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Kwak IY, Pan W. Gene- and pathway-based association tests for multiple traits with GWAS summary statistics. Bioinformatics 2017; 33:64-71. [PMID: 27592708 PMCID: PMC5198520 DOI: 10.1093/bioinformatics/btw577] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Revised: 08/08/2016] [Accepted: 08/29/2016] [Indexed: 11/15/2022] Open
Abstract
To identify novel genetic variants associated with complex traits and to shed new insights on underlying biology, in addition to the most popular single SNP-single trait association analysis, it would be useful to explore multiple correlated (intermediate) traits at the gene- or pathway-level by mining existing single GWAS or meta-analyzed GWAS data. For this purpose, we present an adaptive gene-based test and a pathway-based test for association analysis of multiple traits with GWAS summary statistics. The proposed tests are adaptive at both the SNP- and trait-levels; that is, they account for possibly varying association patterns (e.g. signal sparsity levels) across SNPs and traits, thus maintaining high power across a wide range of situations. Furthermore, the proposed methods are general: they can be applied to mixed types of traits, and to Z-statistics or P-values as summary statistics obtained from either a single GWAS or a meta-analysis of multiple GWAS. Our numerical studies with simulated and real data demonstrated the promising performance of the proposed methods. AVAILABILITY AND IMPLEMENTATION The methods are implemented in R package aSPU, freely and publicly available at: https://cran.r-project.org/web/packages/aSPU/ CONTACT: weip@biostat.umn.eduSupplementary information: Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Il-Youp Kwak
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Wei Pan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
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152
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Mendelson MM, Marioni RE, Joehanes R, Liu C, Hedman ÅK, Aslibekyan S, Demerath EW, Guan W, Zhi D, Yao C, Huan T, Willinger C, Chen B, Courchesne P, Multhaup M, Irvin MR, Cohain A, Schadt EE, Grove ML, Bressler J, North K, Sundström J, Gustafsson S, Shah S, McRae AF, Harris SE, Gibson J, Redmond P, Corley J, Murphy L, Starr JM, Kleinbrink E, Lipovich L, Visscher PM, Wray NR, Krauss RM, Fallin D, Feinberg A, Absher DM, Fornage M, Pankow JS, Lind L, Fox C, Ingelsson E, Arnett DK, Boerwinkle E, Liang L, Levy D, Deary IJ. Association of Body Mass Index with DNA Methylation and Gene Expression in Blood Cells and Relations to Cardiometabolic Disease: A Mendelian Randomization Approach. PLoS Med 2017; 14:e1002215. [PMID: 28095459 PMCID: PMC5240936 DOI: 10.1371/journal.pmed.1002215] [Citation(s) in RCA: 229] [Impact Index Per Article: 28.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2016] [Accepted: 12/08/2016] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND The link between DNA methylation, obesity, and adiposity-related diseases in the general population remains uncertain. METHODS AND FINDINGS We conducted an association study of body mass index (BMI) and differential methylation for over 400,000 CpGs assayed by microarray in whole-blood-derived DNA from 3,743 participants in the Framingham Heart Study and the Lothian Birth Cohorts, with independent replication in three external cohorts of 4,055 participants. We examined variations in whole blood gene expression and conducted Mendelian randomization analyses to investigate the functional and clinical relevance of the findings. We identified novel and previously reported BMI-related differential methylation at 83 CpGs that replicated across cohorts; BMI-related differential methylation was associated with concurrent changes in the expression of genes in lipid metabolism pathways. Genetic instrumental variable analysis of alterations in methylation at one of the 83 replicated CpGs, cg11024682 (intronic to sterol regulatory element binding transcription factor 1 [SREBF1]), demonstrated links to BMI, adiposity-related traits, and coronary artery disease. Independent genetic instruments for expression of SREBF1 supported the findings linking methylation to adiposity and cardiometabolic disease. Methylation at a substantial proportion (16 of 83) of the identified loci was found to be secondary to differences in BMI. However, the cross-sectional nature of the data limits definitive causal determination. CONCLUSIONS We present robust associations of BMI with differential DNA methylation at numerous loci in blood cells. BMI-related DNA methylation and gene expression provide mechanistic insights into the relationship between DNA methylation, obesity, and adiposity-related diseases.
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Affiliation(s)
- Michael M. Mendelson
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Boston University School of Medicine, Boston, Massachusetts, United States of America
- Department of Cardiology, Boston Children’s Hospital, Boston, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Riccardo E. Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
- Medical Genetics Section, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Roby Joehanes
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Hebrew SeniorLife, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Chunyu Liu
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Department of Biostatistics, Boston University, Boston, Massachusetts, United States of America
| | - Åsa K. Hedman
- Molecular Epidemiology and Science for Life Laboratory, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Stella Aslibekyan
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Ellen W. Demerath
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Weihua Guan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Degui Zhi
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Chen Yao
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Tianxiao Huan
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Christine Willinger
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Brian Chen
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Paul Courchesne
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Michael Multhaup
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Marguerite R. Irvin
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Ariella Cohain
- Icahn Institute for Genomics and Multiscale Biology and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Eric E. Schadt
- Icahn Institute for Genomics and Multiscale Biology and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Megan L. Grove
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Kari North
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Johan Sundström
- Cardiovascular Epidemiology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Stefan Gustafsson
- Molecular Epidemiology and Science for Life Laboratory, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Sonia Shah
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Allan F. McRae
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Sarah E. Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
- Medical Genetics Section, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
| | - Jude Gibson
- Wellcome Trust Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, United Kingdom
| | - Paul Redmond
- Department of Psychology, University of Edinburgh, Edinburgh, United Kingdom
| | - Janie Corley
- Department of Psychology, University of Edinburgh, Edinburgh, United Kingdom
| | - Lee Murphy
- Wellcome Trust Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, United Kingdom
| | - John M. Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, United Kingdom
| | - Erica Kleinbrink
- Center for Molecular Medicine and Genetics and Department of Neurology, Wayne State University, Detroit, Michigan, United States of America
| | - Leonard Lipovich
- Center for Molecular Medicine and Genetics and Department of Neurology, Wayne State University, Detroit, Michigan, United States of America
| | - Peter M. Visscher
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Naomi R. Wray
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Ronald M. Krauss
- Children’s Hospital Oakland Research Institute, Oakland, California, United States of America
| | - Daniele Fallin
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Andrew Feinberg
- Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Devin M. Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Myriam Fornage
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
- Brown Foundation Institute of Molecular Medicine, University of Texas, Houston, Texas, United States of America
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Lars Lind
- Cardiovascular Epidemiology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Caroline Fox
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Erik Ingelsson
- Molecular Epidemiology and Science for Life Laboratory, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Donna K. Arnett
- College of Public Health, University of Kentucky, Lexington, Kentucky, United States of America
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United States of America
| | - Liming Liang
- Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, Massachusetts, United States of America
| | - Daniel Levy
- Framingham Heart Study, Framingham, Massachusetts, United States of America
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- * E-mail:
| | - Ian J. Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
- Department of Psychology, University of Edinburgh, Edinburgh, United Kingdom
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153
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Birth weight and risk of ischemic heart disease: A Mendelian randomization study. Sci Rep 2016; 6:38420. [PMID: 27924921 PMCID: PMC5141503 DOI: 10.1038/srep38420] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2016] [Accepted: 11/09/2016] [Indexed: 12/22/2022] Open
Abstract
Low birth weight is a risk factor for cardiovascular disease. However, the association could be confounded by many factors. We used Mendelian randomization to clarify the role of birth weight in ischemic heart disease (IHD) and lipids. We used all 7 single nucleotide polymorphisms (SNPs) independently contributing to birth weight at genome wide significance (p < 5 × 10−8) in separate sample instrumental variable analysis to estimate the effect of birth weight on IHD using the CARDIoGRAMplusC4D 1000 Genomes based GWAS case (n = 60,801)-control (n = 123,504) study and on lipids using GLGC (n = 188,577). Higher genetically predicted birth weight was associated with lower risk of IHD (odds ratio (OR) 0.96 per 100 grams, 95% confidence interval (CI) 0.93 to 0.99), but the association was not robust to sensitivity analyses excluding SNPs related to height or use of weighted median methods. Genetically predicted birth weight was not associated with low density lipoprotein cholesterol or triglycerides, but was associated with lower high density lipoprotein cholesterol (−0.014 standard deviation, 95% CI −0.027 to −0.0005) and the association was more robust to the sensitivity analyses. Our study does not show strong evidence for an effect of birth weight on IHD and lipids.
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154
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Adams HHH, Hibar DP, Chouraki V, Stein JL, Nyquist PA, Rentería ME, Trompet S, Arias-Vasquez A, Seshadri S, Desrivières S, Beecham AH, Jahanshad N, Wittfeld K, Van der Lee SJ, Abramovic L, Alhusaini S, Amin N, Andersson M, Arfanakis K, Aribisala BS, Armstrong NJ, Athanasiu L, Axelsson T, Beiser A, Bernard M, Bis JC, Blanken LME, Blanton SH, Bohlken MM, Boks MP, Bralten J, Brickman AM, Carmichael O, Chakravarty MM, Chauhan G, Chen Q, Ching CRK, Cuellar-Partida G, Braber AD, Doan NT, Ehrlich S, Filippi I, Ge T, Giddaluru S, Goldman AL, Gottesman RF, Greven CU, Grimm O, Griswold ME, Guadalupe T, Hass J, Haukvik UK, Hilal S, Hofer E, Hoehn D, Holmes AJ, Hoogman M, Janowitz D, Jia T, Kasperaviciute D, Kim S, Klein M, Kraemer B, Lee PH, Liao J, Liewald DCM, Lopez LM, Luciano M, Macare C, Marquand A, Matarin M, Mather KA, Mattheisen M, Mazoyer B, McKay DR, McWhirter R, Milaneschi Y, Mirza-Schreiber N, Muetzel RL, Maniega SM, Nho K, Nugent AC, Loohuis LMO, Oosterlaan J, Papmeyer M, Pappa I, Pirpamer L, Pudas S, Pütz B, Rajan KB, Ramasamy A, Richards JS, Risacher SL, Roiz-Santiañez R, Rommelse N, Rose EJ, Royle NA, Rundek T, Sämann PG, Satizabal CL, et alAdams HHH, Hibar DP, Chouraki V, Stein JL, Nyquist PA, Rentería ME, Trompet S, Arias-Vasquez A, Seshadri S, Desrivières S, Beecham AH, Jahanshad N, Wittfeld K, Van der Lee SJ, Abramovic L, Alhusaini S, Amin N, Andersson M, Arfanakis K, Aribisala BS, Armstrong NJ, Athanasiu L, Axelsson T, Beiser A, Bernard M, Bis JC, Blanken LME, Blanton SH, Bohlken MM, Boks MP, Bralten J, Brickman AM, Carmichael O, Chakravarty MM, Chauhan G, Chen Q, Ching CRK, Cuellar-Partida G, Braber AD, Doan NT, Ehrlich S, Filippi I, Ge T, Giddaluru S, Goldman AL, Gottesman RF, Greven CU, Grimm O, Griswold ME, Guadalupe T, Hass J, Haukvik UK, Hilal S, Hofer E, Hoehn D, Holmes AJ, Hoogman M, Janowitz D, Jia T, Kasperaviciute D, Kim S, Klein M, Kraemer B, Lee PH, Liao J, Liewald DCM, Lopez LM, Luciano M, Macare C, Marquand A, Matarin M, Mather KA, Mattheisen M, Mazoyer B, McKay DR, McWhirter R, Milaneschi Y, Mirza-Schreiber N, Muetzel RL, Maniega SM, Nho K, Nugent AC, Loohuis LMO, Oosterlaan J, Papmeyer M, Pappa I, Pirpamer L, Pudas S, Pütz B, Rajan KB, Ramasamy A, Richards JS, Risacher SL, Roiz-Santiañez R, Rommelse N, Rose EJ, Royle NA, Rundek T, Sämann PG, Satizabal CL, Schmaal L, Schork AJ, Shen L, Shin J, Shumskaya E, Smith AV, Sprooten E, Strike LT, Teumer A, Thomson R, Tordesillas-Gutierrez D, Toro R, Trabzuni D, Vaidya D, Van der Grond J, Van der Meer D, Van Donkelaar MMJ, Van Eijk KR, Van Erp TGM, Van Rooij D, Walton E, Westlye LT, Whelan CD, Windham BG, Winkler AM, Woldehawariat G, Wolf C, Wolfers T, Xu B, Yanek LR, Yang J, Zijdenbos A, Zwiers MP, Agartz I, Aggarwal NT, Almasy L, Ames D, Amouyel P, Andreassen OA, Arepalli S, Assareh AA, Barral S, Bastin ME, Becker DM, Becker JT, Bennett DA, Blangero J, van Bokhoven H, Boomsma DI, Brodaty H, Brouwer RM, Brunner HG, Buckner RL, Buitelaar JK, Bulayeva KB, Cahn W, Calhoun VD, Cannon DM, Cavalleri GL, Chen C, Cheng CY, Cichon S, Cookson MR, Corvin A, Crespo-Facorro B, Curran JE, Czisch M, Dale AM, Davies GE, De Geus EJC, De Jager PL, de Zubicaray GI, Delanty N, Depondt C, DeStefano AL, Dillman A, Djurovic S, Donohoe G, Drevets WC, Duggirala R, Dyer TD, Erk S, Espeseth T, Evans DA, Fedko IO, Fernández G, Ferrucci L, Fisher SE, Fleischman DA, Ford I, Foroud TM, Fox PT, Francks C, Fukunaga M, Gibbs JR, Glahn DC, Gollub RL, Göring HHH, Grabe HJ, Green RC, Gruber O, Gudnason V, Guelfi S, Hansell NK, Hardy J, Hartman CA, Hashimoto R, Hegenscheid K, Heinz A, Le Hellard S, Hernandez DG, Heslenfeld DJ, Ho BC, Hoekstra PJ, Hoffmann W, Hofman A, Holsboer F, Homuth G, Hosten N, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Ikram MK, Jack CR, Jenkinson M, Johnson R, Jönsson EG, Jukema JW, Kahn RS, Kanai R, Kloszewska I, Knopman DS, Kochunov P, Kwok JB, Lawrie SM, Lemaître H, Liu X, Longo DL, Longstreth WT, Lopez OL, Lovestone S, Martinez O, Martinot JL, Mattay VS, McDonald C, McIntosh AM, McMahon KL, McMahon FJ, Mecocci P, Melle I, Meyer-Lindenberg A, Mohnke S, Montgomery GW, Morris DW, Mosley TH, Mühleisen TW, Müller-Myhsok B, Nalls MA, Nauck M, Nichols TE, Niessen WJ, Nöthen MM, Nyberg L, Ohi K, Olvera RL, Ophoff RA, Pandolfo M, Paus T, Pausova Z, Penninx BWJH, Pike GB, Potkin SG, Psaty BM, Reppermund S, Rietschel M, Roffman JL, Romanczuk-Seiferth N, Rotter JI, Ryten M, Sacco RL, Sachdev PS, Saykin AJ, Schmidt R, Schofield PR, Sigurdsson S, Simmons A, Singleton A, Sisodiya SM, Smith C, Smoller JW, Soininen H, Srikanth V, Steen VM, Stott DJ, Sussmann JE, Thalamuthu A, Tiemeier H, Toga AW, Traynor BJ, Troncoso J, Turner JA, Tzourio C, Uitterlinden AG, Hernández MCV, Van der Brug M, Van der Lugt A, Van der Wee NJA, Van Duijn CM, Van Haren NEM, Van T Ent D, Van Tol MJ, Vardarajan BN, Veltman DJ, Vernooij MW, Völzke H, Walter H, Wardlaw JM, Wassink TH, Weale ME, Weinberger DR, Weiner MW, Wen W, Westman E, White T, Wong TY, Wright CB, Zielke HR, Zonderman AB, Deary IJ, DeCarli C, Schmidt H, Martin NG, De Craen AJM, Wright MJ, Launer LJ, Schumann G, Fornage M, Franke B, Debette S, Medland SE, Ikram MA, Thompson PM. Novel genetic loci underlying human intracranial volume identified through genome-wide association. Nat Neurosci 2016; 19:1569-1582. [PMID: 27694991 PMCID: PMC5227112 DOI: 10.1038/nn.4398] [Show More Authors] [Citation(s) in RCA: 165] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Accepted: 08/31/2016] [Indexed: 02/08/2023]
Abstract
Intracranial volume reflects the maximally attained brain size during development, and remains stable with loss of tissue in late life. It is highly heritable, but the underlying genes remain largely undetermined. In a genome-wide association study of 32,438 adults, we discovered five previously unknown loci for intracranial volume and confirmed two known signals. Four of the loci were also associated with adult human stature, but these remained associated with intracranial volume after adjusting for height. We found a high genetic correlation with child head circumference (ρgenetic = 0.748), which indicates a similar genetic background and allowed us to identify four additional loci through meta-analysis (Ncombined = 37,345). Variants for intracranial volume were also related to childhood and adult cognitive function, and Parkinson's disease, and were enriched near genes involved in growth pathways, including PI3K-AKT signaling. These findings identify the biological underpinnings of intracranial volume and their link to physiological and pathological traits.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Derrek P Hibar
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
| | - Vincent Chouraki
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases, Lille, France
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Jason L Stein
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- Department of Genetics and UNC Neuroscience Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Paul A Nyquist
- Department of Neurology, Department of Anesthesia/Critical Care Medicine, Department of Neurosurgery, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Alejandro Arias-Vasquez
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Sylvane Desrivières
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Ashley H Beecham
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Neda Jahanshad
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
| | - Katharina Wittfeld
- German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald, Germany
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | | | - Lucija Abramovic
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Saud Alhusaini
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Canada
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Micael Andersson
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Konstantinos Arfanakis
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University Medical Center, Chicago, Illinois, USA
| | - Benjamin S Aribisala
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Department of Computer Science, Lagos State University, Lagos, Nigeria
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
| | - Nicola J Armstrong
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Mathematics and Statistics, Murdoch University, Perth, Australia
| | - Lavinia Athanasiu
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Tomas Axelsson
- Department of Medical Sciences, Molecular Medicine and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Alexa Beiser
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Manon Bernard
- Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Laura M E Blanken
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Susan H Blanton
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Marc M Bohlken
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Marco P Boks
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Adam M Brickman
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
- G.H. Sergievsky Center, Columbia University Medical Center, New York, New York, USA
- Department of Neurology, Columbia University Medical Center, New York, New York, USA
| | - Owen Carmichael
- Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - M Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, Canada
- Department of Psychiatry and Biomedical Engineering, McGill University, Montreal, Canada
| | | | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
| | - Christopher R K Ching
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- Interdepartmental Neuroscience Graduate Program, UCLA School of Medicine, Los Angeles, California, USA
| | | | - Anouk Den Braber
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Nhat Trung Doan
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
| | - Irina Filippi
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Tian Ge
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
| | - Sudheer Giddaluru
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Aaron L Goldman
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
| | - Rebecca F Gottesman
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Corina U Greven
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
- King's College London, Medical Research Council Social, Genetic and Developmental Psychiatry Centre, Institute of Psychology, Psychiatry and Neurosciene, London, UK
| | - Oliver Grimm
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Michael E Griswold
- Center of Biostatistics and Bioinformatics, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Tulio Guadalupe
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- International Max Planck Research School for Language Sciences, Nijmegen, the Netherlands
| | - Johanna Hass
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden, Germany
| | - Unn K Haukvik
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, Oslo, Norway
| | - Saima Hilal
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
- Institute of Medical Informatics, Statistics and Documentation, Medical University Graz, Austria, Graz, Austria
| | - David Hoehn
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Avram J Holmes
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Department of Psychology, Yale University, New Haven, Connecticut, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Deborah Janowitz
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | - Tianye Jia
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Dalia Kasperaviciute
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
- Department of Medicine, Imperial College London, London, UK
| | - Sungeun Kim
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Bernd Kraemer
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Phil H Lee
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
- Lurie Center for Autism, Massachusetts General Hospital, Harvard Medical School, Lexington, Massachusetts, USA
| | - Jiemin Liao
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Lorna M Lopez
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Christine Macare
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Andre Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Mar Matarin
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Manuel Mattheisen
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus and Copenhagen, Denmark
- Center for integrated Sequencing, iSEQ, Aarhus University, Aarhus, Denmark
| | | | - David R McKay
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
| | - Rebekah McWhirter
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia
| | - Yuri Milaneschi
- Department of Psychiatry, EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam, The Netherlands
| | - Nazanin Mirza-Schreiber
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Ryan L Muetzel
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Susana Muñoz Maniega
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Kwangsik Nho
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Allison C Nugent
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, USA
