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        生物資訊

        AJHG:整合分析法發(fā)現(xiàn)與人類身高相關(guān)的位點(diǎn)

        作者:admin 來源:生物通 發(fā)布時(shí)間: 2011-01-04 17:11  瀏覽次數(shù):
        購買進(jìn)口儀器、試劑和耗材——就在始于2001年的畢特博生物 www.adsraven.com

        近日一個(gè)大型國(guó)際研究小組利用整合分析(meta-analysis)方法發(fā)現(xiàn)了幾十個(gè)從前已確定和未確定的與人類身高相關(guān)的位點(diǎn),研究論文發(fā)表在12月31日的《美國(guó)人類遺傳學(xué)雜志》(American Journal of Human Genetics)上。

        研究人員從大約50個(gè)研究中收集了超過10萬人的所謂“基因中心”基因型信息和身高數(shù)據(jù),發(fā)現(xiàn)了64個(gè)與人類身高相關(guān)的DNA位點(diǎn),其中包括了幾個(gè)過去在全基因組分析中未發(fā)現(xiàn)的罕見變異。

        “大樣本量及密集的遺傳覆蓋率包括低頻率SNPs提高了鑒別微小效應(yīng)變異的能力,使得我們能夠鑒定以前未報(bào)道的基因與身高之間的聯(lián)系,”共同作者、費(fèi)城兒童醫(yī)院的遺傳學(xué)研究人員Brendan Keating說道。

        過去的研究表明個(gè)體的身高受到其所在環(huán)境以及日照等多因素影響,但大多數(shù)的性狀變異似乎都有其遺傳基礎(chǔ),許多基因都對(duì)個(gè)體的身高產(chǎn)生細(xì)微的影響。之前已有超過180個(gè)位點(diǎn)被證實(shí)與人類的身高相關(guān),但是還有許多性狀的遺傳機(jī)制尚不明確。

        為了找到基因組編碼區(qū)內(nèi)新的身高相關(guān)變異,Keating和同事們利用Illumina 公司的IBC芯片(ITMAT-BroadCare array)對(duì)47個(gè)研究中6個(gè)不同種族的114,223位個(gè)體進(jìn)行了基因分型分析。盡管主要設(shè)計(jì)用于檢測(cè)心血管、代謝和炎癥相關(guān)過程中的遺傳變異,但是IBC芯片攜帶的2000個(gè)基因編碼位點(diǎn)的49320個(gè)SNPs信息,使得研究人員確信可利用它來尋找基因中常見和罕見的遺傳變異。

        研究人員從25個(gè)研究中獲得了個(gè)體身高及其他數(shù)據(jù),從另外22個(gè)研究中獲得了總體水平的數(shù)據(jù)。首先研究小組集中研究了具有歐洲血統(tǒng)的53394人的個(gè)體水平數(shù)據(jù),然后對(duì)另外37052個(gè)獲得總體水平數(shù)據(jù)的歐洲個(gè)體進(jìn)行了研究結(jié)果的重復(fù)驗(yàn)證,最后對(duì)來自5個(gè)非歐洲群體的個(gè)體進(jìn)行了擴(kuò)展分析。

        研究人員總共從中發(fā)現(xiàn)了64個(gè)與身高相關(guān)的位點(diǎn),其中33個(gè)已在過去對(duì)歐洲個(gè)體的整合分析中得到確定。檢測(cè)發(fā)現(xiàn)的顯著相關(guān)的SNPs,其中8個(gè)基因中的22個(gè)變異是相當(dāng)罕見的,僅存在于不到5%的人群中。

        盡管研究人員在歐洲家系群體的IL11和SMAD3基因上發(fā)現(xiàn)了與身高相關(guān)的罕見SNPs,但是在非裔美國(guó)人、南亞人、東亞人、美國(guó)原住民以及西班牙個(gè)體中研究人員并未找到具有陣列范圍顯著性的位點(diǎn)。雖然如此,對(duì)6個(gè)種群的整合分析表明在歐洲群體中大部分與身高相關(guān)的位點(diǎn)在其他群體中也能找到相似的定位。

        雖然有一些檢測(cè)到的變異與身高沒有明顯的關(guān)聯(lián),但是研究人員強(qiáng)調(diào)有許多其他的變異影響了一些潛在相關(guān)的信號(hào)包括能量代謝、膠原形成和生長(zhǎng)激素信號(hào)通路中的基因。

