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Urgard E, Reigo A, Reinmaa E, Rebane A, Metspalu A. Human basonuclin 2 up-regulates a cascade set of interferon-stimulated genes with anti-cancerous properties in a lung cancer model. Cancer Cell Int 2017; 17:18. [PMID: 28184177 PMCID: PMC5294813 DOI: 10.1186/s12935-017-0394-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2016] [Accepted: 02/01/2017] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Human basonuclin 2 (BNC2) acts as a tumor suppressor in multiple cancers in an as yet unidentified manner. The role and expression of the BNC2 gene in lung cancer has not yet been investigated. METHODS BNC2 expression was studied in the A549 and BEAS-2B cell lines, as well as in lung cancer tissue. Illumina array analysis and a viability assay were used to study the effects of transient transfection of BNC2 in A549 cells. Ingenuity pathway analysis and g:Profiler were applied to identify affected pathways and networks. RT-qPCR was used to validate the array results. RESULTS We showed the reduced mRNA expression of BNC2 in non-small cell lung cancer tissue and lung cancer cell line A549 compared to non-cancerous lung tissue and BEAS-2B cells, respectively. Further array analysis demonstrated that the transfection of BNC2 into A549 cells resulted in the increased expression of 139 genes and the down-regulation of 13 genes. Pathway analysis revealed that half of the up-regulated genes were from the interferon/signal transducer and activator of transcription signaling pathways. The differential expression of selected sets of genes, including interferon-stimulated and tumor suppressor genes of the XAF1 and OAS families, was confirmed by RT-qPCR. In addition, we showed that the over-expression of BNC2 inhibited the proliferation of A549 cells. CONCLUSION Our data suggest that human BNC2 is an activator of a subset of IFN-regulated genes and might thereby act as a tumor suppressor.
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Affiliation(s)
- Egon Urgard
- Department of Biotechnology, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia.,Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Anu Reigo
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Eva Reinmaa
- Department of Immunoanalysis, United Laboratories, Tartu University Hospital, Tartu, Estonia
| | - Ana Rebane
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Andres Metspalu
- Department of Biotechnology, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia.,Estonian Genome Center, University of Tartu, Tartu, Estonia
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2
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Peters MJ, Joehanes R, Pilling LC, Schurmann C, Conneely KN, Powell J, Reinmaa E, Sutphin GL, Zhernakova A, Schramm K, Wilson YA, Kobes S, Tukiainen T, Ramos YF, Göring HHH, Fornage M, Liu Y, Gharib SA, Stranger BE, De Jager PL, Aviv A, Levy D, Murabito JM, Munson PJ, Huan T, Hofman A, Uitterlinden AG, Rivadeneira F, van Rooij J, Stolk L, Broer L, Verbiest MMPJ, Jhamai M, Arp P, Metspalu A, Tserel L, Milani L, Samani NJ, Peterson P, Kasela S, Codd V, Peters A, Ward-Caviness CK, Herder C, Waldenberger M, Roden M, Singmann P, Zeilinger S, Illig T, Homuth G, Grabe HJ, Völzke H, Steil L, Kocher T, Murray A, Melzer D, Yaghootkar H, Bandinelli S, Moses EK, Kent JW, Curran JE, Johnson MP, Williams-Blangero S, Westra HJ, McRae AF, Smith JA, Kardia SLR, Hovatta I, Perola M, Ripatti S, Salomaa V, Henders AK, Martin NG, Smith AK, Mehta D, Binder EB, Nylocks KM, Kennedy EM, Klengel T, Ding J, Suchy-Dicey AM, Enquobahrie DA, Brody J, Rotter JI, Chen YDI, Houwing-Duistermaat J, Kloppenburg M, Slagboom PE, Helmer Q, den Hollander W, Bean S, Raj T, Bakhshi N, Wang QP, Oyston LJ, Psaty BM, Tracy RP, Montgomery GW, Turner ST, Blangero J, Meulenbelt I, Ressler KJ, Yang J, Franke L, Kettunen J, Visscher PM, Neely GG, Korstanje R, Hanson RL, Prokisch H, Ferrucci L, Esko T, Teumer A, van Meurs JBJ, Johnson AD. The transcriptional landscape of age in human peripheral blood. Nat Commun 2015; 6:8570. [PMID: 26490707 PMCID: PMC4639797 DOI: 10.1038/ncomms9570] [Citation(s) in RCA: 407] [Impact Index Per Article: 45.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2015] [Accepted: 09/07/2015] [Indexed: 02/08/2023] Open
Abstract
Disease incidences increase with age, but the molecular characteristics of ageing that lead to increased disease susceptibility remain inadequately understood. Here we perform a whole-blood gene expression meta-analysis in 14,983 individuals of European ancestry (including replication) and identify 1,497 genes that are differentially expressed with chronological age. The age-associated genes do not harbor more age-associated CpG-methylation sites than other genes, but are instead enriched for the presence of potentially functional CpG-methylation sites in enhancer and insulator regions that associate with both chronological age and gene expression levels. We further used the gene expression profiles to calculate the ‘transcriptomic age' of an individual, and show that differences between transcriptomic age and chronological age are associated with biological features linked to ageing, such as blood pressure, cholesterol levels, fasting glucose, and body mass index. The transcriptomic prediction model adds biological relevance and complements existing epigenetic prediction models, and can be used by others to calculate transcriptomic age in external cohorts. Ageing increases the risk of many diseases. Here the authors compare blood cell transcriptomes of over 14,000 individuals and identify a set of about 1,500 genes that are differently expressed with age, shedding light on transcriptional programs linked to the ageing process and age-associated diseases.
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Affiliation(s)
- Marjolein J Peters
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Roby Joehanes
- The National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, Massachusetts 01702, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland 20817, USA
| | - Luke C Pilling
- Epidemiology and Public Health, University of Exeter Medical School, Exeter EX4 1DB, UK
| | - Claudia Schurmann
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17493, Germany.,The Charles Bronfman Institute for Personalized Medicine, Genetics of Obesity &Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York 10029, USA
| | - Karen N Conneely
- Department of Human Genetics, School of Medicine, Emory University, Atlanta, Georgia 30301, USA
| | - Joseph Powell
- Centre for Neurogenetics and Statistical Genomics, Queensland Brain Institute, University of Queensland, St Lucia, Brisbane, Queensland 4000, Australia.,The Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland 4000, Australia
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu 0794, Estonia
| | - George L Sutphin
- Nathan Shock Center of Excellence in the Basic Biology of Aging, The Jackson Laboratory, Bar Harbor, Maine 04609, USA
| | - Alexandra Zhernakova
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen 9700RB, The Netherlands
| | - Katharina Schramm
- Institute of Human Genetics, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg 85764, Germany.,Institute of Human Genetics, Technical University Munich, Munich 85540, Germany
| | - Yana A Wilson
- Neuroscience Division, Garvan Institute of Medical Research, Australia and Charles Perkins Centre and School of Molecular Bioscience, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Sayuko Kobes
- Phoenix Epidemiology and Clinical Research Branch, National Institute of Diabetes and Digestive and Kidney Disease, National Institutes of Health, Phoenix, Arizona 85001, USA
| | - Taru Tukiainen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki 00131, Finland.,Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00131, Finland
| | | | - Yolande F Ramos
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - Harald H H Göring
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas 78201, USA
| | - Myriam Fornage
- Division of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Sciences, Center at Houston, Texas 77001, USA.,Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, Texas 77001, USA
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina 27101, USA
| | - Sina A Gharib
- Computational Medicine Core, Center for Lung Biology, University of Washington, Seattle, Washington 98101, USA
| | - Barbara E Stranger
- Section of Genetic Medicine, Institute for Genomics and Systems Biology, University of Chicago, Chicago, Illinois 60290, USA
| | - Philip L De Jager
- Program in Translational NeuroPsychiatric Genomics, Department of Neurology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02108, USA
| | - Abraham Aviv
- Center of Human Development and Aging, New Jersey Medical School, Newark 07101, USA
| | - Daniel Levy
- The National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, Massachusetts 01702, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland 20817, USA
| | - Joanne M Murabito
- The National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, Massachusetts 01702, USA.,General Internal Medicine Section, Boston University, Boston, Massachusetts 02108, USA
| | - Peter J Munson
- The Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, Maryland 20817, USA
| | - Tianxiao Huan
- The National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, Massachusetts 01702, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland 20817, USA
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000CA, The Netherlands
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000CA, The Netherlands
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000CA, The Netherlands
| | - Jeroen van Rooij
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Lisette Stolk
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Linda Broer
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Michael M P J Verbiest
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Mila Jhamai
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Pascal Arp
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 0794, Estonia
| | - Liina Tserel
- Molecular Pathology, Institute of Biomedicine, University of Tartu, Tartu 0794, Estonia
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu 0794, Estonia
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE1, UK.,National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE1, UK
| | - Pärt Peterson
- Molecular Pathology, Institute of Biomedicine, University of Tartu, Tartu 0794, Estonia
| | - Silva Kasela
- Institute of Molecular and Cell Biology, Estonian Genome Center, University of Tartu, Tartu 0794, Estonia
| | - Veryan Codd
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE1, UK.,National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE1, UK
| | - Annette Peters
- Institute of Epidemiologie II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany.,Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Cavin K Ward-Caviness
- Institute of Epidemiologie II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Christian Herder
- Institute of Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf 40593, Germany
| | - Melanie Waldenberger
- Institute of Epidemiologie II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany.,Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Michael Roden
- Institute of Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf 40593, Germany.,Division of Endocrinology and Diabetology, University Hospital Düsseldorf, Heinrich Heine University, Düsseldorf 40593, Germany
| | - Paula Singmann
- Institute of Epidemiologie II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany.,Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Sonja Zeilinger
- Institute of Epidemiologie II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany.,Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hannover 30519, Germany
| | - Georg Homuth
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17493, Germany
| | - Hans-Jörgen Grabe
- Department of Psychiatry and Psychotherapy, Helios Hospital Stralsund, University Medicine Greifswald, Greifswald 17489, Germany
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17489, Germany
| | - Leif Steil
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17493, Germany
| | - Thomas Kocher
- Unit of Periodontology, Department of Restorative Dentistry, Periodontology and Endodontology, University Medicine Greifswald, Greifswald 17489, Germany
| | - Anna Murray
- Epidemiology and Public Health, University of Exeter Medical School, Exeter EX4 1DB, UK
| | - David Melzer
- Epidemiology and Public Health, University of Exeter Medical School, Exeter EX4 1DB, UK
| | - Hanieh Yaghootkar
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK
| | | | - Eric K Moses
- Centre for Genetic Origins of Health and Disease, The University of Western Australia, and Faculty of Health Sciences, Curtin University, Perth, Western Australia 9011, Australia
| | - Jack W Kent
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas 78201, USA
| | - Joanne E Curran
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas 78201, USA
| | - Matthew P Johnson
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas 78201, USA
| | | | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen 9700RB, The Netherlands.,Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge 02138, USA.,Divisions of Genetics and Rheumatology, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02108, USA.,Partners Center for Personalized Genetic Medicine, Boston, Massachusetts 02108, USA
| | - Allan F McRae
- The Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4000, Australia.,University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4000, Australia
| | - Jennifer A Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, Michigan 48103, USA
| | - Sharon L R Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, Michigan 48103, USA
| | - Iiris Hovatta
- Department of Biosciences, University of Helsinki, Helsinki 00100, Finland.,Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki 00100, Finland
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu 0794, Estonia.,Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki 00131, Finland.,Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00131, Finland
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki 00131, Finland.,Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00131, Finland.,Wellcome Trust Sanger Institute, Hinxton, Cambridge CB4, UK.,Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki 00100, Finland
| | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00131, Finland
| | - Anjali K Henders
- The Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland 4000, Australia
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4000, Australia
| | - Alicia K Smith
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia 30301, USA
| | - Divya Mehta
- Max-Planck Institute of Psychiatry, Munich 80331, Germany
| | | | - K Maria Nylocks
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia 30301, USA
| | - Elizabeth M Kennedy
- Department of Human Genetics, School of Medicine, Emory University, Atlanta, Georgia 30301, USA
| | | | - Jingzhong Ding
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina 27101, USA
| | - Astrid M Suchy-Dicey
- Department of Epidemiology, University of Washington, Seattle, Washington 98101, USA
| | - Daniel A Enquobahrie
- Department of Epidemiology, University of Washington, Seattle, Washington 98101, USA
| | - Jennifer Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington 98101, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, California 90501, USA
| | - Yii-Der I Chen
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, California 90501, USA
| | | | - Margreet Kloppenburg
- Department of Rheumatology, Leiden University Medical Center, Leiden 2300RC, The Netherlands.,Department of Clinical Epidemiology, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - Quinta Helmer
