Note to users. If you're seeing this message, it means that your browser cannot find this page's style/presentation instructions -- or possibly that you are using a browser that does not support current Web standards. Find out more about why this message is appearing, and what you can do to make your experience of our site the best it can be.
Phire Hot Start DNA Polymerase

Site Tools

  • AAAS
  • Subscribe
  • Feedback

Site Search

Search Advanced

Science 18 February 2005:
Vol. 307. no. 5712, pp. 1072 - 1079
DOI: 10.1126/science.1105436

Research Articles

Whole-Genome Patterns of Common DNA Variation in Three Human Populations

David A. Hinds,1 Laura L. Stuve,1 Geoffrey B. Nilsen,1 Eran Halperin,2 Eleazar Eskin,3 Dennis G. Ballinger,1 Kelly A. Frazer,1 David R. Cox1*

Individual differences in DNA sequence are the genetic basis of human variability. We have characterized whole-genome patterns of common human DNA variation by genotyping 1,586,383 single-nucleotide polymorphisms (SNPs) in 71 Americans of European, African, and Asian ancestry. Our results indicate that these SNPs capture most common genetic variation as a result of linkage disequilibrium, the correlation among common SNP alleles. We observe a strong correlation between extended regions of linkage disequilibrium and functional genomic elements. Our data provide a tool for exploring many questions that remain regarding the causal role of common human DNA variation in complex human traits and for investigating the nature of genetic variation within and between human populations.

1 Perlegen Sciences Inc., 2021 Stierlin Court, Mountain View, CA 94043, USA.
2 International Computer Science Institute, Berkeley, CA 94704, USA.
3 Department of Computer Science and Engineering, University of California–San Diego, La Jolla, CA 92093, USA.

