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Abstract

Adult human height is one of the classical complex human traits1. We searched for sequence variants that affect height by scanning the genomes of 25,174 Icelanders, 2,876 Dutch, 1,770 European Americans and 1,148 African Americans. We then combined these results with previously published results from the Diabetes Genetics Initiative on 3,024 Scandinavians2 and tested a selected subset of SNPs in 5,517 Danes. We identified 27 regions of the genome with one or more sequence variants showing significant association with height. The estimated effects per allele of these variants ranged between 0.3 and 0.6 cm and, taken together, they explain around 3.7% of the population variation in height. The genes neighboring the identified loci cluster in biological processes related to skeletal development and mitosis. Association to three previously reported loci are replicated in our analyses3,4,5, and the strongest association was with SNPs in the ZBTB38 gene.

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References

  1. 1.

    The correlation between relatives on the supposition of mendelian inheritance. Trans. R. Soc. Edinburgh 52, 399–433 (1918).

  2. 2.

    et al. Genome-wide association analysis identifies loci for type 2 diabetes and triglyceride levels. Science 316, 1331–1336 (2007).

  3. 3.

    et al. Fibrillin I gene polymorphism is associated with tall stature of normal individuals. Hum. Genet. 120, 733–735 (2007).

  4. 4.

    et al. A common variant of HMGA2 is associated with adult and childhood height in the general population. Nat. Genet. 39, 1245–1250 (2007).

  5. 5.

    et al. Common variants in the GDF5-UQCC region are associated with variation in human height. Nat. Genet. 40, 198–203 (2008).

  6. 6.

    & A cross-sectional examination of height, weight, and body mass index in adult twins. J. Gerontol. A Biol. Sci. Med. Sci. 50, B237–B244 (1995).

  7. 7.

    et al. Heritability of adult body height: a comparative study of twin cohorts in eight countries. Twin Res. 6, 399–408 (2003).

  8. 8.

    , , & Mean body weight, height, and body mass index, United States 1960–2002. Advance data from vital and health statistics 347 (2004).

  9. 9.

    , & Systemic and local regulation of the growth plate. Endocr. Rev. 24, 782–801 (2003).

  10. 10.

    & Genetic approaches to stature, pubertal timing, and other complex traits. Mol. Genet. Metab. 80, 1–10 (2003).

  11. 11.

    et al. Combined genome scans for body stature in 6,602 European twins: evidence for common Caucasian loci. PLoS Genet. 3, e97 (2007).

  12. 12.

    International HapMap Consortrium. A haplotype map of the human genome. Nature 437, 1299–1320 (2005).

  13. 13.

    et al. A family of human zinc finger proteins that bind methylated DNA and repress transcription. Mol. Cell. Biol. 26, 169–181 (2006).

  14. 14.

    et al. ZENON, a novel POZ Kruppel-like DNA binding protein associated with differentiation and/or survival of late postmitotic neurons. Mol. Cell. Biol. 25, 1713–1729 (2005).

  15. 15.

    et al. The PANTHER database of protein families, subfamilies, functions and pathways. Nucleic Acids Res. 33, D284–D288 (2005).

  16. 16.

    et al. ADAMTS-1 cleaves a cartilage proteoglycan, aggrecan. FEBS Lett. 478, 241–245 (2000).

  17. 17.

    et al. A mutation in FBN1 disrupts profibrillin processing and results in isolated skeletal features of the Marfan syndrome. J. Clin. Invest. 95, 2373–2378 (1995).

  18. 18.

    et al. dbSNP: the NCBI database of genetic variation. Nucleic Acids Res. 29, 308–311 (2001).

  19. 19.

    et al. Investigation of obesity candidate genes on porcine fat deposition quantitative trait loci regions. Obes. Res. 12, 1981–1994 (2004).

  20. 20.

    , & Genomic Control to the extreme. Nat. Genet. 36, 1129–1130 (2004).

  21. 21.

    , , & Protection of privacy by third-party encryption in genetic research in Iceland. Eur. J. Hum. Genet. 8, 739–742 (2000).

  22. 22.

    & Evaluating coverage of genome-wide association studies. Nat. Genet. 38, 659–662 (2006).

  23. 23.

    et al. A novel endonuclease IV post-PCR genotyping system. Nucleic Acids Res. 34, e128 (2006).

  24. 24.

    , & Inference of population structure using multilocus genotype data. Genetics 155, 945–959 (2000).

  25. 25.

    et al. Principal components analysis corrects for stratification in genome-wide association studies. Nat. Genet. 38, 904–909 (2006).