- Department of Medical Statistics, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - Wouter den Hollander
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - Shannon Bean
- Nathan Shock Center of Excellence in the Basic Biology of Aging, The Jackson Laboratory, Bar Harbor, Maine 04609, USA
| | - Towfique Raj
- Division of Immunology, Department of Microbiology and Immunobiology, Harvard Medical School, Boston, Massachusetts 02138, USA
| | - Noman Bakhshi
- Neuroscience Division, Garvan Institute of Medical Research, Australia and Charles Perkins Centre and School of Molecular Bioscience, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Qiao Ping Wang
- Neuroscience Division, Garvan Institute of Medical Research, Australia and Charles Perkins Centre and School of Molecular Bioscience, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Lisa J Oyston
- Neuroscience Division, Garvan Institute of Medical Research, Australia and Charles Perkins Centre and School of Molecular Bioscience, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington 98195, USA.,Cardiovascular Health Research Unit, Department of Epidemiology, University of Washington, Seattle, Washington 98195, USA.,Cardiovascular Health Research Unit, Department of Health Services, University of Washington, Seattle, Washington 98195, USA.,Group Health Research Institute, Group Health Cooperative, Seattle, Washington 98195, USA
| | - Russell P Tracy
- Department of Pathology, University of Vermont College of Medicine, Colchester, Vermont 98195, USA
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4000, Australia
| | - Stephen T Turner
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, Minnesota 55901, USA
| | - John Blangero
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas 78201, USA
| | - Ingrid Meulenbelt
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden 2300RC, The Netherlands
| | - Kerry J Ressler
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia 30301, USA
| | - Jian Yang
- The Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4000, Australia.,University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4000, Australia
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen 9700RB, The Netherlands
| | - Johannes Kettunen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki 00131, Finland.,Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00131, Finland.,Computational Medicine, Institute of Health Sciences, Faculty of Medicine, University of Oulu, Oulu 90570, Finland
| | - Peter M Visscher
- The Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4000, Australia.,University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4000, Australia
| | - G Gregory Neely
- Neuroscience Division, Garvan Institute of Medical Research, Australia and Charles Perkins Centre and School of Molecular Bioscience, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Ron Korstanje
- Nathan Shock Center of Excellence in the Basic Biology of Aging, The Jackson Laboratory, Bar Harbor, Maine 04609, USA
| | - Robert L Hanson
- Phoenix Epidemiology and Clinical Research Branch, National Institute of Diabetes and Digestive and Kidney Disease, National Institutes of Health, Phoenix, Arizona 85001, USA
| | - Holger Prokisch
- Institute of Human Genetics, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg 85764, Germany.,Institute of Human Genetics, Technical University Munich, Munich 85540, Germany
| | - Luigi Ferrucci
- Clinical Research Branch, National Institute on Aging, Baltimore, Maryland 21218, USA
| | - Tonu Esko
- Estonian Genome Center, University of Tartu, Tartu 0794, Estonia.,Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge 02138, USA.,Division of Endocrinology, Children's Hospital Boston, Boston, Massachusetts 02108, USA.,Department of Genetics, Harvard Medical School, Boston, Massachusetts 02108, USA
| | - Alexander Teumer
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17493, Germany
| | - Joyce B J van Meurs
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam 3000CA, The Netherlands
| | - Andrew D Johnson
- The National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, Massachusetts 01702, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland 20817, USA
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3
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Homuth G, Wahl S, Müller C, Schurmann C, Mäder U, Blankenberg S, Carstensen M, Dörr M, Endlich K, Englbrecht C, Felix SB, Gieger C, Grallert H, Herder C, Illig T, Kruppa J, Marzi CS, Mayerle J, Meitinger T, Metspalu A, Nauck M, Peters A, Rathmann W, Reinmaa E, Rettig R, Roden M, Schillert A, Schramm K, Steil L, Strauch K, Teumer A, Völzke H, Wallaschofski H, Wild PS, Ziegler A, Völker U, Prokisch H, Zeller T. Extensive alterations of the whole-blood transcriptome are associated with body mass index: results of an mRNA profiling study involving two large population-based cohorts. BMC Med Genomics 2015; 8:65. [PMID: 26470795 PMCID: PMC4608219 DOI: 10.1186/s12920-015-0141-x] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Accepted: 10/05/2015] [Indexed: 01/22/2023] Open
Abstract
Background Obesity, defined as pathologically increased body mass index (BMI), is strongly related to an increased risk for numerous common cardiovascular and metabolic diseases. It is particularly associated with insulin resistance, hyperglycemia, and systemic oxidative stress and represents the most important risk factor for type 2 diabetes (T2D). However, the pathophysiological mechanisms underlying these associations are still not completely understood. Therefore, in order to identify potentially disease-relevant BMI-associated gene expression signatures, a transcriptome-wide association study (TWAS) on BMI was performed. Methods Whole-blood mRNA levels determined by array-based transcriptional profiling were correlated with BMI in two large independent population-based cohort studies (KORA F4 and SHIP-TREND) comprising a total of 1977 individuals. Results Extensive alterations of the whole-blood transcriptome were associated with BMI: More than 3500 transcripts exhibited significant positive or negative BMI-correlation. Three major whole-blood gene expression signatures associated with increased BMI were identified. The three signatures suggested: i) a ratio shift from mature erythrocytes towards reticulocytes, ii) decreased expression of several genes essentially involved in the transmission and amplification of the insulin signal, and iii) reduced expression of several key genes involved in the defence against reactive oxygen species (ROS). Conclusions Whereas the first signature confirms published results, the other two provide possible mechanistic explanations for well-known epidemiological findings under conditions of increased BMI, namely attenuated insulin signaling and increased oxidative stress. The putatively causative BMI-dependent down-regulation of the expression of numerous genes on the mRNA level represents a novel finding. BMI-associated negative transcriptional regulation of insulin signaling and oxidative stress management provide new insights into the pathogenesis of metabolic syndrome and T2D. Electronic supplementary material The online version of this article (doi:10.1186/s12920-015-0141-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany.
| | - Simone Wahl
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,German Center for Diabetes Research (DZD), Neuherberg, Germany. .,Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
| | - Christian Müller
- Klinik für Allgemeine und Interventionelle Kardiologie, Universitäres Herzzentrum Hamburg, Hamburg, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.
| | - Claudia Schurmann
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Present Address: The Charles Bronfman Institute for Personalized Medicine, Genetics of Obesity & Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, USA.
| | - Ulrike Mäder
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany.
| | - Stefan Blankenberg
- Klinik für Allgemeine und Interventionelle Kardiologie, Universitäres Herzzentrum Hamburg, Hamburg, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.
| | - Maren Carstensen
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany. .,German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Düsseldorf, Germany.
| | - Marcus Dörr
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany.
| | - Karlhans Endlich
- Institute of Anatomy and Cell Biology, University Medicine Greifswald, Greifswald, Germany.
| | | | - Stephan B Felix
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany.
| | - Christian Gieger
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
| | - Harald Grallert
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,German Center for Diabetes Research (DZD), Neuherberg, Germany.
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany. .,German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Düsseldorf, Germany.
| | - Thomas Illig
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Hannover Unified Biobank, Hannover Medical School, Hannover, Germany. .,Institute for Human Genetics, Hannover Medical School, Hannover, Germany.
| | - Jochen Kruppa
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany. .,Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.
| | - Carola S Marzi
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,German Center for Diabetes Research (DZD), Neuherberg, Germany.
| | - Julia Mayerle
- Department of Internal Medicine A, University Medicine Greifswald, Greifswald, Germany.
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Munich, Munich, Germany. .,Institut für Humangenetik, Technische Universität München, München, Germany. .,Munich Heart Alliance, Munich, Germany.
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia.
| | - Matthias Nauck
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany.
| | - Annette Peters
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Institut für Humangenetik, Technische Universität München, München, Germany.
| | - Wolfgang Rathmann
- Institute of Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, University Düsseldorf, Düsseldorf, Germany.
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu, Estonia. .,Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia.
| | - Rainer Rettig
- Institute of Physiology, University Medicine Greifswald, Karlsburg, Germany.
| | - Michael Roden
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany. .,German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Düsseldorf, Germany. .,Division of Endocrinology and Diabetology, University Hospital Düsseldorf, Düsseldorf, Germany.
| | - Arne Schillert
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany. .,Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.
| | - Katharina Schramm
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
| | - Leif Steil
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany.
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany.
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany.
| | - Henry Völzke
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.
| | - Henri Wallaschofski
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. .,Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany.
| | - Philipp S Wild
- Preventive Cardiology and Preventive Medicine, Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany. .,Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Rhine-Main, Mainz, Germany.
| | - Andreas Ziegler
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany. .,Zentrum für Klinische Studien, Universität zu Lübeck, Lübeck, Germany. .,School of Statistics, Mathematics and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa.
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt-University Greifswald, Greifswald, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Munich, Munich, Germany. .,Institut für Humangenetik, Technische Universität München, München, Germany.
| | - Tanja Zeller
- Klinik für Allgemeine und Interventionelle Kardiologie, Universitäres Herzzentrum Hamburg, Hamburg, Germany. .,DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.
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4
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Huan T, Esko T, Peters MJ, Pilling LC, Schramm K, Schurmann C, Chen BH, Liu C, Joehanes R, Johnson AD, Yao C, Ying SX, Courchesne P, Milani L, Raghavachari N, Wang R, Liu P, Reinmaa E, Dehghan A, Hofman A, Uitterlinden AG, Hernandez DG, Bandinelli S, Singleton A, Melzer D, Metspalu A, Carstensen M, Grallert H, Herder C, Meitinger T, Peters A, Roden M, Waldenberger M, Dörr M, Felix SB, Zeller T, Vasan R, O'Donnell CJ, Munson PJ, Yang X, Prokisch H, Völker U, van Meurs JBJ, Ferrucci L, Levy D. A meta-analysis of gene expression signatures of blood pressure and hypertension. PLoS Genet 2015; 11:e1005035. [PMID: 25785607 PMCID: PMC4365001 DOI: 10.1371/journal.pgen.1005035] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Accepted: 01/28/2015] [Indexed: 12/13/2022] Open
Abstract
Genome-wide association studies (GWAS) have uncovered numerous genetic variants (SNPs) that are associated with blood pressure (BP). Genetic variants may lead to BP changes by acting on intermediate molecular phenotypes such as coded protein sequence or gene expression, which in turn affect BP variability. Therefore, characterizing genes whose expression is associated with BP may reveal cellular processes involved in BP regulation and uncover how transcripts mediate genetic and environmental effects on BP variability. A meta-analysis of results from six studies of global gene expression profiles of BP and hypertension in whole blood was performed in 7017 individuals who were not receiving antihypertensive drug treatment. We identified 34 genes that were differentially expressed in relation to BP (Bonferroni-corrected p<0.05). Among these genes, FOS and PTGS2 have been previously reported to be involved in BP-related processes; the others are novel. The top BP signature genes in aggregate explain 5%–9% of inter-individual variance in BP. Of note, rs3184504 in SH2B3, which was also reported in GWAS to be associated with BP, was found to be a trans regulator of the expression of 6 of the transcripts we found to be associated with BP (FOS, MYADM, PP1R15A, TAGAP, S100A10, and FGBP2). Gene set enrichment analysis suggested that the BP-related global gene expression changes include genes involved in inflammatory response and apoptosis pathways. Our study provides new insights into molecular mechanisms underlying BP regulation, and suggests novel transcriptomic markers for the treatment and prevention of hypertension. The focus of blood pressure (BP) GWAS has been the identification of common DNA sequence variants associated with the phenotype; this approach provides only one dimension of molecular information about BP. While it is a critical dimension, analyzing DNA variation alone is not sufficient for achieving an understanding of the multidimensional complexity of BP physiology. The top loci identified by GWAS explain only about 1 percent of inter-individual BP variability. In this study, we performed a meta-analysis of gene expression profiles in relation to BP and hypertension in 7017 individuals from six studies. We identified 34 differentially expressed genes for BP, and discovered that the top BP signature genes explain 5%–9% of BP variability. We further linked BP gene expression signature genes with BP GWAS results by integrating expression associated SNPs (eSNPs) and discovered that one of the top BP loci from GWAS, rs3184504 in SH2B3, is a trans regulator of expression of 6 of the top 34 BP signature genes. Our study, in conjunction with prior GWAS, provides a deeper understanding of the molecular and genetic basis of BP regulation, and identifies several potential targets and pathways for the treatment and prevention of hypertension and its sequelae.