* To whom correspondence should be addressed. E-mail: david_cox{at}perlegen.com

Read the Full Text



THIS ARTICLE HAS BEEN CITED BY OTHER ARTICLES:
A Whole-Genome Scan to Map Quantitative Trait Loci for Conformation and Functional Traits in Canadian Holstein Bulls.
D. Kolbehdari, Z. Wang, J. R. Grant, B. Murdoch, A. Prasad, Z. Xiu, E. Marques, P. Stothard, and S. S. Moore (2008)
J Dairy Sci 91, 2844-2856
   Abstract »    Full Text »    PDF »
Haplotypes and gene expression implicate the MAPT region for Parkinson disease: The GenePD Study.
J. E. Tobin, J. C. Latourelle, M. F. Lew, C. Klein, O. Suchowersky, H. A. Shill, L. I. Golbe, M. H. Mark, J. H. Growdon, G. F. Wooten, et al. (2008)
Neurology 71, 28-34
   Abstract »    Full Text »    PDF »
Detecting polymorphic regions in Arabidopsis thaliana with resequencing microarrays.
G. Zeller, R. M. Clark, K. Schneeberger, A. Bohlen, D. Weigel, and G. Ratsch (2008)
Genome Res. 18, 918-929
   Abstract »    Full Text »    PDF »
Copy Number Variant Analysis of Human Embryonic Stem Cells.
H. Wu, K. J. Kim, K. Mehta, S. Paxia, A. Sundstrom, T. Anantharaman, A. I. Kuraishy, T. Doan, J. Ghosh, A. D. Pyle, et al. (2008)
Stem Cells 26, 1484-1489
   Abstract »    Full Text »    PDF »
New binary polymorphisms reshape and increase resolution of the human Y chromosomal haplogroup tree.
T. M. Karafet, F. L. Mendez, M. B. Meilerman, P. A. Underhill, S. L. Zegura, and M. F. Hammer (2008)
Genome Res. 18, 830-838
   Abstract »    Full Text »    PDF »
Consensus generation and variant detection by Celera Assembler.
G. Denisov, B. Walenz, A. L. Halpern, J. Miller, N. Axelrod, S. Levy, and G. Sutton (2008)
Bioinformatics 24, 1035-1040
   Abstract »    Full Text »    PDF »
High-Resolution Mapping of Crossovers Reveals Extensive Variation in Fine-Scale Recombination Patterns Among Humans.
G. Coop, X. Wen, C. Ober, J. K. Pritchard, and M. Przeworski (2008)
Science 319, 1395-1398
   Abstract »    Full Text »    PDF »
A genome-wide signature of positive selection in ancient and recent invasive expansions of the honey bee Apis mellifera.
A. Zayed and C. W. Whitfield (2008)
PNAS 105, 3421-3426
   Abstract »    Full Text »    PDF »
Ancestry Estimation and Correction for Population Stratification in Molecular Epidemiologic Association Studies.
J. S. Barnholtz-Sloan, B. McEvoy, M. D. Shriver, and T. R. Rebbeck (2008)
Cancer Epidemiol. Biomarkers Prev. 17, 471-477
   Full Text »    PDF »
Dietary Change and Adaptive Evolution of enamelin in Humans and Among Primates.
J. L. Kelley and W. J. Swanson (2008)
Genetics 178, 1595-1603
   Abstract »    Full Text »    PDF »
PGEToolbox: A Matlab Toolbox for Population Genetics and Evolution.
J. J. Cai (2008)
J. Hered.
   Abstract »    Full Text »    PDF »
Recombination rates of genes expressed in human tissues.
M. Kato, F. Miya, Y. Kanemura, T. Tanaka, Y. Nakamura, and T. Tsunoda (2008)
Hum. Mol. Genet. 17, 577-586
   Abstract »    Full Text »    PDF »
Runs of homozygosity reveal highly penetrant recessive loci in schizophrenia.
T. Lencz, C. Lambert, P. DeRosse, K. E. Burdick, T. V. Morgan, J. M. Kane, R. Kucherlapati, and A. K. Malhotra (2007)
PNAS 104, 19942-19947
   Abstract »    Full Text »    PDF »
Array CGH analysis of copy number variation identifies 1284 new genes variant in healthy white males: implications for association studies of complex diseases.
A. J. de Smith, A. Tsalenko, N. Sampas, A. Scheffer, N. A. Yamada, P. Tsang, A. Ben-Dor, Z. Yakhini, R. J. Ellis, L. Bruhn, et al. (2007)
Hum. Mol. Genet. 16, 2783-2794
   Abstract »    Full Text »    PDF »
Common genetic variation in calpain-10 gene (CAPN10) and diabetes risk in a multi-ethnic cohort of American postmenopausal women.