| | - Jaap Oosterlaan
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Martina Papmeyer
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
- Division of Systems Neuroscience of Psychopathology, Translational Research Center, University Hospital of Psychiatry, University of Bern, Switzerland
| | - Irene Pappa
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- School of Pedagogical and Educational Sciences, Erasmus University Rotterdam, Rotterdam, the Netherlands
| | - Lukas Pirpamer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
| | - Sara Pudas
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Benno Pütz
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Kumar B Rajan
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
| | - Adaikalavan Ramasamy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Medical and Molecular Genetics, King's College London, London, UK
- The Jenner Institute Laboratories, University of Oxford, Oxford, UK
| | - Jennifer S Richards
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Shannon L Risacher
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Roberto Roiz-Santiañez
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
| | - Nanda Rommelse
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Emma J Rose
- Psychosis Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin
| | - Natalie A Royle
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Tatjana Rundek
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Philipp G Sämann
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - Andrew J Schork
- Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, USA
- Department of Cognitive Sciences, University of California, San Diego, USA
| | - Li Shen
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Jean Shin
- Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Elena Shumskaya
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Emma Sprooten
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Lachlan T Strike
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Russell Thomson
- School of Computing Engineering and Mathematics, Western Sydney University, Parramatta, Australia
| | - Diana Tordesillas-Gutierrez
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
- Neuroimaging Unit,Technological Facilities. Valdecilla Biomedical Research Institute IDIVAL, Santander, Cantabria, Spain
| | | | - Daniah Trabzuni
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Dhananjay Vaidya
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jeroen Van der Grond
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Dennis Van der Meer
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Marjolein M J Van Donkelaar
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Kristel R Van Eijk
- Brain Center Rudolf Magnus, Human Neurogenetics Unit, UMC Utrecht, Utrecht, the Netherlands
| | - Theo G M Van Erp
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California, USA
| | - Daan Van Rooij
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Esther Walton
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden, Germany
| | - Lars T Westlye
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT - KG Jebsen Centre, Department of Psychology, University of Oslo, Oslo, Norway
| | - Christopher D Whelan
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Beverly G Windham
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Anderson M Winkler
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- FMRIB Centre, University of Oxford, Oxford, UK
| | - Girma Woldehawariat
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Christiane Wolf
- University of Wuerzburg, Department of Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, Germany
| | - Thomas Wolfers
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Bing Xu
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Lisa R Yanek
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Alex Zijdenbos
- Biospective Inc, Montreal, Quebec, Canada, Montréal, Québec, Canada
| | - Marcel P Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Ingrid Agartz
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
| | - Neelum T Aggarwal
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Laura Almasy
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - David Ames
- National Ageing Research Institute, Royal Melbourne Hospital, Melbourne, Australia
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Australia
| | - Philippe Amouyel
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases, Lille, France
| | - Ole A Andreassen
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Sampath Arepalli
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Amelia A Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Sandra Barral
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
| | - Mark E Bastin
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Diane M Becker
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - James T Becker
- Departments of Psychiatry, Neurology, and Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - John Blangero
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Hans van Bokhoven
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Dorret I Boomsma
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Collaborative Research Centre - Assessment and Better Care, UNSW, Sydney, Australia
| | - Rachel M Brouwer
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Han G Brunner
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Randy L Buckner
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Department of Psychology, Center for Brain Science, Harvard University, Cambridge, Massachusetts, USA
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Kazima B Bulayeva
- Department of Evolution and Genetics, Dagestan State University, Makhachkala, Dagestan, Russia
| | - Wiepke Cahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Vince D Calhoun
- The Mind Research Network and LBERI, Albuquerque, New Mexico, USA
- Department of ECE, University of New Mexico, Albuquerque, New Mexico, USA
| | - Dara M Cannon
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | | | - Christopher Chen
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Sven Cichon
- Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Mark R Cookson
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Aiden Corvin
- Psychosis Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin
| | - Benedicto Crespo-Facorro
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Michael Czisch
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California, San Diego, California, USA
- Department of Neurosciences, University of California, San Diego, California, USA
- Department of Radiology, University of California, San Diego, California, USA
- Department of Psychiatry, University of California, San Diego, California, USA
- Department of Cognitive Science, University of California, San Diego, California, USA
| | - Gareth E Davies
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, USA
- Program in Translational NeuroPsychiatric Genomics, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Eco J C De Geus
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Philip L De Jager
- Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
- Broad Institute, Cambridge, Massachusetts, USA
| | - Greig I de Zubicaray
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology (QUT), Brisbane, Australia
| | - Norman Delanty
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Neurology Division, Beaumont Hospital, Dublin, 9, Ireland
| | - Chantal Depondt
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels, Belgium
| | - Anita L DeStefano
- Framingham Heart Study, Framingham, Massachusetts, USA
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Allissa Dillman
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Srdjan Djurovic
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Gary Donohoe
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition and Genomics Centre (NICOG) and NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Wayne C Drevets
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Janssen Research and Development, LLC, Titusville, New Jersey, USA
| | - Ravi Duggirala
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Thomas D Dyer
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Susanne Erk
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Thomas Espeseth
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT - KG Jebsen Centre, Department of Psychology, University of Oslo, Oslo, Norway
| | - Denis A Evans
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
| | - Iryna O Fedko
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Guillén Fernández
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Luigi Ferrucci
- Intramural Research Program of the National Institute on Aging, Baltimore, Maryland, USA
| | - Simon E Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Department of Behavioral Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Tatiana M Foroud
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Peter T Fox
- University of Texas Health Science Center, San Antonio, Texas, USA
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Aichi, Japan
| | - J Raphael Gibbs
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - David C Glahn
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
| | - Randy L Gollub
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Harald H H Göring
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Hans J Grabe
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | - Robert C Green
- Harvard Medical School, Boston, Massachusetts, USA
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Sebastian Guelfi
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Narelle K Hansell
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - John Hardy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Catharina A Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Ryota Hashimoto
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka, Japan
| | - Katrin Hegenscheid
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Stephanie Le Hellard
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Dena G Hernandez
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Dirk J Heslenfeld
- Department of Psychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Beng-Choon Ho
- Department of Psychiatry, University of Iowa, Iowa City, Iowa, USA
| | - Pieter J Hoekstra
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Wolfgang Hoffmann
- German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
- HMNC Brain Health, Munich, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Jouke-Jan Hottenga
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Hilleke E Hulshoff Pol
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Robert Johnson
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland, USA
| | - Erik G Jönsson
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- FMRIB Centre, University of Oxford, Oxford, UK
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - René S Kahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Ryota Kanai
- School of Psychology, University of Sussex, Brighton, UK
- Institute of Cognitive Neuroscience, University College London, London, UK
- Department of Neuroinformatics, Araya Brain Imaging, Tokyo, Japan
| | | | - David S Knopman
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | - Peter Kochunov
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - John B Kwok
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, UNSW, Sydney, Australia
| | - Stephen M Lawrie
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Hervé Lemaître
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Xinmin Liu
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Columbia University Medical Center, New York, New York, USA
| | - Dan L Longo
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Oscar L Lopez
- Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Simon Lovestone
- Department of Psychiatry, University of Oxford, Oxford, UK
- NIHR Dementia Biomedical Research Unit, King's College London, London, UK
| | - Oliver Martinez
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, California, USA
| | - Jean-Luc Martinot
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Venkata S Mattay
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Colm McDonald
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | - Andrew M McIntosh
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Katie L McMahon
- Centre for Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Francis J McMahon
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Patrizia Mecocci
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Ingrid Melle
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Andreas Meyer-Lindenberg
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Sebastian Mohnke
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | | | - Derek W Morris
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition and Genomics Centre (NICOG) and NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Thomas H Mosley
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Thomas W Mühleisen
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Bertram Müller-Myhsok
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- University of Liverpool, Institute of Translational Medicine, Liverpool, UK
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Center for Cardiovascular Research (DZHK e.V.), partner site Greifswald, Germany
| | - Thomas E Nichols
- FMRIB Centre, University of Oxford, Oxford, UK
- Department of Statistics and Warwick Manufacturing Group, University of Warwick, Coventry, UK
| | - Wiro J Niessen
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Medical Informatics Erasmus MC, Rotterdam, the Netherlands
- Faculty of Applied Sciences, Delft University of Technology, Delft, the Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany
| | - Lars Nyberg
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Kazutaka Ohi
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Rene L Olvera
- University of Texas Health Science Center, San Antonio, Texas, USA
| | - Roel A Ophoff
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, USA
| | - Massimo Pandolfo
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels, Belgium
| | - Tomas Paus
- Rotman Research Institute, University of Toronto, Toronto, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Canada
- Child Mind Institute, New York, New York, USA
| | - Zdenka Pausova
- Hospital for Sick Children, University of Toronto, Toronto, Canada
- Department of Physiology, University of Toronto, Toronto, Canada
- Department of Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Brenda W J H Penninx
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - G Bruce Pike
- Department of Radiology, University of Calgary, Calgary, Canada
- Department of Clinical Neuroscience, University of Calgary, Calgary, Canada
| | - Steven G Potkin
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California, USA
| | - Bruce M Psaty
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
- Department of Health Services, University of Washington, Seattle, Washington, USA
- Group Health Research Institute, Group Health, Seattle, Washington, USA
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, UNSW Medicine, Australia
| | - Marcella Rietschel
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Joshua L Roffman
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Pediatrics at Harbor-UCLA Medical Center, Torrance, California, USA
| | - Mina Ryten
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Medical and Molecular Genetics, King's College London, London, UK
| | - Ralph L Sacco
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, Australia
| | - Andrew J Saykin
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, UNSW, Sydney, Australia
| | | | - Andy Simmons
- Department of Neuroimaging, Institute of Psychiatry, King's College London, London, UK
- Biomedical Research Centre for Mental Health, King's College London, London, UK
- Biomedical Research Unit for Dementia, King's College London, London, UK
| | - Andrew Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Sanjay M Sisodiya
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
| | - Colin Smith
- MRC Edinburgh Brain Bank, University of Edinburgh, Academic Department of Neuropathology, Centre for Clinical Brain Sciences, Edinburgh, UK
| | - Jordan W Smoller
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
| | - Hilkka Soininen
- Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio, Finland
- Neurocentre Neurology, Kuopio University Hospital, Finland
| | - Velandai Srikanth
- Department of Medicine, Peninsula Health and Monash University, Melbourne, Australia
| | - Vidar M Steen
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, UK
| | - Jessika E Sussmann
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Henning Tiemeier
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Arthur W Toga
- Laboratory of Neuro Imaging, Institute for Neuroimaging and Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA
| | - Bryan J Traynor
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Juan Troncoso
- Brain Resource Center, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Christophe Tzourio
- Institute for Neurodegenerative Disorders, UMR 5293, CEA, CNRS, Université de Bordeaux, France
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Maria C Valdés Hernández
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | | | - Aad Van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Nic J A Van der Wee
- Department of Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Neeltje E M Van Haren
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Dennis Van T Ent
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Marie-Jose Van Tol
- Neuroimaging Centre, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Badri N Vardarajan
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
| | - Dick J Veltman
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Joanna M Wardlaw
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Thomas H Wassink
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, Iowa, USA
| | - Michael E Weale
- Department of Medical and Molecular Genetics, King's College London, London, UK
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Departments of Psychiatry, Neurology, Neuroscience and the Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Michael W Weiner
- Center for Imaging of Neurodegenerative Disease, San Francisco VA Medical Center, University of California, San Francisco, California, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Eric Westman
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Tonya White
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Tien Y Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Department of Evolution and Genetics, Dagestan State University, Makhachkala, Dagestan, Russia
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Clinton B Wright
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - H Ronald Zielke
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland, USA
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Charles DeCarli
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, California, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | | | - Anton J M De Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Lenore J Launer
- Intramural Research Program, NIA, NIH, Bethesda, Maryland, USA
| | - Gunter Schumann
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Myriam Fornage
- Institute of Molecular Medicine and Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Stéphanie Debette
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Department of Neurology, Bordeaux University Hospital, Bordeaux, France
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, the Netherlands
| | - Paul M Thompson
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
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Andraweera PH, Dekker GA, Leemaqz S, McCowan L, Roberts CT. The obesity associated FTO gene variant and the risk of adverse pregnancy outcomes: Evidence from the SCOPE study. Obesity (Silver Spring) 2016; 24:2600-2607. [PMID: 27768255 DOI: 10.1002/oby.21662] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2016] [Revised: 07/19/2016] [Accepted: 08/02/2016] [Indexed: 12/23/2022]
Abstract
OBJECTIVE To investigate whether the FTO rs9939609 single nucleotide polymorphism (SNP), which is a risk factor for obesity and vascular diseases, is also associated with pregnancy complications including pre-eclampsia, gestational hypertension, small for gestational age pregnancy (SGA), and spontaneous preterm birth (sPTB). METHODS A case-control study of 1,741 nulliparous Caucasian women, their partners, and infants was conducted. DNA was extracted from peripheral blood or saliva from parents and cord blood from infants and genotyped using the Sequenom MassARRAY system. RESULTS The prevalence of maternal and infant AA genotype of FTO rs9939609 was increased in the SGA group compared with the uncomplicated pregnancy group (19.2% vs. 13.4%, OR = 1.7, 95% CI = 1.1-2.6, P = 0.02 and 24.6% vs. 12.5%, OR = 2.7, 95% CI = 1.6-4.6, P = 0.0002). The prevalence of maternal and infant AA genotype of FTO rs9939609 was also increased in the sPTB group compared with the uncomplicated pregnancy group (20.8% vs. 13.4%, OR = 2.1, 95% CI = 1.2-3.8, P = 0.009 and 20.0% vs. 12.5%, OR = 2.4, 95% CI = 1.0-5.3, P = 0.03). CONCLUSIONS The maternal and infant AA genotype of the obesity associated FTO rs9939609 SNP associates with increased risk for SGA and sPTB. This SNP may be important in predicting the risk of these pregnancy complications and subsequent vascular diseases.
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Affiliation(s)
- Prabha H Andraweera
- Discipline of Obstetrics and Gynaecology, Adelaide Medical School, Robinson Research Institute, The University of Adelaide, Adelaide, Australia
| | - Gustaaf A Dekker
- Discipline of Obstetrics and Gynaecology, Adelaide Medical School, Robinson Research Institute, The University of Adelaide, Adelaide, Australia
- Women's and Children's Division, Lyell McEwin Hospital, Adelaide, South Australia
| | - Shalem Leemaqz
- Discipline of Obstetrics and Gynaecology, Adelaide Medical School, Robinson Research Institute, The University of Adelaide, Adelaide, Australia
| | - Lesley McCowan
- Department of Obstetrics and Gynaecology, The University of Auckland, Auckland, New Zealand
| | - Claire T Roberts
- Discipline of Obstetrics and Gynaecology, Adelaide Medical School, Robinson Research Institute, The University of Adelaide, Adelaide, Australia
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Zhao SD. Integrative genetic risk prediction using non-parametric empirical Bayes classification. Biometrics 2016; 73:582-592. [PMID: 27792843 DOI: 10.1111/biom.12619] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Revised: 09/01/2016] [Accepted: 09/01/2016] [Indexed: 12/27/2022]
Abstract
Genetic risk prediction is an important component of individualized medicine, but prediction accuracies remain low for many complex diseases. A fundamental limitation is the sample sizes of the studies on which the prediction algorithms are trained. One way to increase the effective sample size is to integrate information from previously existing studies. However, it can be difficult to find existing data that examine the target disease of interest, especially if that disease is rare or poorly studied. Furthermore, individual-level genotype data from these auxiliary studies are typically difficult to obtain. This article proposes a new approach to integrative genetic risk prediction of complex diseases with binary phenotypes. It accommodates possible heterogeneity in the genetic etiologies of the target and auxiliary diseases using a tuning parameter-free non-parametric empirical Bayes procedure, and can be trained using only auxiliary summary statistics. Simulation studies show that the proposed method can provide superior predictive accuracy relative to non-integrative as well as integrative classifiers. The method is applied to a recent study of pediatric autoimmune diseases, where it substantially reduces prediction error for certain target/auxiliary disease combinations. The proposed method is implemented in the R package ssa.
