses of ancient bones from Sweden and the sequencing of the genome of the Tyrolean “Iceman.”

[1]  R. Mei,et al.  A genomewide admixture mapping panel for Hispanic/Latino populations. , 2007, American journal of human genetics.

[2]  M. Stephens,et al.  Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies. , 2003, Genetics.

[3]  W. Ewens,et al.  The Diffusion Equation and a Pseudo‐Distribution in Genetics , 1963 .

[4]  D. Reich,et al.  Sensitive Detection of Chromosomal Segments of Distinct Ancestry in Admixed Populations , 2009, PLoS genetics.

[5]  Noah A Rosenberg,et al.  Low Levels of Genetic Divergence across Geographically and Linguistically Diverse Populations from India , 2006, PLoS genetics.

[6]  G M Lathrop,et al.  Evolutionary trees and admixture: phylogenetic inference when some populations are hybridized , 1982, Annals of human genetics.

[7]  M Kimura,et al.  SOLUTION OF A PROCESS OF RANDOM GENETIC DRIFT WITH A CONTINUOUS MODEL. , 1955, Proceedings of the National Academy of Sciences of the United States of America.

[8]  M. Nei Molecular Evolutionary Genetics , 1987 .

[9]  Elizabeth A. Thompson,et al.  Human Evolutionary Trees , 1975 .

[10]  Christian Gieger,et al.  Correlation between Genetic and Geographic Structure in Europe , 2008, Current Biology.

[11]  John Novembre,et al.  The Population Reference Sample, POPRES: a resource for population, disease, and pharmacological genetics research. , 2008, American journal of human genetics.

[12]  Jonathan Scott Friedlaender,et al.  A Human Genome Diversity Cell Line Panel , 2002, Science.

[13]  Jonathan K. Pritchard,et al.  Adaptations to Climate-Mediated Selective Pressures in Humans , 2011, PLoS genetics.

[14]  A. Kotikov,et al.  Differential equations method: the calculation of vertex-type Feynman diagrams , 1991 .

[15]  Sharon R Grossman,et al.  Integrating common and rare genetic variation in diverse human populations , 2010, Nature.

[16]  Scott M. Williams,et al.  The Genetic Structure and History of Africans and African Americans , 2009, Science.

[17]  David H. Alexander,et al.  Fast model-based estimation of ancestry in unrelated individuals. , 2009, Genome research.

[18]  Kenny Q. Ye,et al.  Mapping copy number variation by population scale genome sequencing , 2010, Nature.

[19]  R. Villems,et al.  Ancient DNA from European Early Neolithic Farmers Reveals Their Near Eastern Affinities , 2010, PLoS biology.

[20]  Li Jin,et al.  Analysis of genomic admixture in Uyghur and its implication in mapping strategy. , 2008, American journal of human genetics.

[21]  David L. Steffen,et al.  The DNA sequence of the human X chromosome , 2005, Nature.

[22]  P. Bogucki,et al.  Ancient Europe 8000 B.C.-A.D. 1000 : encyclopedia of the barbarian world , 2004 .

[23]  J. Corander,et al.  Bayesian identification of admixture events using multilocus molecular markers , 2006, Molecular ecology.

[24]  David W. Anthony,et al.  The Horse, the Wheel, and Language: How Bronze-Age Riders from the Eurasian Steppes Shaped the Modern World , 2008 .

[25]  M. Feldman,et al.  Worldwide Human Relationships Inferred from Genome-Wide Patterns of Variation , 2008 .

[26]  D. F. Roberts,et al.  The History and Geography of Human Genes , 1996 .

[27]  P. Smouse,et al.  genalex 6: genetic analysis in Excel. Population genetic software for teaching and research , 2006 .

[28]  Natalie M. Myres,et al.  New insights into the Tyrolean Iceman's origin and phenotype as inferred by whole-genome sequencing , 2012, Nature Communications.

[29]  M. Jakobsson,et al.  Origins and Genetic Legacy of Neolithic Farmers and Hunter-Gatherers in Europe , 2012, Science.

[30]  L. Cavalli-Sforza,et al.  PHYLOGENETIC ANALYSIS: MODELS AND ESTIMATION PROCEDURES , 1967, Evolution; international journal of organic evolution.

[31]  E. Halperin,et al.  Estimating Local Ancestry in Admixed Populations , 2022 .