Y. Song, N.-c. You, Y.-H. Hsu, J. Sul, L. Wang, L. Tinker, C. B. Eaton, and S. Liu (2007)
Hum. Mol. Genet. 16, 2960-2971
   Abstract »    Full Text »    PDF »
Significant gene content variation characterizes the genomes of inbred mouse strains.
G. Cutler, L. A. Marshall, N. Chin, H. Baribault, and P. D. Kassner (2007)
Genome Res. 17, 1743-1754
   Abstract »    Full Text »    PDF »
Copy-number variation in control population cohorts.
D. Pinto, C. Marshall, L. Feuk, and S. W. Scherer (2007)
Hum. Mol. Genet. 16, R168-R173
   Abstract »    Full Text »    PDF »
Genetic Susceptibility to Peripheral Arterial Disease: A Dark Corner in Vascular Biology.
J. W. Knowles, T. L. Assimes, J. Li, T. Quertermous, and J. P. Cooke (2007)
Arterioscler. Thromb. Vasc. Biol. 27, 2068-2078
   Abstract »    Full Text »    PDF »
Empirical Bayes Inference of Pairwise FST and Its Distribution in the Genome.
S. Kitada, T. Kitakado, and H. Kishino (2007)
Genetics 177, 861-873
   Abstract »    Full Text »    PDF »
Nutrigenomics and metabolomics will change clinical nutrition and public health practice: insights from studies on dietary requirements for choline.
S. H Zeisel (2007)
Am. J. Clinical Nutrition 86, 542-548
   Abstract »    Full Text »    PDF »
Dissecting Linkage Disequilibrium in African-American Genomes: Roles of Markers and Individuals.
S. Xu, W. Huang, H. Wang, Y. He, Y. Wang, Y. Wang, J. Qian, M. Xiong, and L. Jin (2007)
Mol. Biol. Evol. 24, 2049-2058
   Abstract »    Full Text »    PDF »
Common Sequence Polymorphisms Shaping Genetic Diversity in Arabidopsis thaliana.
R. M. Clark, G. Schweikert, C. Toomajian, S. Ossowski, G. Zeller, P. Shinn, N. Warthmann, T. T. Hu, G. Fu, D. A. Hinds, et al. (2007)
Science 317, 338-342
   Abstract »    Full Text »    PDF »
The Genomics Gold Rush.
E. J. Topol, S. S. Murray, and K. A. Frazer (2007)
JAMA 298, 218-221
   Full Text »    PDF »
Systematic prediction and validation of breakpoints associated with copy-number variants in the human genome.
J. O. Korbel, A. E. Urban, F. Grubert, J. Du, T. E. Royce, P. Starr, G. Zhong, B. S. Emanuel, S. M. Weissman, M. Snyder, et al. (2007)
PNAS 104, 10110-10115
   Abstract »    Full Text »    PDF »
Signatures of recent positive selection at the ATP-binding cassette drug transporter superfamily gene loci.
Z. Wang, J. Wang, E. Tantoso, B. Wang, A. Y.P. Tai, L. L.P.J. Ooi, S. S. Chong, and C. G.L. Lee (2007)
Hum. Mol. Genet. 16, 1367-1380
   Abstract »    Full Text »    PDF »
A Primary Assembly of a Bovine Haplotype Block Map Based on a 15,036-Single-Nucleotide Polymorphism Panel Genotyped in Holstein-Friesian Cattle.
M. S. Khatkar, K. R. Zenger, M. Hobbs, R. J. Hawken, J. A. L. Cavanagh, W. Barris, A. E. McClintock, S. McClintock, P. C. Thomson, B. Tier, et al. (2007)
Genetics 176, 763-772
   Abstract »    Full Text »    PDF »
Joint Estimates of Quantitative Trait Locus Effect and Frequency Using Synthetic Recombinant Populations of Drosophila melanogaster.
S. J. Macdonald and A. D. Long (2007)
Genetics 176, 1261-1281
   Abstract »    Full Text »    PDF »
PolyScan: An automatic indel and SNP detection approach to the analysis of human resequencing data.
K. Chen, M. D. McLellan, L. Ding, M. C. Wendl, Y. Kasai, R. K. Wilson, and E. R. Mardis (2007)
Genome Res. 17, 659-666
   Abstract »    Full Text »    PDF »
A Maximum-Likelihood Method for the Estimation of Pairwise Relatedness in Structured Populations.
A. D. Anderson and B. S. Weir (2007)
Genetics 176, 421-440
   Abstract »    Full Text »    PDF »
Inaugural Article: Recurrent DNA inversion rearrangements in the human genome.