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Affiliation(s)
- Sihai Dave Zhao
- Department of Statistics, University of Illinois at Urbana-Champaign, Champaign, Illinois, U.S.A
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Horikoshi M, Beaumont RN, Day FR, Warrington NM, Kooijman MN, Fernandez-Tajes J, Feenstra B, van Zuydam NR, Gaulton KJ, Grarup N, Bradfield JP, Strachan DP, Li-Gao R, Ahluwalia TS, Kreiner E, Rueedi R, Lyytikäinen LP, Cousminer DL, Wu Y, Thiering E, Wang CA, Have CT, Hottenga JJ, Vilor-Tejedor N, Joshi PK, Boh ETH, Ntalla I, Pitkänen N, Mahajan A, van Leeuwen EM, Joro R, Lagou V, Nodzenski M, Diver LA, Zondervan KT, Bustamante M, Marques-Vidal P, Mercader JM, Bennett AJ, Rahmioglu N, Nyholt DR, Ma RCW, Tam CHT, Tam WH, Ganesh SK, van Rooij FJ, Jones SE, Loh PR, Ruth KS, Tuke MA, Tyrrell J, Wood AR, Yaghootkar H, Scholtens DM, Paternoster L, Prokopenko I, Kovacs P, Atalay M, Willems SM, Panoutsopoulou K, Wang X, Carstensen L, Geller F, Schraut KE, Murcia M, van Beijsterveldt CE, Willemsen G, Appel EVR, Fonvig CE, Trier C, Tiesler CM, Standl M, Kutalik Z, Bonas-Guarch S, Hougaard DM, Sánchez F, Torrents D, Waage J, Hollegaard MV, de Haan HG, Rosendaal FR, Medina-Gomez C, Ring SM, Hemani G, McMahon G, Robertson NR, Groves CJ, Langenberg C, Luan J, Scott RA, Zhao JH, Mentch FD, MacKenzie SM, Reynolds RM, Lowe WL, Tönjes A, Stumvoll M, Lindi V, Lakka TA, van Duijn CM, et alHorikoshi M, Beaumont RN, Day FR, Warrington NM, Kooijman MN, Fernandez-Tajes J, Feenstra B, van Zuydam NR, Gaulton KJ, Grarup N, Bradfield JP, Strachan DP, Li-Gao R, Ahluwalia TS, Kreiner E, Rueedi R, Lyytikäinen LP, Cousminer DL, Wu Y, Thiering E, Wang CA, Have CT, Hottenga JJ, Vilor-Tejedor N, Joshi PK, Boh ETH, Ntalla I, Pitkänen N, Mahajan A, van Leeuwen EM, Joro R, Lagou V, Nodzenski M, Diver LA, Zondervan KT, Bustamante M, Marques-Vidal P, Mercader JM, Bennett AJ, Rahmioglu N, Nyholt DR, Ma RCW, Tam CHT, Tam WH, Ganesh SK, van Rooij FJ, Jones SE, Loh PR, Ruth KS, Tuke MA, Tyrrell J, Wood AR, Yaghootkar H, Scholtens DM, Paternoster L, Prokopenko I, Kovacs P, Atalay M, Willems SM, Panoutsopoulou K, Wang X, Carstensen L, Geller F, Schraut KE, Murcia M, van Beijsterveldt CE, Willemsen G, Appel EVR, Fonvig CE, Trier C, Tiesler CM, Standl M, Kutalik Z, Bonas-Guarch S, Hougaard DM, Sánchez F, Torrents D, Waage J, Hollegaard MV, de Haan HG, Rosendaal FR, Medina-Gomez C, Ring SM, Hemani G, McMahon G, Robertson NR, Groves CJ, Langenberg C, Luan J, Scott RA, Zhao JH, Mentch FD, MacKenzie SM, Reynolds RM, Lowe WL, Tönjes A, Stumvoll M, Lindi V, Lakka TA, van Duijn CM, Kiess W, Körner A, Sørensen TI, Niinikoski H, Pahkala K, Raitakari OT, Zeggini E, Dedoussis GV, Teo YY, Saw SM, Melbye M, Campbell H, Wilson JF, Vrijheid M, de Geus EJ, Boomsma DI, Kadarmideen HN, Holm JC, Hansen T, Sebert S, Hattersley AT, Beilin LJ, Newnham JP, Pennell CE, Heinrich J, Adair LS, Borja JB, Mohlke KL, Eriksson JG, Widén EE, Kähönen M, Viikari JS, Lehtimäki T, Vollenweider P, Bønnelykke K, Bisgaard H, Mook-Kanamori DO, Hofman A, Rivadeneira F, Uitterlinden AG, Pisinger C, Pedersen O, Power C, Hyppönen E, Wareham NJ, Hakonarson H, Davies E, Walker BR, Jaddoe VW, Jarvelin MR, Grant SF, Vaag AA, Lawlor DA, Frayling TM, Davey Smith G, Morris AP, Ong KK, Felix JF, Timpson NJ, Perry JR, Evans DM, McCarthy MI, Freathy RM. Genome-wide associations for birth weight and correlations with adult disease. Nature 2016; 538:248-252. [PMID: 27680694 PMCID: PMC5164934 DOI: 10.1038/nature19806] [Show More Authors] [Citation(s) in RCA: 345] [Impact Index Per Article: 38.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Accepted: 09/02/2016] [Indexed: 12/12/2022]
Abstract
Birth weight (BW) has been shown to be influenced by both fetal and maternal factors and in observational studies is reproducibly associated with future risk of adult metabolic diseases including type 2 diabetes (T2D) and cardiovascular disease. These life-course associations have often been attributed to the impact of an adverse early life environment. Here, we performed a multi-ancestry genome-wide association study (GWAS) meta-analysis of BW in 153,781 individuals, identifying 60 loci where fetal genotype was associated with BW (P < 5 × 10-8). Overall, approximately 15% of variance in BW was captured by assays of fetal genetic variation. Using genetic association alone, we found strong inverse genetic correlations between BW and systolic blood pressure (Rg = -0.22, P = 5.5 × 10-13), T2D (Rg = -0.27, P = 1.1 × 10-6) and coronary artery disease (Rg = -0.30, P = 6.5 × 10-9). In addition, using large -cohort datasets, we demonstrated that genetic factors were the major contributor to the negative covariance between BW and future cardiometabolic risk. Pathway analyses indicated that the protein products of genes within BW-associated regions were enriched for diverse processes including insulin signalling, glucose homeostasis, glycogen biosynthesis and chromatin remodelling. There was also enrichment of associations with BW in known imprinted regions (P = 1.9 × 10-4). We demonstrate that life-course associations between early growth phenotypes and adult cardiometabolic disease are in part the result of shared genetic effects and identify some of the pathways through which these causal genetic effects are mediated.
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Affiliation(s)
- Momoko Horikoshi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Robin N Beaumont
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Felix R Day
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Nicole M Warrington
- The University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Australia
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Marjolein N Kooijman
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | | | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institute, Copenhagen, Denmark
| | - Natalie R van Zuydam
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Kyle J Gaulton
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Department of Pediatrics, University of California San Diego, La Jolla, California, USA
| | - Niels Grarup
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jonathan P Bradfield
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - David P Strachan
- Population Health Research Institute, St George's University of London, London, Cranmer Terrace, UK
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Tarunveer S Ahluwalia
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Steno Diabetes Center, Gentofte, Denmark
| | - Eskil Kreiner
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Rico Rueedi
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Diana L Cousminer
- Institute for Molecular Medicine, Finland (FIMM), University of Helsinki, Helsinki, Finland
- Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
| | - Elisabeth Thiering
- Institute of Epidemiology I, Helmholtz Zentrum München- German Research Center for Environmental Health, Neuherberg, Germany
- Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany
| | - Carol A Wang
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Christian T Have
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jouke-Jan Hottenga
- Netherlands Twin Register, Department of Biological Psychology, VU University, Amsterdam, the Netherlands
| | - Natalia Vilor-Tejedor
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER de Epidemiología y Salud Pública (CIBERESP), Spain
| | - Peter K Joshi
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland, UK
| | - Eileen Tai Hui Boh
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
| | - Ioanna Ntalla
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Niina Pitkänen
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Elisabeth M van Leeuwen
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Raimo Joro
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- KUL - University of Leuven, Department of Neurosciences, Leuven, Belgium
- Translational Immunology Laboratory, VIB, Leuven, Belgium
| | - Michael Nodzenski
- Department of Preventive Medicine, Division of Biostatistics, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Louise A Diver
- Institute of Cardiovascular & Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Krina T Zondervan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology, University of Oxford, Oxford, UK
| | - Mariona Bustamante
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER de Epidemiología y Salud Pública (CIBERESP), Spain
- Center for Genomic Regulation (CRG), Barcelona, Spain
| | - Pedro Marques-Vidal
- Department of Internal Medicine, Internal Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Josep M Mercader
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, Barcelona, Spain
| | - Amanda J Bennett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Nilufer Rahmioglu
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Dale R Nyholt
- Institute of Health and Biomedical Innovation, Queensland University of Technology, Queensland, Australia
| | - Ronald Ching Wan Ma
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China
| | - Claudia Ha Ting Tam
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, Hong Kong, China
| | - Wing Hung Tam
- Department of Obstetrics and Gynaecology, The Chinese University of Hong Kong, Hong Kong, Hong Kong, China
| | - Santhi K Ganesh
- Cardiovascular Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Frank Ja van Rooij
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Samuel E Jones
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Po-Ru Loh
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Katherine S Ruth
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Marcus A Tuke
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Jessica Tyrrell
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
- European Centre for Environment and Human Health, University of Exeter, Truro, UK
| | - Andrew R Wood
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Hanieh Yaghootkar
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Denise M Scholtens
- Department of Preventive Medicine, Division of Biostatistics, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Lavinia Paternoster
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, UK
| | - Peter Kovacs
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Mustafa Atalay
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Sara M Willems
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | | | - Xu Wang
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
| | - Lisbeth Carstensen
- Department of Epidemiology Research, Statens Serum Institute, Copenhagen, Denmark
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institute, Copenhagen, Denmark
| | - Katharina E Schraut
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland, UK
| | - Mario Murcia
- CIBER de Epidemiología y Salud Pública (CIBERESP), Spain
- FISABIO-Universitat Jaume I-Universitat de València, Joint Research Unit of Epidemiology and Environmental Health, Valencia, Spain
| | | | - Gonneke Willemsen
- Netherlands Twin Register, Department of Biological Psychology, VU University, Amsterdam, the Netherlands
| | - Emil V R Appel
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Cilius E Fonvig
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children's Obesity Clinic, Department of Pediatrics, Copenhagen University Hospital Holbæk, Holbæk, Denmark
| | - Caecilie Trier
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children's Obesity Clinic, Department of Pediatrics, Copenhagen University Hospital Holbæk, Holbæk, Denmark
| | - Carla Mt Tiesler
- Institute of Epidemiology I, Helmholtz Zentrum München- German Research Center for Environmental Health, Neuherberg, Germany
- Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany
| | - Marie Standl
- Institute of Epidemiology I, Helmholtz Zentrum München- German Research Center for Environmental Health, Neuherberg, Germany
| | - Zoltán Kutalik
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Sílvia Bonas-Guarch
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, Barcelona, Spain
| | - David M Hougaard
- Danish Center for Neonatal Screening, Statens Serum Institute, Copenhagen, Denmark
- Department for Congenital Disorders, Statens Serum Institute, Copenhagen, Denmark
| | - Friman Sánchez
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, Barcelona, Spain
- Computer Sciences Department, Barcelona Supercomputing Center, Barcelona, Spain
| | - David Torrents
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Johannes Waage
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Mads V Hollegaard
- Danish Center for Neonatal Screening, Statens Serum Institute, Copenhagen, Denmark
- Department for Congenital Disorders, Statens Serum Institute, Copenhagen, Denmark
| | - Hugoline G de Haan
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Frits R Rosendaal
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Carolina Medina-Gomez
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Susan M Ring
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Gibran Hemani
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - George McMahon
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Neil R Robertson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Christopher J Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Robert A Scott
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Frank D Mentch
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Scott M MacKenzie
- Institute of Cardiovascular & Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Rebecca M Reynolds
- BHF Centre for Cardiovascular Science, University of Edinburgh, Queen's Medical Research Institute, Edinburgh, Scotland, UK
| | - William L Lowe
- Department of Medicine, Division of Endocrinology, Metabolism, and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Anke Tönjes
- Medical Department, University of Leipzig, Leipzig, Germany
| | - Michael Stumvoll
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
- Medical Department, University of Leipzig, Leipzig, Germany
| | - Virpi Lindi
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Timo A Lakka
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Wieland Kiess
- Pediatric Research Center, Department of Women´s & Child Health, University of Leipzig, Leipzig, Germany
| | - Antje Körner
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
- Pediatric Research Center, Department of Women´s & Child Health, University of Leipzig, Leipzig, Germany
| | - Thorkild Ia Sørensen
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
- Novo Nordisk Foundation Center for Basic Metabolic Research and Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
| | - Harri Niinikoski
- Department of Pediatrics, Turku University Hospital, Turku, Finland
- Department of Physiology, University of Turku, Turku, Finland
| | - Katja Pahkala
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Paavo Nurmi Centre, Sports and Exercise Medicine Unit, Department of Physical Activity and Health, Turku, Finland
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | | | - George V Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Yik-Ying Teo
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
- Department of Statistics and Applied Probability, National University of Singapore, Singapore, Singapore
- Life Sciences Institute, National University of Singapore, Singapore, Singapore
| | - Seang-Mei Saw
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
- Singapore Eye Research Institute, Singapore, Singapore
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institute, Copenhagen, Denmark
- Department of Clinical Medicine, Copenhagen University, Copenhagen, Denmark
- Department of Medicine, Stanford School of Medicine, Stanford, California, USA
| | - Harry Campbell
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland, UK
| | - James F Wilson
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland, UK
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland, UK
| | - Martine Vrijheid
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER de Epidemiología y Salud Pública (CIBERESP), Spain
| | - Eco Jcn de Geus
- Netherlands Twin Register, Department of Biological Psychology, VU University, Amsterdam, the Netherlands
- EMGO Institute for Health and Care Research, VU University and VU University Medical Center, Amsterdam, the Netherlands
| | - Dorret I Boomsma
- Netherlands Twin Register, Department of Biological Psychology, VU University, Amsterdam, the Netherlands
| | - Haja N Kadarmideen
- Department of Large Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jens-Christian Holm
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children's Obesity Clinic, Department of Pediatrics, Copenhagen University Hospital Holbæk, Holbæk, Denmark
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Sylvain Sebert
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Finland
| | - Andrew T Hattersley
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - Lawrence J Beilin
- School of Medicine and Pharmacology, Royal Perth Hospital Unit, The University of Western Australia, Perth, Australia
| | - John P Newnham
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Craig E Pennell
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Joachim Heinrich
- Institute of Epidemiology I, Helmholtz Zentrum München- German Research Center for Environmental Health, Neuherberg, Germany
- Institute and Outpatient Clinic for Occupational, Social and Environmental Medicine, Inner City Clinic, University Hospital Munich, Ludwig Maximilian University of Munich, Munich, Germany
| | - Linda S Adair
- Department of Nutrition, University of North Carolina, Chapel Hill, NC, USA
| | - Judith B Borja
- USC-Office of Population Studies Foundation, Inc., University of San Carlos, Cebu City, Philippines
- Department of Nutrition and Dietetics, University of San Carlos, Cebu City, Philippines
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
| | - Johan G Eriksson
- National Institute for Health and Welfare, Helsinki, Finland
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Elisabeth E Widén
- Institute for Molecular Medicine, Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hopital, Tampere, Finland
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Jorma S Viikari
- Division of Medicine, Turku University Hospital, Turku, Finland
- Department of Medicine, University of Turku, Turku, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Peter Vollenweider
- Department of Internal Medicine, Internal Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Klaus Bønnelykke
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Hans Bisgaard
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, the Netherlands
- Epidemiology Section, BESC Department, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Albert Hofman
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Fernando Rivadeneira
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - André G Uitterlinden
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Charlotta Pisinger
- Research Center for Prevention and Health Capital Region, Center for Sundhed, Rigshospitalet - Glostrup, Copenhagen University, Glostrup, Denmark
| | - Oluf Pedersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Christine Power
- Population, Policy and Practice, UCL Institute of Child Health, University College London, London, UK
| | - Elina Hyppönen
- Population, Policy and Practice, UCL Institute of Child Health, University College London, London, UK
- Centre for Population Health Research, School of Health Sciences, and Sansom Institute, University of South Australia, Adelaide, Australia
- South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Hakon Hakonarson
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Eleanor Davies
- Institute of Cardiovascular & Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Brian R Walker
- BHF Centre for Cardiovascular Science, University of Edinburgh, Queen's Medical Research Institute, Edinburgh, Scotland, UK
| | - Vincent Wv Jaddoe
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Marjo-Riitta Jarvelin
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Finland
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College London, London, UK
- Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Struan Fa Grant
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Division of Endocrinology, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Allan A Vaag
- Department of Clinical Medicine, Copenhagen University, Copenhagen, Denmark
- Department of Endocrinology, Rigshospitalet, Copenhagen, Denmark
| | - Debbie A Lawlor
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Timothy M Frayling
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
| | - George Davey Smith
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Andrew P Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Department of Biostatistics, University of Liverpool, Liverpool, UK
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Ken K Ong
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Janine F Felix
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Nicholas J Timpson
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - John Rb Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - David M Evans
- The University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Australia
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Oxford National Institute for Health Research (NIHR) Biomedical Research Centre, Churchill Hospital, Oxford, UK
| | - Rachel M Freathy
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, UK
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK
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158
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Franks PW, McCarthy MI. Exposing the exposures responsible for type 2 diabetes and obesity. Science 2016; 354:69-73. [DOI: 10.1126/science.aaf5094] [Citation(s) in RCA: 161] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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159
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McCrink KA, Brill A, Jafferjee M, Valero TR, Marrero C, Rodriguez MM, Hale GM, Lymperopoulos A. β 1-adrenoceptor Arg389Gly polymorphism confers differential β-arrestin-binding tropism in cardiac myocytes. Pharmacogenomics 2016; 17:1611-1620. [PMID: 27643874 DOI: 10.2217/pgs-2016-0094] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2016] [Accepted: 06/22/2016] [Indexed: 12/12/2022] Open
Abstract
AIM The β1-adrenergic receptor (AR) Arg389Gly polymorphism affects efficacy of its procontractile signaling in cardiomyocytes and carriers' responses to β-blockers. To identify molecular mechanisms underlying functional differences between Arg389 and Gly389 β1ARs, we examined their binding to β-arrestins (βarr-1 and -2), which mediate β1AR signaling, in neonatal rat ventricular myocytes. METHODS We tested the β1AR-βarr interaction via β1AR immunoprecipitation followed by βarr immunoblotting. RESULTS βarr1 binds both variants upon isoproterenol, carvedilol or metoprolol treatment in neonatal rat ventricular myocytes. Conversely, the potentially beneficial in the heart βarr2 only interacts with the Arg389 receptor in response to isoproterenol or carvedilol. CONCLUSION Arg389 confers unique βarr2-interacting tropism to the β1AR in cardiac myocytes, potentially underlying this variant's gain-of-function phenotype and better clinical responses to β-blockers.
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Affiliation(s)
- Katie A McCrink
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
| | - Ava Brill
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
| | - Malika Jafferjee
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
| | - Thairy Reyes Valero
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
| | - Christine Marrero
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
| | | | - Genevieve M Hale
- Department of Pharmacy Practice, Nova Southeastern University College of Pharmacy, Palm Beach Gardens Campus, Palm Beach Gardens, FL 33410, USA
| | - Anastasios Lymperopoulos
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, Fort Lauderdale, FL 33328, USA
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160
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Alhusaini S, Whelan CD, Sisodiya SM, Thompson PM. Quantitative magnetic resonance imaging traits as endophenotypes for genetic mapping in epilepsy. NEUROIMAGE-CLINICAL 2016; 12:526-534. [PMID: 27672556 PMCID: PMC5030372 DOI: 10.1016/j.nicl.2016.09.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2016] [Revised: 07/21/2016] [Accepted: 09/05/2016] [Indexed: 12/18/2022]
Abstract
Over the last decade, the field of imaging genomics has combined high-throughput genotype data with quantitative magnetic resonance imaging (QMRI) measures to identify genes associated with brain structure, cognition, and several brain-related disorders. Despite its successful application in different psychiatric and neurological disorders, the field has yet to be advanced in epilepsy. In this article we examine the relevance of imaging genomics for future genetic studies in epilepsy from three perspectives. First, we discuss prior genome-wide genetic mapping efforts in epilepsy, considering the possibility that some studies may have been constrained by inherent theoretical and methodological limitations of the genome-wide association study (GWAS) method. Second, we offer a brief overview of the imaging genomics paradigm, from its original inception, to its role in the discovery of important risk genes in a number of brain-related disorders, and its successful application in large-scale multinational research networks. Third, we provide a comprehensive review of past studies that have explored the eligibility of brain QMRI traits as endophenotypes for epilepsy. While the breadth of studies exploring QMRI-derived endophenotypes in epilepsy remains narrow, robust syndrome-specific neuroanatomical QMRI traits have the potential to serve as accessible and relevant intermediate phenotypes for future genetic mapping efforts in epilepsy. QMRI traits have the potential to serve as robust intermediate phenotypes for brain-related disorders. Hippocampal volume is the most promising neuroimaging endophenotype for MTLE + HS. Imaging genomics holds great promise in advancing epilepsy genetic research. Studies are encouraged to explore the validity of QMRI traits as endophenotypes for epilepsy.
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Affiliation(s)
- Saud Alhusaini
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - Christopher D Whelan
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, University College London Hospitals Biomedical Research Centre, UCL Institute of Neurology, London, UK
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
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161
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Abstract
The Developmental Origins of Health and Disease (DOHaD) hypothesis proposes that several non-communicable diseases have their origins in prenatal life and in early childhood. This is believed to work through programming, an insult, taking place at a sensitive period of development, may have lifelong consequences, increasing and programming disease risk later in life. The Helsinki Birth Cohort Study (HBCS) has been focusing upon the importance of factors active during periods in early life and their influence on later health in 20,431 people born 1924-44. This review will focus upon findings from the HBCS over the past 20 years. Early growth patterns associated with coronary heart disease, type 2 diabetes and other health outcomes are described. The long-term health impact of maternal adiposity is also discussed. Potential underlying mechanisms explaining the associations are discussed including epigenetic factors. Key messages Several non-communicable diseases - including coronary heart disease and type 2 diabetes - have their origins in early life. Early life programming during sensitive periods of development may permanently program future health and disease risk. Optimizing the health and lifestyle of women of reproductive age will have positive health consequences for their offspring.