        此外,研究人員還認(rèn)為可將身高遺傳學(xué)作為其他復(fù)雜人類性狀的模型,相似的策略同樣適用于了解其他的人類基因表型。“我們的研究證實(shí)密集攜帶罕見SNPs基因覆蓋度結(jié)合大規(guī)模的整合分析的策略適用于鑒別與常見復(fù)雜性狀相關(guān)的其他變異,”研究人員說。

        推薦原文出處:

        American Journal of Human Genetics   doi:10.1016/j.ajhg.2010.11.007

        Meta-analysis of Dense Genecentric Association Studies Reveals Common and Uncommon Variants Associated with Height

        Matthew B. Lanktree1, 115, Yiran Guo2, 3, 115, Muhammed Murtaza4, 66, Joseph T. Glessner2, Swneke D. Bailey6, N. Charlotte Onland-Moret21, Guillaume Lettre5, Halit Ongen8, Ramakrishnan Rajagopalan10, Toby Johnson9, Haiqing Shen11, Christopher P. Nelson15, 86, Norman Klopp12, Jens Baumert12, Sandosh Padmanabhan54, Nathan Pankratz24, 83, James S. Pankow83, Sonia Shah87, Kira Taylor13, John Barnard14, Bas J. Peters108, Cliona M. Maloney30, Maximilian T. Lobmeyer16, Alice Stanton58, M. Hadi Zafarmand18, 109, Simon P.R. Romaine23, Amar Mehta25, Erik P.A. van Iperen22, 82, Yan Gong16, Tom S. Price20, Erin N. Smith31, Cecilia E. Kim2, Yun R. Li2, Folkert W. Asselbergs18, 21, 109, Larry D. Atwood35, Kristian M. Bailey23, Deepak Bhatt99, Florianne Bauer21, Elijah R. Behr45, Tushar Bhangale43, Jolanda M.A. Boer28, Bernhard O. Boehm92, Jonathan P. Bradfield2, Morris Brown95, Peter S. Braund15, 86, Paul R. Burton32, Cara Carty19, Hareesh R. Chandrupatla29, Wei Chen105, John Connell38, Chrysoula Dalgeorgou46, Anthonius de Boer108, Fotios Drenos27, Clara C. Elbers21, James C. Fang51, Caroline S. Fox35, Edward C. Frackelton2, Barry Fuchs36, Clement E. Furlong10, Quince Gibson11, Christian Gieger12, Anuj Goel8, 72, Diederik E. Grobbee104, Claire Hastie54, Philip J. Howard9, Guan-Hua Huang52, W. Craig Johnson34, Qing Li111, Marcus E. Kleber88, Barbara E.K. Klein17, Ronald Klein17, Charles Kooperberg19, Bonnie Ky50, Andrea LaCroix19, Paul Lanken36, Mark Lathrop96, Mingyao Li29, Vanessa Marshall94, Olle Melander55, Frank D. Mentch2, Nuala J. Meyer36, Keri L. Monda40, Alexandre Montpetit42, Gurunathan Murugesan33, Karen Nakayama10, Dave Nondahl17, Abiodun Onipinla9, Suzanne Rafelt15, 86, Stephen J. Newhouse9, F. George Otieno2, Sanjey R. Patel41, Mary E. Putt102, Santiago Rodriguez53, Radwan N. Safa49, Douglas B. Sawyer48, Pamela J. Schreiner39, Claire Simpson111, Suthesh Sivapalaratnam26, Sathanur R. Srinivasan105, Christine Suver30, Gary Swergold112, Nancy K. Sweitzer47, Kelly A. Thomas2, Barbara Thorand12, Nicholas J. Timpson53, Sam Tischfield44, Martin Tobin32, Maciej Tomaszweski15, 86, W.M. Monique Verschuren28, Chris Wallace97, Bernhard Winkelmann93, Haitao Zhang2, Dongling Zheng46, Li Zhang14, Joseph M. Zmuda37, Robert Clarke107, Anthony J. Balmforth23, John Danesh65, Ian N. Day53, Nicholas J. Schork31, Paul I.W. de Bakker62, 44, 21, Christian Delles54, David Duggan59, Aroon D. Hingorani7, 71, Joel N. Hirschhorn44, 77, 78, Marten H. Hofker63, Steve E. Humphries27, Mika Kivimaki7, Debbie A. Lawlor53, Kandice Kottke-Marchant100, Jessica L. Mega60, Braxton D. Mitchell11, David A. Morrow60, Jutta Palmen27, Susan Redline41, Denis C. Shields57, Alan R. Shuldiner11, 80, Patrick M. Sleiman2, George Davey Smith53, Martin Farrall8, 72, Yalda Jamshidi46, David C. Christiani25, 81, Juan P. Casas110, Alistair S. Hall23, Pieter A. Doevendans18, Jason D. Christie36, Gerald S. Berenson105, Sarah S. Murray31, Thomas Illig12, Gerald W. Dorn85, Thomas P. Cappola50, Eric Boerwinkle68, Peter Sever101, Daniel J. Rader29, 74, Muredach P. Reilly29, 74, Mark Caulfield9, Philippa J. Talmud27, Eric Topol98, James C. Engert67, Kai Wang2, Anna Dominiczak56, Anders Hamsten106, Sean P. Curtis113, Roy L. Silverstein61, Leslie A. Lange40, Marc S. Sabatine60, Mieke Trip26, Danish Saleheen65, 66, John F. Peden8, 72, Karen J. Cruickshanks17, 79, Winfried M?rz89, 90, 91, Jeffrey R. O'Connell11, Olaf H. Klungel108, Cisca Wijmenga69, Anke Hilse Maitland-van der Zee108, Eric E. Schadt84, Julie A. Johnson64, Gail P. Jarvik10, George J. Papanicolaou70, Hugh Watkins on behalf of PROCARDIS72, Struan F.A. Grant2, 75, Patricia B. Munroe9, Kari E. North13, 76, Nilesh J. Samani15, 86, Wolfgang Koenig103, Tom R. Gaunt53, Sonia S. Anand73, Yvonne T. van der Schouw104, Meena Kumari on behalf of the Whitehall II Study the WHII 50K Group7, Nicole Soranzo4, Garret A. FitzGerald74, Alex Reiner19, Robert A. Hegele1, Hakon Hakonarson2, 75,and Brendan J. Keating29, 74, 114,