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Affiliation(s)
- Tianxiao Huan
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Division of Endocrinology, Children’s Hospital Boston, Boston, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
| | - Marjolein J. Peters
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
- Netherlands Genomics Initiative–sponsored Netherlands Consortium for Healthy Aging (NGI‐NCHA), Leiden and Rotterdam, The Netherlands
| | - Luke C. Pilling
- Epidemiology and Public Health Group, Medical School, University of Exeter, Exeter, United Kingdom
| | - Katharina Schramm
- Institute of Human Genetics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technische Universität München, München, Germany
| | - Claudia Schurmann
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- The Charles Bronfman Institute for Personalized Medicine, Genetics of Obesity & Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Brian H. Chen
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Chunyu Liu
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Roby Joehanes
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
- Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, Maryland, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Hebrew SeniorLife, Boston, Boston, Massachusetts, United States of America
| | - Andrew D. Johnson
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, Maryland, United States of America
| | - Chen Yao
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Sai-xia Ying
- Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Paul Courchesne
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Nalini Raghavachari
- Division of Geriatrics and Clinical Gerontology National Institute on Aging, Bethesda, Maryland, United States of America
| | - Richard Wang
- Genomics Core facility Genetics & Developmental Biology Center, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Poching Liu
- Genomics Core facility Genetics & Developmental Biology Center, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Abbas Dehghan
- Netherlands Genomics Initiative–sponsored Netherlands Consortium for Healthy Aging (NGI‐NCHA), Leiden and Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
| | - Albert Hofman
- Netherlands Genomics Initiative–sponsored Netherlands Consortium for Healthy Aging (NGI‐NCHA), Leiden and Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
| | - André G. Uitterlinden
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
- Netherlands Genomics Initiative–sponsored Netherlands Consortium for Healthy Aging (NGI‐NCHA), Leiden and Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
| | - Dena G. Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, United States of America
| | | | - Andrew Singleton
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, United States of America
| | - David Melzer
- Epidemiology and Public Health Group, Medical School, University of Exeter, Exeter, United Kingdom
| | | | - Maren Carstensen
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, Düsseldorf, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Partner Munich, Munich, Germany
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, Düsseldorf, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technische Universität München, München, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Partner Munich, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Michael Roden
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, Düsseldorf, Germany
- Division of Endocrinology and Diabetology, Medical Faculty, Heinrich-Heine University Düsseldorf, Düsseldorf, Germany
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Marcus Dörr
- University Medicine Greifswald, Department of Internal Medicine B—Cardiology, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Stephan B. Felix
- University Medicine Greifswald, Department of Internal Medicine B—Cardiology, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Tanja Zeller
- Universitäres Herzzentrum Hamburg, Hamburg, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | | | - Ramachandran Vasan
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
| | - Christopher J. O'Donnell
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
| | - Peter J. Munson
- Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Xia Yang
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, California, United States of America
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technische Universität München, München, Germany
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
| | - Uwe Völker
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
| | - Joyce B. J. van Meurs
- Department of Internal Medicine, Erasmus Medical Centre Rotterdam, Rotterdam, The Netherlands
- Netherlands Genomics Initiative–sponsored Netherlands Consortium for Healthy Aging (NGI‐NCHA), Leiden and Rotterdam, The Netherlands
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
| | - Luigi Ferrucci
- Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
| | - Daniel Levy
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, Maryland, United States of America
- * E-mail: (DL); (LF); (JBJvM); (HP); (UV); (XY)
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Shungin D, Winkler TW, Croteau-Chonka DC, Ferreira T, Locke AE, Mägi R, Strawbridge RJ, Pers TH, Fischer K, Justice AE, Workalemahu T, Wu JMW, Buchkovich ML, Heard-Costa NL, Roman TS, Drong AW, Song C, Gustafsson S, Day FR, Esko T, Fall T, Kutalik Z, Luan J, Randall JC, Scherag A, Vedantam S, Wood AR, Chen J, Fehrmann R, Karjalainen J, Kahali B, Liu CT, Schmidt EM, Absher D, Amin N, Anderson D, Beekman M, Bragg-Gresham JL, Buyske S, Demirkan A, Ehret GB, Feitosa MF, Goel A, Jackson AU, Johnson T, Kleber ME, Kristiansson K, Mangino M, Mateo Leach I, Medina-Gomez C, Palmer CD, Pasko D, Pechlivanis S, Peters MJ, Prokopenko I, Stančáková A, Ju Sung Y, Tanaka T, Teumer A, Van Vliet-Ostaptchouk JV, Yengo L, Zhang W, Albrecht E, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Böhringer S, Bonnet F, Böttcher Y, Bruinenberg M, Carba DB, Caspersen IH, Clarke R, Warwick Daw E, Deelen J, Deelman E, Delgado G, Doney ASF, Eklund N, Erdos MR, Estrada K, Eury E, Friedrich N, Garcia ME, Giedraitis V, Gigante B, Go AS, Golay A, Grallert H, Grammer TB, Gräßler J, Grewal J, Groves CJ, Haller T, Hallmans G, Hartman CA, Hassinen M, Hayward C, Heikkilä K, Herzig KH, Helmer Q, Hillege HL, Holmen O, Hunt SC, Isaacs A, Ittermann T, James AL, Johansson I, Juliusdottir T, Kalafati IP, Kinnunen L, Koenig W, Kooner IK, Kratzer W, Lamina C, Leander K, Lee NR, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Mach F, Magnusson PKE, Mahajan A, McArdle WL, Menni C, Merger S, Mihailov E, Milani L, Mills R, Moayyeri A, Monda KL, Mooijaart SP, Mühleisen TW, Mulas A, Müller G, Müller-Nurasyid M, Nagaraja R, Nalls MA, Narisu N, Glorioso N, Nolte IM, Olden M, Rayner NW, Renstrom F, Ried JS, Robertson NR, Rose LM, Sanna S, Scharnagl H, Scholtens S, Sennblad B, Seufferlein T, Sitlani CM, Vernon Smith A, Stirrups K, Stringham HM, Sundström J, Swertz MA, Swift AJ, Syvänen AC, Tayo BO, Thorand B, Thorleifsson G, Tomaschitz A, Troffa C, van Oort FVA, Verweij N, Vonk JM, Waite LL, Wennauer R, Wilsgaard T, Wojczynski MK, Wong A, Zhang Q, Hua Zhao J, Brennan EP, Choi M, Eriksson P, Folkersen L, Franco-Cereceda A, Gharavi AG, Hedman ÅK, Hivert MF, Huang J, Kanoni S, Karpe F, Keildson S, Kiryluk K, Liang L, Lifton RP, Ma B, McKnight AJ, McPherson R, Metspalu A, Min JL, Moffatt MF, Montgomery GW, Murabito JM, Nicholson G, Nyholt DR, Olsson C, Perry JRB, Reinmaa E, Salem RM, Sandholm N, Schadt EE, Scott RA, Stolk L, Vallejo EE, Westra HJ, Zondervan KT, Amouyel P, Arveiler D, Bakker SJL, Beilby J, Bergman RN, Blangero J, Brown MJ, Burnier M, Campbell H, Chakravarti A, Chines PS, Claudi-Boehm S, Collins FS, Crawford DC, Danesh J, de Faire U, de Geus EJC, Dörr M, Erbel R, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Forouhi NG, Forrester T, Franco OH, Gansevoort RT, Gieger C, Gudnason V, Haiman CA, Harris TB, Hattersley AT, Heliövaara M, Hicks AA, Hingorani AD, Hoffmann W, Hofman A, Homuth G, Humphries SE, Hyppönen E, Illig T, Jarvelin MR, Johansen B, Jousilahti P, Jula AM, Kaprio J, Kee F, Keinanen-Kiukaanniemi SM, Kooner JS, Kooperberg C, Kovacs P, Kraja AT, Kumari M, Kuulasmaa K, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lyssenko V, Männistö S, Marette A, Matise TC, McKenzie CA, McKnight B, Musk AW, Möhlenkamp S, Morris AD, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Palmer LJ, Penninx BW, Peters A, Pramstaller PP, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ridker PM, Ritchie MD, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PEH, Shuldiner AR, Staessen JA, Steinthorsdottir V, Stolk RP, Strauch K, Tönjes A, Tremblay A, Tremoli E, Vohl MC, Völker U, Vollenweider P, Wilson JF, Witteman JC, Adair LS, Bochud M, Boehm BO, Bornstein SR, Bouchard C, Cauchi S, Caulfield MJ, Chambers JC, Chasman DI, Cooper RS, Dedoussis G, Ferrucci L, Froguel P, Grabe HJ, Hamsten A, Hui J, Hveem K, Jöckel KH, Kivimaki M, Kuh D, Laakso M, Liu Y, März W, Munroe PB, Njølstad I, Oostra BA, Palmer CNA, Pedersen NL, Perola M, Pérusse L, Peters U, Power C, Quertermous T, Rauramaa R, Rivadeneira F, Saaristo TE, Saleheen D, Sinisalo J, Eline Slagboom P, Snieder H, Spector TD, Thorsteinsdottir U, Stumvoll M, Tuomilehto J, Uitterlinden AG, Uusitupa M, van der Harst P, Veronesi G, Walker M, Wareham NJ, Watkins H, Wichmann HE, Abecasis GR, Assimes TL, Berndt SI, Boehnke M, Borecki IB, Deloukas P, Franke L, Frayling TM, Groop LC, Hunter DJ, Kaplan RC, O’Connell JR, Qi L, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Willer CJ, Visscher PM, Yang J, Hirschhorn JN, Carola Zillikens M, McCarthy MI, Speliotes EK, North KE, Fox CS, Barroso I, Franks PW, Ingelsson E, Heid IM, Loos RJF, Cupples LA, Morris AP, Lindgren CM, Mohlke KL. New genetic loci link adipose and insulin biology to body fat distribution. Nature 2015; 518:187-196. [PMID: 25673412 PMCID: PMC4338562 DOI: 10.1038/nature14132] [Citation(s) in RCA: 1046] [Impact Index Per Article: 116.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Accepted: 12/02/2014] [Indexed: 12/17/2022]
Abstract
Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, we conducted genome-wide association meta-analyses of waist and hip circumference-related traits in up to 224,459 individuals. We identified 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (WHRadjBMI) and an additional 19 loci newly associated with related waist and hip circumference measures (P<5×10−8). Twenty of the 49 WHRadjBMI loci showed significant sexual dimorphism, 19 of which displayed a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation, and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.
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Wood AR, Esko T, Yang J, Vedantam S, Pers TH, Gustafsson S, Chu AY, Estrada K, Luan J, Kutalik Z, Amin N, Buchkovich ML, Croteau-Chonka DC, Day FR, Duan Y, Fall T, Fehrmann R, Ferreira T, Jackson AU, Karjalainen J, Lo KS, Locke AE, Mägi R, Mihailov E, Porcu E, Randall JC, Scherag A, Vinkhuyzen AAE, Westra HJ, Winkler TW, Workalemahu T, Zhao JH, Absher D, Albrecht E, Anderson D, Baron J, Beekman M, Demirkan A, Ehret GB, Feenstra B, Feitosa MF, Fischer K, Fraser RM, Goel A, Gong J, Justice AE, Kanoni S, Kleber ME, Kristiansson K, Lim U, Lotay V, Lui JC, Mangino M, Mateo Leach I, Medina-Gomez C, Nalls MA, Nyholt DR, Palmer CD, Pasko D, Pechlivanis S, Prokopenko I, Ried JS, Ripke S, Shungin D, Stancáková A, Strawbridge RJ, Sung YJ, Tanaka T, Teumer A, Trompet S, van der Laan SW, van Setten J, Van Vliet-Ostaptchouk JV, Wang Z, Yengo L, Zhang W, Afzal U, Arnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Bolton JL, Böttcher Y, Boyd HA, Bruinenberg M, Buckley BM, Buyske S, Caspersen IH, Chines PS, Clarke R, Claudi-Boehm S, Cooper M, Daw EW, De Jong PA, Deelen J, Delgado G, Denny JC, Dhonukshe-Rutten R, Dimitriou M, Doney ASF, Dörr M, Eklund N, Eury E, Folkersen L, Garcia ME, Geller F, Giedraitis V, Go AS, Grallert H, Grammer TB, Gräßler J, Grönberg H, de Groot LCPGM, Groves CJ, Haessler J, Hall P, Haller T, Hallmans G, Hannemann A, Hartman CA, Hassinen M, Hayward C, Heard-Costa NL, Helmer Q, Hemani G, Henders AK, Hillege HL, Hlatky MA, Hoffmann W, Hoffmann P, Holmen O, Houwing-Duistermaat JJ, Illig T, Isaacs A, James AL, Jeff J, Johansen B, Johansson Å, Jolley J, Juliusdottir T, Junttila J, Kho AN, Kinnunen L, Klopp N, Kocher T, Kratzer W, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Lu Y, Lyssenko V, Magnusson PKE, Mahajan A, Maillard M, McArdle WL, McKenzie CA, McLachlan S, McLaren PJ, Menni C, Merger S, Milani L, Moayyeri A, Monda KL, Morken MA, Müller G, Müller-Nurasyid M, Musk AW, Narisu N, Nauck M, Nolte IM, Nöthen MM, Oozageer L, Pilz S, Rayner NW, Renstrom F, Robertson NR, Rose LM, Roussel R, Sanna S, Scharnagl H, Scholtens S, Schumacher FR, Schunkert H, Scott RA, Sehmi J, Seufferlein T, Shi J, Silventoinen K, Smit JH, Smith AV, Smolonska J, Stanton AV, Stirrups K, Stott DJ, Stringham HM, Sundström J, Swertz MA, Syvänen AC, Tayo BO, Thorleifsson G, Tyrer JP, van Dijk S, van Schoor NM, van der Velde N, van Heemst D, van Oort FVA, Vermeulen SH, Verweij N, Vonk JM, Waite LL, Waldenberger M, Wennauer R, Wilkens LR, Willenborg C, Wilsgaard T, Wojczynski MK, Wong A, Wright AF, Zhang Q, Arveiler D, Bakker SJL, Beilby J, Bergman RN, Bergmann S, Biffar R, Blangero J, Boomsma DI, Bornstein SR, Bovet P, Brambilla P, Brown MJ, Campbell H, Caulfield MJ, Chakravarti A, Collins R, Collins FS, Crawford DC, Cupples LA, Danesh J, de Faire U, den Ruijter HM, Erbel R, Erdmann J, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Ford I, Forouhi NG, Forrester T, Gansevoort RT, Gejman PV, Gieger C, Golay A, Gottesman O, Gudnason V, Gyllensten U, Haas DW, Hall AS, Harris TB, Hattersley AT, Heath AC, Hengstenberg C, Hicks AA, Hindorff LA, Hingorani AD, Hofman A, Hovingh GK, Humphries SE, Hunt SC, Hypponen E, Jacobs KB, Jarvelin MR, Jousilahti P, Jula AM, Kaprio J, Kastelein JJP, Kayser M, Kee F, Keinanen-Kiukaanniemi SM, Kiemeney LA, Kooner JS, Kooperberg C, Koskinen S, Kovacs P, Kraja AT, Kumari M, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lupoli S, Madden PAF, Männistö S, Manunta P, Marette A, Matise TC, McKnight B, Meitinger T, Moll FL, Montgomery GW, Morris AD, Morris AP, Murray JC, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Ouwehand WH, Pasterkamp G, Peters A, Pramstaller PP, Price JF, Qi L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ritchie M, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PEH, Sebert S, Sever P, Shuldiner AR, Sinisalo J, Steinthorsdottir V, Stolk RP, Tardif JC, Tönjes A, Tremblay A, Tremoli E, Virtamo J, Vohl MC, Amouyel P, Asselbergs FW, Assimes TL, Bochud M, Boehm BO, Boerwinkle E, Bottinger EP, Bouchard C, Cauchi S, Chambers JC, Chanock SJ, Cooper RS, de Bakker PIW, Dedoussis G, Ferrucci L, Franks PW, Froguel P, Groop LC, Haiman CA, Hamsten A, Hayes MG, Hui J, Hunter DJ, Hveem K, Jukema JW, Kaplan RC, Kivimaki M, Kuh D, Laakso M, Liu Y, Martin NG, März W, Melbye M, Moebus S, Munroe PB, Njølstad I, Oostra BA, Palmer CNA, Pedersen NL, Perola M, Pérusse L, Peters U, Powell JE, Power C, Quertermous T, Rauramaa R, Reinmaa E, Ridker PM, Rivadeneira F, Rotter JI, Saaristo TE, Saleheen D, Schlessinger D, Slagboom PE, Snieder H, Spector TD, Strauch K, Stumvoll M, Tuomilehto J, Uusitupa M, van der Harst P, Völzke H, Walker M, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Zanen P, Deloukas P, Heid IM, Lindgren CM, Mohlke KL, Speliotes EK, Thorsteinsdottir U, Barroso I, Fox CS, North KE, Strachan DP, Beckmann JS, Berndt SI, Boehnke M, Borecki IB, McCarthy MI, Metspalu A, Stefansson K, Uitterlinden AG, van Duijn CM, Franke L, Willer CJ, Price AL, Lettre G, Loos RJF, Weedon MN, Ingelsson E, O'Connell JR, Abecasis GR, Chasman DI, Goddard ME, Visscher PM, Hirschhorn JN, Frayling TM. Defining the role of common variation in the genomic and biological architecture of adult human height. Nat Genet 2014; 46:1173-86. [PMID: 25282103 PMCID: PMC4250049 DOI: 10.1038/ng.3097] [Citation(s) in RCA: 1192] [Impact Index Per Article: 119.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2013] [Accepted: 08/29/2014] [Indexed: 12/17/2022]
Abstract
Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated ∼2,000, ∼3,700 and ∼9,500 SNPs explained ∼21%, ∼24% and ∼29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/β-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
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Affiliation(s)
- Andrew R Wood
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Tonu Esko
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [3] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [4] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | - Jian Yang
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Sailaja Vedantam
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Tune H Pers
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [3] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA. [4] Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Stefan Gustafsson
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Audrey Y Chu
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Karol Estrada
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [3] Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Jian'an Luan
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Zoltán Kutalik
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland. [2] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [3] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Martin L Buchkovich
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Damien C Croteau-Chonka
- 1] Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA. [2] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Felix R Day
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Yanan Duan
- Department of Genetics, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Tove Fall
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Rudolf Fehrmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Anne U Jackson
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Ken Sin Lo
- Montreal Heart Institute, Montreal, Quebec, Canada
| | - Adam E Locke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Reedik Mägi
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Evelin Mihailov
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Eleonora Porcu
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, Cagliari, Italy
| | - Joshua C Randall
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Wellcome Trust Sanger Institute, Hinxton, UK
| | - André Scherag
- 1] Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany. [2] Clinical Epidemiology, Integrated Research and Treatment Center, Center for Sepsis Control and Care (CSCC), Jena University Hospital, Jena, Germany
| | - Anna A E Vinkhuyzen
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Thomas W Winkler
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany
| | - Tsegaselassie Workalemahu
- Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Jing Hua Zhao
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Denise Anderson
- Telethon Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, Perth, Western Australia, Australia
| | - Jeffrey Baron
- Section on Growth and Development, Program in Developmental Endocrinology and Genetics, Eunice Kennedy Shriver National Institute of Child Health and Human Development, US National Institutes of Health, Bethesda, Maryland, USA
| | - Marian Beekman
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Ayse Demirkan
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Georg B Ehret
- 1] Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA. [2] Department of Specialties of Internal Medicine, Division of Cardiology, Geneva University Hospital, Geneva, Switzerland
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Mary F Feitosa
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Ross M Fraser
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Anuj Goel
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - Jian Gong
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Anne E Justice
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Marcus E Kleber