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Affiliation(s)
- Johan G Eriksson
- a Department of Chronic Disease Prevention , National Institute for Health and Welfare , Helsinki , Finland.,b Folkhälsan Research Center , Helsinki , Finland.,c Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital , Helsinki , Finland
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162
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Morales E, Vilahur N, Salas LA, Motta V, Fernandez MF, Murcia M, Llop S, Tardon A, Fernandez-Tardon G, Santa-Marina L, Gallastegui M, Bollati V, Estivill X, Olea N, Sunyer J, Bustamante M. Genome-wide DNA methylation study in human placenta identifies novel loci associated with maternal smoking during pregnancy. Int J Epidemiol 2016; 45:1644-1655. [PMID: 27591263 DOI: 10.1093/ije/dyw196] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/17/2016] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND We conducted an epigenome-wide association study (EWAS) of DNA methylation in placenta in relation to maternal tobacco smoking during pregnancy and examined whether smoking-induced changes lead to low birthweight. METHODS DNA methylation in placenta was measured using the Illumina HumanMethylation450 BeadChip in 179 participants from the INfancia y Medio Ambiente (INMA) birth cohort. Methylation levels across 431 311 CpGs were tested for differential methylation between smokers and non-smokers in pregnancy. We took forward three top-ranking loci for further validation and replication by bisulfite pyrosequencing using data of 248 additional participants of the INMA cohort. We examined the association of methylation at smoking-associated loci with birthweight by applying a mediation analysis and a two-sample Mendelian randomization approach. RESULTS Fifty CpGs were differentially methylated in placenta between smokers and non-smokers during pregnancy [false discovery rate (FDR) < 0.05]. We validated and replicated differential methylation at three top-ranking loci: cg27402634 located between LINC00086 and LEKR1, a gene previously related to birthweight in genome-wide association studies; cg20340720 (WBP1L); and cg25585967 and cg12294026 (TRIO). Dose-response relationships with maternal urine cotinine concentration during pregnancy were confirmed. Differential methylation at cg27402634 explained up to 36% of the lower birthweight in the offspring of smokers (Sobel P-value < 0.05). A two-sample Mendelian randomization analysis provided evidence that decreases in methylation levels at cg27402634 lead to decreases in birthweight. CONCLUSIONS We identified novel loci differentially methylated in placenta in relation to maternal smoking during pregnancy. Adverse effects of maternal smoking on birthweight of the offspring may be mediated by alterations in the placental methylome.
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Affiliation(s)
- Eva Morales
- IMIB-Arrixaca Biomedical Research Institute, Virgen de la Arrixaca University Hospital, 30120 Murcia, Spain, .,CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain
| | - Nadia Vilahur
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Centre for Research in Environmental Epidemiology (CREAL), 08003 Barcelona, Catalonia, Spain.,Genomics and Disease Group, Bioinformatics and Genomics Program, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology, 08003 Barcelona, Catalonia, Spain.,Universitat Pompeu Fabra (UPF), 08003 Barcelona, Catalonia, Spain
| | - Lucas A Salas
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Centre for Research in Environmental Epidemiology (CREAL), 08003 Barcelona, Catalonia, Spain.,Universitat Pompeu Fabra (UPF), 08003 Barcelona, Catalonia, Spain.,Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Lebanon, NH 03756, USA
| | - Valeria Motta
- EPIGET-Epidemiology, Epigenetics and Toxicology Lab-Department of Clinical Sciences and Community Health, Università degli Studi di Milano, 20122 Milano, Italy
| | - Mariana F Fernandez
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Instituto de Investigación Biosanitaria (ibs.GRANADA), University of Granada, San Cecilio University Hospital, 18012 Granada, Spain
| | - Mario Murcia
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,FISABIO-Universitat de València-Universitat Jaume I Joint Research Unit of Epidemiology and Environmental Health, 46020 Valencia, Spain
| | - Sabrina Llop
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,FISABIO-Universitat de València-Universitat Jaume I Joint Research Unit of Epidemiology and Environmental Health, 46020 Valencia, Spain
| | - Adonina Tardon
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Molecular Epidemiology of Cancer Unit, University Institute of Oncology, University of Oviedo, 33003 Oviedo, Spain
| | - Guillermo Fernandez-Tardon
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Molecular Epidemiology of Cancer Unit, University Institute of Oncology, University of Oviedo, 33003 Oviedo, Spain
| | - Loreto Santa-Marina
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Subdirección de Salud Pública y Adicciones de Gipuzkoa, 20010 Donostia/San Sebastián, Spain.,Instituto de Investigación Sanitaria BIODONOSTIA, 20014 Donostia/San Sebastián, Spain and
| | - Mara Gallastegui
- Instituto de Investigación Sanitaria BIODONOSTIA, 20014 Donostia/San Sebastián, Spain and.,Faculty of Pharmacy, University of the Basque Country UPV/EHU, 01006 Vitoria-Gasteiz, Spain
| | - Valentina Bollati
- EPIGET-Epidemiology, Epigenetics and Toxicology Lab-Department of Clinical Sciences and Community Health, Università degli Studi di Milano, 20122 Milano, Italy
| | - Xavier Estivill
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Genomics and Disease Group, Bioinformatics and Genomics Program, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology, 08003 Barcelona, Catalonia, Spain.,Universitat Pompeu Fabra (UPF), 08003 Barcelona, Catalonia, Spain
| | - Nicolas Olea
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Instituto de Investigación Biosanitaria (ibs.GRANADA), University of Granada, San Cecilio University Hospital, 18012 Granada, Spain
| | - Jordi Sunyer
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Centre for Research in Environmental Epidemiology (CREAL), 08003 Barcelona, Catalonia, Spain.,Universitat Pompeu Fabra (UPF), 08003 Barcelona, Catalonia, Spain
| | - Mariona Bustamante
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain.,Centre for Research in Environmental Epidemiology (CREAL), 08003 Barcelona, Catalonia, Spain.,Genomics and Disease Group, Bioinformatics and Genomics Program, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology, 08003 Barcelona, Catalonia, Spain.,Universitat Pompeu Fabra (UPF), 08003 Barcelona, Catalonia, Spain
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163
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Freathy RM. Can genetic evidence help us to understand the fetal origins of type 2 diabetes? Diabetologia 2016; 59:1850-4. [PMID: 27435863 PMCID: PMC4973887 DOI: 10.1007/s00125-016-4057-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2016] [Accepted: 07/04/2016] [Indexed: 01/11/2023]
Abstract
Lower birthweight is consistently associated with a higher risk of type 2 diabetes in observational studies, but the mechanisms underlying this association are not fully understood. Animal models and studies of famine-exposed populations have provided support for the developmental origins hypothesis, under which exposure to poor intrauterine nutrition results in reduced fetal growth and also contributes to the developmental programming of later type 2 diabetes risk. However, testing this hypothesis is difficult in human studies and studies aiming to do so are mostly observational and have limited scope for causal inference due to the presence of confounding factors. In this issue of Diabetologia, Wang et al (doi: 10.1007/s00125-016-4019-z ) have used genetic variation associated with birthweight in a Mendelian randomisation analysis to assess evidence of a causal link between fetal growth and type 2 diabetes. Mendelian randomisation offers the potential to examine associations between exposures and outcomes in the absence of factors that would normally confound observational studies. This commentary discusses the results of the Mendelian randomisation study carried out by Wang et al, in relation to the study design and its limitations. Challenges and opportunities for future studies are also outlined.
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Affiliation(s)
- Rachel M Freathy
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, The Research, Innovation, Learning and Development (RILD) building, Royal Devon and Exeter Hospital, Barrack Road, Exeter, EX2 5DW, UK.
- Medical Research Council Integrative Epidemiology Unit at the University of Bristol, Bristol, UK.
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164
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Wang T, Huang T, Li Y, Zheng Y, Manson JE, Hu FB, Qi L. Low birthweight and risk of type 2 diabetes: a Mendelian randomisation study. Diabetologia 2016; 59:1920-7. [PMID: 27333884 PMCID: PMC4970938 DOI: 10.1007/s00125-016-4019-z] [Citation(s) in RCA: 66] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2016] [Accepted: 05/27/2016] [Indexed: 01/08/2023]
Abstract
AIMS/HYPOTHESIS Low birthweight has been associated with a high risk of type 2 diabetes mellitus in observational studies. However, it remains unclear whether this relation is causal. METHODS The present study included 3627 individuals with type 2 diabetes and 12,974 control participants of European ancestry from the Nurses' Health Study and the Health Professionals Follow-Up Study. A genetic risk score (GRS) was calculated based on five low-birthweight-related single nucleotide polymorphisms (SNPs). We assessed the evidence for causality first by examining the association of the GRS and the individual SNPs with type 2 diabetes, and second by performing a Mendelian randomisation analysis to estimate the potentially causal effect size of low birthweight on type 2 diabetes. RESULTS In a meta-analysis of the two studies, each 1 point increment in the GRS was associated with a 6% (95% CI 3%, 9%) higher risk of type 2 diabetes. CCNL1 rs900400 and 5q11.2 rs4432842 showed dose-response associations with risk of type 2 diabetes; the corresponding ORs and 95% CIs were 1.09 (1.03, 1.16) and 1.09 (1.02, 1.16), respectively. Furthermore, we observed an overall Mendelian randomisation OR of 2.94 (95% CI 1.70, 5.16; p < 0.001) for type 2 diabetes per 1 SD lower genetically determined birthweight. CONCLUSIONS/INTERPRETATION A genetically lowered birthweight was associated with increased susceptibility to type 2 diabetes. Our findings support a potential causal relation between birthweight and risk of type 2 diabetes, providing new evidence to support the role of intrauterine exposures in the pathogenesis of type 2 diabetes.
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Affiliation(s)
- Tiange Wang
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, 1440 Canal Street, New Orleans, LA, 70112, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Shanghai Institute of Endocrine and Metabolic Diseases, Rui Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Tao Huang
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, 1440 Canal Street, New Orleans, LA, 70112, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yanping Li
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yan Zheng
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - JoAnn E Manson
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Division of Preventive Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Frank B Hu
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Lu Qi
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, 1440 Canal Street, New Orleans, LA, 70112, USA.
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
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165
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Elbert NJ, Duijts L, den Dekker HT, Jaddoe VWV, Sonnenschein-van der Voort AMM, de Jongste JC, Pasmans SGMA. Role of environmental exposures and filaggrin mutations on associations of ethnic origin with risk of childhood eczema. The Generation R Study. Pediatr Allergy Immunol 2016; 27:627-35. [PMID: 27091498 DOI: 10.1111/pai.12579] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/12/2016] [Indexed: 12/11/2022]
Abstract
BACKGROUND The prevalence of childhood eczema varies considerably between ethnic groups. However, data from longitudinal studies remain scarce. METHODS We examined the associations of ethnic origin with the development of eczema from birth until the age of 4 years, and whether known environmental and genetic risk factors explain these associations. This study was performed in a multiethnic population-based prospective cohort among 5,082 children. Ethnic origin was based on the parents' country of birth. Data on physician-diagnosed eczema were obtained by annual questionnaires. Information on environmental risk factors was mostly obtained by questionnaires. Filaggrin (FLG) mutations (2282del4, R2447X, R501X, and S3247X) were genotyped for 3,096 children. We used generalized estimating equation models to examine the associations of ethnic origin with the longitudinal odds of eczema at 6 months and 1, 2, 3, and 4 years of age overall and independently. RESULTS Compared with Dutch children, Cape Verdean, Dutch Antillean, Surinamese-Creole, and Surinamese-Hindustani children had overall increased risks of eczema (OR (95%-CI): 1.53 (1.15, 2.03), 1.60 (1.21, 2.12), 1.95 (1.56, 2.44), and 2.06 (1.65, 2.57), respectively). Effect estimates for the associations of Cape Verdean and Dutch Antillean origin with eczema became non-significant after adjustment for genetic risk factors or both environmental and genetic risk factors, respectively. Surinamese-Creole and Surinamese-Hindustani children remained to have increased risks of eczema. CONCLUSIONS Cape Verdean, Dutch Antillean, Surinamese-Creole, and Surinamese-Hindustani children had increased risks of eczema in the first 4 years of life. Environmental and genetic risk factors partly weakened these associations.
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Affiliation(s)
- Niels J Elbert
- The Generation R Study Group, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Dermatology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Liesbeth Duijts
- Division of Respiratory Medicine, Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands.,Division of Neonatology, Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Herman T den Dekker
- The Generation R Study Group, Erasmus Medical Center, Rotterdam, The Netherlands.,Division of Respiratory Medicine, Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Agnes M M Sonnenschein-van der Voort
- The Generation R Study Group, Erasmus Medical Center, Rotterdam, The Netherlands.,Division of Respiratory Medicine, Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Johan C de Jongste
- Division of Respiratory Medicine, Department of Pediatrics, Erasmus Medical Center, Rotterdam, The Netherlands
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166
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Jarvis D, Mitchell JS, Law PJ, Palin K, Tuupanen S, Gylfe A, Hänninen UA, Cajuso T, Tanskanen T, Kondelin J, Kaasinen E, Sarin AP, Kaprio J, Eriksson JG, Rissanen H, Knekt P, Pukkala E, Jousilahti P, Salomaa V, Ripatti S, Palotie A, Järvinen H, Renkonen-Sinisalo L, Lepistö A, Böhm J, Meklin JP, Al-Tassan NA, Palles C, Martin L, Barclay E, Farrington SM, Timofeeva MN, Meyer BF, Wakil SM, Campbell H, Smith CG, Idziaszczyk S, Maughan TS, Kaplan R, Kerr R, Kerr D, Buchanan DD, Win AK, Hopper JL, Jenkins MA, Lindor NM, Newcomb PA, Gallinger S, Conti D, Schumacher F, Casey G, Taipale J, Aaltonen LA, Cheadle JP, Dunlop MG, Tomlinson IP, Houlston RS. Mendelian randomisation analysis strongly implicates adiposity with risk of developing colorectal cancer. Br J Cancer 2016; 115:266-72. [PMID: 27336604 PMCID: PMC4947703 DOI: 10.1038/bjc.2016.188] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Revised: 05/09/2016] [Accepted: 05/14/2016] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Observational studies have associated adiposity with an increased risk of colorectal cancer (CRC). However, such studies do not establish a causal relationship. To minimise bias from confounding we performed a Mendelian randomisation (MR) analysis to examine the relationship between adiposity and CRC. METHODS We used SNPs associated with adult body mass index (BMI), waist-hip ratio (WHR), childhood obesity and birth weight as instrumental variables in a MR analysis of 9254 CRC cases and 18 386 controls. RESULTS In the MR analysis, the odds ratios (ORs) of CRC risk per unit increase in BMI, WHR and childhood obesity were 1.23 (95% CI: 1.02-1.49, P=0.033), 1.59 (95% CI: 1.08-2.34, P=0.019) and 1.07 (95% CI: 1.03-1.13, P=0.018), respectively. There was no evidence for association between birth weight and CRC (OR=1.22, 95% CI: 0.89-1.67, P=0.22). Combining these data with a concurrent MR-based analysis for BMI and WHR with CRC risk (totalling to 18 190 cases, 27 617 controls) provided increased support, ORs for BMI and WHR were 1.26 (95% CI: 1.10-1.44, P=7.7 × 10(-4)) and 1.40 (95% CI: 1.14-1.72, P=1.2 × 10(-3)), respectively. CONCLUSIONS These data provide further evidence for a strong causal relationship between adiposity and the risk of developing CRC highlighting the urgent need for prevention and treatment of adiposity.
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Affiliation(s)
- David Jarvis
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London SW7 3RP, UK
| | - Jonathan S Mitchell
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London SW7 3RP, UK
| | - Philip J Law
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London SW7 3RP, UK
| | - Kimmo Palin
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Sari Tuupanen
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Alexandra Gylfe
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Ulrika A Hänninen
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Tatiana Cajuso
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Tomas Tanskanen
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Johanna Kondelin
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Eevi Kaasinen
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Johan G Eriksson
- National Institute for Health and Welfare, Helsinki 00271, Finland
- Folkhälsan Research Centre, Helsinki 00250, Finland
- Unit of General Practice and Primary Health Care, University of Helsinki, Helsinki University Hospital, Helsinki 00014, Finland
| | - Harri Rissanen
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Paul Knekt
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Eero Pukkala
- Finnish Cancer Registry, Institute for Statistical and Epidemiological Cancer Research, Helsinki 00130, Finland
- School of Health Sciences, University of Tampere, Tampere 33014, Finland
| | - Pekka Jousilahti
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Department of Medicine, Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Heikki Järvinen
- Department of Surgery, Helsinki University Central Hospital, Hospital District of Helsinki and Uusimaa, Helsinki 00029, Finland
| | - Laura Renkonen-Sinisalo
- Department of Surgery, Abdominal Center, Helsinki University Hospital Helsinki 00029, Finland
| | - Anna Lepistö
- Department of Surgery, Abdominal Center, Helsinki University Hospital Helsinki 00029, Finland
| | - Jan Böhm
- Department of Pathology, Central Finland Central Hospital, Jyväskylä 40620, Finland
| | - Jukka-Pekka Meklin
- Department of Surgery, Jyväskylä Central Hospital, University of Eastern Finland, Jyväskylä 40620, Finland
| | - Nada A Al-Tassan
- Department of Genetics, King Faisal Specialist Hospital and Research Center, Riyadh 12713, Saudi Arabia
| | - Claire Palles
- Wellcome Trust Centre for Human Genetics, NIHR Comprehensive Biomedical Research Centre, Oxford OX3 7BN, UK
| | - Lynn Martin
- Wellcome Trust Centre for Human Genetics, NIHR Comprehensive Biomedical Research Centre, Oxford OX3 7BN, UK
| | - Ella Barclay
- Wellcome Trust Centre for Human Genetics, NIHR Comprehensive Biomedical Research Centre, Oxford OX3 7BN, UK
| | - Susan M Farrington
- Colon Cancer Genetics Group, MRC Human Genetics Unit, The University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
- The Roslin Institute, University of Edinburgh, Easter Bush, Roslin, Edinburgh EH25 9RG, UK
| | - Maria N Timofeeva
- Colon Cancer Genetics Group, MRC Human Genetics Unit, The University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
| | - Brian F Meyer
- Department of Genetics, King Faisal Specialist Hospital and Research Center, Riyadh 12713, Saudi Arabia
| | - Salma M Wakil
- Department of Genetics, King Faisal Specialist Hospital and Research Center, Riyadh 12713, Saudi Arabia
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Christopher G Smith
- Institute of Cancer and Genetics, School of Medicine, Cardiff University, Cardiff CF14 4XN, UK
| | - Shelley Idziaszczyk
- Institute of Cancer and Genetics, School of Medicine, Cardiff University, Cardiff CF14 4XN, UK
| | - Timothy S Maughan
- CRUK/MRC Oxford Institute for Radiation Oncology, University of Oxford, Oxford OX3 7DQ, UK
| | - Richard Kaplan
- MRC Clinical Trials Unit, Aviation House, London WC2B 6NH, UK
| | - Rachel Kerr
- Department of Oncology, Oxford Cancer Centre, University of Oxford, Churchill Hospital, Oxford OX3 7LE, UK
| | - David Kerr
- Nuffield Department of Clinical Laboratory Sciences, University of Oxford, John Radcliffe Hospital, Oxford OX3 9DU, UK
| | - Daniel D Buchanan
- Department of Pathology, Colorectal Oncogenomics Group, Genetic Epidemiology Laboratory, The University of Melbourne, Melbourne, VIC 3010, Australia
- Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Aung K Win
- Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - John L Hopper
- Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Mark A Jenkins
- Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Noralane M Lindor
- Department of Health Sciences Research, Mayo Clinic, Scottsdale, AZ 85259, USA
| | - Polly A Newcomb
- Cancer Prevention Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Steve Gallinger
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - David Conti
- Department of Preventive Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Fred Schumacher
- Department of Preventive Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Graham Casey
- Department of Preventive Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Jussi Taipale
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
- Department of Biosciences and Nutrition, SciLife Center, Karolinska Institutet, Solna SE 141 83, Sweden
| | - Lauri A Aaltonen
- Genome-Scale Biology Research Program, Research Programs Unit, University of Helsinki 00014, Helsinki, Finland
- Department of Medical and Clinical Genetics, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Jeremy P Cheadle
- Institute of Cancer and Genetics, School of Medicine, Cardiff University, Cardiff CF14 4XN, UK
| | - Malcolm G Dunlop
- Colon Cancer Genetics Group, MRC Human Genetics Unit, The University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
| | - Ian P Tomlinson
- Wellcome Trust Centre for Human Genetics, NIHR Comprehensive Biomedical Research Centre, Oxford OX3 7BN, UK
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London SW7 3RP, UK
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Lindsley CW, Emmitte KA, Hopkins CR, Bridges TM, Gregory KJ, Niswender CM, Conn PJ. Practical Strategies and Concepts in GPCR Allosteric Modulator Discovery: Recent Advances with Metabotropic Glutamate Receptors. Chem Rev 2016; 116:6707-41. [PMID: 26882314 PMCID: PMC4988345 DOI: 10.1021/acs.chemrev.5b00656] [Citation(s) in RCA: 147] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Allosteric modulation of GPCRs has initiated a new era of basic and translational discovery, filled with therapeutic promise yet fraught with caveats. Allosteric ligands stabilize unique conformations of the GPCR that afford fundamentally new receptors, capable of novel pharmacology, unprecedented subtype selectivity, and unique signal bias. This review provides a comprehensive overview of the basics of GPCR allosteric pharmacology, medicinal chemistry, drug metabolism, and validated approaches to address each of the major challenges and caveats. Then, the review narrows focus to highlight recent advances in the discovery of allosteric ligands for metabotropic glutamate receptor subtypes 1-5 and 7 (mGlu1-5,7) highlighting key concepts ("molecular switches", signal bias, heterodimers) and practical solutions to enable the development of tool compounds and clinical candidates. The review closes with a section on late-breaking new advances with allosteric ligands for other GPCRs and emerging data for endogenous allosteric modulators.