        1 Department of Medicine and Biochemistry, University of Western Ontario, London, Ontario, N6A 5C1, Canada

        2 Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA

        3 Beijing Genomics Institute at Shenzhen, Shenzhen, China

        4 Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK

        5 Montréal Heart Institute, Université de Montréal, Montréal, Québec, H1T 1C8, Canada

        6 Department of Human Genetics, McGill University, Montréal, Québec, H3A 1B1, Canada

        7 Genetic Epidemiology Group, Department of Epidemiology and Public Health, University College London, London WC1E 6BT, UK

        8 The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK

        9 Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK

        10 Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, 98195, USA

        11 Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA

        12 Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany

        13 Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA

        14 Department of Quantitative Health Sciences, The Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44195, USA

        15 Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK

        16 Center for Pharmacogenomics, College of Pharmacy, University of Florida, FL 32610 USA

        17 Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705 USA

        18 Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands

        19 Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA

        20 MRC SGDP Centre, Institute of Psychiatry, London SE5 8AF, UK

        21 Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands

        22 Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands

        23 Leeds Institute of Genetics Health & Therapeutics, University of Leeds, Leeds LS2 9JT, UK

        24 Department of Medical and Molecular Genetics, Indiana University, School of Medicine, 410 West 10th Street, HS4000, Indianapolis, IN 46202, USA

        25 Department of Environmental Health, Environmental and Occupational Medicine and Epidemiology Program, Harvard School of Public Health, Boston, MA 02115 USA

        26 Department of Cardiology and Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam

        27 Centre for Cardiovascular Genetics, Department of Medicine, University College London, 5 University Street, London WC1E 6JF, UK

        28 National Institute for Public Health and the Environment (RIVM), 3720 BA Bilthoven, The Netherlands

        29 Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA

        30 Department of Genetics, Rosetta Inpharmatics, Seattle, WA 98109-5234, USA

        31 Scripps Genomic Medicine and Scripps Translational Science Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA 92037, USA

        32 Department of Health Sciences, University of Leicester, Adrian Building, University Rd., Leicester LE1 7RH, UK

        33 Department of Clinical Pathology, Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH 44106, USA

        34 Department of Biostatistics, University of Washington, Seattle, WA 98195 USA

        35 Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118-2526, USA

        36 University of Pennsylvania Medical Center, Pulmonary, Allergy & Critical Care Division, Philadelphia, PA 19104-6160, USA

