Analysis and application of European genetic substructure using 300 K SNP information
Open accessAbstract
European population genetic substructure was examined in a diverse set of >1,000 individuals of European descent, each genotyped with >300 K SNPs. Both STRUCTURE and principal component analyses (PCA) showed the largest division/principal component (PC) differentiated northern from southern European ancestry. A second PC further separated Italian, Spanish, and Greek individuals from those of Ashkenazi Jewish ancestry as well as distinguishing among northern European populations. In separate analyses of northern European participants other substructure relationships were discerned showing a west to east gradient. Application of this substructure information was critical in examining a real dataset in whole genome association (WGA) analyses for rheumatoid arthritis in European Americans to reduce false positive signals. In addition, two sets of European substructure ancestry informative markers (ESAIMs) were identified that provide substantial substructure information. The results provide further insight into European population genetic substructure and show that this information can be used for improving error rates in association testing of candidate genes and in replication studies of WGA scans.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies have shown that more than 1,000 ancestry-informative markers are needed to derive the first two genetic PCs of European structure adequately representing the North/South and East/West axes of differentiation.
“Previous studies have shown that more than 1,000 ancestry-informative markers are needed to derive the first two genetic PCs of European structure adequately representing the North/South and East/West axes of differentiation [32], [48].”
From Genome-Wide Association Studies of Quantitatively Measured Skin, Hair, and Eye Pigmentation in Four European Populations (2012) · cites this paper as [48]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
PLINK: a tool set for whole-genome association and population-based linkage analyses.
Purcell, S., Neale, B., Todd-Brown, K., Thomas, L., Ferreira, M. A. R., Bender, D., Maller, J., Sklar, P., de Bakker, P. I. W., Daly, M. J., et al. (2007) · The American Journal of Human Genetics · doi:10.1086/519795 · Cited by 34,089 · see citing works
Inference of Population Structure Using Multilocus Genotype Data
Pritchard, J. K., Stephens, M., & Donnelly, P. (2000) · Genetics · doi:10.1093/genetics/155.2.945 · Cited by 33,871 · see citing works
ESTIMATING F -STATISTICS FOR THE ANALYSIS OF POPULATION STRUCTURE
Weir, B. S., & Cockerham, C. C. (1984) · Evolution · doi:10.1111/j.1558-5646.1984.tb05657.x · Cited by 18,909 · see citing works
Estimating F-Statistics for the Analysis of Population Structure
Weir, B. S., & Cockerham, C. C. (1984) · Evolution · doi:10.2307/2408641 · Cited by 11,023 · see citing works
Principal components analysis corrects for stratification in genome-wide association studies
Price, A. L., Patterson, N. J., Plenge, R. M., Weinblatt, M. E., Shadick, N. A., & Reich, D. (2006) · Nature Genetics · doi:10.1038/ng1847 · Cited by 10,248 · see citing works
Self-citationGenome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls
The Wellcome Trust Case Control Consortium, Management Committee, Burton, P. R., Clayton, D. G., Cardon, L. R., Craddock, N., Deloukas, P., Duncanson, A., Kwiatkowski, D. P., McCarthy, M. I., et al. (2007) · Nature · doi:10.1038/nature05911 · Cited by 9,442 · see citing works
Falush, D., Stephens, M., & Pritchard, J. K. (2003) · Genetics · doi:10.1093/genetics/164.4.1567 · Cited by 7,920 · see citing works
Population Structure and Eigenanalysis
Patterson, N., Price, A. L., & Reich, D. (2006) · PLoS Genetics · doi:10.1371/journal.pgen.0020190 · Cited by 5,280 · see citing works
The History and Geography of Human Genes
Cavalli-Sforza, L. L., Menozzi, P., & Piazza, A. (2018) · Princeton University Press eBooks · doi:10.2307/j.ctv301gjp · Cited by 3,175 · see citing works
Beighton, P., & Beighton, G. (1997) · Springer eBooks · doi:10.1007/978-1-4471-0925-9_118 · Cited by 3,165 · see citing works
Genomic Control for Association Studies
Devlin, B., & Roeder, K. (1999) · Biometrics · doi:10.1111/j.0006-341x.1999.00997.x · Cited by 3,162 · see citing works
A Genome-Wide Association Study Identifies <i>IL23R</i> as an Inflammatory Bowel Disease Gene
Duerr, R. H., Taylor, K. D., Brant, S. R., Rioux, J. D., Silverberg, M. S., Daly, M. J., Steinhart, A. H., Abraham, C., Regueiro, M., Griffiths, A., et al. (2006) · Science · doi:10.1126/science.1135245 · Cited by 3,039 · see citing works
Self-citationThe Wellcome Trust Case Control Consortium, U.K.