- 1] Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany. [2] Department of Internal Medicine II, Ulm University Medical Centre, Ulm, Germany
| | | | - Unhee Lim
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Vaneet Lotay
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Julian C Lui
- Section on Growth and Development, Program in Developmental Endocrinology and Genetics, Eunice Kennedy Shriver National Institute of Child Health and Human Development, US National Institutes of Health, Bethesda, Maryland, USA
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Irene Mateo Leach
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Carolina Medina-Gomez
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Dale R Nyholt
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Cameron D Palmer
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Dorota Pasko
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Sonali Pechlivanis
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany
| | - Inga Prokopenko
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK. [3] Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
| | - Janina S Ried
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Stephan Ripke
- 1] Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Dmitry Shungin
- 1] Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden. [2] Department of Public Health and Clinical Medicine, Unit of Medicine, Umeå University, Umeå, Sweden. [3] Department of Odontology, Umeå University, Umeå, Sweden
| | - Alena Stancáková
- Department of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Rona J Strawbridge
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, USA
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Stella Trompet
- 1] Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Sander W van der Laan
- Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jessica van Setten
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jana V Van Vliet-Ostaptchouk
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Zhaoming Wang
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany. [3] Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA. [4] Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, USA
| | - Loïc Yengo
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Weihua Zhang
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Uzma Afzal
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Johan Arnlöv
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] School of Health and Social Studies, Dalarna University, Falun, Sweden
| | - Gillian M Arscott
- PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia
| | | | - Amy Barrett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Claire Bellis
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Amanda J Bennett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Christian Berne
- Department of Medical Sciences, Endocrinology, Diabetes and Metabolism, Uppsala University, Uppsala, Sweden
| | - Matthias Blüher
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Jennifer L Bolton
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Yvonne Böttcher
- Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Heather A Boyd
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Marcel Bruinenberg
- LifeLines, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Brendan M Buckley
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland
| | - Steven Buyske
- 1] Department of Statistics and Biostatistics, Rutgers University, Piscataway, New Jersy, USA. [2] Department of Genetics, Rutgers University, Piscataway, New Jersey, USA
| | - Ida H Caspersen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Peter S Chines
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Robert Clarke
- Clinical Trial Service Unit, Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Simone Claudi-Boehm
- Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany
| | - Matthew Cooper
- Telethon Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, Perth, Western Australia, Australia
| | - E Warwick Daw
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pim A De Jong
- Department of Radiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Joris Deelen
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Graciela Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Josh C Denny
- Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA
| | | | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Alex S F Doney
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Marcus Dörr
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Niina Eklund
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Elodie Eury
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Lasse Folkersen
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Melissa E Garcia
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Alan S Go
- Kaiser Permanente, Division of Research, Oakland, California, USA
| | - Harald Grallert
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [3] German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Tanja B Grammer
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Jürgen Gräßler
- Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Christopher J Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Jeffrey Haessler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Toomas Haller
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Goran Hallmans
- Unit of Nutritional Research, Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Anke Hannemann
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Catharina A Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Nancy L Heard-Costa
- 1] National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA. [2] Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Quinta Helmer
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, the Netherlands. [3] Faculty of Psychology and Education, VU University Amsterdam, Amsterdam, the Netherlands
| | - Gibran Hemani
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Anjali K Henders
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Hans L Hillege
- 1] Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Mark A Hlatky
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Wolfgang Hoffmann
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Per Hoffmann
- 1] Department of Biomedicine, Division of Medical Genetics, University of Basel, Basel, Switzerland. [2] Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany. [3] Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Oddgeir Holmen
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jeanine J Houwing-Duistermaat
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, the Netherlands
| | - Thomas Illig
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Aaron Isaacs
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Center for Medical Systems Biology, Leiden, the Netherlands
| | - Alan L James
- 1] Department of Pulmonary Physiology and Sleep Medicine, Nedlands, Western Australia, Australia. [2] School of Medicine and Pharmacology, University of Western Australia, Crawley, Western Australia, Australia
| | - Janina Jeff
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Berit Johansen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, SciLifeLab, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - Jennifer Jolley
- 1] Department of Haematology, University of Cambridge, Cambridge, UK. [2] NHS Blood and Transplant, Cambridge, UK
| | | | | | - Abel N Kho
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Leena Kinnunen
- National Institute for Health and Welfare, Helsinki, Finland
| | - Norman Klopp
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Thomas Kocher
- Unit of Periodontology, Department of Restorative Dentistry, Periodontology and Endodontology, University Medicine Greifswald, Greifswald, Germany
| | - Wolfgang Kratzer
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Jaana Lindström
- National Institute for Health and Welfare, Helsinki, Finland
| | - Stéphane Lobbens
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Mattias Lorentzon
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Yingchang Lu
- 1] Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [2] Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Marc Maillard
- Service of Nephrology, Department of Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Wendy L McArdle
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Colin A McKenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston, Jamaica
| | - Stela McLachlan
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Paul J McLaren
- 1] Global Health Institute, Department of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. [2] Institute of Microbiology, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Sigrun Merger
- Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Alireza Moayyeri
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Keri L Monda
- 1] Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA. [2] Center for Observational Research, Amgen, Inc., Thousand Oaks, California, USA
| | - Mario A Morken
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Gabriele Müller
- Center for Evidence-Based Healthcare, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Martina Müller-Nurasyid
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Department of Medicine I, University Hospital Großhadern, Ludwig Maximilians Universität, Munich, Germany. [3] Chair of Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Neuherberg, Germany. [4] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany
| | - Arthur W Musk
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Narisu Narisu
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Matthias Nauck
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Ilja M Nolte
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Markus M Nöthen
- 1] Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany. [2] Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Laticia Oozageer
- Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK
| | - Stefan Pilz
- 1] Department of Epidemiology and Biostatistics, Institute for Research in Extramural Medicine (EMGO) Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands. [2] Department of Internal Medicine, Division of Endocrinology and Metabolism, Medical University of Graz, Graz, Austria
| | - Nigel W Rayner
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Wellcome Trust Sanger Institute, Hinxton, UK. [3] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Frida Renstrom
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden
| | - Neil R Robertson
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Lynda M Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Ronan Roussel
- 1] Diabetology-Endocrinology-Nutrition, Public Hospital System of the City of Paris (AP-HP), Bichat Hospital, Paris, France. [2] INSERM U872, Centre de Recherche des Cordeliers, Paris, France. [3] Paris Diderot University, Paris, France
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, Cagliari, Italy
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Salome Scholtens
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Fredrick R Schumacher
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Heribert Schunkert
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [2] Deutsches Herzzentrum München, Technische Universität München, Munich, Germany
| | - Robert A Scott
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Joban Sehmi
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Thomas Seufferlein
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Jianxin Shi
- National Cancer Institute, Bethesda, Maryland, USA
| | | | - Johannes H Smit
- 1] EMGO Institute for Health and Care Research, VU University, Amsterdam, the Netherlands. [2] Department of Psychiatry, Neuroscience Campus, VU University Amsterdam, Amsterdam, the Netherlands
| | - Albert Vernon Smith
- 1] Icelandic Heart Association, Kopavogur, Iceland. [2] University of Iceland, Reykjavik, Iceland
| | - Joanna Smolonska
- 1] Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Alice V Stanton
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Kathleen Stirrups
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, UK
| | - Heather M Stringham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Johan Sundström
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Morris A Swertz
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Ann-Christine Syvänen
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Medicine, Uppsala University, Uppsala, Sweden
| | - Bamidele O Tayo
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University of Chicago, Maywood, Illinois, USA
| | | | | | - Suzanne van Dijk
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Natasja M van Schoor
- Department of Epidemiology and Biostatistics, Institute for Research in Extramural Medicine (EMGO) Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Nathalie van der Velde
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Section of Geriatrics, Department of Internal Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Diana van Heemst
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Floor V A van Oort
- Department of Child and Adolescent Psychiatry, Psychology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Sita H Vermeulen
- 1] Department for Health Evidence, Radboud University Medical Centre, Nijmegen, the Netherlands. [2] Department of Genetics, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Niek Verweij
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Judith M Vonk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Lindsay L Waite
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Roman Wennauer
- Department of Clinical Chemistry, Ulm University Medical Centre, Ulm, Germany
| | - Lynne R Wilkens
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Christina Willenborg
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), partner site Hamburg-Lubeck-Kiel, Lubeck, Germany. [2] Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Tom Wilsgaard
- Department of Community Medicine, Faculty of Health Sciences, UiT The Arctic University of Tromsø, Tromsø, Norway
| | - Mary K Wojczynski
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Alan F Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Qunyuan Zhang
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, University of Strasbourg, Faculty of Medicine, Strasbourg, France
| | - Stephan J L Bakker
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - John Beilby
- 1] PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia. [2] Pathology and Laboratory Medicine, University of Western Australia, Perth, Western Australia, Australia
| | - Richard N Bergman
- Cedars-Sinai Diabetes and Obesity Research Institute, Los Angeles, California, USA
| | - Sven Bergmann
- 1] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [2] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Reiner Biffar
- Department of Prosthetic Dentistry, Gerostomatology and Dental Materials, University Medicine Greifswald, Greifswald, Germany
| | - John Blangero
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Dorret I Boomsma
- Biological Psychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Stefan R Bornstein
- Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Pascal Bovet
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne, Lausanne, Switzerland. [2] Ministry of Health, Victoria, Republic of Seychelles
| | - Paolo Brambilla
- Laboratory Medicine, Hospital of Desio, Department of Health Sciences, University of Milano, Bicocca, Italy
| | - Morris J Brown
- Clinical Pharmacology Unit, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Mark J Caulfield
- 1] Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [2] Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Rory Collins
- Clinical Trial Service Unit, Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Francis S Collins
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Dana C Crawford
- 1] Center for Human Genetics Research, Vanderbilt University Medical Center, Nashville, Tennessee, USA. [2] Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, Tennessee, USA
| | - L Adrienne Cupples
- 1] National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA. [2] Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - John Danesh
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Hester M den Ruijter
- 1] Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands. [2] Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Raimund Erbel
- Clinic of Cardiology, West German Heart Centre, University Hospital Essen, Essen, Germany
| | - Jeanette Erdmann
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), partner site Hamburg-Lubeck-Kiel, Lubeck, Germany. [2] Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Johan G Eriksson
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland. [3] Unit of General Practice, Helsinki University Central Hospital, Helsinki, Finland
| | - Martin Farrall
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - Ele Ferrannini
- 1] Department of Internal Medicine, University of Pisa, Pisa, Italy. [2] National Research Council (CNR) Institute of Clinical Physiology, University of Pisa, Pisa, Italy
| | - Jean Ferrières
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, Toulouse, France
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Nita G Forouhi
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston, Jamaica
| | - Ron T Gansevoort
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Pablo V Gejman
- NorthShore University HealthSystem, University of Chicago, Evanston, Illinois, USA
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Alain Golay
- Service of Therapeutic Education for Diabetes, Obesity and Chronic Diseases, Geneva University Hospital, Geneva, Switzerland
| | - Omri Gottesman
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Vilmundur Gudnason
- 1] Icelandic Heart Association, Kopavogur, Iceland. [2] University of Iceland, Reykjavik, Iceland
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, SciLifeLab, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - David W Haas
- Department of Medicine, Pharmacology, Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - Alistair S Hall
- Leeds MRC Medical Bioinformatics Centre, University of Leeds, Leeds, UK
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Andrew T Hattersley
- Institute of Biomedical and Clinical Science, University of Exeter, Exeter, UK
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Christian Hengstenberg
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [2] Deutsches Herzzentrum München, Technische Universität München, Munich, Germany
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen, Bolzano (EURAC), Bolzano, Italy (affiliated institute of the University of Lübeck, Lübeck, Germany)
| | - Lucia A Hindorff
- Division of Genomic Medicine, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
| | - Albert Hofman
- 1] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [2] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Steve E Humphries
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London, UK
| | - Steven C Hunt
- Cardiovascular Genetics Division, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Elina Hypponen
- 1] School of Population Health, University of South Australia, Adelaide, South Australia, Australia. [2] Sansom Institute for Health Research, University of South Australia, Adelaide, South Australia, Australia. [3] South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia. [4] Centre for Paediatric Epidemiology and Biostatistics, University College London Institute of Child Health, London, UK
| | - Kevin B Jacobs
- 1] Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA. [2] Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, USA
| | - Marjo-Riitta Jarvelin
- 1] Department of Epidemiology and Biostatistics, Imperial College London, London, UK. [2] National Institute for Health and Welfare, Oulu, Finland. [3] MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College London, London, UK. [4] Unit of Primary Care, Oulu University Hospital, Oulu, Finland. [5] Biocenter Oulu, University of Oulu, Oulu, Finland. [6] Institute of Health Sciences, University of Oulu, Oulu, Finland