        37 Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 DeSoto St., Pittsburgh, PA 15261, USA

        38 University of Dundee, Medical School, Ninewells Hospital and Medical School, DD1 9SY Dundee, UK

        39 Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN 55454, USA

        40 Department of Genetics, University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, NC 27514, USA

        41 Harvard Medical School, Brigham and Women's Hospital and Beth Israel Deaconess Medical Center, Boston, MA 02215, USA

        42 McGill University and Genome Québec Innovation Centre, Montréal, Québec H3A 1A4 Canada

        43 Department of Bioinformatics and Computational Biology, Genentech Inc, South San Francisco

        44 Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA

        45 Division of Cardiovascular Sciences, St George's University of London, London SW17 0RE, UK

        46 Division of Clinical Developmental Sciences, St George's University of London SW17 0RE, London, UK

        47 Cardiovascular Medicine, University of Wisconsin, Madison, WI 53792, USA

        48 Cardiovascular Division, Vanderbilt University Medical Center, Nashville, TN 37232, USA

        49 Department of Molecular Medicine, Boston University, Boston, MA 02118, USA

        50 Penn Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA

        51 Cardiovascular Medicine, Case Western Reserve University, Cleveland, OH 44106,USA

        52 Institute of Statistics, National Chiao Tung University, Hsinchu 30010, Taiwan

        53 MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK

        54 BHF Glasgow Cardiovascular Research Centre, Division of Cardiovascular and Medical Sciences, University of Glasgow, Western Infirmary, Glasgow G12 8TA, UK

        55 Clinical Research Center (CRC), Malm? University Hospital, SE-205 02 Malm?, Sweden

        56 Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, University Place, Glasgow G12 8QQ, UK

        57 Conway Institute of Biomolecular & Biomedical Research, University College Dublin, Dublin 4, Ireland

        58 Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin 2, Ireland

        59 Translational Genomics Research Institute, Phoenix, AZ 85004, USA

        60 TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA 02115, USA

        61 Department of Cell Biology, Lerner Research Institute, Cleveland Clinic Foundation, Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, 9500 Euclid Ave./NC10, Cleveland, OH 44195, USA

        62 Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA

        63 Molecular Genetics, University Medical Center Groningen, Groningen University, Groningen 9700 RB, the Netherlands

        64 Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida College of Pharmacy, Gainesville, FL 32610, USA

        65 Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB1 8RN, UK

        66 Center for Non-Communicable Diseases, Karachi, Pakistan

        67 Departments of Medicine and Human Genetics, McGill University, Montréal, Québec H3A 1B1, Canada

        68 Human Genetics Center and Div. of Epidemiology, 1200 Herman Pressler, Suite E-447, Houston, TX 77030, USA

        69 Department of Genetics, University Medical Center Groningen and Groningen University, 9700 RB Groningen, The Netherlands

        70 National Heart, Lung, and Blood Institute (NHLBI), Division of Cardiovascular Sciences, Bethesda, MD 20892, USA

        71 Centre for Clinical Pharmacology, Department of Medicine, University College London, London WC1E 6JF, UK

        72 Department of Cardiovascular Medicine, University of Oxford, Level 6 West Wing, John Radcliffe Hospital, Headley Way, Headington, Oxford OX3 9DU, UK

        73 Department of Medicine and Clinical Epidemiology and Biostatistics, Population Genomics Program, McMaster University, Hamilton Health Sciences, Hamilton General Hospital, Hamilton, Ontario L8L 2X2, Canada

        74 The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA

        75 Department of Pediatrics, University of Pennsylvania, Philadelphia PA 19104, USA

        76 Carolina Center for Genome Sciences, School of Public Health, University of North Carolina, Chapel Hill, NC 27514, USA

        77 Divisions and Endocrinology and Genetics and Program in Genomics, Children's Hospital, Boston, MA 02115, USA

        78 Department of Genetics, Harvard Medical School, Boston, MA 02115, USA

        79 Department of Population Health Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705, USA

        80 Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, Baltimore, MD 21201, USA

        81 Pulmonary and Critical Care Unit, Massachusetts General Hospital, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA

        82 Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, 1007 MB Amsterdam, The Netherlands