M. Flores, L. Morales, C. Gonzaga-Jauregui, R. Dominguez-Vidana, C. Zepeda, O. Yanez, M. Gutierrez, T. Lemus, D. Valle, Ma. C. Avila, et al. (2007)
PNAS 104, 6099-6106
   Abstract »    Full Text »    PDF »
High density SNP association study of a major autism linkage region on chromosome 17.
J. L. Stone, B. Merriman, R. M. Cantor, D. H. Geschwind, and S. F. Nelson (2007)
Hum. Mol. Genet. 16, 704-715
   Abstract »    Full Text »    PDF »
Adaptive evolution in humans revealed by the negative correlation between the polymorphism and fixation phases of evolution.
J. Gojobori, H. Tang, J. M. Akey, and C.-I Wu (2007)
PNAS 104, 3907-3912
   Abstract »    Full Text »    PDF »
Comparative sequence analyses reveal rapid and divergent evolutionary changes of the WFDC locus in the primate lineage.
B. Hurle, W. Swanson, NISC Comparative Sequencing Program, and E. D. Green (2007)
Genome Res. 17, 276-286
   Abstract »    Full Text »    PDF »
Genetic Evidence for the Convergent Evolution of Light Skin in Europeans and East Asians.
H. L. Norton, R. A. Kittles, E. Parra, P. McKeigue, X. Mao, K. Cheng, V. A. Canfield, D. G. Bradley, B. McEvoy, and M. D. Shriver (2007)
Mol. Biol. Evol. 24, 710-722
   Abstract »    Full Text »    PDF »
High-density genotyping and functional SNP localization in the CETP gene.
J. F. Thompson, L. S. Wood, E. H. Pickering, B. DeChairo, and C. L. Hyde (2007)
J. Lipid Res. 48, 434-443
   Abstract »    Full Text »    PDF »
Controlling the False-Positive Rate in Multilocus Genome Scans for Selection.
K. R. Thornton and J. D. Jensen (2007)
Genetics 175, 737-750
   Abstract »    Full Text »    PDF »
Sequence Diversity at the Proximal 14q32.1 SERPIN Subcluster: Evidence for Natural Selection Favoring the Pseudogenization of SERPINA2.
S. Seixas, G. Suriano, F. Carvalho, R. Seruca, J. Rocha, and A. Di Rienzo (2007)
Mol. Biol. Evol. 24, 587-598
   Abstract »    Full Text »    PDF »
The UCSC genome browser database: update 2007.
R. M. Kuhn, D. Karolchik, A. S. Zweig, H. Trumbower, D. J. Thomas, A. Thakkapallayil, C. W. Sugnet, M. Stanke, K. E. Smith, A. Siepel, et al. (2007)
Nucleic Acids Res. 35, D668-D673
   Abstract »    Full Text »    PDF »
Variation resources at UC Santa Cruz.
D. J. Thomas, H. Trumbower, A. D. Kern, B. L. Rhead, R. M. Kuhn, D. Haussler, and W. J. Kent (2007)
Nucleic Acids Res. 35, D716-D720
   Abstract »    Full Text »    PDF »
D-HaploDB: a database of definitive haplotypes determined by genotyping complete hydatidiform mole samples.
K. Higasa, K. Miyatake, Y. Kukita, T. Tahira, and K. Hayashi (2007)
Nucleic Acids Res. 35, D685-D689
   Abstract »    Full Text »    PDF »
African Americans with Asthma: Genetic Insights.
K. C. Barnes, A. V. Grant, N. N. Hansel, P. Gao, and G. M. Dunston (2007)
Proceedings of the ATS 4, 58-68
   Abstract »    Full Text »    PDF »
Novel genes identified in a high-density genome wide association study for nicotine dependence.
L. J. Bierut, P. A.F. Madden, N. Breslau, E. O. Johnson, D. Hatsukami, O. F. Pomerleau, G. E. Swan, J. Rutter, S. Bertelsen, L. Fox, et al. (2007)
Hum. Mol. Genet. 16, 24-35
   Abstract »    Full Text »    PDF »
Genetic Variation Is Associated With C-Reactive Protein Levels in the Third National Health and Nutrition Examination Survey.
D. C. Crawford, C. L. Sanders, X. Qin, J. D. Smith, C. Shephard, M. Wong, L. Witrak, M. J. Rieder, and D. A. Nickerson (2006)
Circulation 114, 2458-2465
   Abstract »    Full Text »    PDF »
Systems Biology of Circadian Rhythms: An Outlook..
L. De Haro and S. Panda (2006)
J Biol Rhythms 21, 507-518
   Abstract »    PDF »
Selection, Recombination and Demographic History in Drosophila miranda.
D. Bachtrog and P. Andolfatto (2006)
Genetics 174, 2045-2059
   Abstract »    Full Text »    PDF »