Mossman, K. (2008) · Scientific American · doi:10.1038/scientificamerican0108-42a · Cited by 2,714 · see citing works
Association mapping in structured populations.
Pritchard, J. K., Stephens, M., Rosenberg, N., & Donnelly, P. (2000) · American Journal of Human Genetics · doi:10.1086/302959 · Cited by 2,066 · see citing works
History and Geography of Human Genes
Piazza, A. (1994) · Advances in forensic haemogenetics · doi:10.1007/978-3-642-78782-9_1 · Cited by 1,639 · see citing works
CORRELATION CALCULATED FROM FAULTY DATA
Spearman, C. (1910) · British Journal of Psychology 1904-1920 · doi:10.1111/j.2044-8295.1910.tb00206.x · Cited by 1,192 · see citing works
The effects of human population structure on large genetic association studies
Marchini, J., Cardon, L. R., Phillips, M. S., & Donnelly, P. (2004) · Nature Genetics · doi:10.1038/ng1337 · Cited by 869 · see citing works
Assessing the impact of population stratification on genetic association studies
Freedman, M., Reich, D., Penney, K., McDonald, G., Mignault, A. A., Patterson, N., Gabriel, S., Topol, E., Smoller, J., Pato, C., et al. (2004) · Nature Genetics · doi:10.1038/ng1333 · Cited by 843 · see citing works
A common inversion under selection in Europeans
Stefánsson, H., Helgason, A., Þorleifsson, G., Steinthórsdóttir, V., Másson, G., Barnard, J., Baker, A., Jónasdóttir, Á., Ingason, A., Gudnadottir, V. G., et al. (2005) · Nature Genetics · doi:10.1038/ng1508 · Cited by 830 · see citing works
<i>TRAF1–C5</i> as a Risk Locus for Rheumatoid Arthritis — A Genomewide Study
Plenge, R. M., Seielstad, M., Padyukov, L., Lee, A. T., Remmers, E. F., Ding, B., Liew, A., Khalili, H., Chandrasekaran, A., Davies, L. R. L., et al. (2007) · New England Journal of Medicine · doi:10.1056/nejmoa073491 · Cited by 823 · see citing works
Self-citationTranscription factor IRF4 controls plasma cell differentiation and class-switch recombination
Klein, U., Casola, S. S., Cattoretti, G., Shen, Q. “., Lia, M., Mo, T., Ludwig, T. E., Rajewsky, K., & Dalla‐Favera, R. (2006) · Nature Immunology · doi:10.1038/ni1357 · Cited by 802 · see citing works
Remark AS R94: A Remark on Algorithm AS 181: The W-test for Normality
Royston, P. J. (1995) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.2307/2986146 · Cited by 751 · see citing works
Informativeness of Genetic Markers for Inference of Ancestry*
Rosenberg, N. A., Li, L. M., Ward, R. H., & Pritchard, J. K. (2003) · The American Journal of Human Genetics · doi:10.1086/380416 · Cited by 710 · see citing works
Synthetic Maps of Human Gene Frequencies in Europeans
Menozzi, P., Piazza, A., & Cavalli-Sforza, L. L. (1978) · Science · doi:10.1126/science.356262 · Cited by 639 · see citing works
Clayton, D. G., Walker, N. M., Smyth, D. J., Pask, R., Cooper, J. D., Maier, L. M., Smink, L. J., Lam, A. C., Ovington, N. R., Stevens, H. E., et al. (2005) · Nature Genetics · doi:10.1038/ng1653 · Cited by 526 · see citing works
Control of confounding of genetic associations in stratified populations
Hoggart, C. J., Parra, E. J., Shriver, M. D., Bonilla, C., Kittles, R. A., Clayton, D. G., & McKeigue, P. M. (2003) · The American Journal of Human Genetics · doi:10.1086/375613 · Cited by 490 · see citing works
Demonstrating stratification in a European American population