| | | | - Antti M Jula
- National Institute for Health and Welfare, Helsinki, Finland
| | - Jaakko Kaprio
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland. [3] Hjelt Institute Department of Public Health, University of Helsinki, Helsinki, Finland
| | - John J P Kastelein
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Manfred Kayser
- 1] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [2] Department of Forensic Molecular Biology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Frank Kee
- UK Clinical Research Collaboration Centre of Excellence for Public Health (Northern Ireland), Queens University of Belfast, Belfast, UK
| | - Sirkka M Keinanen-Kiukaanniemi
- 1] Faculty of Medicine, Institute of Health Sciences, University of Oulu, Oulu, Finland. [2] Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - Lambertus A Kiemeney
- 1] Department for Health Evidence, Radboud University Medical Centre, Nijmegen, the Netherlands. [2] Department of Urology, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Jaspal S Kooner
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Imperial College Healthcare NHS Trust, London, UK. [3] National Heart and Lung Institute, Imperial College London, London, UK
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Seppo Koskinen
- National Institute for Health and Welfare, Helsinki, Finland
| | - Peter Kovacs
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Aldi T Kraja
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Johanna Kuusisto
- Department of Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Timo A Lakka
- 1] Kuopio Research Institute of Exercise Medicine, Kuopio, Finland. [2] Department of Physiology, Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Kuopio, Finland. [3] Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Claudia Langenberg
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] Department of Epidemiology and Public Health, University College London, London, UK
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Sara Lupoli
- 1] Department of Health Sciences, University of Milano, Milan, Italy. [2] Fondazione Filarete, Milan, Italy
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Satu Männistö
- National Institute for Health and Welfare, Helsinki, Finland
| | - Paolo Manunta
- 1] Division of Nephrology and Dialysis, San Raffaele Scientific Institute, Milan, Italy. [2] Università Vita-Salute San Raffaele, Milan, Italy
| | - André Marette
- 1] Institut Universitaire de Cardiologie et de Pneumologie de Québec, Faculty of Medicine, Laval University, Quebec City, Quebec, Canada. [2] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada
| | - Tara C Matise
- Department of Genetics, Rutgers University, Piscataway, New Jersey, USA
| | - Barbara McKnight
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Thomas Meitinger
- DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany
| | - Frans L Moll
- Department of Surgery, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Andrew D Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Andrew P Morris
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [3] Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Jeffrey C Murray
- Department of Pediatrics, University of Iowa, Iowa City, Iowa, USA
| | - Mari Nelis
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Albertine J Oldehinkel
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Ken K Ong
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Willem H Ouwehand
- 1] Department of Haematology, University of Cambridge, Cambridge, UK. [2] NHS Blood and Transplant, Cambridge, UK
| | - Gerard Pasterkamp
- Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Annette Peters
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [3] Institute of Epidemiology II, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Peter P Pramstaller
- 1] Center for Biomedicine, European Academy Bozen, Bolzano (EURAC), Bolzano, Italy (affiliated institute of the University of Lübeck, Lübeck, Germany). [2] Department of Neurology, General Central Hospital, Bolzano, Italy
| | - Jackie F Price
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Lu Qi
- 1] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Olli T Raitakari
- 1] Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland. [2] Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - D C Rao
- 1] Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA. [2] Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA. [3] Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Treva K Rice
- 1] Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA. [2] Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Marylyn Ritchie
- Center for Systems Genomics, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Igor Rudan
- 1] Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK. [2] Croatian Centre for Global Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Nilesh J Samani
- 1] Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, UK. [2] National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | | | - Mark A Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Peter E H Schwarz
- 1] Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. [2] Paul Langerhans Institute Dresden, German Center for Diabetes Research (DZD), Dresden, Germany
| | - Sylvain Sebert
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, London, UK
| | - Alan R Shuldiner
- 1] Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA. [2] Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, Maryland, USA. [3] Geriatric Research and Education Clinical Center, Vetrans Administration Medical Center, Baltimore, Maryland, USA
| | - Juha Sinisalo
- Helsinki University Central Hospital Heart and Lung Center, Department of Medicine, Helsinki University Central Hospital, Helsinki, Finland
| | | | - Ronald P Stolk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Jean-Claude Tardif
- 1] Montreal Heart Institute, Montreal, Quebec, Canada. [2] Montreal Heart Institute, Université de Montréal, Montreal, Quebec, Canada
| | - Anke Tönjes
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Angelo Tremblay
- Department of Kinesiology, Laval University, Quebec City, Quebec, Canada
| | - Elena Tremoli
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano and Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Helsinki, Finland
| | - Marie-Claude Vohl
- 1] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada. [2] Department of Food Science and Nutrition, Laval University, Quebec City, Quebec, Canada
| | - Philippe Amouyel
- Institut Pasteur de Lille, INSERM U744, Université de Lille 2, Lille, France
| | - Folkert W Asselbergs
- 1] Institute of Cardiovascular Science, University College London, London, UK. [2] Department of Cardiology, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands. [3] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands
| | - Themistocles L Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Murielle Bochud
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne, Lausanne, Switzerland. [2] Ministry of Health, Victoria, Republic of Seychelles
| | - Bernhard O Boehm
- 1] Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany. [2] Lee Kong Chian School of Medicine, Imperial College London and Nanyang Technological University, Singapore
| | - Eric Boerwinkle
- Health Science Center at Houston, University of Texas, Houston, Texas, USA
| | - Erwin P Bottinger
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Stéphane Cauchi
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - John C Chambers
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK. [3] Imperial College Healthcare NHS Trust, London, UK
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Richard S Cooper
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University of Chicago, Maywood, Illinois, USA
| | - Paul I W de Bakker
- 1] Department of Medical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands. [2] Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA. [3] Department of Epidemiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, USA
| | - Paul W Franks
- 1] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [2] Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden. [3] Department of Public Health and Clinical Medicine, Unit of Medicine, Umeå University, Umeå, Sweden
| | - Philippe Froguel
- 1] Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK. [2] CNRS UMR 8199, Lille, France. [3] European Genomic Institute for Diabetes, Lille, France. [4] Université de Lille 2, Lille, France
| | - Leif C Groop
- 1] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland. [2] Lund University Diabetes Centre, Lund University, Malmö, Sweden. [3] Diabetes and Endocrinology Unit, Department of Clinical Science, Lund University, Malmö, Sweden
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Anders Hamsten
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - M Geoffrey Hayes
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jennie Hui
- 1] PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia. [2] Pathology and Laboratory Medicine, University of Western Australia, Perth, Western Australia, Australia. [3] School of Population Health, University of South Australia, Adelaide, South Australia, Australia. [4] Sansom Institute for Health Research, University of South Australia, Adelaide, South Australia, Australia
| | - David J Hunter
- 1] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [3] Department of Epidemiology, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Kristian Hveem
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - J Wouter Jukema
- 1] Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands. [2] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands. [3] Interuniversity Cardiology Institute of the Netherlands (ICIN), Utrecht, the Netherlands
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine. Belfer, New York, USA
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Markku Laakso
- Department of Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Winfried März
- 1] Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany. [2] Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria. [3] Synlab Academy, Synlab Services, Mannheim, Germany
| | - Mads Melbye
- 1] Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark. [2] Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany
| | - Patricia B Munroe
- 1] Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [2] Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Inger Njølstad
- Department of Community Medicine, Faculty of Health Sciences, UiT The Arctic University of Tromsø, Tromsø, Norway
| | - Ben A Oostra
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Center for Medical Systems Biology, Leiden, the Netherlands. [3] Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Colin N A Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Markus Perola
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] National Institute for Health and Welfare, Helsinki, Finland. [3] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Louis Pérusse
- 1] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada. [2] Department of Kinesiology, Laval University, Quebec City, Quebec, Canada
| | - Ulrike Peters
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Joseph E Powell
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Chris Power
- Centre for Paediatric Epidemiology and Biostatistics, University College London Institute of Child Health, London, UK
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rainer Rauramaa
- 1] Kuopio Research Institute of Exercise Medicine, Kuopio, Finland. [2] Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Paul M Ridker
- 1] Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA. [2] Harvard Medical School, Boston, Massachusetts, USA
| | - Fernando Rivadeneira
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles BioMedical Research Institute at Harbor-University of California, Los Angeles Medical Center, Torrance, California, USA
| | - Timo E Saaristo
- 1] Finnish Diabetes Association, Tampere, Finland. [2] Pirkanmaa Hospital District, Tampere, Finland
| | - Danish Saleheen
- 1] Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK. [2] Center for Non-Communicable Diseases, Karatchi, Pakistan. [3] Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging, Baltimore, Maryland, USA
| | - P Eline Slagboom
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Konstantin Strauch
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Chair of Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Neuherberg, Germany
| | - Michael Stumvoll
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Jaakko Tuomilehto
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Instituto de Investigacion Sanitaria del Hospital Universario La Paz (IdiPAZ), Madrid, Spain. [3] Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia. [4] Centre for Vascular Prevention, Danube University Krems, Krems, Austria
| | - Matti Uusitupa
- 1] Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland. [2] Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Pim van der Harst
- 1] Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [3] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands
| | - Henry Völzke
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Mark Walker
- Institute of Cellular Medicine, Newcastle University, Newcastle, UK
| | - Nicholas J Wareham
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Hugh Watkins
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - H-Erich Wichmann
- 1] Chair of Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Munich, Germany. [2] Klinikum Großhadern, Munich, Germany. [3] Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - James F Wilson
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Pieter Zanen
- Department of Pulmonology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Panos Deloukas
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [3] King Abdulaziz University, Jeddah, Saudi Arabia
| | - Iris M Heid
- 1] Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany. [2] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Cecilia M Lindgren
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Elizabeth K Speliotes
- 1] Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA. [2] Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
| | - Unnur Thorsteinsdottir
- 1] deCODE Genetics, Amgen, Inc., Reykjavik, Iceland. [2] Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Inês Barroso
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] University of Cambridge Metabolic Research Laboratories, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [3] NIHR Cambridge Biomedical Research Centre, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Caroline S Fox
- National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA
| | - Kari E North
- 1] Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA. [2] Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - David P Strachan
- Division of Population Health Sciences and Education, St George's, University of London, London, UK
| | - Jacques S Beckmann
- 1] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [2] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland. [3] Service of Medical Genetics, CHUV University Hospital, Lausanne, Switzerland
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Ingrid B Borecki
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Mark I McCarthy
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK. [3] Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Trust, Oxford, UK
| | - Andres Metspalu
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Kari Stefansson
- 1] deCODE Genetics, Amgen, Inc., Reykjavik, Iceland. [2] Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - André G Uitterlinden
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Cornelia M van Duijn
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands. [4] Center for Medical Systems Biology, Leiden, the Netherlands
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Cristen J Willer
- 1] Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA. [2] Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, USA. [3] Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, USA
| | - Alkes L Price
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Department of Epidemiology, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [3] Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts, USA
| | - Guillaume Lettre
- 1] Montreal Heart Institute, Montreal, Quebec, Canada. [2] Montreal Heart Institute, Université de Montréal, Montreal, Quebec, Canada
| | - Ruth J F Loos
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [3] Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [4] Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Michael N Weedon
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Erik Ingelsson
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Jeffrey R O'Connell
- 1] Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA. [2] Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Goncalo R Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Daniel I Chasman
- 1] Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA. [2] Harvard Medical School, Boston, Massachusetts, USA
| | - Michael E Goddard
- 1] Biosciences Research Division, Department of Primary Industries, Melbourne, Victoria, Australia. [2] Department of Food and Agricultural Systems, University of Melbourne, Melbourne, Victoria, Australia
| | - Peter M Visscher
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Joel N Hirschhorn
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [3] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
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Schramm K, Marzi C, Schurmann C, Carstensen M, Reinmaa E, Biffar R, Eckstein G, Gieger C, Grabe HJ, Homuth G, Kastenmüller G, Mägi R, Metspalu A, Mihailov E, Peters A, Petersmann A, Roden M, Strauch K, Suhre K, Teumer A, Völker U, Völzke H, Wang-Sattler R, Waldenberger M, Meitinger T, Illig T, Herder C, Grallert H, Prokisch H. Mapping the genetic architecture of gene regulation in whole blood. PLoS One 2014; 9:e93844. [PMID: 24740359 PMCID: PMC3989189 DOI: 10.1371/journal.pone.0093844] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2013] [Accepted: 03/07/2014] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND We aimed to assess whether whole blood expression quantitative trait loci (eQTLs) with effects in cis and trans are robust and can be used to identify regulatory pathways affecting disease susceptibility. MATERIALS AND METHODS We performed whole-genome eQTL analyses in 890 participants of the KORA F4 study and in two independent replication samples (SHIP-TREND, N = 976 and EGCUT, N = 842) using linear regression models and Bonferroni correction. RESULTS In the KORA F4 study, 4,116 cis-eQTLs (defined as SNP-probe pairs where the SNP is located within a 500 kb window around the transcription unit) and 94 trans-eQTLs reached genome-wide significance and overall 91% (92% of cis-, 84% of trans-eQTLs) were confirmed in at least one of the two replication studies. Different study designs including distinct laboratory reagents (PAXgene™ vs. Tempus™ tubes) did not affect reproducibility (separate overall replication overlap: 78% and 82%). Immune response pathways were enriched in cis- and trans-eQTLs and significant cis-eQTLs were partly coexistent in other tissues (cross-tissue similarity 40-70%). Furthermore, four chromosomal regions displayed simultaneous impact on multiple gene expression levels in trans, and 746 eQTL-SNPs have been previously reported to have clinical relevance. We demonstrated cross-associations between eQTL-SNPs, gene expression levels in trans, and clinical phenotypes as well as a link between eQTLs and human metabolic traits via modification of gene regulation in cis. CONCLUSIONS Our data suggest that whole blood is a robust tissue for eQTL analysis and may be used both for biomarker studies and to enhance our understanding of molecular mechanisms underlying gene-disease associations.
