Perspectives on human population structure at the cusp of the sequencing era.

Human groups show structured levels of genetic similarity as a consequence of factors such as geographical subdivision and genetic drift. Surveying this structure gives us a scientific perspective on human origins, sheds light on evolutionary processes that shape both human adaptation and disease, and is integral to effectively carrying out the mission of global medical genetics and personalized medicine. Surveys of population structure have been ongoing for decades, but in the past three years, single-nucleotide-polymorphism (SNP) array technology has provided unprecedented detail on human population structure at global and regional scales. These studies have confirmed well-known relationships between distantly related populations and uncovered previously unresolvable relationships among closely related human groups. SNPs represent the first dense genome-wide markers, and as such, their analysis has raised many challenges and insights relevant to the study of population genetics with whole-genome sequences. Here we draw on the lessons from these studies to anticipate the directions that will be most fruitful to pursue during the emerging whole-genome sequencing era.

[1]  D. Mccormick Sequence the Human Genome , 1986, Bio/Technology.

[2]  J. V. Moran,et al.  Initial sequencing and analysis of the human genome. , 2001, Nature.

[3]  S. Gabriel,et al.  Calibrating a coalescent simulation of human genome sequence variation. , 2005, Genome research.

[4]  Joseph K. Pickrell,et al.  The Role of Geography in Human Adaptation , 2009, PLoS genetics.

[5]  Taylor J. Maxwell,et al.  Deep resequencing reveals excess rare recent variants consistent with explosive population growth , 2010, Nature communications.

[6]  J. Novembre,et al.  Molecular anthropology in the genomic era. , 2010, Journal of anthropological sciences = Rivista di antropologia : JASS.

[7]  Pierre Taberlet,et al.  Landscape genetics: combining landscape ecology and population genetics , 2003 .

[8]  Serafim Batzoglou,et al.  A serial founder effect model for human settlement out of Africa , 2009, Proceedings of the Royal Society B: Biological Sciences.

[9]  R. Nielsen,et al.  Correcting Estimators of θ and Tajima's D for Ascertainment Biases Caused by the Single-Nucleotide Polymorphism Discovery Process , 2009, Genetics.

[10]  Franz Manni,et al.  Interview with Luigi Luca Cavalli-Sforza: Past Research and Directions for Future Investigations in Human Population Genetics , 2010, Human Biology.

[11]  N. Risch,et al.  Estimation of individual admixture: Analytical and study design considerations , 2005, Genetic epidemiology.

[12]  Gabor T. Marth,et al.  The Allele Frequency Spectrum in Genome-Wide Human Variation Data Reveals Signals of Differential Demographic History in Three Large World Populations , 2004, Genetics.

[13]  R. Nielsen,et al.  POPULATION SIZE CHANGES RESHAPE GENOMIC PATTERNS OF DIVERSITY , 2007, Evolution; international journal of organic evolution.

[14]  F. Morón,et al.  Genetic Structure of the Spanish Population , 2010, BMC Genomics.

[15]  J. Felsenstein Accuracy of coalescent likelihood estimates: do we need more sites, more sequences, or more loci? , 2006, Molecular biology and evolution.

[16]  J. Wakeley Pairwise differences under a general model of population subdivision , 1996, Journal of Genetics.

[17]  H. A. Orr,et al.  Haldane's sieve and adaptation from the standing genetic variation. , 2001, Genetics.

[18]  Zhaohui S. Qin,et al.  A second generation human haplotype map of over 3.1 million SNPs , 2007, Nature.

[19]  David Reich,et al.  Discerning the Ancestry of European Americans in Genetic Association Studies , 2007, PLoS genetics.

[20]  R. Mägi,et al.  Genetic Structure of Europeans: A View from the North–East , 2009, PloS one.

[21]  Mark George Thomas,et al.  Human Evolutionary Genetics , 2014, The Yale Journal of Biology and Medicine.

[22]  Eduardo Barrientos,et al.  Analysis of genomic diversity in Mexican Mestizo populations to develop genomic medicine in Mexico , 2009, Proceedings of the National Academy of Sciences.

[23]  Ryan D. Hernandez,et al.  Inferring the Joint Demographic History of Multiple Populations from Multidimensional SNP Frequency Data , 2009, PLoS genetics.