Campbell, C. D., Ogburn, E. L., Lunetta, K. L., Lyon, H. N., Freedman, M. L., Groop, L. C., Altshuler, D., Ardlie, K. G., & Hirschhorn, J. N. (2005) · Nature Genetics · doi:10.1038/ng1607 · Cited by 444 · see citing works
Demic Expansions and Human Evolution
Cavalli-Sforza, L. L., Menozzi, P., & Piazza, A. (1993) · Science · doi:10.1126/science.8430313 · Cited by 418 · see citing works
Giglio, S., Broman, K. W., Matsumoto, N., Calvari, V., Gimelli, G., Neumann, T. E., Ohashi, H., Voullaire, L. E., Larizza, D., Giorda, R., et al. (2001) · The American Journal of Human Genetics · doi:10.1086/319506 · Cited by 398 · see citing works
Genetic evidence for the spread of agriculture in Europe by demic diffusion
Sokal, R. R., Oden, N. L., & Wilson, C. (1991) · Nature · doi:10.1038/351143a0 · Cited by 297 · see citing works
An Icelandic example of the impact of population structure on association studies
Helgason, A., Yngvadóttir, B., Hrafnkelsson, B., Gulcher, J. R., & Stefánsson, K. (2004) · Nature Genetics · doi:10.1038/ng1492 · Cited by 285 · see citing works
Predicting mortality in patients with rheumatoid arthritis
Wolfe, F., Michaud, K. D., Gefeller, O., & Choi, H. K. (2003) · Arthritis & Rheumatism · doi:10.1002/art.11024 · Cited by 268 · see citing works
Satten, G., Flanders, W., & Yang, Q.-H. (2001) · American Journal of Human Genetics · doi:10.1086/318195 · Cited by 249 · see citing works
European Population Substructure: Clustering of Northern and Southern Populations
Seldin, M. F., Shigeta, R., Villoslada, P., Selmi, C. F., Tuomilehto, J., SILVA, G. H. D. O., Belmont, J. W., Klareskog, L., & Gregersen, P. K. (2005) · PLoS Genetics · doi:10.1371/journal.pgen.0020143 · Cited by 234 · see citing works
Self-citationIRF family proteins and type I interferon induction in dendritic cells
Tailor, P., Tamura, T., & Ozato, K. (2006) · Cell Research · doi:10.1038/sj.cr.7310018 · Cited by 186 · see citing works
Measuring European Population Stratification with Microarray Genotype Data
Bauchet, M., McEvoy, B., Pearson, L. N., Quillen, E. E., Sarkisian, T., Hovhannesyan, K., Deka, R., Bradley, D. G., & Shriver, M. D. (2007) · The American Journal of Human Genetics · doi:10.1086/513477 · Cited by 163 · see citing works
Genetics and the population history of Europe
Barbujani, G., & Bertorelle, G. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.98.1.22 · Cited by 147 · see citing works
A Simple and Improved Correction for Population Stratification in Case-Control Studies
Epstein, M. P., Allen, A. S., & Satten, G. A. (2007) · The American Journal of Human Genetics · doi:10.1086/516842 · Cited by 143 · see citing works
Amos, C. I., Chen, W. V., Lee, A., Li, W., Kern, M., Lundsten, R., Batliwalla, F., Wener, M. H., Remmers, E. F., Kastner, D. L., et al. (2006) · Genes and Immunity · doi:10.1038/sj.gene.6364295 · Cited by 132 · see citing works
Self-citationIFN Regulatory Factor 4 and 8 Promote Ig Light Chain κ Locus Activation in Pre-B Cell Development
Ma, S., Turetsky, A., Trinh, L. X., & Lu, R. (2006) · The Journal of Immunology · doi:10.4049/jimmunol.177.11.7898 · Cited by 95 · see citing works
The New York Cancer Project: Rationale, Organization, Design, and Baseline Characteristics
Mitchell, M. K. (2004) · Journal of Heredity · doi:10.1093/jurban/jth116 · Cited by 91 · see citing works