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Affiliation(s)
- Katharina Schramm
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, München, Germany
| | - Carola Marzi
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Claudia Schurmann
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Maren Carstensen
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Germany
| | - Eva Reinmaa
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Reiner Biffar
- Department of Prosthetic Dentistry, Gerostomatology and Dental Materials, University Medicine Greifswald, Greifswald, Germany
| | - Gertrud Eckstein
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Hans-Jörgen Grabe
- Department of Psychiatry and Psychotherapy, Helios Hospital Stralsund, University Medicine of Greifswald, Greifswald, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Gabriele Kastenmüller
- Institute of Bioinformatics and Systems Biology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Andres Metspalu
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Estonian Biocentre, Tartu, Estonia
| | - Annette Peters
- Institute of Human Genetics, Technical University Munich, München, Germany
| | - Astrid Petersmann
- Institute of Clinical Chemistry and Laboratory Medicine, Greifswald, Germany
| | - Michael Roden
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Germany
- Division of Endocrinology and Diabetology, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-Universität Munich, Neuherberg, Germany
| | - Karsten Suhre
- Institute of Bioinformatics and Systems Biology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Department of Physiology and Biophysics, Weill Cornell Medical College in Qatar, Education City, Qatar Foundation, Doha, Qatar
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Rui Wang-Sattler
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, München, Germany
- Munich Heart Alliance, München, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site Düsseldorf, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, München, Germany
- * E-mail:
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8
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González JR, Cáceres A, Esko T, Cuscó I, Puig M, Esnaola M, Reina J, Siroux V, Bouzigon E, Nadif R, Reinmaa E, Milani L, Bustamante M, Jarvis D, Antó JM, Sunyer J, Demenais F, Kogevinas M, Metspalu A, Cáceres M, Pérez-Jurado LA. A common 16p11.2 inversion underlies the joint susceptibility to asthma and obesity. Am J Hum Genet 2014; 94:361-72. [PMID: 24560518 PMCID: PMC3951940 DOI: 10.1016/j.ajhg.2014.01.015] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2013] [Accepted: 01/28/2014] [Indexed: 12/21/2022] Open
Abstract
The prevalence of asthma and obesity is increasing worldwide, and obesity is a well-documented risk factor for asthma. The mechanisms underlying this association and parallel time trends remain largely unknown but genetic factors may be involved. Here, we report on a common ~0.45 Mb genomic inversion at 16p11.2 that can be accurately genotyped via SNP array data. We show that the inversion allele protects against the joint occurrence of asthma and obesity in five large independent studies (combined sample size of 317 cases and 543 controls drawn from a total of 5,809 samples; combined OR = 0.48, p = 5.5 × 10(-6)). Allele frequencies show remarkable worldwide population stratification, ranging from 10% in East Africa to 49% in Northern Europe, consistent with discordant and extreme genetic drifts or adaptive selections after human migration out of Africa. Inversion alleles strongly correlate with expression levels of neighboring genes, especially TUFM (p = 3.0 × 10(-40)) that encodes a mitochondrial protein regulator of energy balance and inhibitor of type 1 interferon, and other candidates for asthma (IL27) and obesity (APOB48R and SH2B1). Therefore, by affecting gene expression, the ~0.45 Mb 16p11.2 inversion provides a genetic basis for the joint susceptibility to asthma and obesity, with a population attributable risk of 39.7%. Differential mitochondrial function and basal energy balance of inversion alleles might also underlie the potential selection signature that led to their uneven distribution in world populations.
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Affiliation(s)
- Juan R González
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Department of Mathematics, Universitat Autònoma de Barcelona, Bellaterra (Barcelona) 08193, Spain.
| | - Alejandro Cáceres
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain
| | - Tonu Esko
- Estonian Genome Center, University of Tartu, Tartu 50090, Estonia; Institute of Molecular and Cell Biology, University of Tartu, Tartu 50090, Estonia
| | - Ivon Cuscó
- Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona 08003, Spain; Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Barcelona 08003, Spain
| | - Marta Puig
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Bellaterra (Barcelona) 08193, Spain
| | - Mikel Esnaola
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain
| | - Judith Reina
- Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona 08003, Spain; Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Barcelona 08003, Spain
| | - Valerie Siroux
- INSERM-UJF, U823, Institut Albert Bonniot, 38042 Grenoble, France; Université Joseph Fourier - BP 53, 38041 Grenoble, France
| | - Emmanuelle Bouzigon
- INSERM, UMRS-946, Genetic Variation of Human Diseases Unit, 75010 Paris, France; Université Paris Diderot, Sorbonne Paris Cité, Institut Universitaire d'Hématologie, 75010 Paris, France
| | - Rachel Nadif
- INSERM, U1018, CESP Centre for Research in Epidemiology and Population Health, Respiratory and Environmental Epidemiology Team, 94807 Villejuif, France; Université Paris-Sud 11, UMRS 1018, 94807 Villejuif, France
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu 50090, Estonia
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu 50090, Estonia
| | - Mariona Bustamante
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Genes and Disease Group, Centre for Genomic Regulation (CRG), Barcelona 08003, Spain
| | - Deborah Jarvis
- National Heart and Lung Institute, Imperial College, London SW7 2AZ, UK
| | - Josep M Antó
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Department of Mathematics, Universitat Autònoma de Barcelona, Bellaterra (Barcelona) 08193, Spain; Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona 08003, Spain
| | - Jordi Sunyer
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Department of Mathematics, Universitat Autònoma de Barcelona, Bellaterra (Barcelona) 08193, Spain; Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona 08003, Spain
| | - Florence Demenais
- INSERM, UMRS-946, Genetic Variation of Human Diseases Unit, 75010 Paris, France; Université Paris Diderot, Sorbonne Paris Cité, Institut Universitaire d'Hématologie, 75010 Paris, France
| | - Manolis Kogevinas
- Center for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; National School of Public Health, Athens 115 21, Greece
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 50090, Estonia; Institute of Molecular and Cell Biology, University of Tartu, Tartu 50090, Estonia
| | - Mario Cáceres
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Bellaterra (Barcelona) 08193, Spain; Institució Catalana de Recerca i Estudis Avancats (ICREA), Barcelona 08010, Spain
| | - Luis A Pérez-Jurado
- Hospital del Mar Research Institute (IMIM), Barcelona 08003, Spain; Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona 08003, Spain; Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Barcelona 08003, Spain.
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9
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Joensuu T, Tegelberg S, Reinmaa E, Segerstråle M, Hakala P, Pehkonen H, Korpi ER, Tyynelä J, Taira T, Hovatta I, Kopra O, Lehesjoki AE. Gene expression alterations in the cerebellum and granule neurons of Cstb(-/-) mouse are associated with early synaptic changes and inflammation. PLoS One 2014; 9:e89321. [PMID: 24586687 PMCID: PMC3937333 DOI: 10.1371/journal.pone.0089321] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Accepted: 01/17/2014] [Indexed: 11/19/2022] Open
Abstract
Progressive myoclonus epilepsy of Unverricht-Lundborg type (EPM1) is an autosomal recessively inherited neurodegenerative disease, manifesting with myoclonus, seizures and ataxia, caused by mutations in the cystatin B (CSTB) gene. With the aim of understanding the molecular basis of pathogenetic events in EPM1 we characterized gene expression changes in the cerebella of pre-symptomatic postnatal day 7 (P7) and symptomatic P30 cystatin B -deficient (Cstb(-/-) ) mice, a model for the disease, and in cultured Cstb(-/-) cerebellar granule cells using a pathway-based approach. Differentially expressed genes in P7 cerebella were connected to synaptic function and plasticity, and in cultured cerebellar granule cells, to cell cycle, cytoskeleton, and intracellular transport. In particular, the gene expression data pinpointed alterations in GABAergic pathway. Electrophysiological recordings from Cstb(-/-) cerebellar Purkinje cells revealed a shift of the balance towards decreased inhibition, yet the amount of inhibitory interneurons was not declined in young animals. Instead, we found diminished number of GABAergic terminals and reduced ligand binding to GABAA receptors in Cstb(-/-) cerebellum. These results suggest that alterations in GABAergic signaling could result in reduced inhibition in Cstb(-/-) cerebellum leading to the hyperexcitable phenotype of Cstb(-/-) mice. At P30, the microarray data revealed a marked upregulation of immune and defense response genes, compatible with the previously reported early glial activation that precedes neuronal degeneration. This further implies the role of early-onset neuroinflammation in the pathogenesis of EPM1.