[24]  Lluis Quintana-Murci,et al.  Strong maternal Khoisan contribution to the South African coloured population: a case of gender-biased admixture. , 2010, American journal of human genetics.

[25]  R. Lewontin The Apportionment of Human Diversity , 1972 .

[26]  Mattias Jakobsson,et al.  Deep divergences of human gene trees and models of human origins. , 2011, Molecular biology and evolution.

[27]  Alkes L. Price,et al.  New approaches to population stratification in genome-wide association studies , 2010, Nature Reviews Genetics.

[28]  Y. Teo,et al.  Singapore Genome Variation Project: a haplotype map of three Southeast Asian populations. , 2009, Genome research.

[29]  Itsik Pe'er,et al.  Abraham's children in the genome era: major Jewish diaspora populations comprise distinct genetic clusters with shared Middle Eastern Ancestry. , 2010, American journal of human genetics.

[30]  Stephen L. Hauser,et al.  Genome-wide patterns of population structure and admixture in West Africans and African Americans , 2009, Proceedings of the National Academy of Sciences.

[31]  Xiaofeng Zhu,et al.  Genome-wide association of anthropometric traits in African- and African-derived populations. , 2010, Human molecular genetics.

[32]  N. Rodríguez‐Ezpeleta,et al.  High-density SNP genotyping detects homogeneity of Spanish and French Basques, and confirms their genomic distinctiveness from other European populations , 2010, Human Genetics.

[33]  I. Martin,et al.  Recent advances in the genetics of Parkinson's disease. , 2011, Annual review of genomics and human genetics.

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

[35]  S. Warren,et al.  Signatures of founder effects, admixture, and selection in the Ashkenazi Jewish population , 2010, Proceedings of the National Academy of Sciences.

[36]  M. Nachman,et al.  Estimate of the mutation rate per nucleotide in humans. , 2000, Genetics.

[37]  R. Nielsen,et al.  Distinguishing migration from isolation: a Markov chain Monte Carlo approach. , 2001, Genetics.

[38]  Naomi R. Wray,et al.  Genetic Differences between Five European Populations , 2010, Human Heredity.

[39]  G. Kirov,et al.  Population structure and genome-wide patterns of variation in Ireland and Britain , 2010, European Journal of Human Genetics.

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

[41]  M. Jakobsson,et al.  Explaining worldwide patterns of human genetic variation using a coalescent-based serial founder model of migration outward from Africa , 2009, Proceedings of the National Academy of Sciences.

[42]  M. Seielstad,et al.  Genetic structure of the Han Chinese population revealed by genome-wide SNP variation. , 2009, American journal of human genetics.

[43]  Simon C. Potter,et al.  Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls , 2007, Nature.

[44]  H. Kang,et al.  Variance component model to account for sample structure in genome-wide association studies , 2010, Nature Genetics.

[45]  M. Weale,et al.  Genes predict village of origin in rural Europe , 2010, European Journal of Human Genetics.

[46]  John Novembre,et al.  Genetic variation in the Sorbs of eastern Germany in the context of broader European genetic diversity , 2011, European Journal of Human Genetics.

[47]  R. Hudson,et al.  Maximum-Likelihood Estimation of Demographic Parameters Using the Frequency Spectrum of Unlinked Single-Nucleotide Polymorphisms , 2004, Genetics.

[48]  M. Stephens,et al.  Modeling linkage disequilibrium and identifying recombination hotspots using single-nucleotide polymorphism data. , 2003, Genetics.

[49]  Maido Remm,et al.  Population genetic structure in Indian Austroasiatic speakers: the role of landscape barriers and sex-specific admixture. , 2011, Molecular biology and evolution.

[50]  P. Visscher,et al.  Geographical structure and differential natural selection among North European populations. , 2009, Genome research.

[51]  J. Hey Isolation with migration models for more than two populations. , 2010, Molecular biology and evolution.

[52]  M. Feldman,et al.  The application of molecular genetic approaches to the study of human evolution , 2003, Nature Genetics.

[53]  J. Felsenstein,et al.  Estimators of the human effective sex ratio detect sex biases on different timescales. , 2010, American journal of human genetics.