Origins and evolution of the Europeans' genome: evidence from multiple microsatellite loci
Belle, E. M. S., Landry, P., & Barbujani, G. (2006) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2006.3494 · Cited by 76 · see citing works
Enhanced TCR-induced Apoptosis in Interferon Regulatory Factor 4–deficient CD4+ Th Cells
Lohoff, M. D., Mittrücker, H., Brüstle, A., Sommer, F. O., Casper, B., Huber, M., Ferrick, D. A., Duncan, G. S., & Mak, T. W. (2004) · The Journal of Experimental Medicine · doi:10.1084/jem.20040182 · Cited by 36 · see citing works
A large pericentric inversion of human chromosome 8.
Herva, R., & de la Chapelle, A. (1976) · PubMed · Cited by 24 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Orel H, editor. Irish history and culture. Lawrence (Kansas): The University Press of Kansas. pp. 25-41.
Cited by
Sorted by citations
Common SNPs explain a large proportion of the heritability for human height
Yang, J., Benyamin, B., McEvoy, B. P., Gordon, S., Henders, A. K., Nyholt, D. R., Madden, P. A., Heath, A. C., Martin, N. G., Montgomery, G. W., et al. (2010) · Nature Genetics · doi:10.1038/ng.608 · Cited by 4,446 · see citing works
Genome-wide association studies for complex traits: consensus, uncertainty and challenges
McCarthy, M. I., Abecasis, G. R., Cardon, L. R., Goldstein, D. B., Little, J., Ioannidis, J. P. A., & Hirschhorn, J. N. (2008) · Nature Reviews Genetics · doi:10.1038/nrg2344 · Cited by 2,891 · see citing works
Genes mirror geography within Europe
Novembre, J., Johnson, T., Bryc, K., Kutalik, Z., Boyko, A. R., Auton, A., Indap, A., King, K. S., Bergmann, S., Nelson, M. R., et al. (2008) · Nature · doi:10.1038/nature07331 · Cited by 1,479 · see citing works
Study, L. C., Okbay, A., Baselmans, B. M. L., De Neve, J.-E., Turley, P., Nivard, M. G., Fontana, M. A., Meddens, S. F. W., Linnér, R. K., Rietveld, C. A., et al. (2016) · Nature Genetics · doi:10.1038/ng.3552 · Cited by 1,013 · see citing works
Meta-analysis methods for genome-wide association studies and beyond
Evangelou, E., & Ioannidis, J. P. A. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3472 · Cited by 596 · see citing works
Identification of common variants influencing risk of the tauopathy progressive supranuclear palsy
PSP Genetics Study Group, Höglinger, G. U., Melhem, N. M., Dickson, D. W., Sleiman, P. M. A., Wang, L.-S., Klei, L., Rademakers, R., de Silva, R., Litvan, I., et al. (2011) · Nature Genetics · doi:10.1038/ng.859 · Cited by 603 · see citing works
Chen, W., Stambolian, D., Edwards, A. O., Branham, K. E., Othman, M., Jakobsdottir, J., Tosakulwong, N., Pericak-Vance, M. A., Campochiaro, P. A., Klein, M. L., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0912702107 · Cited by 506 · see citing works
Correlation between Genetic and Geographic Structure in Europe
Lao, O., Lu, T. T., Nothnagel, M., Junge, O., Freitag-Wolf, S., Caliebe, A., Balascakova, M., Bertranpetit, J., Bindoff, L. A., Comas, D., et al. (2008) · Current Biology · doi:10.1016/j.cub.2008.07.049 · Cited by 503 · see citing works
Long-Range LD Can Confound Genome Scans in Admixed Populations
Price, A. L., Weale, M. E., Patterson, N., Myers, S. R., Need, A. C., Shianna, K. V., Ge, D., Rotter, J. I., Torres, E., Taylor, K. D., et al. (2008) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2008.06.005 · Cited by 443 · see citing works