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Affiliation(s)
- Craig W. Lindsley
- Vanderbilt Center for Neuroscience Drug Discovery, Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
- Department of Chemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
| | - Kyle A. Emmitte
- Department of Pharmaceutical Sciences, UNT System College of Pharmacy, University of North Texas Health Science Center, 3500 Camp Bowie Boulevard, Fort Worth, Texas 76107, United States
| | - Corey R. Hopkins
- Vanderbilt Center for Neuroscience Drug Discovery, Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
| | - Thomas M. Bridges
- Vanderbilt Center for Neuroscience Drug Discovery, Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
| | - Karen J. Gregory
- Drug Discovery Biology, Monash Institute of Pharmaceutical Sciences, Monash University, 381 Royal Parade, Parkville VIC 3052, Australia
| | - Colleen M. Niswender
- Vanderbilt Center for Neuroscience Drug Discovery, Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
- Vanderbilt Kennedy Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
| | - P. Jeffrey Conn
- Vanderbilt Center for Neuroscience Drug Discovery, Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
- Vanderbilt Kennedy Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
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168
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The 'Developmental Origins' Hypothesis: relevance to the obstetrician and gynecologist. J Dev Orig Health Dis 2016; 6:415-24. [PMID: 26347389 DOI: 10.1017/s2040174415001324] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The recognition of 'fetal origins of adult disease' has placed new responsibilities on the obstetrician, as antenatal care is no longer simply about ensuring good perinatal outcomes, but also needs to plan for optimal long-term health for mother and baby. Recently, it has become clear that the intrauterine environment has a broad and long-lasting impact, influencing fetal and childhood growth and development as well as future cardiovascular health, non-communicable disease risk and fertility. This article looks specifically at the importance of the developmental origins of ovarian reserve and ageing, the role of the placenta and maternal nutrition before and during pregnancy. It also reviews recent insights in developmental medicine of relevance to the obstetrician, and outlines emerging evidence supporting a proactive clinical approach to optimizing periconceptional as well as antenatal care aimed to protect newborns against long-term disease susceptibility.
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169
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A Nonlinear Model for Gene-Based Gene-Environment Interaction. Int J Mol Sci 2016; 17:ijms17060882. [PMID: 27271617 PMCID: PMC4926416 DOI: 10.3390/ijms17060882] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Revised: 05/07/2016] [Accepted: 05/21/2016] [Indexed: 11/16/2022] Open
Abstract
A vast amount of literature has confirmed the role of gene-environment (G×E) interaction in the etiology of complex human diseases. Traditional methods are predominantly focused on the analysis of interaction between a single nucleotide polymorphism (SNP) and an environmental variable. Given that genes are the functional units, it is crucial to understand how gene effects (rather than single SNP effects) are influenced by an environmental variable to affect disease risk. Motivated by the increasing awareness of the power of gene-based association analysis over single variant based approach, in this work, we proposed a sparse principle component regression (sPCR) model to understand the gene-based G×E interaction effect on complex disease. We first extracted the sparse principal components for SNPs in a gene, then the effect of each principal component was modeled by a varying-coefficient (VC) model. The model can jointly model variants in a gene in which their effects are nonlinearly influenced by an environmental variable. In addition, the varying-coefficient sPCR (VC-sPCR) model has nice interpretation property since the sparsity on the principal component loadings can tell the relative importance of the corresponding SNPs in each component. We applied our method to a human birth weight dataset in Thai population. We analyzed 12,005 genes across 22 chromosomes and found one significant interaction effect using the Bonferroni correction method and one suggestive interaction. The model performance was further evaluated through simulation studies. Our model provides a system approach to evaluate gene-based G×E interaction.
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170
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Gao C, Patel CJ, Michailidou K, Peters U, Gong J, Schildkraut J, Schumacher FR, Zheng W, Boffetta P, Stucker I, Willett W, Gruber S, Easton DF, Hunter DJ, Sellers TA, Haiman C, Henderson BE, Hung RJ, Amos C, Pierce BL, Lindström S, Kraft P. Mendelian randomization study of adiposity-related traits and risk of breast, ovarian, prostate, lung and colorectal cancer. Int J Epidemiol 2016; 45:896-908. [PMID: 27427428 PMCID: PMC6372135 DOI: 10.1093/ije/dyw129] [Citation(s) in RCA: 123] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/16/2016] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Adiposity traits have been associated with risk of many cancers in observational studies, but whether these associations are causal is unclear. Mendelian randomization (MR) uses genetic predictors of risk factors as instrumental variables to eliminate reverse causation and reduce confounding bias. We performed MR analyses to assess the possible causal relationship of birthweight, childhood and adult body mass index (BMI), and waist-hip ratio (WHR) on the risks of breast, ovarian, prostate, colorectal and lung cancers. METHODS We tested the association between genetic risk scores and each trait using summary statistics from published genome-wide association studies (GWAS) and from 51 537 cancer cases and 61 600 controls in the Genetic Associations and Mechanisms in Oncology (GAME-ON) Consortium. RESULTS We found an inverse association between the genetic score for childhood BMI and risk of breast cancer [odds ratio (OR) = 0.71 per standard deviation (s.d.) increase in childhood BMI; 95% confidence interval (CI): 0.60, 0.80; P = 6.5 × 10(-5)). We also found the genetic score for adult BMI to be inversely associated with breast cancer risk (OR = 0.66 per s.d. increase in BMI; 95% CI: 0.57, 0.77; P = 2.5 × 10(-7)), and positively associated with ovarian cancer (OR = 1.35; 95% CI: 1.05, 1.72; P = 0.017), lung cancer (OR = 1.27; 95% CI: 1.09, 1.49; P = 2.9 × 10(-3)) and colorectal cancer (OR = 1.39; 95% CI: 1.06, 1.82, P = 0.016). The inverse association between genetically predicted adult BMI and breast cancer risk remained even after adjusting for directional pleiotropy via MR-Egger regression. CONCLUSIONS Findings from this study provide additional understandings of the complex relationship between adiposity and cancer risks. Our results for breast and lung cancer are particularly interesting, given previous reports of effect heterogeneity by menopausal status and smoking status.
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Affiliation(s)
- Chi Gao
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Chirag J Patel
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Kyriaki Michailidou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK, Department of Electron Microscopy/Molecular Pathology, Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus and
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Jian Gong
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Joellen Schildkraut
- Cancer Prevention, Detection & Control Research Program, Duke Cancer Institute, Durham, NC, USA, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Fredrick R Schumacher
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California/Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Wei Zheng
- Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, TN, USA
| | - Paolo Boffetta
- Tisch Cancer institute and Institute for Transitional Epidemiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Isabelle Stucker
- Centre for Research in Epidemiology and Population Health, INSERM, Villejuif, France
| | - Walter Willett
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA, Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Stephen Gruber
- USC Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Douglas F Easton
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK, Department of Oncology, University of Cambridge, Cambridge, UK
| | - David J Hunter
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Thomas A Sellers
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, FL, USA
| | - Christopher Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California/Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Brian E Henderson
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California/Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Rayjean J Hung
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, ON, Canada
| | - Christopher Amos
- Center for Genomic Medicine, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA
| | - Brandon L Pierce
- Department of Public Health Studies, University of Chicago, Chicago, IL, USA
| | - Sara Lindström
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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Lawlor DA. Commentary: Two-sample Mendelian randomization: opportunities and challenges. Int J Epidemiol 2016; 45:908-15. [PMID: 27427429 PMCID: PMC5005949 DOI: 10.1093/ije/dyw127] [Citation(s) in RCA: 519] [Impact Index Per Article: 57.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/16/2016] [Indexed: 01/31/2023] Open
Affiliation(s)
- Debbie A Lawlor
- MRC Integrative Epidemiology Unit at the University of Bristol and School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK.
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172
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Stefan N, Häring HU, Hu FB, Schulze MB. Divergent associations of height with cardiometabolic disease and cancer: epidemiology, pathophysiology, and global implications. Lancet Diabetes Endocrinol 2016; 4:457-67. [PMID: 26827112 DOI: 10.1016/s2213-8587(15)00474-x] [Citation(s) in RCA: 85] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2015] [Revised: 11/16/2015] [Accepted: 11/26/2015] [Indexed: 12/22/2022]
Abstract
Among chronic non-communicable diseases, cardiometabolic diseases and cancer are the most important causes of morbidity and mortality worldwide. Although high BMI and waist circumference, as estimates of total and abdominal fat mass, are now accepted as predictors of the increasing incidence of these diseases, adult height, which also predicts mortality, has been neglected. Interestingly, increasing evidence suggests that height is associated with lower cardiometabolic risk, but higher cancer risk, associations supported by mendelian randomisation studies. Understanding the complex epidemiology, biology, and pathophysiology related to height, and its association with cardiometabolic diseases and cancer, is becoming even more important because average adult height has increased substantially in many countries during recent generations. Among the mechanisms driving the increase in height and linking height with cardiometabolic diseases and cancer are insulin and insulin-like growth factor signalling pathways. These pathways are thought to be activated by overnutrition, especially increased intake of milk, dairy products, and other animal proteins during different stages of child development. Limiting overnutrition during pregnancy, early childhood, and puberty would avoid not only obesity, but also accelerated growth in children-and thus might reduce risk of cancer in adulthood.
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Affiliation(s)
- Norbert Stefan
- Department of Internal Medicine IV, University Hospital Tübingen, Tübingen, Germany; Institute of Diabetes Research and Metabolic Diseases (IDM), Helmholtz Centre Munich at the Unversity of Tübingen, Tübingen, Germany; German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Hans-Ulrich Häring
- Department of Internal Medicine IV, University Hospital Tübingen, Tübingen, Germany; Institute of Diabetes Research and Metabolic Diseases (IDM), Helmholtz Centre Munich at the Unversity of Tübingen, Tübingen, Germany; German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Frank B Hu
- Departments of Nutrition and Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Matthias B Schulze
- German Center for Diabetes Research (DZD), Neuherberg, Germany; Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany.
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Marceau K, McMaster MTB, Smith TF, Daams JG, van Beijsterveldt CEM, Boomsma DI, Knopik VS. The Prenatal Environment in Twin Studies: A Review on Chorionicity. Behav Genet 2016; 46:286-303. [PMID: 26944881 PMCID: PMC4858569 DOI: 10.1007/s10519-016-9782-6] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Accepted: 01/01/2016] [Indexed: 03/26/2024]
Abstract
A literature search was conducted to identify articles examining the association of chorionicity (e.g., whether twins share a single chorion and thus placenta or have separate chorions/placentas) and genetics, psychiatry/behavior, and neurological manifestations in humans twins and higher-order multiples. The main aim was to assess how frequently chorionicity has been examined in relation to heritability estimates, and to assess which phenotypes may be most sensitive to, or affected by, bias in heritability estimates because of chorionicity. Consistent with the theory that some chorionicity effects could lead to overestimation and others to underestimation of heritability, there were instances of each across the many phenotypes reviewed. However, firm conclusions should not be drawn since some of the outcomes were only examined in one or few studies and often sample sizes were small. While the evidence for bias due to chorionicity was mixed or null for many outcomes, results do, however, consistently suggest that heritability estimates are underestimated for measures of birth weight and early growth when chorionicity is not taken into account.
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Affiliation(s)
- Kristine Marceau
- />Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Providence, RI USA
- />Center for Alcohol and Addiction Studies, Brown University, Providence, RI USA
- />Division of Behavioral Genetics, Coro West Suite 204, 1 Hoppin St, Providence, RI 02903 USA
| | - Minni T. B. McMaster
- />EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - Taylor F. Smith
- />Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Providence, RI USA
- />Department of Psychology and Child Development, California Polytechnic State University, San Luis Obispo, CA USA
| | - Joost G. Daams
- />Academic Medical Center, Medical Library, University of Amsterdam, Amsterdam, The Netherlands
| | | | - Dorret I. Boomsma
- />EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - Valerie S. Knopik
- />Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Providence, RI USA
- />Department of Psychiatry and Human Behavior, Brown University, Providence, RI USA
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Marceau K, Palmer RHC, Neiderhiser JM, Smith TF, McGeary JE, Knopik VS. Passive rGE or Developmental Gene-Environment Cascade? An Investigation of the Role of Xenobiotic Metabolism Genes in the Association Between Smoke Exposure During Pregnancy and Child Birth Weight. Behav Genet 2016; 46:365-77. [PMID: 26803317 PMCID: PMC4866639 DOI: 10.1007/s10519-016-9778-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2015] [Accepted: 01/01/2016] [Indexed: 12/16/2022]
Abstract
There is considerable evidence that smoke exposure during pregnancy (SDP) environmentally influences birth weight after controlling for genetic influences and maternal characteristics. However, maternal smoking during pregnancy-the behavior that leads to smoke exposure during pregnancy-is also genetically-influenced, indicating the potential role of passive gene-environment correlation. An alternative to passive gene-SDP correlation is a cascading effect whereby maternal and child genetic influences are causally linked to prenatal exposures, which then have an 'environmental' effect on the development of the child's biology and behavior. We describe and demonstrate a conceptual framework for disentangling passive rGE from this cascading GE effect using a systems-based polygenic scoring approach comprised of genes shown to be important in the xenobiotic (substances foreign to the body) metabolism pathway. Data were drawn from 5044 families from the Avon Longitudinal Study of Parents and Children with information on maternal SDP, birth weight, and genetic polymorphisms in the xenobiotic pathway. Within a k-fold cross-validation approach (k = 5), we created weighted maternal and child polygenic scores using 18 polymorphisms from 10 genes that have been implicated in the xenobiotic metabolism pathway. Mothers and children shared variation in xenobiotic metabolism genes. Amongst mothers who smoked during pregnancy, neither maternal nor child xenobiotic metabolism polygenic scores were associated with a higher likelihood of smoke exposure during pregnancy, or the severity of smoke exposure during pregnancy (and therefore, neither proposed mechanism was supported), or with child birth weight. SDP was consistently associated with lower child birth weight controlling for the polygenic scores, maternal educational attainment, social class, psychiatric problems, and age. Limitations of the study design and the potential of the framework using other designs are discussed.
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Affiliation(s)
- Kristine Marceau
- Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Coro West Suite 204, 1 Hoppin St, Providence, RI, 02903, USA.
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA.
| | - Rohan H C Palmer
- Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Coro West Suite 204, 1 Hoppin St, Providence, RI, 02903, USA
- Department of Psychiatry and Human Behavior, Brown University, Providence, RI, USA
| | - Jenae M Neiderhiser
- Psychology Department, The Pennsylvania State University, State College, PA, USA
| | - Taylor F Smith
- Department of Psychology and Child Development, California Polytechnic State University, San Luis Obispo, CA, USA
| | - John E McGeary
- Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Coro West Suite 204, 1 Hoppin St, Providence, RI, 02903, USA
- Department of Psychiatry and Human Behavior, Brown University, Providence, RI, USA
| | - Valerie S Knopik
- Division of Behavioral Genetics, Department of Psychiatry, Rhode Island Hospital, Coro West Suite 204, 1 Hoppin St, Providence, RI, 02903, USA
- Department of Psychiatry and Human Behavior, Brown University, Providence, RI, USA
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175
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Godfrey KM, Costello PM, Lillycrop KA. Development, Epigenetics and Metabolic Programming. NESTLE NUTRITION INSTITUTE WORKSHOP SERIES 2016; 85:71-80. [PMID: 27088334 DOI: 10.1159/000439488] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
It is now widely recognized that the environment in early life can have important effects on human growth and development, including the 'programming' of far-reaching effects on the risk of developing common metabolic and other noncommunicable diseases in later life. We have shown that greater childhood adiposity is associated with higher maternal adiposity, low maternal vitamin D status, excessive gestational weight gain and short duration of breast-feeding; maternal dietary patterns in pregnancy and vitamin D status have been linked with childhood bone mineral content and muscle function. Human studies have identified fetal liver blood flow adaptations and epigenetic changes as potential mechanisms that could link maternal influences with offspring body composition. In experimental studies, there is now substantial evidence that the environment during early life induces altered phenotypes through epigenetic mechanisms. Epigenetic processes, such as DNA methylation, covalent modifications of histones and non-coding RNAs, can induce changes in gene expression without a change in DNA base sequence. Such processes are involved in cell differentiation and genomic imprinting, as well as the phenomenon of developmental plasticity in response to environmental influences. Elucidation of such epigenetic processes may enable early intervention strategies to improve early development and growth.