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Affiliation(s)
- Tarja Joensuu
- Folkhälsan Institute of Genetics, Helsinki, Finland
- Department of Medical Genetics, Haartman Institute and Research Programs Unit, Molecular Neurology, University of Helsinki, Helsinki, Finland
- Neuroscience Center, University of Helsinki, Helsinki, Finland
- * E-mail:
| | - Saara Tegelberg
- Folkhälsan Institute of Genetics, Helsinki, Finland
- Department of Medical Genetics, Haartman Institute and Research Programs Unit, Molecular Neurology, University of Helsinki, Helsinki, Finland
- Neuroscience Center, University of Helsinki, Helsinki, Finland
| | - Eva Reinmaa
- Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Mikael Segerstråle
- Neuroscience Center, University of Helsinki, Helsinki, Finland
- Department of Biosciences, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
- Department of Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
| | - Paula Hakala
- Folkhälsan Institute of Genetics, Helsinki, Finland
- Department of Medical Genetics, Haartman Institute and Research Programs Unit, Molecular Neurology, University of Helsinki, Helsinki, Finland
- Neuroscience Center, University of Helsinki, Helsinki, Finland
| | - Heidi Pehkonen
- Institute of Biomedicine, Pharmacology, University of Helsinki, Helsinki, Finland
| | - Esa R. Korpi
- Institute of Biomedicine, Pharmacology, University of Helsinki, Helsinki, Finland
| | - Jaana Tyynelä
- Institute of Biomedicine, Biochemistry and Developmental Biology, University of Helsinki, Helsinki, Finland
| | - Tomi Taira
- Neuroscience Center, University of Helsinki, Helsinki, Finland
- Department of Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Helsinki, Finland
| | - Iiris Hovatta
- Department of Biosciences, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
- Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland
| | - Outi Kopra
- Folkhälsan Institute of Genetics, Helsinki, Finland
- Department of Medical Genetics, Haartman Institute and Research Programs Unit, Molecular Neurology, University of Helsinki, Helsinki, Finland
- Neuroscience Center, University of Helsinki, Helsinki, Finland
| | - Anna-Elina Lehesjoki
- Folkhälsan Institute of Genetics, Helsinki, Finland
- Department of Medical Genetics, Haartman Institute and Research Programs Unit, Molecular Neurology, University of Helsinki, Helsinki, Finland
- Neuroscience Center, University of Helsinki, Helsinki, Finland
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10
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Rietveld CA, Medland SE, Derringer J, Yang J, Esko T, Martin NW, Westra HJ, Shakhbazov K, Abdellaoui A, Agrawal A, Albrecht E, Alizadeh BZ, Amin N, Barnard J, Baumeister SE, Benke KS, Bielak LF, Boatman JA, Boyle PA, Davies G, de Leeuw C, Eklund N, Evans DS, Ferhmann R, Fischer K, Gieger C, Gjessing HK, Hägg S, Harris JR, Hayward C, Holzapfel C, Ibrahim-Verbaas CA, Ingelsson E, Jacobsson B, Joshi PK, Jugessur A, Kaakinen M, Kanoni S, Karjalainen J, Kolcic I, Kristiansson K, Kutalik Z, Lahti J, Lee SH, Lin P, Lind PA, Liu Y, Lohman K, Loitfelder M, McMahon G, Vidal PM, Meirelles O, Milani L, Myhre R, Nuotio ML, Oldmeadow CJ, Petrovic KE, Peyrot WJ, Polašek O, Quaye L, Reinmaa E, Rice JP, Rizzi TS, Schmidt H, Schmidt R, Smith AV, Smith JA, Tanaka T, Terracciano A, van der Loos MJ, Vitart V, Völzke H, Wellmann J, Yu L, Zhao W, Allik J, Attia JR, Bandinelli S, Bastardot F, Beauchamp J, Bennett DA, Berger K, Bierut LJ, Boomsma DI, Bültmann U, Campbell H, Chabris CF, Cherkas L, Chung MK, Cucca F, de Andrade M, De Jager PL, De Neve JE, Deary IJ, Dedoussis GV, Deloukas P, Dimitriou M, Eiriksdottir G, Elderson MF, Eriksson JG, Evans DM, Faul JD, Ferrucci L, Garcia ME, Grönberg H, Gudnason V, Hall P, Harris JM, Harris TB, Hastie ND, Heath AC, Hernandez DG, Hoffmann W, Hofman A, Holle R, Holliday EG, Hottenga JJ, Iacono WG, Illig T, Järvelin MR, Kähönen M, Kaprio J, Kirkpatrick RM, Kowgier M, Latvala A, Launer LJ, Lawlor DA, Lehtimäki T, Li J, Lichtenstein P, Lichtner P, Liewald DC, Madden PA, Magnusson PKE, Mäkinen TE, Masala M, McGue M, Metspalu A, Mielck A, Miller MB, Montgomery GW, Mukherjee S, Nyholt DR, Oostra BA, Palmer LJ, Palotie A, Penninx B, Perola M, Peyser PA, Preisig M, Räikkönen K, Raitakari OT, Realo A, Ring SM, Ripatti S, Rivadeneira F, Rudan I, Rustichini A, Salomaa V, Sarin AP, Schlessinger D, Scott RJ, Snieder H, Pourcain BS, Starr JM, Sul JH, Surakka I, Svento R, Teumer A, Tiemeier H, Rooij FJA, Van Wagoner DR, Vartiainen E, Viikari J, Vollenweider P, Vonk JM, Waeber G, Weir DR, Wichmann HE, Widen E, Willemsen G, Wilson JF, Wright AF, Conley D, Davey-Smith G, Franke L, Groenen PJF, Hofman A, Johannesson M, Kardia SL, Krueger RF, Laibson D, Martin NG, Meyer MN, Posthuma D, Thurik AR, Timpson NJ, Uitterlinden AG, van Duijn CM, Visscher PM, Benjamin DJ, Cesarini D, Koellinger PD. GWAS of 126,559 individuals identifies genetic variants associated with educational attainment. Science 2013; 340:1467-71. [PMID: 23722424 PMCID: PMC3751588 DOI: 10.1126/science.1235488] [Citation(s) in RCA: 476] [Impact Index Per Article: 43.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
A genome-wide association study (GWAS) of educational attainment was conducted in a discovery sample of 101,069 individuals and a replication sample of 25,490. Three independent single-nucleotide polymorphisms (SNPs) are genome-wide significant (rs9320913, rs11584700, rs4851266), and all three replicate. Estimated effects sizes are small (coefficient of determination R(2) ≈ 0.02%), approximately 1 month of schooling per allele. A linear polygenic score from all measured SNPs accounts for ≈2% of the variance in both educational attainment and cognitive function. Genes in the region of the loci have previously been associated with health, cognitive, and central nervous system phenotypes, and bioinformatics analyses suggest the involvement of the anterior caudate nucleus. These findings provide promising candidate SNPs for follow-up work, and our effect size estimates can anchor power analyses in social-science genetics.
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Affiliation(s)
- Cornelius A. Rietveld
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands,Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Sarah E. Medland
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Jaime Derringer
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO 80309–0447, USA
| | - Jian Yang
- University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Nicolas W. Martin
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia,School of Psychology, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Konstantin Shakhbazov
- University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia,Queensland Brain Institute, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Abdel Abdellaoui
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Behrooz Z. Alizadeh
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
| | - John Barnard
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | | | - Kelly S. Benke
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Ontario M5G 1X5, Canada
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Jeffrey A. Boatman
- Division of Biostatistics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Patricia A. Boyle
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Gail Davies
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Christiaan de Leeuw
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Niina Eklund
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute, San Francisco, CA 94107–1728, USA
| | - Rudolf Ferhmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Håkon K. Gjessing
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Sara Hägg
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, 751 85 Uppsala, Sweden,Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Jennifer R. Harris
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Caroline Hayward
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Christina Holzapfel
- Else Kroener-Fresenius-Centre for Nutritional Medicine, Technische Universität München, 81675 Munich, Germany,Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Carla A. Ibrahim-Verbaas
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands,Department of Neurology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Erik Ingelsson
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, 751 85 Uppsala, Sweden,Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Bo Jacobsson
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway,Department of Obstetrics and Gynecology, Institute of Public Health, Sahlgrenska Academy, Sahgrenska University Hospital, Gothenburg, 413 45, Sweden
| | - Peter K. Joshi
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Astanand Jugessur
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Marika Kaakinen
- Institute of Health Sciences, University of Oulu, Oulu 90014, Finland,Biocenter Oulu, University of Oulu, Oulu 90014, Finland
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Ivana Kolcic
- Faculty of Medicine, University of Split, 21000 Split, Croatia
| | - Kati Kristiansson
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Zoltán Kutalik
- Department of Medical Genetics, University of Lausanne, 1005 Lausanne, Switzerland,Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Jari Lahti
- Institute of Behavioral Sciences, University of Helsinki, Helsinki 00014, Finland
| | - Sang H. Lee
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Peng Lin
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Penelope A. Lind
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Yongmei Liu
- Department of Epidemiology & Prevention, Division of Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157–1063, USA
| | - Kurt Lohman
- Department of Biostatistical Sciences, Division of Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157–1063, USA
| | - Marisa Loitfelder
- Division for Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz 8036, Austria
| | - George McMahon
- School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Pedro Marques Vidal
- Institute of Social and Preventive Medicine, Lausanne University Hospital, 1005 Lausanne, Switzerland
| | - Osorio Meirelles
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Ronny Myhre
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Marja-Liisa Nuotio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Christopher J. Oldmeadow
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Katja E. Petrovic
- Division of General Neurology, Department of Neurology, General Hospital and Medical University of Graz, Graz 8036, Austria
| | - Wouter J. Peyrot
- Department of Psychiatry, VU University Medical Center, 1081 HL Amsterdam, The Netherlands
| | - Ozren Polašek
- Faculty of Medicine, University of Split, 21000 Split, Croatia
| | - Lydia Quaye
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - John P. Rice
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Thais S. Rizzi
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University of Graz, Graz 8036, Austria
| | - Reinhold Schmidt
- Division for Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz 8036, Austria
| | - Albert V. Smith
- Icelandic Heart Association, Kopavogur 201, Iceland,Department of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Toshiko Tanaka
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Antonio Terracciano
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA,College of Medicine, Florida State University, Tallahassee, FL 32306–4300, USA
| | - Matthijs J.H.M. van der Loos
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands,Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Veronique Vitart
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17489, Germany
| | - Jürgen Wellmann
- Institute of Epidemiology and Social Medicine, University of Muenster, 48129 Muenster, Germany
| | - Lei Yu
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Jüri Allik
- Department of Psychology, University of Tartu, Tartu 50410, Estonia
| | - John R. Attia
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | | | - François Bastardot
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | | | - David A. Bennett
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Muenster, 48129 Muenster, Germany
| | - Laura J. Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Ute Bültmann
- Department of Health Sciences, Community & Occupational Medicine, University Medical Center Groningen, 9700 AD Groningen, The Netherlands
| | - Harry Campbell
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | | | - Lynn Cherkas
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Mina K. Chung
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Cagliari, Italy,Dipartimento di Scienze Biomediche, Università di Sassari, 07100 SS, Italy
| | - Mariza de Andrade
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN 55905, USA
| | - Philip L. De Jager
- Program in Translational Neuropsychiatric Genomics, Department of Neurology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Jan-Emmanuel De Neve
- School of Public Policy, University College London, London WC1H 9QU, UK,Centre for Economic Performance, London School of Economics, London WC2A 2AE, UK
| | - Ian J. Deary
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK,Department of Psychology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - George V. Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 17671, Greece
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Maria Dimitriou
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 17671, Greece
| | | | - Martin F. Elderson
- LifeLines Cohort Study, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, The Netherlands
| | - Johan G. Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki 00014, Finland,Unit of General Practice, Helsinki University Central Hospital, Helsinki 00280, Finland,Folkhälsan Research Center, Helsinki 00250, Finland,Vaasa Central Hospital, Vaasa 65130, Finland
| | - David M. Evans
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Jessica D. Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48106, USA
| | - Luigi Ferrucci
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Melissa E. Garcia
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur 201, Iceland,Department of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Juliette M. Harris
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Tamara B. Harris
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Nicholas D. Hastie
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Andrew C. Heath
- Division of Biology and Biomedical Sciences, Washington University, St. Louis, MO 63110–1093, USA
| | - Dena G. Hernandez
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Wolfgang Hoffmann
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17489, Germany
| | - Adriaan Hofman
- Faculty of Behavioral and Social Sciences, University of Groningen, 9747 AD Groningen, The Netherlands
| | - Rolf Holle
- Institute of Health Economics and Health Care Management, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Elizabeth G. Holliday
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - William G. Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany,Hannover Unified Biobank, Hannover Medical School, 30625 Hannover, Germany
| | - Marjo-Riitta Järvelin
- Institute of Health Sciences, University of Oulu, Oulu 90014, Finland,Biocenter Oulu, University of Oulu, Oulu 90014, Finland,Department of Epidemiology and Biostatistics, MRC-HPA Centre for Environment and Health, Imperial College London, London W2 1PG, UK,Unit of Primary Care, Oulu University Hospital, Oulu 90220, Finland,Department of Children and Young People and Families, National Institute for Health and Welfare, Oulu 90101, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and University of Tampere School of Medicine, Tampere 33520, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Department of Public Health, University of Helsinki, 00014 Helsinki, Finland,Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, 00300 Helsinki, Finland
| | | | - Matthew Kowgier
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Antti Latvala
- Department of Public Health, University of Helsinki, 00014 Helsinki, Finland,Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, 00300 Helsinki, Finland
| | - Lenore J. Launer
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Debbie A. Lawlor
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere 33520, Finland
| | - Jingmei Li
- Human Genetics, Genome Institute of Singapore, Singapore 138672, Singapore
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Centre Munich, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - David C. Liewald
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Pamela A. Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Patrik K. E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Tomi E. Mäkinen
- Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Marco Masala
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Cagliari, Italy
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Andreas Mielck
- Institute of Health Economics and Health Care Management, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Michael B. Miller
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Grant W. Montgomery
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Sutapa Mukherjee
- Western Australia Sleep Disorders Research Institute, Sir Charles Gairdner Hospital, Perth, Western Australia 6009, Australia,Department of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada,Women’s College Research Institute, University of Toronto, Toronto, Ontario M5G 1N8, Canada
| | - Dale R. Nyholt
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
| | - Lyle J. Palmer
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK,Department of Medical Genetics, University of Helsinki, 00014 Helsinki, Finland
| | - Brenda Penninx
- Department of Psychiatry, VU University Medical Center, 1081 HL Amsterdam, The Netherlands
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Martin Preisig
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - Katri Räikkönen
- Institute of Behavioral Sciences, University of Helsinki, Helsinki 00014, Finland
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku 20520, Finland,Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku 20520, Finland
| | - Anu Realo
- Department of Psychology, University of Tartu, Tartu 50410, Estonia
| | - Susan M. Ring
- School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands,Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Igor Rudan
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Aldo Rustichini
- Department of Economics, University of Minnesota, Minneapolis, MN 55455–0462, USA
| | - Veikko Salomaa
- Chronic Disease Epidemiology Unit, Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - David Schlessinger
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Rodney J. Scott
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Beate St Pourcain
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK,School of Oral and Dental Sciences, University of Bristol, Bristol BS1 2LY, UK
| | - John M. Starr
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK,Alzheimer Scotland Dementia Research Centre, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Jae Hoon Sul
- Department of Computer Science, University of California, Los Angeles, CA 90095, USA
| | - Ida Surakka
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland,Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Rauli Svento
- Department of Economics, Oulu Business School, University of Oulu, Oulu 90014, Finland
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald 17487, Germany
| | | | - Henning Tiemeier
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands,Department of Child and Adolescent Psychiatry, Erasmus Medical Center, 3000 CB Rotterdam, The Netherlands
| | - Frank JAan Rooij
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - David R. Van Wagoner
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Erkki Vartiainen
- Division of Welfare and Health Promotion, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Jorma Viikari
- Department of Medicine, Turku University Hospital, Turku 20520, Finland
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - Judith M. Vonk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Gérard Waeber
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - David R. Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48106, USA
| | - H.-Erich Wichmann
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, 81377 Munich, Germany,Klinikum Grosshadern, 81377 Munich, Germany,Institute of Epidemiology I, Helmholtz Zentrum München, German Research Centre for Environmental Health, 85764 Neuherberg, Germany
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - James F. Wilson
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Alan F. Wright
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Dalton Conley
- Department of Sociology, New York University, New York, NY 10012, USA
| | - George Davey-Smith
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Patrick J. F. Groenen
- Econometric Institute, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam 3000 DR, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Stockholm 113 83, Sweden
| | - Sharon L.R. Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Robert F. Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - David Laibson
- Department of Economics, Harvard University, Cambridge, MA 02138, USA
| | - Nicholas G. Martin
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Michelle N. Meyer
- Petrie-Flom Center for Health Law Policy, Biotechnology, & Bioethics, Harvard Law School, Cambridge, MA 02138, USA,Nelson A. Rockefeller Institute of Government, State University of New York, Albany, NY 12203–1003, USA
| | - Danielle Posthuma
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands,Department of Child and Adolescent Psychiatry, Erasmus Medical Center, 3000 CB Rotterdam, The Netherlands,Department of Clinical Genetics, VU University Medical Centrer, 1081 BT Amsterdam, The Netherlands
| | - A. Roy Thurik
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands,Panteia, Zoetermeer 2701 AA, Netherlands,GSCM-Montpellier Business School, Montpellier 34185, France
| | - Nicholas J. Timpson
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands,Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands,Centre for Medical Systems Biology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands
| | - Peter M. Visscher
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia,University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia,Queensland Brain Institute, The University of Queensland, Brisbane, Queensland 4072, Australia,Corresponding author. (D.J.B.); (D.C.); (P.D.K.); (P.M.V.)