  26. 26.

    et al. Genetic determinants of hair, eye and skin pigmentation in Europeans. Nat. Genet. 39, 1443–1452 (2007).

  27. 27.

    & A general model for the genetic analysis of pedigree data. Hum. Hered. 21, 523–542 (1971).

  28. 28.

    Les Mathématiques de l'Héredité (Masson, Paris, 1948).

  29. 29.

    , & Genomewide rapid association using mixed model and regression: a fast and simple method for genomewide pedigree-based quantitative trait loci association analysis. Genetics 177, 577–585 (2007).

  30. 30.

    et al. Gene ontology: tool for the unification of biology. Nat. Genet. 25, 25–29 (2000).

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Author information

Affiliations

  1. deCODE Genetics, 101 Reykjavik, Iceland.

    • Daniel F Gudbjartsson
    • , G Bragi Walters
    • , Gudmar Thorleifsson
    • , Hreinn Stefansson
    • , Bjarni V Halldorsson
    • , Pasha Zusmanovich
    • , Patrick Sulem
    • , Steinunn Thorlacius
    • , Arnaldur Gylfason
    • , Stacy Steinberg
    • , Anna Helgadottir
    • , Andres Ingason
    • , Valgerdur Steinthorsdottir
    • , Thorunn Rafnar
    • , Jeffrey Gulcher
    • , Augustine Kong
    • , Unnur Thorsteinsdottir
    •  & Kari Stefansson
  2. Reykjavik University, 103 Reykjavik, Iceland.

    • Bjarni V Halldorsson
  3. Icelandic Cancer Registry, 105 Reykjavik, Iceland.

    • Elinborg J Olafsdottir
    • , Gudridur H Olafsdottir
    •  & Laufey Tryggvadottir
  4. Department of Surgery, University Hospital, 101 Reykjavik, Iceland.

    • Thorvaldur Jonsson
  5. Steno Diabetes Center, DK-2820 Copenhagen, Denmark.

    • Knut Borch-Johnsen
    • , Torben Hansen
    • , Gitte Andersen
    •  & Oluf Pedersen
  6. Faculty of Health Science, University of Aarhus, DK-8000 Aarhus, Denmark.

    • Knut Borch-Johnsen
    •  & Oluf Pedersen
  7. Research Centre for Prevention and Health, Glostrup University Hospital, DK-2600 Glostrup, Denmark.

    • Torben Jorgensen
  8. Comprehensive Cancer Centre East, 6500 HB Nijmegen, The Netherlands.

    • Katja K Aben
    •  & Lambertus A Kiemeney
  9. Radboud University Nijmegen Department of Urology, 6500 HB Nijmegen, The Netherlands.

    • J Alfred Witjes
    •  & Lambertus A Kiemeney
  10. Radboud University Nijmegen Department of Clinical Chemistry, 6500 HB Nijmegen, The Netherlands.

    • Dorine W Swinkels
  11. Radboud University Nijmegen Department of Endocrinology, 6500 HB Nijmegen, The Netherlands.

    • Martin den Heijer
  12. Radboud University Nijmegen Department of Genetics, 6500 HB Nijmegen, The Netherlands.

    • Barbara Franke
  13. Radboud University Nijmegen Medical Center Department of Epidemiology & Biostatistics, 6500 HB Nijmegen, The Netherlands.

    • Andre L M Verbeek
    •  & Lambertus A Kiemeney
  14. The Johns Hopkins Sibling and Family Heart Study, The Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA.

    • Diane M Becker
    • , Lisa R Yanek
    •  & Lewis C Becker

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Contributions

D.F.G., G.B.W., G.T., H.S., P.S. and K.S. wrote the first draft of the paper. G.B.W., S.T., E.J.O., G.H.O., T. Jonsson, L.T. and T.R. participated in the collection of Icelandic data. V.S., K.B.-J., T.H., G.A., T. Jorgensen and O.P. collected the Danish data. K.K.A., J.A.W., D.W.S., M.H., B.F., A.L.M.V. and L.A.K. collected the Dutch data. D.M.B., L.R.Y. and L.C.B. collected the US data. D.F.G., G.T., H.S., B.V.H., P.Z., P.S., A.G., S.S. and A.I. analyzed the data. G.B.W., A.H. and U.T. carried out the genotyping. D.F.G., J.G., A.K., U.T. and K.S. planned and supervised the work. All authors contributed to the final version of the paper.

Competing interests

The authors from Decode Genetics Inc. own stocks and stock options in the company.

Corresponding authors

Correspondence to Daniel F Gudbjartsson or Kari Stefansson.

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DOI

https://doi.org/10.1038/ng.122

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