Pharmacogenomics: Challenges and Opportunities..
D. M. Roden, R. B. Altman, N. L. Benowitz, D. A. Flockhart, K. M. Giacomini, J. A. Johnson, R. M. Krauss, H. L. McLeod, M. J. Ratain, M. V. Relling, et al. (2006)
Ann Intern Med 145, 749-757
   Abstract »    Full Text »    PDF »
Estimating Recombination Rates From Single-Nucleotide Polymorphisms Using Summary Statistics.
B. Padhukasahasram, J. D. Wall, P. Marjoram, and M. Nordborg (2006)
Genetics 174, 1517-1528
   Abstract »    Full Text »    PDF »
Genetic Approaches to Coronary Heart Disease.
J. C. Cohen (2006)
J. Am. Coll. Cardiol. 48, A10-A14
   Abstract »    Full Text »    PDF »
How lifetimes shape epigenotype within and across generations.
N. C. Whitelaw and E. Whitelaw (2006)
Hum. Mol. Genet. 15, R131-R137
   Abstract »    Full Text »    PDF »
The genetic architecture of normal variation in human pigmentation: an evolutionary perspective and model.
B. McEvoy, S. Beleza, and M. D. Shriver (2006)
Hum. Mol. Genet. 15, R176-R181
   Abstract »    Full Text »    PDF »
Untangling the tau gene association with neurodegenerative disorders.
A. M. Pittman, H.-C. Fung, and R. de Silva (2006)
Hum. Mol. Genet. 15, R188-R195
   Abstract »    Full Text »    PDF »
Candidate Single Nucleotide Polymorphism Selection using Publicly Available Tools: A Guide for Epidemiologists.
P. Bhatti, D. M. Church, J. L. Rutter, J. P. Struewing, and A. J. Sigurdson (2006)
Am. J. Epidemiol. 164, 794-804
   Abstract »    Full Text »    PDF »
Genetics and the Future of Clinical Psychiatry.
A. R. Hariri and D. A. Lewis (2006)
Am J Psychiatry 163, 1676-1678
   Full Text »    PDF »
A genome-wide study of preferential amplification/hybridization in microarray-based pooled DNA experiments.
H.-C. Yang, Y.-J. Liang, M.-C. Huang, L.-H. Li, C.-H. Lin, J.-Y. Wu, Y.-T. Chen, and C.S.J. Fann (2006)
Nucleic Acids Res. 34, e106
   Abstract »    Full Text »    PDF »
Lessons from History: Why Race and Ethnicity Have Played a Major Role in Biomedical Research.
T. Duster (2006)
J. Law Med. Ethics 34, 487-496
   PDF »
Navigating the HapMap.
M. R. Barnes (2006)
Brief Bioinform 7, 211-224
   Abstract »    Full Text »    PDF »
Information-theoretic identification of predictive SNPs and supervised visualization of genome-wide association studies.
K. Bhasi, L. Zhang, D. Brazeau, A. Zhang, and M. Ramanathan (2006)
Nucleic Acids Res. 34, e101
   Abstract »    Full Text »    PDF »
A First-Generation Metric Linkage Disequilibrium Map of Bovine Chromosome 6.
M. S. Khatkar, A. Collins, J. A. L. Cavanagh, R. J. Hawken, M. Hobbs, K. R. Zenger, W. Barris, A. E. McClintock, P. C. Thomson, F. W. Nicholas, et al. (2006)
Genetics 174, 79-85
   Abstract »    Full Text »    PDF »
A Scan for Signatures of Positive Selection in Candidate Loci for Skin Pigmentation in Humans.
N. Izagirre, I. Garcia, C. Junquera, C. de la Rua, and S. Alonso (2006)
Mol. Biol. Evol. 23, 1697-1706
   Abstract »    Full Text »    PDF »
High-throughput discovery of rare human nucleotide polymorphisms by Ecotilling.
B. J. Till, T. Zerr, E. Bowers, E. A. Greene, L. Comai, and S. Henikoff (2006)
Nucleic Acids Res. 34, e99
   Abstract »    Full Text »    PDF »
Copy number variation: New insights in genome diversity.
J. L. Freeman, G. H. Perry, L. Feuk, R. Redon, S. A. McCarroll, D. M. Altshuler, H. Aburatani, K. W. Jones, C. Tyler-Smith, M. E. Hurles, et al. (2006)
Genome Res. 16, 949-961
   Abstract »    Full Text »    PDF »
Genomic signatures of positive selection in humans and the limits of outlier approaches.
J. L. Kelley, J. Madeoy, J. C. Calhoun, W. Swanson, and J. M. Akey (2006)
Genome Res. 16, 980-989
   Abstract »    Full Text »    PDF »