Nelson, M. R., Bryc, K., King, K. S., Indap, A., Boyko, A. R., Novembre, J., Briley, L. P., Maruyama, Y., Waterworth, D. M., Waeber, G., et al. (2008) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2008.08.005 · Cited by 293 · see citing works
Atzmon, G., Hao, L., Pe'er, I., Velez, C., Pearlman, A., Palamara, P. F., Morrow, B., Friedman, E., Oddoux, C., Burns, E., et al. (2010) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2010.04.015 · Cited by 260 · see citing works
A genome-wide association study identifies six novel risk loci for primary biliary cholangitis
Qiu, F., Tang, R., Zuo, X., Shi, X., Wei, Y., Zheng, X., Dai, Y., Gong, Y., Wang, L., Xu, P., et al. (2017) · Nature Communications · doi:10.1038/ncomms14828 · Cited by 140 · see citing works
Self-citationBarcellos, L. F., May, S. L., Ramsay, P. P., Quach, H. L., Lane, J. A., Nititham, J., Noble, J. A., Taylor, K. E., Quach, D. L., Chung, S. A., et al. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000696 · Cited by 131 · see citing works
“Southern European origin were genotyped for all SLE cases [39,40] (see Table S4).”
BackgroundSelf-citationCandille, S. I., Absher, D. M., Beleza, S., Bauchet, M., McEvoy, B., Garrison, N. A., Li, J. Z., Myers, R. M., Barsh, G. S., Tang, H., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0048294 · Cited by 111 · see citing works
- Authors
- Tian, C., Plenge, R. M., Ransom, M., Lee, A., Villoslada, P., Selmi, C., Klareskog, L., Pulver, A. E., Qi, L., Gregersen, P. K., & Seldin, M. F.
- Affiliations
- University of California, Davis (US)
- Broad Institute (US)
- Northwell Health (US)
- Centro de Investigación Médica Aplicada (ES)
- University of Milan (IT)
- Karolinska University Hospital (SE)
- Johns Hopkins University (US)
- Corresponding author
- Seldin, Michael F
- ORCID
- Venue
- PLoS Genetics
- Publisher
- Public Library of Science (PLoS)
- Published
- 2008-01-18
- Volume
- 4
- Issue
- 1
- Pages
- e4
- ISSN
- 1553-7390 (ISSN-L)
- 1553-7404
- PMC
- PMC2211544
- OpenAlex
- W2095119242
- Cited by
- 247
- References
- 44
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 3 · 2023: 4 · 2022: 3 · 2021: 3 · 2020: 8 · 2019: 8 · 2018: 5 · 2017: 6 · 2016: 11 · 2015: 10 · 2014: 8 · 2013: 18 · 2012: 25
- FWCI
- 24.76
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS Genetics (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano) (submittedVersion, cc-by)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (R01DK071185, DK071185)
- National Institute of Arthritis and Musculoskeletal and Skin Diseases (R01AR044422, AR050267, AR-44422, R01AR050267)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic diversity and population structure
- Keywords
- population stratification, ancestry informative markers, European Americans, rheumatoid arthritis, whole-genome association studies, false positive signals, Ashkenazi Jewish ancestry, structure, principal component analysis, replication study
- MeSH terms
- Algorithms, Arthritis, Rheumatoid, Bayes Theorem, DNA, Genetic Markers, Genetics, Population, Geography, Humans, Ireland, Jews, Neoplasms, United States, Genetic Variation, Cluster Analysis, Case-Control Studies, Polymorphism, Single Nucleotide, Principal Component Analysis, White People
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review