[54]  Nicolas Ray,et al.  Principal component analysis under population genetic models of range expansion and admixture. , 2010, Molecular biology and evolution.

[55]  A W F Edwards,et al.  Human genetic diversity: Lewontin's fallacy. , 2003, BioEssays : news and reviews in molecular, cellular and developmental biology.

[56]  B. Charlesworth,et al.  Recombination Rates May Affect the Ratio of X to Autosomal Noncoding Polymorphism in African Populations of Drosophila melanogaster , 2009, Genetics.

[57]  M. Olivier A haplotype map of the human genome. , 2003, Nature.

[58]  J. Bertranpetit,et al.  A genome-wide survey does not show the genetic distinctiveness of Basques , 2010, Human Genetics.

[59]  M. Daly,et al.  A map of human genome sequence variation containing 1.42 million single nucleotide polymorphisms , 2001, Nature.

[60]  P. Menozzi,et al.  Synthetic maps of human gene frequencies in Europeans. , 1978, Science.

[61]  Kirk E Lohmueller,et al.  Methods for Human Demographic Inference Using Haplotype Patterns From Genomewide Single-Nucleotide Polymorphism Data , 2009, Genetics.

[62]  C. Fefferman,et al.  Can one learn history from the allelic spectrum? , 2008, Theoretical population biology.

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

[64]  G. Barbujani Geographic patterns: how to identify them and why. , 2000, Human biology.

[65]  L. Peltonen,et al.  Identification of CC2D2A as a Meckel syndrome gene adds an important piece to the ciliopathy puzzle. , 2008, American journal of human genetics.

[66]  M. Olivier A haplotype map of the human genome , 2003, Nature.

[67]  Vincent Plagnol,et al.  Possible Ancestral Structure in Human Populations , 2006, PLoS genetics.

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

[69]  S. Heath,et al.  Investigation of the fine structure of European populations with applications to disease association studies , 2008, European Journal of Human Genetics.

[70]  G. Coop,et al.  An approximate likelihood for genetic data under a model with recombination and population splitting. , 2009, Theoretical population biology.

[71]  S. Pääbo,et al.  Great ape DNA sequences reveal a reduced diversity and an expansion in humans , 2001, Nature Genetics.

[72]  August E. Woerner,et al.  The ratio of human X chromosome to autosome diversity is positively correlated with genetic distance from genes , 2010, Nature Genetics.

[73]  E. Eller Effects of Ascertainment Bias on Recovering Human Demographic History , 2001, Human biology.

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

[75]  R. Nielsen,et al.  Multilocus Methods for Estimating Population Sizes, Migration Rates and Divergence Time, With Applications to the Divergence of Drosophila pseudoobscura and D. persimilis , 2004, Genetics.

[76]  Pablo Villoslada,et al.  Analysis and Application of European Genetic Substructure Using 300 K SNP Information , 2008, PLoS genetics.

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

[78]  Jinchuan Xing,et al.  Fine-scaled human genetic structure revealed by SNP microarrays. , 2009, Genome research.

[79]  J. Bhak,et al.  Gene Flow between the Korean Peninsula and Its Neighboring Countries , 2010, PloS one.

[80]  D. Gudbjartsson,et al.  A high-resolution recombination map of the human genome , 2002, Nature Genetics.

[81]  Kenneth K. Kidd,et al.  Hunter-gatherer genomic diversity suggests a southern African origin for modern humans , 2011, Proceedings of the National Academy of Sciences.

[82]  Päivi Rosenström,et al.  NordicDB: a Nordic pool and portal for genome-wide control data , 2010, European Journal of Human Genetics.

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

[84]  Shuhua Xu,et al.  Genomic dissection of population substructure of Han Chinese and its implication in association studies. , 2009, American journal of human genetics.

[85]  Francesc Calafell,et al.  Decay of linkage disequilibrium within genes across HGDP-CEPH human samples: most population isolates do not show increased LD , 2009, BMC Genomics.

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

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

[88]  Elizabeth Pennisi,et al.  Modernizing the Tree of Life , 2003, Science.

[89]  J. Mullikin,et al.  Nature Genetics: doi:10.1038/ng.303Supplementary Methods , 2022 .

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

[91]  M. Przeworski,et al.  A new approach to estimate parameters of speciation models with application to apes. , 2007, Genome research.