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Poulsen JB, Lescai F, Grove J, Bækvad-Hansen M, Christiansen M, Hagen CM, Maller J, Stevens C, Li S, Li Q, Sun J, Wang J, Nordentoft M, Werge TM, Mortensen PB, Børglum AD, Daly M, Hougaard DM, Bybjerg-Grauholm J, Hollegaard MV. High-Quality Exome Sequencing of Whole-Genome Amplified Neonatal Dried Blood Spot DNA. PLoS One 2016; 11:e0153253. [PMID: 27089011 PMCID: PMC4835089 DOI: 10.1371/journal.pone.0153253] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2015] [Accepted: 03/26/2016] [Indexed: 12/16/2022] Open
Abstract
Stored neonatal dried blood spot (DBS) samples from neonatal screening programmes are a valuable diagnostic and research resource. Combined with information from national health registries they can be used in population-based studies of genetic diseases. DNA extracted from neonatal DBSs can be amplified to obtain micrograms of an otherwise limited resource, referred to as whole-genome amplified DNA (wgaDNA). Here we investigate the robustness of exome sequencing of wgaDNA of neonatal DBS samples. We conducted three pilot studies of seven, eight and seven subjects, respectively. For each subject we analysed a neonatal DBS sample and corresponding adult whole-blood (WB) reference sample. Different DNA sample types were prepared for each of the subjects. Pilot 1: wgaDNA of 2x3.2mm neonatal DBSs (DBS_2x3.2) and raw DNA extract of the WB reference sample (WB_ref). Pilot 2: DBS_2x3.2, WB_ref and a WB_ref replica sharing DNA extract with the WB_ref sample. Pilot 3: DBS_2x3.2, WB_ref, wgaDNA of 2x1.6 mm neonatal DBSs and wgaDNA of the WB reference sample. Following sequencing and data analysis, we compared pairwise variant calls to obtain a measure of similarity—the concordance rate. Concordance rates were slightly lower when comparing DBS vs WB sample types than for any two WB sample types of the same subject before filtering of the variant calls. The overall concordance rates were dependent on the variant type, with SNPs performing best. Post-filtering, the comparisons of DBS vs WB and WB vs WB sample types yielded similar concordance rates, with values close to 100%. WgaDNA of neonatal DBS samples performs with great accuracy and efficiency in exome sequencing. The wgaDNA performed similarly to matched high-quality reference—whole-blood DNA—based on concordance rates calculated from variant calls. No differences were observed substituting 2x3.2 with 2x1.6 mm discs, allowing for additional reduction of sample material in future projects.
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Affiliation(s)
- Jesper Buchhave Poulsen
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, Section of Neonatal Genetics, Statens Serum Institut, Copenhagen, Denmark
| | - Francesco Lescai
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- iSEQ - Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
| | - Jakob Grove
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- iSEQ - Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Marie Bækvad-Hansen
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, Section of Neonatal Genetics, Statens Serum Institut, Copenhagen, Denmark
| | - Michael Christiansen
- Department for Congenital Disorders, Molecular Medicine, Statens Serum Institut, Copenhagen, Denmark
| | - Christian Munch Hagen
- Department for Congenital Disorders, Molecular Medicine, Statens Serum Institut, Copenhagen, Denmark
| | - Julian Maller
- Broad Institute, Stanley Center, Cambridge, Massachusetts, United States of America
| | - Christine Stevens
- Broad Institute, Stanley Center, Cambridge, Massachusetts, United States of America
| | - Shenting Li
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- iSEQ - Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
| | | | | | - Jun Wang
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- iSEQ - Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- BGI-Shenzhen, Shenzhen, China
| | - Merete Nordentoft
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- Mental Health Centre Copenhagen, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Thomas Mears Werge
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- Mental Health Centre Sct. Hans, Institute for Biological Psychiatry, Capital Region of Denmark, Roskilde, Denmark
| | - Preben Bo Mortensen
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- National Centre for Register-based Research, School of Business and Social Sciences, Aarhus University, Aarhus, Denmark
| | - Anders Dupont Børglum
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iPSYCH - Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus University, Aarhus, Denmark
- iSEQ - Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
| | - Mark Daly
- Broad Institute, Stanley Center, Cambridge, Massachusetts, United States of America
| | - David Michael Hougaard
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, Section of Neonatal Genetics, Statens Serum Institut, Copenhagen, Denmark
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, The Danish Neonatal Screening Biobank, Statens Serum Institut, Copenhagen, Denmark
| | - Jonas Bybjerg-Grauholm
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, Section of Neonatal Genetics, Statens Serum Institut, Copenhagen, Denmark
- * E-mail:
| | - Mads Vilhelm Hollegaard
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, Section of Neonatal Genetics, Statens Serum Institut, Copenhagen, Denmark
- Department for Congenital Disorders, Danish Centre for Neonatal Screening, The Danish Neonatal Screening Biobank, Statens Serum Institut, Copenhagen, Denmark
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177
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Risk Alleles in/near ADCY5, ADRA2A, CDKAL1, CDKN2A/B, GRB10, and TCF7L2 Elevate Plasma Glucose Levels at Birth and in Early Childhood: Results from the FAMILY Study. PLoS One 2016; 11:e0152107. [PMID: 27049325 PMCID: PMC4822946 DOI: 10.1371/journal.pone.0152107] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2015] [Accepted: 02/20/2016] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Metabolic abnormalities that lead to type 2 diabetes mellitus begin in early childhood. OBJECTIVES We investigate whether common genetic variants identified in adults have an effect on glucose in early life. METHODS 610 newborns, 463 mothers, and 366 fathers were included in the present study. Plasma glucose and anthropometric characteristics were collected at birth, 3, and 5 years. After quality assessment, 37 SNPs, which have demonstrated an association with fasting plasma glucose at the genome-wide threshold in adults, were studied. Quantitative trait disequilibrium tests and mixed-effects regressions were conducted to estimate an effect of the SNPs on glucose. RESULTS Risk alleles for 6 loci increased glucose levels from birth to 5 years of age (ADCY5, ADRA2A, CDKAL1, CDKN2A/B, GRB10, and TCF7L2, 4.85x10-3 ≤ P ≤ 4.60x10-2). Together, these 6 SNPs increase glucose by 0.05 mmol/L for each risk allele in a genotype score (P = 6.33x10-5). None of the associations described in the present study have been reported previously in early childhood. CONCLUSION Our data support the notion that a subset of loci contributing to plasma glucose variation in adults has an effect at birth and in early life.
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178
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Sun XF, Xiao XH, Zhang ZX, Liu Y, Xu T, Zhu XL, Zhang Y, Wu XP, Li WH, Zhang HB, Yu M. Positive Association Between Type 2 Diabetes Risk Alleles Near CDKAL1 and Reduced Birthweight in Chinese Han Individuals. Chin Med J (Engl) 2016; 128:1873-8. [PMID: 26168825 PMCID: PMC4717941 DOI: 10.4103/0366-6999.160489] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Background: Fetal insulin hypothesis was proposed that the association between low birth weight and type 2 diabetes is principally genetically mediated. The aim of this study was to investigate whether common variants in genes CDKAL1, HHEX, ADCY5, SRR, PTPRD that predisposed to type 2 diabetes were also associated with reduced birthweight in Chinese Han population. Methods: Twelve single nucleotide polymorphisms (rs7756992/rs10946398 in CDKAL1, rs1111875 in HHEX, rs391300 in SRR, rs17584499 in PTPRD, rs1170806/rs9883204/rs4678017/rs9881942/rs7641344/rs6777397/rs6226243 in ADCY5) were genotyped in 1174 unrelated individuals born in Peking Union Medical College Hospital from 1921 to 1954 by TaqMan allelic discrimination assays, of which 645 had normal glucose tolerance, 181 had developed type 2 diabetes and 348 impaired glucose regulation. Associations of these 12 genetic variants with birthweight and glucose metabolism in later life were analyzed. Results: Birthweight was inversely associated with CDKAL1-rs10946398 (β = −41 g [95% confidence interval [CI]: −80, −3], P = 0.034), common variants both associated with increased risk of impaired glucose metabolism and decreased insulin secretion index later in life. After adjusting for sex, gestational weeks, parity and maternal age, the risk allele of CDKAL1-rs7756992 was associated with reduced birthweight (β = −36 g [95% CI: −72, −0.2], P = 0.048). The risk allele in SRR showed a trend toward a reduction of birthweight (P = 0.085). Conclusions: This study identified the association between type 2 diabetes risk variants in CDKAL1 and birthweight in Chinese Han individuals, and the carrier of risk allele within SRR had the trend of reduced birthweight. This demonstrates that there is a clear overlap between the genetics of type 2 diabetes and fetal growth, which proposes that lower birth weight and type 2 diabetes may be two phenotypes of one genotype.
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Affiliation(s)
| | - Xin-Hua Xiao
- Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Diabetes Research Center of Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, China
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179
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Mansell T, Novakovic B, Meyer B, Rzehak P, Vuillermin P, Ponsonby AL, Collier F, Burgner D, Saffery R, Ryan J, BIS investigator team VuillerminPeterPonsonbyAnne-LouiseCarlinJohn BAllenKatie JTangMimi LSafferyRichardRanganathanSarathBurgnerDavidDwyerTerryJachnoKimSlyPeter. The effects of maternal anxiety during pregnancy on IGF2/H19 methylation in cord blood. Transl Psychiatry 2016; 6:e765. [PMID: 27023171 PMCID: PMC4872456 DOI: 10.1038/tp.2016.32] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2015] [Revised: 02/01/2016] [Accepted: 02/04/2016] [Indexed: 12/17/2022] Open
Abstract
Compelling evidence suggests that maternal mental health in pregnancy can influence fetal development. The imprinted genes, insulin-like growth factor 2 (IGF2) and H19, are involved in fetal growth and each is regulated by DNA methylation. This study aimed to determine the association between maternal mental well-being during pregnancy and differentially methylated regions (DMRs) of IGF2 (DMR0) and the IGF2/H19 imprinting control region (ICR) in newborn offspring. Maternal depression, anxiety and perceived stress were assessed at 28 weeks of pregnancy in the Barwon Infant Study (n=576). DNA methylation was measured in purified cord blood mononuclear cells using the Sequenom MassArray Platform. Maternal anxiety was associated with a decrease in average ICR methylation (Δ=-2.23%; 95% CI=-3.68 to -0.77%), and across all six of the individual CpG units in anxious compared with non-anxious groups. Birth weight and sex modified the association between prenatal anxiety and infant methylation. When stratified into lower (⩽3530 g) and higher (>3530 g) birth weight groups using the median birth weight, there was a stronger association between anxiety and ICR methylation in the lower birth weight group (Δ=-3.89%; 95% CI=-6.06 to -1.72%), with no association in the higher birth weight group. When stratified by infant sex, there was a stronger association in female infants (Δ=-3.70%; 95% CI=-5.90 to -1.51%) and no association in males. All the linear regression models were adjusted for maternal age, smoking and folate intake. These findings show that maternal anxiety in pregnancy is associated with decreased IGF2/H19 ICR DNA methylation in progeny at birth, particularly in female, low birth weight neonates. ICR methylation may help link poor maternal mental health and adverse birth outcomes, but further investigation is needed.
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Affiliation(s)
- T Mansell
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - B Novakovic
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - B Meyer
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - P Rzehak
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Ludwig-Maximilians-University of Munich, Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, University of Munich Medical Centre, Munich, Germany
| | - P Vuillermin
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia,Child Health Research Unit, Barwon Health, Geelong, VIC, Australia,School of Medicine, Deakin University, Geelong, VIC, Australia
| | - A-L Ponsonby
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - F Collier
- Child Health Research Unit, Barwon Health, Geelong, VIC, Australia,School of Medicine, Deakin University, Geelong, VIC, Australia
| | - D Burgner
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - R Saffery
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - J Ryan
- Cancer & Disease Epigenetics, Murdoch Childrens Research Institute, Royal Childrens Hospital, Parkville, VIC, Australia,Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia,Inserm U1061, Hopital La Colombiere, Universite Montpellier, Montpellier, France,Department of Epidemiology and Preventative Medicine, School of Public Health and Preventative Medicine, Monash University, Prahran, VIC, Australia,Murdoch Childrens Research Institute, Royal Children's Hospital, Flemington Road, Parkville, VIC 3052, Australia. E-mail:
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180
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Palaniswamy S, Williams D, Järvelin MR, Sebert S. Vitamin D and the Promotion of Long-Term Metabolic Health from a Programming Perspective. Nutr Metab Insights 2016; 8:11-21. [PMID: 26843814 PMCID: PMC4737521 DOI: 10.4137/nmi.s29526] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Revised: 11/04/2015] [Accepted: 11/06/2015] [Indexed: 01/14/2023] Open
Abstract
Studies linking vitamin D and long-term metabolic health have generated much debate. Recommendations for the intake of vitamin D by the general public and by the health care professionals have been complicated by a number of inconsistencies in the literature. These caveats relate to the methodological approaches, differences in the populations (and the species) of study, and the definitions used for thresholds of vitamin D status. This review addresses current evidence available for assessing the potential programming of long-term metabolic health of offspring by maternal vitamin D status in pregnancy. It summarizes knowledge on the early origins of metabolic health and analyzes evidence for an association between the vitamin D status in pregnancy and maternal and fetal health status. In addition, we analyze the link between the regulation of inflammation and the vitamin D status in the general population to inform on the general mechanisms through which early vitamin D might affect the programming of long-term health. The evidence suggests an association between the vitamin D status in early life and the programming of long-term health. However, to the best of our knowledge, the current finding is insufficient to draw a final conclusion for evidence-based preventive actions. The data warrant replication in prospective studies and additional research substantiating the causal factors and pathways.
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Affiliation(s)
- Saranya Palaniswamy
- Center for Life-Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland.; Biocenter Oulu, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Dylan Williams
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College, London, UK
| | - Marjo-Riitta Järvelin
- Center for Life-Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland.; Biocenter Oulu, Faculty of Medicine, University of Oulu, Oulu, Finland.; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College, London, UK.; MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College, London, UK.; Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Sylvain Sebert
- Center for Life-Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland.; Biocenter Oulu, Faculty of Medicine, University of Oulu, Oulu, Finland
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Lu Y, Day FR, Gustafsson S, Buchkovich ML, Na J, Bataille V, Cousminer DL, Dastani Z, Drong AW, Esko T, Evans DM, Falchi M, Feitosa MF, Ferreira T, Hedman ÅK, Haring R, Hysi PG, Iles MM, Justice AE, Kanoni S, Lagou V, Li R, Li X, Locke A, Lu C, Mägi R, Perry JRB, Pers TH, Qi Q, Sanna M, Schmidt EM, Scott WR, Shungin D, Teumer A, Vinkhuyzen AAE, Walker RW, Westra HJ, Zhang M, Zhang W, Zhao JH, Zhu Z, Afzal U, Ahluwalia TS, Bakker SJL, Bellis C, Bonnefond A, Borodulin K, Buchman AS, Cederholm T, Choh AC, Choi HJ, Curran JE, de Groot LCPGM, De Jager PL, Dhonukshe-Rutten RAM, Enneman AW, Eury E, Evans DS, Forsen T, Friedrich N, Fumeron F, Garcia ME, Gärtner S, Han BG, Havulinna AS, Hayward C, Hernandez D, Hillege H, Ittermann T, Kent JW, Kolcic I, Laatikainen T, Lahti J, Leach IM, Lee CG, Lee JY, Liu T, Liu Y, Lobbens S, Loh M, Lyytikäinen LP, Medina-Gomez C, Michaëlsson K, Nalls MA, Nielson CM, Oozageer L, Pascoe L, Paternoster L, Polašek O, Ripatti S, Sarzynski MA, Shin CS, Narančić NS, Spira D, Srikanth P, Steinhagen-Thiessen E, Sung YJ, Swart KMA, Taittonen L, Tanaka T, et alLu Y, Day FR, Gustafsson S, Buchkovich ML, Na J, Bataille V, Cousminer DL, Dastani Z, Drong AW, Esko T, Evans DM, Falchi M, Feitosa MF, Ferreira T, Hedman ÅK, Haring R, Hysi PG, Iles MM, Justice AE, Kanoni S, Lagou V, Li R, Li X, Locke A, Lu C, Mägi R, Perry JRB, Pers TH, Qi Q, Sanna M, Schmidt EM, Scott WR, Shungin D, Teumer A, Vinkhuyzen AAE, Walker RW, Westra HJ, Zhang M, Zhang W, Zhao JH, Zhu Z, Afzal U, Ahluwalia TS, Bakker SJL, Bellis C, Bonnefond A, Borodulin K, Buchman AS, Cederholm T, Choh AC, Choi HJ, Curran JE, de Groot LCPGM, De Jager PL, Dhonukshe-Rutten RAM, Enneman AW, Eury E, Evans DS, Forsen T, Friedrich N, Fumeron F, Garcia ME, Gärtner S, Han BG, Havulinna AS, Hayward C, Hernandez D, Hillege H, Ittermann T, Kent JW, Kolcic I, Laatikainen T, Lahti J, Leach IM, Lee CG, Lee JY, Liu T, Liu Y, Lobbens S, Loh M, Lyytikäinen LP, Medina-Gomez C, Michaëlsson K, Nalls MA, Nielson CM, Oozageer L, Pascoe L, Paternoster L, Polašek O, Ripatti S, Sarzynski MA, Shin CS, Narančić NS, Spira D, Srikanth P, Steinhagen-Thiessen E, Sung YJ, Swart KMA, Taittonen L, Tanaka T, Tikkanen E, van der Velde N, van Schoor NM, Verweij N, Wright AF, Yu L, Zmuda JM, Eklund N, Forrester T, Grarup N, Jackson AU, Kristiansson K, Kuulasmaa T, Kuusisto J, Lichtner P, Luan J, Mahajan A, Männistö S, Palmer CD, Ried JS, Scott RA, Stancáková A, Wagner PJ, Demirkan A, Döring A, Gudnason V, Kiel DP, Kühnel B, Mangino M, Mcknight B, Menni C, O'Connell JR, Oostra BA, Shuldiner AR, Song K, Vandenput L, van Duijn CM, Vollenweider P, White CC, Boehnke M, Boettcher Y, Cooper RS, Forouhi NG, Gieger C, Grallert H, Hingorani A, Jørgensen T, Jousilahti P, Kivimaki M, Kumari M, Laakso M, Langenberg C, Linneberg A, Luke A, Mckenzie CA, Palotie A, Pedersen O, Peters A, Strauch K, Tayo BO, Wareham NJ, Bennett DA, Bertram L, Blangero J, Blüher M, Bouchard C, Campbell H, Cho NH, Cummings SR, Czerwinski SA, Demuth I, Eckardt R, Eriksson JG, Ferrucci L, Franco OH, Froguel P, Gansevoort RT, Hansen T, Harris TB, Hastie N, Heliövaara M, Hofman A, Jordan JM, Jula A, Kähönen M, Kajantie E, Knekt PB, Koskinen S, Kovacs P, Lehtimäki T, Lind L, Liu Y, Orwoll ES, Osmond C, Perola M, Pérusse L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Rivadeneira F, Rudan I, Salomaa V, Sørensen TIA, Stumvoll M, Tönjes A, Towne B, Tranah GJ, Tremblay A, Uitterlinden AG, van der Harst P, Vartiainen E, Viikari JS, Vitart V, Vohl MC, Völzke H, Walker M, Wallaschofski H, Wild S, Wilson JF, Yengo L, Bishop DT, Borecki IB, Chambers JC, Cupples LA, Dehghan A, Deloukas P, Fatemifar G, Fox C, Furey TS, Franke L, Han J, Hunter DJ, Karjalainen J, Karpe F, Kaplan RC, Kooner JS, McCarthy MI, Murabito JM, Morris AP, Bishop JAN, North KE, Ohlsson C, Ong KK, Prokopenko I, Richards JB, Schadt EE, Spector TD, Widén E, Willer CJ, Yang J, Ingelsson E, Mohlke KL, Hirschhorn JN, Pospisilik JA, Zillikens MC, Lindgren C, Kilpeläinen TO, Loos RJF. New loci for body fat percentage reveal link between adiposity and cardiometabolic disease risk. Nat Commun 2016; 7:10495. [PMID: 26833246 PMCID: PMC4740398 DOI: 10.1038/ncomms10495] [Show More Authors] [Citation(s) in RCA: 214] [Impact Index Per Article: 23.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 12/16/2015] [Indexed: 12/24/2022] Open
Abstract
To increase our understanding of the genetic basis of adiposity and its links to cardiometabolic disease risk, we conducted a genome-wide association meta-analysis of body fat percentage (BF%) in up to 100,716 individuals. Twelve loci reached genome-wide significance (P<5 × 10(-8)), of which eight were previously associated with increased overall adiposity (BMI, BF%) and four (in or near COBLL1/GRB14, IGF2BP1, PLA2G6, CRTC1) were novel associations with BF%. Seven loci showed a larger effect on BF% than on BMI, suggestive of a primary association with adiposity, while five loci showed larger effects on BMI than on BF%, suggesting association with both fat and lean mass. In particular, the loci more strongly associated with BF% showed distinct cross-phenotype association signatures with a range of cardiometabolic traits revealing new insights in the link between adiposity and disease risk.