        83 Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN 55454, USA

        84 Sage Bionetworks, Seattle, WA 98109, USA

        85 Washington University Center for Pharmacogenetics, 660 S. Euclid Ave., Campus Box 8220, St. Louis, MO 63110-1093, USA

        86 Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK

        87 UCL Genetic Institute, University College London, London WC1E 6BT, UK

        88 LURIC Nonprofit LLC, Freiburg, Germany

        89 Synlab Center of Laboratory Diagnostics Heidelberg, Heidelberg D-58509, Germany

        90 Institute of Public Health, Social Medicine and Epidemiology Medical Faculty, University of Heidelberg, D-68167 Mannheim, Germany

        91 Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, A-8036 Graz, Austria

        92 Division of Endocrinology, Diabetes and Metabolism, Centre of Excellence Baden-Wuerttemberg, Metabolic Diseases, Ulm University, D - 89081 Ulm, Germany

        93 Cardiology Group Frankfurt-Sachsenhausen, Frankfurt, Germany

        94 Drug Safety Research Unit, Southampton SO31 1AA, UK

        95 Clinical Pharmacology and the Cambridge Institute of Medical Research, University of Cambridge, Addenbrooke's Hospital, Cambridge CB2 0SP, UK

        96 Centre National de Genotypage, CP 5721, 91 057 Evry Cedex, France

        97 JDRF/WT Diabetes and Inflammation Laboratory, Cambridge Institute for Medical Research, Wellcome Trust/MRC Building, Addenbrooke's Hospital, Cambridge CB2 0XY, UK

        98 Department of Molecular and Experimental Medicine, Scripps Research Institute, La Jolla, CA 92037, US

        99 Harvard Medical School, Cambridge, MA 02115, USA

        100 Pathology and Laboratory Medicine Institute, Cleveland Clinic Cleveland, OH 44195

        101 International Centre for Circulatory Health, National Heart & Lung Institute, Imperial College London, London W2 1NY, UK

        102 Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA 19104, USA

        103 Department of Internal Medicine II  Cardiology, University of Ulm Medical Center, Ulm Konto Nr. 5050, Germany

        104 Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands

        105 Department of Epidemiology, 1440 Canal Street, Suite 1829, Tulane University, New Orleans, LA 70112-2750, USA

        106 Atherosclerosis Research Unit, Department of Medicine, Karolinska Institutet SE-171 77 Stockholm, Sweden

        107 Clinical Trial Service Unit, Richard Doll Building, Old Road Campus, Roosevelt Drive, Oxford OX37LF, UK

        108 Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3508 TC Utrecht, The Netherlands

        109 Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands

        110 Department of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, WC1E 7HT, UK

        111 National Human Genome Research Institute, National Institutes of Health, 333 Cassell Drive, Suite 1200, Baltimore, MD 21224, USA

        112 Regeneron Pharmaceuticals, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA

        113 Merck Research Laboratories, P.O. Box 2000, Rahway, NJ 07065, USA

        114 Current address: The Children's Hospital of Philadelphia Research Institute, 3516 Civic Center Blvd, Philadelphia, Pennsylvania 19104, USA

        115 These authors contributed equally to this work.

        Abstract

        Height is a classic complex trait with common variants in a growing list of genes known to contribute to the phenotype. Using a genecentric genotyping array targeted toward cardiovascular-related loci, comprising 49,320 SNPs across approximately 2000 loci, we evaluated the association of common and uncommon SNPs with adult height in 114,223 individuals from 47 studies and six ethnicities. A total of 64 loci contained a SNP associated with height at array-wide significance (p < 2.4  106), with 42 loci surpassing the conventional genome-wide significance threshold (p < 5  108). Common variants with minor allele frequencies greater than 5% were observed to be associated with height in 37 previously reported loci. In individuals of European ancestry, uncommon SNPs in IL11 and SMAD3, which would not be genotyped with the use of standard genome-wide genotyping arrays, were strongly associated with height (p < 3  1011). Conditional analysis within associated regions revealed five additional variants associated with height independent of lead SNPs within the locus, suggesting allelic heterogeneity. Although underpowered to replicate findings from individuals of European ancestry, the direction of effect of associated variants was largely consistent in African American, South Asian, and Hispanic populations. Overall, we show that dense coverage of genes for uncommon SNPs, coupled with large-scale meta-analysis, can successfully identify additional variants associated with a common complex trait.

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