[92]  Shameek Biswas,et al.  Genome-wide insights into the patterns and determinants of fine-scale population structure in humans. , 2009, American journal of human genetics.

[93]  J. Kere,et al.  Genomic landscape of positive natural selection in Northern European populations , 2010, European Journal of Human Genetics.

[94]  J. Wilkins Unraveling male and female histories from human genetic data. , 2006, Current opinion in genetics & development.

[95]  International Human Genome Sequencing Consortium Initial sequencing and analysis of the human genome , 2001, Nature.

[96]  Peter Donnelly,et al.  Genome-wide and fine-resolution association analysis of malaria in West Africa , 2009, Nature Genetics.

[97]  Joseph K. Pickrell,et al.  Signals of recent positive selection in a worldwide sample of human populations. , 2009, Genome research.

[98]  D. Reich,et al.  Principal components analysis corrects for stratification in genome-wide association studies , 2006, Nature Genetics.

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

[100]  B. Charlesworth The effect of life-history and mode of inheritance on neutral genetic variability. , 2001, Genetical research.

[101]  F. Balloux,et al.  Geography predicts neutral genetic diversity of human populations , 2005, Current Biology.

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

[103]  C. Hoggart,et al.  Genome-wide association analysis of metabolic traits in a birth cohort from a founder population , 2008, Nature Genetics.

[104]  Ole A. Andreassen,et al.  The Impact of Divergence Time on the Nature of Population Structure: An Example from Iceland , 2009, PLoS genetics.

[105]  John Novembre,et al.  Spatial patterns of variation due to natural selection in humans , 2009, Nature Reviews Genetics.

[106]  Andrew G. Clark,et al.  Reconstituting the Frequency Spectrum of Ascertained Single-Nucleotide Polymorphism Data , 2004, Genetics.

[107]  Toshihiro Tanaka The International HapMap Project , 2003, Nature.

[108]  Yusuke Nakamura,et al.  Japanese population structure, based on SNP genotypes from 7003 individuals compared to other ethnic groups: effects on population-based association studies. , 2008, American journal of human genetics.

[109]  M. Stephens,et al.  Interpreting principal component analyses of spatial population genetic variation , 2008, Nature Genetics.

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

[111]  Philip L. F. Johnson,et al.  Accounting for bias from sequencing error in population genetic estimates. , 2007, Molecular biology and evolution.

[112]  J. Long,et al.  The global pattern of gene identity variation reveals a history of long-range migrations, bottlenecks, and local mate exchange: implications for biological race. , 2009, American journal of physical anthropology.

[113]  Jody Hey,et al.  Integration within the Felsenstein equation for improved Markov chain Monte Carlo methods in population genetics , 2007, Proceedings of the National Academy of Sciences.

[114]  E. Lange,et al.  Comparison of Genome Wide Variation between Malawians and African Ancestry HapMap Populations , 2010, Journal of Human Genetics.

[115]  R. Hudson,et al.  Interrogating multiple aspects of variation in a full resequencing data set to infer human population size changes. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[116]  M. Feldman,et al.  Genetic Structure of Human Populations , 2002, Science.

[117]  P. Donnelly,et al.  Optimal sequencing strategies for surveying molecular genetic diversity. , 1996, Genetics.

[118]  H. A. Orr,et al.  A Pseudohitchhiking Model of X vs. Autosomal Diversity , 2004, Genetics.

[119]  John Novembre,et al.  Global distribution of genomic diversity underscores rich complex history of continental human populations. , 2009, Genome research.

[120]  G. McVean A Genealogical Interpretation of Principal Components Analysis , 2009, PLoS genetics.

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

[122]  Sohini Ramachandran,et al.  Support from the relationship of genetic and geographic distance in human populations for a serial founder effect originating in Africa. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[123]  Jinchuan Xing,et al.  Toward a more uniform sampling of human genetic diversity: a survey of worldwide populations by high-density genotyping. , 2010, Genomics.

[124]  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.

[125]  Andrew Collins,et al.  The genome-wide patterns of variation expose significant substructure in a founder population. , 2008, American journal of human genetics.

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

[127]  A. Clark,et al.  Population genetic structure of the people of Qatar. , 2010, American journal of human genetics.