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Affiliation(s)
- Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Felix R. Day
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Stefan Gustafsson
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
| | - Martin L. Buchkovich
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Jianbo Na
- Department of Developmental and Regenerative Biology, The Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
| | - Veronique Bataille
- West Herts NHS Trust, Herts
HP2 4AD, UK
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Diana L. Cousminer
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
| | - Zari Dastani
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
| | - Alexander W. Drong
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Tõnu Esko
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
| | - David M. Evans
- University of Queensland Diamantina Institute, Translational
Research Institute, Brisbane, Queensland
4102, Australia
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Mario Falchi
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
| | - Mary F. Feitosa
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Åsa K. Hedman
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Robin Haring
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
- European University of Applied Sciences, Faculty of Applied
Public Health, 18055
Rostock, Germany
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Mark M. Iles
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Anne E. Justice
- Department of Epidemiology, University of North Carolina at
Chapel Hill, Chapel Hill, North Carolina
27599, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School
of Medicine and Dentistry, Queen Mary University of London,
London
EC1M 6BQ, UK
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
| | - Rui Li
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
| | - Xin Li
- Department of Epidemiology, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
| | - Adam Locke
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Chen Lu
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
| | - Reedik Mägi
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
| | - John R. B. Perry
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Tune H. Pers
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Medical and Population Genetics Program, Broad Institute of MIT
and Harvard, Cambridge
02142, USA
- Department of Epidemiology Research, Statens Serum
Institut, 2100
Copenhagen, Denmark
| | - Qibin Qi
- Department of Epidemiology and Popualtion Health, Albert
Einstein College of Medicine, Bronx, New York
10461, USA
| | - Marianna Sanna
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
| | - Ellen M. Schmidt
- Department of Computational Medicine and Bioinformatics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - William R. Scott
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Dmitry Shungin
- Lund University Diabetes Centre, Department of Clinical
Science, Genetic and Molecular Epidemiology Unit, Skåne University
Hosptial, 205 02
Malmö, Sweden
- Department of Public Health and Clinical Medicine, Unit of
Medicine, Umeå University, 901 87
Umeå, Sweden
- Department of Odontology, Umeå University,
901 85
Umeå, Sweden
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
- Interfaculty Institute for Genetics and Functional Genomics,
University Medicine Greifswald, 17475
Greifswald, Germany
| | | | - Ryan W. Walker
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Harm-Jan Westra
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Divisions of Genetics and Rheumatology, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachusetts
02446, USA
- Partners Center for Personalized Genetic Medicine,
Boston, Massachusetts
02446, USA
| | - Mingfeng Zhang
- Department of Dermatology, Brigham and Women's
Hospital, Boston, Massachusetts
02115, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Zhihong Zhu
- Queensland Brain Institute, The University of Queensland,
Brisbane
4072, Australia
| | - Uzma Afzal
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Tarunveer Singh Ahluwalia
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty
of Health and Medical Sceinces, University of Copenhagen, 2200
Copenhagen, Denmark
- Danish Pediatric Asthma Center, Gentofte Hospital, The Capital
Region, 2200
Copenhagen, Denmark
- Steno Diabetes Center A/S, DK-2820
Gentofte, Denmark
| | - Stephan J. L. Bakker
- University of Groningen, University Medical Center Groningen,
Department of Medicine, 9700 RB
Groningen, The Netherlands
| | - Claire Bellis
- Department of Genetics, Texas Biomedical Research
Institute, San Antonio, Texas
78245, USA
| | - Amélie Bonnefond
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Katja Borodulin
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Aron S. Buchman
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Tommy Cederholm
- Department of Public Health and Caring Sciences, Clinical
Nutrition and Metabolism, Uppsala University, 751 85
Uppsala, Sweden
| | - Audrey C. Choh
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Hyung Jin Choi
- Department of Anatomy, Seoul National University College of
Medicine, Seoul
03080, Korea
| | - Joanne E. Curran
- South Texas Diabetes and Obesity Institute, University of Texas
Rio Grande Valley, Brownsville, Texas
78520
| | | | - Philip L. De Jager
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Harvard Medical School, Boston,
Massachusetts
02115, USA
- Program in Translational NeuroPsychiatric Genomics, Department
of Neurology, Brigham and Women's Hospital, Boston,
Massachusetts
02115, USA
| | | | - Anke W. Enneman
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Elodie Eury
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Tom Forsen
- Department of General Practice and Primary Health Care,
University of Helsinki, FI-00014
Helsinki, Finland
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
| | - Frédéric Fumeron
- INSERM, UMR_S 1138, Centre de Recherche des Cordeliers,
F-75006
Paris, France
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S
1138, Centre de Recherche des Cordeliers, F-75006
Paris, France
- Université Paris Descartes, Sorbonne Paris
Cité, UMR_S 1138, Centre de Recherche des Cordeliers,
F-75006
Paris, France
- Univ Paris Diderot, Sorbonne Paris Cité, UMR_S 1138,
Centre de Recherche des Cordeliers, F-75006
Paris, France
| | - Melissa E. Garcia
- Laboratory of Epidemiology and Population Sciences, National
Institute on Aging, Bethesda, Maryland
20892, USA
| | - Simone Gärtner
- Department of Medicine A, University Medicine Greifswald,
17475
Greifswald, Germany
| | - Bok-Ghee Han
- Center for Genome Science, National Institute of Health, Osong
Health Technology Administration Complex, Chungcheongbuk-do
370914, Korea
| | - Aki S. Havulinna
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging,
National Institutes of Health, Bethesda, Maryland
20892, USA
| | - Hans Hillege
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Till Ittermann
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
| | - Jack W. Kent
- Department of Genetics, Texas Biomedical Research
Institute, San Antonio, Texas
78245, USA
| | - Ivana Kolcic
- Department of Public Health, Faculty of Medicine, University of
Split, Split
21000, Croatia
| | - Tiina Laatikainen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Hospital District of North Karelia, FI-80210
Joensuu, Finland
- Institute of Public Health and Clinical Nutrition, University
of Eastern Finland, FI-70211
Kuopio, Finland
| | - Jari Lahti
- Folkhälsan Research Centre, FI-00290
Helsinki, Finland
- Institute of Behavioural Sciences, University of
Helsinki, FI-00014
Helsinki, Finland
| | - Irene Mateo Leach
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Christine G. Lee
- Department of Medicine, Oregon Health and Science
University, Portland, Oregon
97239, USA
- Research Service, Veterans Affairs Medical Center,
Portland, Oregon
97239, USA
| | - Jong-Young Lee
- Center for Genome Science, National Institute of Health, Osong
Health Technology Administration Complex, Chungcheongbuk-do
370914, Korea
| | - Tian Liu
- Max Planck Institute for Molecular Genetics, Department of
Vertebrate Genomics, 14195
Berlin, Germany
- Max Planck Institute for Human Development,
14194
Berlin, Germany
| | - Youfang Liu
- Thurston Arthritis Research Center, University of North
Carolina at Chapel Hill, Chaper Hill, North Carolina
27599-7280, USA
| | - Stéphane Lobbens
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Marie Loh
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Translational Laboratory in Genetic Medicine (TLGM), Agency for
Science, Technology and Research (A*STAR), 8A Biomedical
Grove, Immunos, Level 5, Singapore
138648, Singapore
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, University of Tampere School
of Medicine, FI-33014
Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and
School of Medicine, University of Tampere, FI-33520
Tampere, Finland
| | - Carolina Medina-Gomez
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Karl Michaëlsson
- Department of Surgical Sciences, Orthopedics, Uppsala
University, 751 85
Uppsala, Sweden
| | - Mike A. Nalls
- Laboratory of Neurogenetics, National Institute on Aging,
National Institutes of Health, Bethesda, Maryland
20892, USA
| | - Carrie M. Nielson
- School of Public Health, Oregon Health & Science
University, Portland, Oregon
97239, USA
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | | | - Laura Pascoe
- Institute of Cell & Molecular Biosciences, Newcastle
University, Newcastle
NE1 7RU, UK
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Ozren Polašek
- Department of Public Health, Faculty of Medicine, University of
Split, Split
21000, Croatia
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Hjelt Institute, University of Helsinki,
FI-00014
Helsinki, Finland
| | - Mark A. Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - Chan Soo Shin
- Department of Internal Medicine, Seoul National University
College of Medicine, Seoul
03080, Korea
| | | | - Dominik Spira
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Lipid Clinic at the Interdisciplinary Metabolism Center,
Charité-Universitätsmedizin Berlin, 13353
Berlin, Germany
| | - Priya Srikanth
- School of Public Health, Oregon Health & Science
University, Portland, Oregon
97239, USA
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | - Elisabeth Steinhagen-Thiessen
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Lipid Clinic at the Interdisciplinary Metabolism Center,
Charité-Universitätsmedizin Berlin, 13353
Berlin, Germany
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Karin M. A. Swart
- EMGO Institute for Health and Care Research, VU University
Medical Center, 1081 BT
Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics,
1081 BT
Amsterdam, The Netherlands
| | - Leena Taittonen
- Department of Pediatrics, University of Oulu,
FI-90014
Oulu, Finland
- Department of Pediatrics, Vaasa Central Hospital,
FI-65100
Vaasa, Finland
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Emmi Tikkanen
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Hjelt Institute, University of Helsinki,
FI-00014
Helsinki, Finland
| | - Nathalie van der Velde
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Natasja M. van Schoor
- EMGO Institute for Health and Care Research, VU University
Medical Center, 1081 BT
Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics,
1081 BT
Amsterdam, The Netherlands
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Alan F. Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Joseph M. Zmuda
- Department of Epidemiology; University of Pittsburgh,
Pittsburgh, Pennsylvania
15261, USA
| | - Niina Eklund
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research
Institute, University of the West Indies, Mona
JMAAW15, Jamaica
| | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Anne U. Jackson
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Kati Kristiansson
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Teemu Kuulasmaa
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
| | - Johanna Kuusisto
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
- Department of Medicine, University of Eastern Finland,
70210
Kuopio, Finland
- Kuopio University Hospital, 70029
Kuopio, Finland
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Satu Männistö
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Cameron D. Palmer
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
| | - Janina S. Ried
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Robert A. Scott
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Alena Stancáková
- Department of Medicine, University of Eastern Finland and
Kuopio University Hospital, 70210
Kuopio, Finland
| | - Peter J. Wagner
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Ayse Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
| | - Angela Döring
- Institute of Epidemiology I, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur
201, Iceland
- University of Iceland, Faculty of Medicine,
Reykjavik
101, Iceland
| | - Douglas P. Kiel
- Department of Medicine Beth Israel Deaconess Medical Center
and Harvard Medical School, Boston, Massachusetts
02115
- Institute for Aging Research Hebrew Senior Life,
Boston, Massachusetts
02131, USA
| | - Brigitte Kühnel
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Barbara Mcknight
- Cardiovascular Health Research Unit, University of
Washington, Seattle, Washington
98101, USA
- Program in Biostatistics and Biomathematics, Divison of Public
Health Sciences, Fred Hutchinson Cancer Research Center,
Seattle, Washington
98109, USA
- Department of Biostatistics, University of Washington,
Seattle, Washington
98195, USA
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Jeffrey R. O'Connell
- Program for Personalized and Genomic Medicine, Division of
Endocrinology, Diabetes and Nutrition, Department of Medicine, University of
Maryland School of Medicine, Baltimore, Maryland
21201, USA
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
| | - Alan R. Shuldiner
- Program for Personalized and Genomic Medicine, Division of
Endocrinology, Diabetes and Nutrition, Department of Medicine, University of
Maryland School of Medicine, Baltimore, Maryland
21201, USA
- Geriatric Research and Education Clinical Center, Vetrans
Administration Medical Center, Baltimore, Maryland
21042, USA
| | - Kijoung Song
- Genetics, Projects Clinical Platforms and Sciences,
GlaxoSmithKline, Philadelphia, Pennsylvania
19112, USA
| | - Liesbeth Vandenput
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, 413 45
Gothenburg, Sweden
| | - Cornelia M. van Duijn
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
- Center for Medical Systems Biology, 2300
Leiden, The Netherlands
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital Lausanne
(CHUV) and University of Lausanne, 1011
Lausanne, Switzerland
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Yvonne Boettcher
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Richard S. Cooper
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Nita G. Forouhi
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Harald Grallert
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- German Center for Diabetes Research (DZD),
85764
Neuherberg, Germany
| | - Aroon Hingorani
- Institute of Cardiovascular Science, University College
London, London
WC1E 6BT, UK
| | - Torben Jørgensen
- Department of Clinical Medicine, Faculty of Health and Medical
Sciences, University of Copenhagen, 2200
Copenhagen, Denmark
- Faculty of Medicine, University of Aalborg,
9220
Aalborg, Denmark
- Research Centre for Prevention and Health,
DK2600
Capital Region of Denmark, Denmark
| | - Pekka Jousilahti
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Meena Kumari
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Markku Laakso
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
- Department of Medicine, University of Eastern Finland,
70210
Kuopio, Finland
- Kuopio University Hospital, 70029
Kuopio, Finland
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Allan Linneberg
- Research Centre for Prevention and Health, Glostrup
Hospital, 2600
Glostrup, Denmark
| | - Amy Luke
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Colin A. Mckenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research
Institute, University of the West Indies, Mona
JMAAW15, Jamaica
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Massachusetts General Hospital, Center for Human Genetic
Research, Psychiatric and Neurodevelopmental Genetics Unit,
Boston, Massachusetts
02114, USA
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology,
Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität,
81377
Munich, Germany
| | - Bamidele O. Tayo
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - David A. Bennett
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Lars Bertram
- School of Public Health, Faculty of Medicine, Imperial College
London, London
W6 8RP, UK
- Lübeck Interdisciplinary Platform for Genome
Analytics, Institutes of Neurogenetics and Integrative and Experimental
Genomics, University of Lübeck, 23562
Lübeck, Germany
| | - John Blangero
- South Texas Diabetes and Obesity Institute, University of Texas
Rio Grande Valley, Brownsville, Texas
78520
| | - Matthias Blüher
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Nam H. Cho
- Ajou University School of Medicine, Department of Preventive
Medicine, Suwon Kyoung-gi
443-721, Korea
| | - Steven R. Cummings
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Stefan A. Czerwinski
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Ilja Demuth
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Institute of Medical and Human Genetics,
Charité—Universitätsmedizin Berlin,
13353
Berlin, Germany
| | - Rahel Eckardt
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
| | - Johan G. Eriksson
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Department of General Practice and Primary Health Care,
University of Helsinki, FI-00014
Helsinki, Finland
- Folkhälsan Research Centre, FI-00290
Helsinki, Finland
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Oscar H. Franco
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Philippe Froguel
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Ron T. Gansevoort
- University of Groningen, University Medical Center Groningen,
Department of Medicine, 9700 RB
Groningen, The Netherlands
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Faculty of Health Sciences, University of Southern
Denmark, 5000
Odense, Denmark
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Sciences, National
Institute on Aging, Bethesda, Maryland
20892, USA
| | - Nicholas Hastie
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Markku Heliövaara
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Albert Hofman
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Joanne M. Jordan
- Thurston Arthritis Research Center, University of North
Carolina at Chapel Hill, Chaper Hill, North Carolina
27599-7280, USA
| | - Antti Jula
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University
Hospital, FI-33521
Tampere, Finland
- Department of Clinical Physiology, University of Tampere
School of Medicine, FI-33014
Tampere, Finland
| | - Eero Kajantie
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Children's Hospital, Helsinki University Hospital and
University of Helsinki, FI-00029
Helsinki, Finland
- Department of Obstetrics and Gynecology, MRC Oulu, Oulu
University Hospital and University of Oulu, FI-90029
Oulu, Finland
| | - Paul B. Knekt
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Seppo Koskinen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Peter Kovacs
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
| | - Terho Lehtimäki
- Department of Clinical Chemistry, University of Tampere School
of Medicine, FI-33014
Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and
School of Medicine, University of Tampere, FI-33520
Tampere, Finland
| | - Lars Lind
- Department of Medical Sciences, Uppsala University,
751 85
Uppsala, Sweden
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences,
Wake Forest School of Medicine, Winston-Salem, North
Carolina
27157, USA
| | - Eric S. Orwoll
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | - Clive Osmond
- MRC Lifecourse Epidemiology Unit, University of Southampton,
Southampton General Hospital, Southampton
SO16 6YD, UK
| | - Markus Perola
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Louis Pérusse
- Department of Kinesiology, Laval University,
Québec City, Quebec, Canada
G1V 0A6
- Institute of Nutrition and Functional Foods, Laval
University, Québec City, Quebec,
Canada
G1V 0A6
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku
University Hospital, FI-20521
Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular
Medicine, University of Turku, FI-20520
Turku, Finland
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - D. C. Rao
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
- Department of Psychiatry, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Treva K. Rice
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
- Department of Psychiatry, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Veikko Salomaa
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Thorkild I. A. Sørensen
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg
Hospital, The Capital Region, 2000
Frederiksberg, Denmark
| | - Michael Stumvoll
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Anke Tönjes
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Bradford Towne
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Gregory J. Tranah
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Angelo Tremblay
- Department of Kinesiology, Laval University,
Québec City, Quebec, Canada
G1V 0A6
| | - André G. Uitterlinden
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity
Cardiology Institute Netherlands-Netherlands Heart Institute, 3501
DG
Utrecht, The Netherlands
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Erkki Vartiainen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Jorma S. Viikari