Aspects of the design and analysis of high-dimensional SNP studies for disease risk estimation.
R. L. Prentice and L. QI (2006)
Biostat. 7, 339-354
   Abstract »    Full Text »    PDF »
TRPV6 exhibits unusual patterns of polymorphism and divergence in worldwide populations.
J. M. Akey, W. J. Swanson, J. Madeoy, M. Eberle, and M. D. Shriver (2006)
Hum. Mol. Genet. 15, 2106-2113
   Abstract »    Full Text »    PDF »
Using ancestry-informative markers to define populations and detect population stratification..
M.-A. Enoch, P.-H. Shen, K. Xu, C. Hodgkinson, and D. Goldman (2006)
J Psychopharmacol 20, 19-26
   Abstract »    PDF »
Application of microarray technology in psychotropic drug trials..
G. M. Murphy Jr (2006)
J Psychopharmacol 20, 72-78
   Abstract »    PDF »
Modified Hudson-Kreitman-Aguade Test and Two-Dimensional Evaluation of Neutrality Tests.
H. Innan (2006)
Genetics 173, 1725-1733
   Abstract »    Full Text »    PDF »
Positive natural selection in the human lineage..
P. C. Sabeti, S. F. Schaffner, B. Fry, J. Lohmueller, P. Varilly, O. Shamovsky, A. Palma, T. S. Mikkelsen, D. Altshuler, and E. S. Lander (2006)
Science 312, 1614-1620
   Abstract »    Full Text »    PDF »
The genetics of heart attack..
E. J Topol (2006)
Heart 92, 855-861
   Full Text »    PDF »
How reliable are empirical genomic scans for selective sweeps?.
K. M. Teshima, G. Coop, and M. Przeworski (2006)
Genome Res. 16, 702-712
   Abstract »    Full Text »    PDF »
Association Mapping With Single-Feature Polymorphisms.
S. Kim, K. Zhao, R. Jiang, J. Molitor, J. O. Borevitz, M. Nordborg, and P. Marjoram (2006)
Genetics 173, 1125-1133
   Abstract »    Full Text »    PDF »
Interpreting Disparate Responses to Cancer Therapy: The Role of Human Population Genetics.
M. L. Maitland, A. DiRienzo, and M. J. Ratain (2006)
J. Clin. Oncol. 24, 2151-2157
   Abstract »    Full Text »    PDF »
Sequencing multiple and diverse rice varieties. Connecting whole-genome variation with phenotypes..
K. L. McNally, R. Bruskiewich, D. Mackill, C. R. Buell, J. E. Leach, and H. Leung (2006)
Plant Physiology 141, 26-31
   Full Text »    PDF »
Accurate Inference and Estimation in Population Genomics.
M. W. Hahn (2006)
Mol. Biol. Evol. 23, 911-918
   Abstract »    Full Text »    PDF »
The Effect of Gene Flow on the Coalescent Time in the Human-Chimpanzee Ancestral Population.
H. Innan and H. Watanabe (2006)
Mol. Biol. Evol. 23, 1040-1047
   Abstract »    Full Text »    PDF »
The PANE1 gene encodes a novel human minor histocompatibility antigen that is selectively expressed in B-lymphoid cells and B-CLL.
A. G. Brickner, A. M. Evans, J. K. Mito, S. M. Xuereb, X. Feng, T. Nishida, L. Fairfull, R. E. Ferrell, K. A. Foon, D. F. Hunt, et al. (2006)
Blood 107, 3779-3786
   Abstract »    Full Text »    PDF »
Are We Ready for Genome-wide Association Studies?.
D. C. Thomas (2006)
Cancer Epidemiol. Biomarkers Prev. 15, 595-598
   Full Text »    PDF »
High-throughput genotyping of intermediate-size structural variation.
T. L. Newman, M. J. Rieder, V. A. Morrison, A. J. Sharp, J. D. Smith, L. J. Sprague, R. Kaul, C. S. Carlson, M. V. Olson, D. A. Nickerson, et al. (2006)
Hum. Mol. Genet. 15, 1159-1167
   Abstract »    Full Text »    PDF »
Novel Polymorphisms in the Myosin Light Chain Kinase Gene Confer Risk for Acute Lung Injury.
L. Gao, A. Grant, I. Halder, R. Brower, J. Sevransky, J. P. Maloney, M. Moss, C. Shanholtz, C. R. Yates, G. U. Meduri, et al. (2006)
Am. J. Respir. Cell Mol. Biol. 34, 487-495
   Abstract »    Full Text »    PDF »
A greedier approach for finding tag SNPs.
C.-J. Chang, Y.-T. Huang, and K.-M. Chao (2006)
Bioinformatics 22, 685-691
   Abstract »    Full Text »