[128]  Zachary A. Szpiech,et al.  Statistical Applications in Genetics and Molecular Biology Comparing Spatial Maps of Human Population-Genetic Variation Using Procrustes Analysis , 2011 .

[129]  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.

[130]  Saharon Rosset,et al.  The genome-wide structure of the Jewish people , 2010, Nature.

[131]  Eran Halperin,et al.  Inference of locus-specific ancestry in closely related populations , 2009, Bioinform..

[132]  Mary K. Kuhner,et al.  LAMARC 2.0: maximum likelihood and Bayesian estimation of population parameters , 2006, Bioinform..

[133]  J. Hey,et al.  Estimating Divergence Parameters With Small Samples From a Large Number of Loci , 2010, Genetics.

[134]  Carlos D Bustamante,et al.  Ascertainment bias in studies of human genome-wide polymorphism. , 2005, Genome research.

[135]  Michael F. Seldin,et al.  Analysis of East Asia Genetic Substructure Using Genome-Wide SNP Arrays , 2008, PloS one.

[136]  Daniel Falush,et al.  Inferring Human Colonization History Using a Copying Model , 2008, PLoS genetics.

[137]  Tara Matise,et al.  Contrasting methods of quantifying fine structure of human recombination. , 2010, Annual review of genomics and human genetics.

[138]  A. González-Neira,et al.  Isolated populations as treasure troves in genetic epidemiology: the case of the Basques , 2009, European Journal of Human Genetics.

[139]  D. Conrad,et al.  A worldwide survey of haplotype variation and linkage disequilibrium in the human genome , 2006, Nature Genetics.

[140]  H. Ostrer,et al.  Genome-wide patterns of population structure and admixture among Hispanic/Latino populations , 2010, Proceedings of the National Academy of Sciences.

[141]  R. Nielsen,et al.  Ascertainment biases in SNP chips affect measures of population divergence. , 2010, Molecular biology and evolution.

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

[143]  Jin Ok Yang,et al.  Mapping Human Genetic Diversity in Asia , 2009, Science.

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

[145]  M. Feldman,et al.  Open Access Research Characterization of X-linked Snp Genotypic Variation in Globally Distributed Human Populations , 2022 .

[146]  P. Visscher,et al.  Whole-genome genetic diversity in a sample of Australians with deep Aboriginal ancestry. , 2010, American journal of human genetics.

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

[148]  F. Balloux,et al.  How accurate is the current picture of human genetic variation? , 2009, Heredity.

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

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

[151]  Kirk E Lohmueller,et al.  Detecting ancient admixture and estimating demographic parameters in multiple human populations. , 2009, Molecular biology and evolution.

[152]  D. Irwin PHYLOGEOGRAPHIC BREAKS WITHOUT GEOGRAPHIC BARRIERS TO GENE FLOW , 2002, Evolution; international journal of organic evolution.

[153]  S. Liu-Cordero,et al.  The discovery of single-nucleotide polymorphisms--and inferences about human demographic history. , 2001, American journal of human genetics.

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

[155]  M. Slatkin Allele age and a test for selection on rare alleles. , 2000, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[156]  A. Rambaut,et al.  BEAST: Bayesian evolutionary analysis by sampling trees , 2007, BMC Evolutionary Biology.

[157]  Zachary A. Szpiech,et al.  Genotype, haplotype and copy-number variation in worldwide human populations , 2008, Nature.

[158]  Noah A. Rosenberg,et al.  Genealogical trees, coalescent theory and the analysis of genetic polymorphisms , 2002, Nature Reviews Genetics.

[159]  Daniel Garrigan,et al.  Composite likelihood estimation of demographic parameters , 2009, BMC Genetics.

[160]  R. Nielsen,et al.  Genomics: In search of rare human variants , 2010, Nature.

[161]  C. Seoighe,et al.  Genome-wide analysis of the structure of the South African Coloured Population in the Western Cape , 2010, Human Genetics.

[162]  M. Stephens,et al.  Analysis of Population Structure: A Unifying Framework and Novel Methods Based on Sparse Factor Analysis , 2010, PLoS genetics.

[163]  Response to Cavalli-Sforza Interview [Human Biology 82(3):245–266 (June 2010)] , 2010, Human biology.

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

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

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

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