| | - Daniel J. Benjamin
- Department of Economics, Cornell University, Ithaca, NY 14853, USA,Corresponding author. (D.J.B.); (D.C.); (P.D.K.); (P.M.V.)
| | - David Cesarini
- Center for Experimental Social Science, Department of Economics, New York University, New York, NY 10012, USA,Division of Social Science, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE,Research Institute of Industrial Economics, Stockholm 102 15, Sweden,Corresponding author. (D.J.B.); (D.C.); (P.D.K.); (P.M.V.)
| | - Philipp D. Koellinger
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands,Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands,Corresponding author. (D.J.B.); (D.C.); (P.D.K.); (P.M.V.)
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11
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Kumar V, Westra HJ, Karjalainen J, Zhernakova DV, Esko T, Hrdlickova B, Almeida R, Zhernakova A, Reinmaa E, Võsa U, Hofker MH, Fehrmann RSN, Fu J, Withoff S, Metspalu A, Franke L, Wijmenga C. Human disease-associated genetic variation impacts large intergenic non-coding RNA expression. PLoS Genet 2013; 9:e1003201. [PMID: 23341781 PMCID: PMC3547830 DOI: 10.1371/journal.pgen.1003201] [Citation(s) in RCA: 221] [Impact Index Per Article: 20.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2012] [Accepted: 11/13/2012] [Indexed: 12/12/2022] Open
Abstract
Recently it has become clear that only a small percentage (7%) of disease-associated single nucleotide polymorphisms (SNPs) are located in protein-coding regions, while the remaining 93% are located in gene regulatory regions or in intergenic regions. Thus, the understanding of how genetic variations control the expression of non-coding RNAs (in a tissue-dependent manner) has far-reaching implications. We tested the association of SNPs with expression levels (eQTLs) of large intergenic non-coding RNAs (lincRNAs), using genome-wide gene expression and genotype data from five different tissues. We identified 112 cis-regulated lincRNAs, of which 45% could be replicated in an independent dataset. We observed that 75% of the SNPs affecting lincRNA expression (lincRNA cis-eQTLs) were specific to lincRNA alone and did not affect the expression of neighboring protein-coding genes. We show that this specific genotype-lincRNA expression correlation is tissue-dependent and that many of these lincRNA cis-eQTL SNPs are also associated with complex traits and diseases. Large intergenic non-coding RNAs (lincRNAs) are the largest class of non-coding RNA molecules in the human genome. Many genome-wide association studies (GWAS) have mapped disease-associated genetic variants (SNPs) to, or in, the vicinity of such lincRNA regions. However, it is not clear how these SNPs can affect the disease. We tested whether SNPs were also associated with the lincRNA expression levels in five different human primary tissues. We observed that there is a strong genotype-lincRNA expression correlation that is tissue-dependent. Many of the observed lincRNA cis-eQTLs are disease- or trait-associated SNPs. Our results suggest that lincRNA-eQTLs represent a novel link between non-coding SNPs and the expression of protein-coding genes, which can be exploited to understand the process of gene-regulation through lincRNAs in more detail.
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Affiliation(s)
- Vinod Kumar
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Daria V. Zhernakova
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Tõnu Esko
- Institute of Molecular and Cell Biology and Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Barbara Hrdlickova
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Rodrigo Almeida
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- Graduate Program in Health Sciences, University of Brasilia School of Health Sciences, Brasilia, Brazil
| | - Alexandra Zhernakova
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Eva Reinmaa
- Institute of Molecular and Cell Biology and Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Urmo Võsa
- Institute of Molecular and Cell Biology and Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Marten H. Hofker
- Molecular Genetics Section, Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Rudolf S. N. Fehrmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Jingyuan Fu
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Sebo Withoff
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Andres Metspalu
- Institute of Molecular and Cell Biology and Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- * E-mail:
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12
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Lamp M, Peters M, Reinmaa E, Haller-Kikkatalo K, Kaart T, Kadastik U, Karro H, Metspalu A, Salumets A. Polymorphisms in ESR1, ESR2 and HSD17B1 genes are associated with fertility status in endometriosis. Gynecol Endocrinol 2011; 27:425-33. [PMID: 20586553 DOI: 10.3109/09513590.2010.495434] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVE To investigate whether polymorphisms in genes involved in biosynthesis and signalling of sex steroids influence susceptibility to endometriosis and to infertility associated with it. MATERIALS AND METHODS Patients with endometriosis (n = 150) and fertile controls (n = 199) were genotyped for polymorphisms in oestrogen receptor genes ESR1 (rs2234693 - T/C single nucleotide polymorphism (SNP), dinucleotide (TA)(n) repeat) and ESR2 (dinucleotide (CA)(n) repeat), progesterone receptor gene PGR (rs10895068 - G/A SNP, 306-bp Alu-insertion), 17β-hydroxysteroid dehydrogenase type 1 gene HSD17B1 (rs605059 - A/G SNP), and aromatase gene CYP19A1 (rs10046 - C/T SNP, (TTTA)(n) tetranucleotide repeat, 3-bp TCT insertion/deletion polymorphism). RESULTS The HSD17B1 A/G SNP A allele increased overall endometriosis risk and the risk of stage I-II disease, while ESR1 longer (TA)(n) repeats only correlated with susceptibility to stage I-II endometriosis. When considering patients' fertility status, HSD17B1 A/G SNP A allele and ESR1 longer (TA)(n) repeats were associated with endometriosis accompanied by infertility, while ESR2 shorter (CA)(n) repeats were linked with endometriosis without infertility. Other polymorphisms were distributed similarly among patients and controls. CONCLUSIONS Genetic variants in ESR1, ESR2, and HSD17B1 genes could modify susceptibility to endometriosis and might influence the fertility status in endometriosis patients.
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Affiliation(s)
- Merit Lamp
- Department of Obstetrics and Gynaecology, University of Tartu, Tartu, Estonia.
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13
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Kõks S, Velthut A, Sarapik A, Altmäe S, Reinmaa E, Schalkwyk LC, Fernandes C, Lad H, Soomets U, Jaakma Ü, Salumets A. 166 THE DIFFERENTIAL TRANSCRIPTOME AND ONTOLOGY PROFILES OF MURAL AND CUMULUS GRANULOSA CELLS IN STIMULATED HUMAN ANTRAL FOLLICLES. Reprod Fertil Dev 2011. [DOI: 10.1071/rdv23n1ab166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Communication between various cell types in the ovary is a prerequisite for successful folliculogenesis and ovulation. In human antral follicles, granulosa cells divide into 2 distinct cell populations: mural (enveloping the antrum, MGC) and cumulus granulosa cells (surrounding the oocyte, CGC). During infertility treatment using in vitro fertilization (IVF), granulosa cells can be retrieved during puncture of stimulated follicles offering an excellent opportunity for analysing their functional properties. The aim of this study was to compare the transcriptomes of MGC and CGC. Twenty infertile women undergoing IVF-ICSI treatment were enrolled. The MGC were obtained from follicular fluid and CGC were acquired after oocyte denudation before micromanipulation. Gene expression of both cell populations was analysed using a genome-wide transcription array. The expression profile of the 2 granulosa cell populations varied significantly: out of 28 869 transcripts, 4480 were differentially expressed (q-value < 10–4); 623 transcripts differed in their expression levels by at least 2-fold. The transcriptome of MGC showed higher expression of genes involved in immune regulation (toll-like receptors, IL18, IL17R). In CGC, pathways participating in intercellular interactions, tissue remodelling and protein degradation were more clearly distinguished (tenascin C, IGFBP5). Among the identified differentially expressed genes, several are involved in follicle development, oocyte maturation, or ovulatory processes. Our findings fit well with previously published data. The results provide a basis for future studies on intra- and intercellular signaling in the preovulatory follicle leading towards identifying methods for improving oocyte health, embryo selection, and ultimately IVF success rate.
This work was supported by the Estonian Science Foundation (6498, 6585, and 7479); the Estonian Ministry of Education and Science (SF0182641s04, SF0180142Cs08, SF0180044s09, and PBGMR07903); the Estonian University of Life Sciences (P8001VLVL); the European Union Sixth Framework Programme (FP6) (LSHB-CT-2004-503243); the European Cooperation 22 in Science and Technology (COST-STSM-FA0702-03734), and the European Union through the European Regional Development Fund through the Centre of Excellence in Genomics, Estonian Biocentre, and University of Tartu. The authors acknowledge our colleagues from the Nova Vita Clinic for their assistance in sample collection and all patient volunteers for their participation in the study.
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Kõks S, Velthut A, Sarapik A, Altmäe S, Reinmaa E, Schalkwyk LC, Fernandes C, Lad HV, Soomets U, Jaakma U, Salumets A. The differential transcriptome and ontology profiles of floating and cumulus granulosa cells in stimulated human antral follicles. Mol Hum Reprod 2009; 16:229-40. [PMID: 19933312 DOI: 10.1093/molehr/gap103] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Communication between various ovarian cell types is a prerequisite for folliculogenesis and ovulation. In antral follicles granulosa cells divide into two distinct populations of mural and cumulus granulosa cells (CGC), enveloping the antrum and surrounding the oocyte, respectively. Both cell types, with the mural compartment in excess, contribute to the floating granulosa cell (FGC) population in the follicular fluid. The aim of this study was to compare the transcriptomes of FGC and CGC in stimulated antral follicles obtained from 19 women undergoing IVF-ICSI procedure. FGC were obtained from follicular fluid during the follicle puncture procedure and CGC were acquired after oocyte denudation for micromanipulation. Gene expression analysis was conducted using the genome-wide Affymetrix transcriptome array. The expression profile of the two granulosa cell populations varied significantly. Out of 28 869 analysed transcripts 4480 were differentially expressed (q-value < 10(-4)) and 489 showed > or =2-fold difference in the expression level with 222 genes up-regulated in FGC and 267 in CGC. The transcriptome of FGC showed higher expression of genes involved in immune response, hematological system function and organismal injury, although CGC had genes involved in protein degradation and nervous system function up-regulated. Cell-to-cell signalling and interaction pathways were noted in both cell populations. Furthermore, numerous novel transcripts that have not been previously described in follicular physiology were identified. In conclusion, our results provide a solid basis for future studies in follicular biology that will help to identify molecular markers for oocyte and embryo viability in IVF.
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Affiliation(s)
- S Kõks
- Department of Physiology, University of Tartu, Tartu 50411, Estonia
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