[32]  D. Reich,et al.  Denisova admixture and the first modern human dispersals into Southeast Asia and Oceania. , 2011, American journal of human genetics.

[33]  Erik Meijer,et al.  Delete-m Jackknife for Unequal m , 1999, Stat. Comput..

[34]  Philip L. F. Johnson,et al.  A Draft Sequence of the Neandertal Genome , 2010, Science.

[35]  P. Donnelly,et al.  Inference of population structure using multilocus genotype data. , 2000, Genetics.

[36]  Mattias Jakobsson,et al.  Genetic Variation and Population Structure in Native Americans , 2007, PLoS genetics.

[37]  Peter Beerli,et al.  Maximum likelihood estimation of a migration matrix and effective population sizes in n subpopulations by using a coalescent approach , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[38]  M. Stoneking,et al.  Demographic History of Oceania Inferred from Genome-wide Data , 2010, Current Biology.

[39]  David Reich,et al.  Testing for ancient admixture between closely related populations. , 2011, Molecular biology and evolution.

[40]  M. McCulloch,et al.  Origin and Migration of the Alpine Iceman , 2003, Science.

[41]  D. Reich,et al.  Population Structure and Eigenanalysis , 2006, PLoS genetics.

[42]  A. Kotikov Differential equation method: The Calculation of N point Feynman diagrams , 1991 .

[43]  Alkes L. Price,et al.  Reconstructing Indian Population History , 2009, Nature.

[44]  Shuhua Xu,et al.  A genome-wide analysis of admixture in Uyghurs and a high-density admixture map for disease-gene discovery. , 2008, American journal of human genetics.

[45]  R. Cann The history and geography of human genes , 1995, The Journal of Asian Studies.

[46]  T. Huffman The archaeology of the Nguni past , 2004 .

[47]  Shuichi Matsumura,et al.  Genetic Discontinuity Between Local Hunter-Gatherers and Central Europe’s First Farmers , 2009, Science.

[48]  H. Ostrer,et al.  The History of African Gene Flow into Southern Europeans, Levantines, and Jews , 2011, PLoS genetics.

[49]  D. Reich,et al.  Genetic structure of a unique admixed population: implications for medical research. , 2010, Human molecular genetics.

[50]  Simon H. Martin,et al.  Butterfly genome reveals promiscuous exchange of mimicry adaptations among species , 2012, Nature.

[51]  N. Rosenberg,et al.  Standardized Subsets of the HGDP‐CEPH Human Genome Diversity Cell Line Panel, Accounting for Atypical and Duplicated Samples and Pairs of Close Relatives , 2006, Annals of human genetics.

[52]  BRLMM-P : a Genotype Calling Method for the SNP 5 . 0 Array , 2007 .

[53]  Philip L. F. Johnson,et al.  Genetic history of an archaic hominin group from Denisova Cave in Siberia , 2010, Nature.

[54]  Joseph K. Pickrell,et al.  Inference of Population Splits and Mixtures from Genome-Wide Allele Frequency Data , 2012, PLoS genetics.

[55]  Gary K. Chen,et al.  Fast and flexible simulation of DNA sequence data. , 2008, Genome research.

[56]  M. Feldman,et al.  Clines, Clusters, and the Effect of Study Design on the Inference of Human Population Structure , 2005, PLoS genetics.

[57]  Jonathan Scott Friedlaender,et al.  The Genetic Structure of Pacific Islanders , 2008, PLoS genetics.

[58]  Amit R. Indap,et al.  Genes mirror geography within Europe , 2008, Nature.

[59]  R. Nielsen,et al.  Inference of Historical Changes in Migration Rate From the Lengths of Migrant Tracts , 2009, Genetics.

[60]  Jack N. Fenner,et al.  Cross-cultural estimation of the human generation interval for use in genetics-based population divergence studies. , 2005, American journal of physical anthropology.

[61]  Richard R. Hudson,et al.  Generating samples under a Wright-Fisher neutral model of genetic variation , 2002, Bioinform..

[62]  A. Brisbin Linkage Analysis For Categorical Traits And Ancestry Assignment In Admixed Individuals , 2010 .

[63]  B. Weir,et al.  ESTIMATING F‐STATISTICS FOR THE ANALYSIS OF POPULATION STRUCTURE , 1984, Evolution; international journal of organic evolution.