- Department of Medicine, University of Turku,
FI-20521
Turku, Finland
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Marie-Claude Vohl
- Institute of Nutrition and Functional Foods, Laval
University, Québec City, Quebec,
Canada
G1V 0A6
- School of Nutrition, Laval University,
Québec City, Quebec, Canada
G1V 0A6
| | - Henry Völzke
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Greifswald, 17475
Greifswald, Germany
- DZD (German Centre for Diabetes Research), partner site
Greifswald, 17475
Greifswald, Germany
| | - Mark Walker
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Institute of Cellular Medicine, Newcastle University,
Newcastle
NE2 4HH, UK
| | - Henri Wallaschofski
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Greifswald, 17475
Greifswald, Germany
| | - Sarah Wild
- Centre for Population Health Sciences, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh,
Edinburgh
EH8 9AG, UK
| | - James F. Wilson
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Loïc Yengo
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - D. Timothy Bishop
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Ingrid B. Borecki
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
- Analytical Genetics Group, Regeneron Genetics Center,
Regeneron Pharmaceuticals, Inc., Tarrytown, New York
10591, USA
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
- Imperial College Healthcare NHS Trust, London
W12 0HS, UK
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
- National Heart, Lung, and Blood Institute, the Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center,
3000CA
Rotterdam/Zuidholland, The Netherlands
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School
of Medicine and Dentistry, Queen Mary University of London,
London
EC1M 6BQ, UK
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research
of Hereditary Disorders (PACER-HD), King Abdulaziz University,
Jeddah
21589, Saudi Arabia
| | - Ghazaleh Fatemifar
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Caroline Fox
- Harvard Medical School, Boston,
Massachusetts
02115, USA
- National Heart, Lung, and Blood Institute, the Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Terrence S. Furey
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
- Department of Biology, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Lude Franke
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Jiali Han
- Department of Epidemiology, Richard M. Fairbanks School of
Public Health, Melvin and Bren Simon Cancer Center,
Indianapolis, Indiana
46202, USA
| | - David J. Hunter
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Department of Epidemiology, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
- Channing Division of Network Medicine, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachusetts
02115, USA
- Department of Nutrition, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre,
Oxford
OX3 7LJ, UK
| | - Robert C. Kaplan
- Department of Epidemiology and Popualtion Health, Albert
Einstein College of Medicine, Bronx, New York
10461, USA
| | - Jaspal S. Kooner
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
- Imperial College Healthcare NHS Trust, London
W12 0HS, UK
- National Heart and Lung Institute, Imperial College
London, London
W12 0NN, UK
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre,
Oxford
OX3 7LJ, UK
| | - Joanne M. Murabito
- Boston University School of Medicine, Department of Medicine,
Section of General Internal Medicine, Boston,
Massachusetts
02118, USA
- NHLBI's and Boston University's Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Department of Biostatistics, University of Liverpool,
Liverpool
L69 3GA, UK
| | - Julia A. N. Bishop
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Kari E. North
- Carolina Center for Genome Sciences and Department of
Epidemiology, University of North Carolina at Chapel Hill, Chapel
Hill, North Carolina
27599-7400, USA
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, 413 45
Gothenburg, Sweden
| | - Ken K. Ong
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- MRC Unit for Lifelong Health and Ageing at UCL,
London
WC1B 5JU, UK
- Department of Paediatrics, University of Cambridge,
Cambridge
CB2 0QQ, UK
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
| | - J. Brent Richards
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
- Department of Medicine, Lady Davis Institute, Jewish General
Hospital, McGill University, Montréal,
Quebec, Canada
H3T1E2
- Department of Twin Research, King's College
London, London
SE1 1E7, UK
- Division of Endocrinology, Lady Davis Institute, Jewish
General Hospital, McGill University, Montréal,
Quebec, Canada
H3T1E2
| | - Eric E. Schadt
- Icahn Institute for Genomics and Multiscale Biology, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
| | - Cristen J. Willer
- Department of Computational Medicine and Bioinformatics,
University of Michigan, Ann Arbor, Michigan
48109, USA
- Department of Human Genetics, University of Michigan,
Ann Arbor, Michigan
48109, USA
- Department of Internal Medicine, Division of Cardiovascular
Medicine, University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Jian Yang
- Queensland Brain Institute, The University of Queensland,
Brisbane
4072, Australia
| | - Erik Ingelsson
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine,
Stanford University School of Medicine, Stanford,
California
94305, USA
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Joel N. Hirschhorn
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
| | - John Andrew Pospisilik
- Department of Epigenetics, Max Planck Institute of
Immunobiology and Epigenetics, D-76108
Freiburg, Germany
| | - M. Carola Zillikens
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
| | - Cecilia Lindgren
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- The Big Data Institute, University of Oxford,
Oxford
OX3 7LJ, UK
| | - Tuomas Oskari Kilpeläinen
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Ruth J. F. Loos
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- The Genetics of Obesity and Related Metabolic Traits Program,
The Icahn School of Medicine at Mount Sinai, New York, New
York, 10029, USA
- The Mindich Child Health and Development Institute, The Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
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Kilpeläinen TO, Carli JFM, Skowronski AA, Sun Q, Kriebel J, Feitosa MF, Hedman ÅK, Drong AW, Hayes JE, Zhao J, Pers TH, Schick U, Grarup N, Kutalik Z, Trompet S, Mangino M, Kristiansson K, Beekman M, Lyytikäinen LP, Eriksson J, Henneman P, Lahti J, Tanaka T, Luan J, Greco M FD, Pasko D, Renström F, Willems SM, Mahajan A, Rose LM, Guo X, Liu Y, Kleber ME, Pérusse L, Gaunt T, Ahluwalia TS, Ju Sung Y, Ramos YF, Amin N, Amuzu A, Barroso I, Bellis C, Blangero J, Buckley BM, Böhringer S, I Chen YD, de Craen AJN, Crosslin DR, Dale CE, Dastani Z, Day FR, Deelen J, Delgado GE, Demirkan A, Finucane FM, Ford I, Garcia ME, Gieger C, Gustafsson S, Hallmans G, Hankinson SE, Havulinna AS, Herder C, Hernandez D, Hicks AA, Hunter DJ, Illig T, Ingelsson E, Ioan-Facsinay A, Jansson JO, Jenny NS, Jørgensen ME, Jørgensen T, Karlsson M, Koenig W, Kraft P, Kwekkeboom J, Laatikainen T, Ladwig KH, LeDuc CA, Lowe G, Lu Y, Marques-Vidal P, Meisinger C, Menni C, Morris AP, Myers RH, Männistö S, Nalls MA, Paternoster L, Peters A, Pradhan AD, Rankinen T, Rasmussen-Torvik LJ, Rathmann W, Rice TK, Brent Richards J, Ridker PM, Sattar N, Savage DB, et alKilpeläinen TO, Carli JFM, Skowronski AA, Sun Q, Kriebel J, Feitosa MF, Hedman ÅK, Drong AW, Hayes JE, Zhao J, Pers TH, Schick U, Grarup N, Kutalik Z, Trompet S, Mangino M, Kristiansson K, Beekman M, Lyytikäinen LP, Eriksson J, Henneman P, Lahti J, Tanaka T, Luan J, Greco M FD, Pasko D, Renström F, Willems SM, Mahajan A, Rose LM, Guo X, Liu Y, Kleber ME, Pérusse L, Gaunt T, Ahluwalia TS, Ju Sung Y, Ramos YF, Amin N, Amuzu A, Barroso I, Bellis C, Blangero J, Buckley BM, Böhringer S, I Chen YD, de Craen AJN, Crosslin DR, Dale CE, Dastani Z, Day FR, Deelen J, Delgado GE, Demirkan A, Finucane FM, Ford I, Garcia ME, Gieger C, Gustafsson S, Hallmans G, Hankinson SE, Havulinna AS, Herder C, Hernandez D, Hicks AA, Hunter DJ, Illig T, Ingelsson E, Ioan-Facsinay A, Jansson JO, Jenny NS, Jørgensen ME, Jørgensen T, Karlsson M, Koenig W, Kraft P, Kwekkeboom J, Laatikainen T, Ladwig KH, LeDuc CA, Lowe G, Lu Y, Marques-Vidal P, Meisinger C, Menni C, Morris AP, Myers RH, Männistö S, Nalls MA, Paternoster L, Peters A, Pradhan AD, Rankinen T, Rasmussen-Torvik LJ, Rathmann W, Rice TK, Brent Richards J, Ridker PM, Sattar N, Savage DB, Söderberg S, Timpson NJ, Vandenput L, van Heemst D, Uh HW, Vohl MC, Walker M, Wichmann HE, Widén E, Wood AR, Yao J, Zeller T, Zhang Y, Meulenbelt I, Kloppenburg M, Astrup A, Sørensen TIA, Sarzynski MA, Rao DC, Jousilahti P, Vartiainen E, Hofman A, Rivadeneira F, Uitterlinden AG, Kajantie E, Osmond C, Palotie A, Eriksson JG, Heliövaara M, Knekt PB, Koskinen S, Jula A, Perola M, Huupponen RK, Viikari JS, Kähönen M, Lehtimäki T, Raitakari OT, Mellström D, Lorentzon M, Casas JP, Bandinelli S, März W, Isaacs A, van Dijk KW, van Duijn CM, Harris TB, Bouchard C, Allison MA, Chasman DI, Ohlsson C, Lind L, Scott RA, Langenberg C, Wareham NJ, Ferrucci L, Frayling TM, Pramstaller PP, Borecki IB, Waterworth DM, Bergmann S, Waeber G, Vollenweider P, Vestergaard H, Hansen T, Pedersen O, Hu FB, Eline Slagboom P, Grallert H, Spector TD, Jukema J, Klein RJ, Schadt EE, Franks PW, Lindgren CM, Leibel RL, Loos RJF. Genome-wide meta-analysis uncovers novel loci influencing circulating leptin levels. Nat Commun 2016; 7:10494. [PMID: 26833098 PMCID: PMC4740377 DOI: 10.1038/ncomms10494] [Show More Authors] [Citation(s) in RCA: 140] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 12/16/2015] [Indexed: 01/20/2023] Open
Abstract
Leptin is an adipocyte-secreted hormone, the circulating levels of which correlate closely with overall adiposity. Although rare mutations in the leptin (LEP) gene are well known to cause leptin deficiency and severe obesity, no common loci regulating circulating leptin levels have been uncovered. Therefore, we performed a genome-wide association study (GWAS) of circulating leptin levels from 32,161 individuals and followed up loci reaching P<10(-6) in 19,979 additional individuals. We identify five loci robustly associated (P<5 × 10(-8)) with leptin levels in/near LEP, SLC32A1, GCKR, CCNL1 and FTO. Although the association of the FTO obesity locus with leptin levels is abolished by adjustment for BMI, associations of the four other loci are independent of adiposity. The GCKR locus was found associated with multiple metabolic traits in previous GWAS and the CCNL1 locus with birth weight. Knockdown experiments in mouse adipose tissue explants show convincing evidence for adipogenin, a regulator of adipocyte differentiation, as the novel causal gene in the SLC32A1 locus influencing leptin levels. Our findings provide novel insights into the regulation of leptin production by adipose tissue and open new avenues for examining the influence of variation in leptin levels on adiposity and metabolic health.
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Affiliation(s)
- Tuomas O. Kilpeläinen
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
- Genetics of Obesity and Related Metabolic Traits Program,
Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine
at Mount Sinai, New York, New York
10029, USA
| | - Jayne F. Martin Carli
- Department of Biochemistry and Molecular Biophysics, Columbia
University, New York, New York
10032, USA
| | - Alicja A. Skowronski
- Institute of Human Nutrition, Columbia University,
New York, New York
10032, USA
| | - Qi Sun
- Channing Division of Network Medicine, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachussetts
02115, USA
- Department of Nutrition, Harvard T.H. Chan School of Public
Health, Boston, Massachussetts
02115, USA
| | - Jennifer Kriebel
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München - German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- German Center for Diabetes Research (DZD),
München-Neuherberg
85764, Germany
| | - Mary F Feitosa
- Department of Genetics, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
| | - Åsa K. Hedman
- Science for Life Laboratory, Uppsala University,
Uppsala
750 85, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, Uppsala
751 85, Sweden
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Alexander W. Drong
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - James E. Hayes
- Cell and Developmental Biology Graduate Program, Weill Cornell
Graduate School of Medical Sciences, Cornell University, New
York, New York
10021, USA
- Icahn Institute for Genomics and Multiscale Biology, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
| | - Jinghua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Tune H. Pers
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachussetts
02115, USA
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge, Massachusetts
2142, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
- Department of Epidemiology Research, Statens Serum
Institut, Copenhagen
2300, Denmark
| | - Ursula Schick
- Genetics of Obesity and Related Metabolic Traits Program,
Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine
at Mount Sinai, New York, New York
10029, USA
| | - Niels Grarup
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
| | - Zoltán Kutalik
- Institute of Social and Preventive Medicine, Lausanne
University Hospital, Lausanne
1010, Switzerland
- Swiss Institute of Bioinformatics, Lausanne
1015, Switzerland
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical
Center, Leiden
2333, The Netherlands
- Department of Gerontology and Geriatrics, Leiden University
Medical Center, Leiden
2333, The Netherlands
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- National Institute for Health Research Biomedical Research
Centre at Guy's and St. Thomas' Foundation Trust,
London
SE1 9RT, UK
| | - Kati Kristiansson
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
- Institute for Molecular Medicine Finland, University of
Helsinki, Helsinki
FI-00290, Finland
| | - Marian Beekman
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories,
Tampere
FI-33101, Finland
- Department of Clinical Chemistry, University of Tampere School
of Medicine, Tampere
FI-33014, Finland
| | - Joel Eriksson
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, Gothenburg
413 45, Sweden
| | - Peter Henneman
- Department of Human Genetics, Leiden University Medical
Center, Leiden
2333, The Netherlands
- Department of Clinical Genetics, Amsterdam Medical
Center, Amsterdam
1081 HV, The Netherlands
| | - Jari Lahti
- Institute of Behavioural Sciences, University of
Helsinki, Helsinki
FI-00014, Finland
- Folkhälsan Research Center, Helsinki
FI-00290, Finland
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Fabiola Del Greco M
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC)
- Affiliated Institute of the University of Lübeck,
Bolzano
39100, Italy
| | - Dorota Pasko
- Genetics of Complex Traits, University of Exeter Medical
School, University of Exeter, Exeter
EX2 5DW, UK
| | - Frida Renström
- Department of Clinical Sciences, Genetic and Molecular
Epidemiology Unit, Lund University, Malmö
20502, Sweden
- Department of Biobank Research, Umeå
University, Umeå
90187, Sweden
| | - Sara M. Willems
- Department of Epidemiology, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's
Hospital, Boston, Massachussetts
02215, USA
| | - Xiuqing Guo
- Department of Pediatrics, LABioMed at Harbor-UCLA Medical
Center, Institute for Translational Genomics and Population Sciences,
Torrance, California
90502, USA
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences,
Wake Forest School of Medicine, Winston-Salem, North
Carolina
27157, USA
| | - Marcus E. Kleber
- Medical Faculty Mannheim, Vth Department of Medicine,
Heidelberg University, Mannheim
68167, Germany
| | - Louis Pérusse
- Department of Kinesiology, Laval University, Quebec
City, Quebec, Canada
G1V 0A6
- Institute of Nutrition and Functional Foods, Quebec
City, Quebec, Canada
G1V 0A6
| | - Tom Gaunt
- MRC Integrative Epidemiology Unit and School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UK
| | - Tarunveer S. Ahluwalia
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood,
Herlev and Gentofte Hospital, University of Copenhagen, Ledreborg
Allé, Copenhagen
DK-2820, Denmark
- Steno Diabetes Center, Gentofte
DK-2820, Denmark
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of
Medicine, St. Louis, Missouri
63108, USA
- Department of Psychiatry, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
| | - Yolande F. Ramos
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
MC, Rotterdam
3015 GE, The Netherlands
| | - Antoinette Amuzu
- Faculty of Epidemiology and Population Health, London School of
Hygiene and Tropical Medicine, London
WC1E 7HT, UK
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Hinxton
CB10 1SA, UK
- NIHR Cambridge Biomedical Research Centre, Institute of
Metabolic Science, Addenbrooke's Hospital, Cambridge
CB2 0QQ, UK
- The University of Cambridge Metabolic Research Laboratories,
Wellcome Trust-MRC Institute of Metabolic Science, Cambridge
CB2 0QQ, UK
| | - Claire Bellis
- Human Genetics, Genome Institute of Singapore, Agency for
Science, Technology and Research of Singapore, Singapore
138672, Singapore
- Genomics Research Centre, Institute of Health and Biomedical
Innovation, Queensland University of Technology, Brisbane,
Queensland
4001, Australia
- Texas Biomedical Research Institute, San
Antonio, Texas
78245, USA
| | - John Blangero
- Texas Biomedical Research Institute, San
Antonio, Texas
78245, USA
| | - Brendan M. Buckley
- Department of Pharmacology and Therapeutics, University College
Cork, Cork
T12 YT57, Ireland
| | - Stefan Böhringer
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Yii-Der I Chen
- Department of Pediatrics, LABioMed at Harbor-UCLA Medical
Center, Institute for Translational Genomics and Population Sciences,
Torrance, California
90502, USA
| | - Anton J. N. de Craen
- Department of Gerontology and Geriatrics, Leiden University
Medical Center, Leiden
2333, The Netherlands
| | - David R. Crosslin
- Division of Medical Genetics, Department of Medicine,
University of Washington, Seattle, Washington
98195, USA
- Department of Genome Sciences, University of Washington,
Seattle, Washington
98195, USA
| | - Caroline E. Dale
- Faculty of Epidemiology and Population Health, London School of
Hygiene and Tropical Medicine, London
WC1E 7HT, UK
| | - Zari Dastani
- Department of Human Genetics, McGill University,
Montreal, Quebec, Canada
H3A 0G4
| | - Felix R. Day
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Joris Deelen
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Graciela E. Delgado
- Medical Faculty Mannheim, Vth Department of Medicine,
Heidelberg University, Mannheim
68167, Germany
| | - Ayse Demirkan
- Department of Human Genetics, Leiden University Medical
Center, Leiden
2333, The Netherlands
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
MC, Rotterdam
3015 GE, The Netherlands
| | - Francis M. Finucane
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Ian Ford
- Robertson Center for Biostatistics, University of
Glasgow, Glasgow
G12 8QQ, UK
| | - Melissa E. Garcia
- National Heart, Lung, and Blood Institute, NIH,
Bethesda, Maryland
2089, USA
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München - German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München, German Research Center for Environmental Health,
Neuherberg
85764, Germany
| | - Stefan Gustafsson
- Science for Life Laboratory, Uppsala University,
Uppsala
750 85, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, Uppsala
751 85, Sweden
| | - Göran Hallmans
- Department of Biobank Research, Umeå
University, Umeå
90187, Sweden
| | - Susan E. Hankinson
- Channing Division of Network Medicine, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachussetts
02115, USA
- Department of Biostatistics and Epidemiology, School of Public
Health and Health Sciences, University of Massachusetts,
Amherst, Massachusetts
01003, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public
Health, Boston, Massachusetts
02115, USA
| | - Aki S Havulinna
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Christian Herder
- German Center for Diabetes Research (DZD),
München-Neuherberg
85764, Germany
- Institute for Clinical Diabetology, German Diabetes Center,
Leibniz Center for Diabetes Research at Heinrich Heine University
Düsseldorf, Düsseldorf
40225, Germany
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging,
Bethesda, Maryland
20892, USA
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC)
- Affiliated Institute of the University of Lübeck,
Bolzano
39100, Italy
| | - David J. Hunter
- Department of Nutrition and Epidemiology, Harvard T.H. Chan
School of Public Health, Boston, Massachusetts
02115, USA
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München - German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Hannover Unified Biobank, Hannover Medical School,
Hannover
30625, Germany
- Institute for Human Genetics, Hannover Medical School,
Hannover
30625, Germany
| | - Erik Ingelsson
- Science for Life Laboratory, Uppsala University,
Uppsala
750 85, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, Uppsala
751 85, Sweden
- Division of Cardiovascular Medicine, Department of Medicine,
Stanford University School of Medicine, Stanford,
California
94305, USA
| | - Andreea Ioan-Facsinay
- Department of Rheumatology, Leiden University Medical
Center, Leiden
2333, The Netherlands
| | - John-Olov Jansson
- Department of Physiology, Institute of Neuroscience and
Physiology, Sahlgrenska Academy, University of Gothenburg,
Gothenburg
41345, Sweden
| | - Nancy S. Jenny
- Laboratory for Clinical Biochemistry Research, Department of
Pathology and Laboratory Medicine, University of Vermont College of
Medicine, Colchester, Vermont
05405, USA
| | | | - Torben Jørgensen
- Research Centre for Prevention and Health, Glostrup University
Hospital, Glostrup
2600, Denmark
- Faculty of Medicine, University of Aalborg,
Aalborg
9100, Denmark
- Faculty of Health and Medical Sciences, University of
Copenhagen, Copenhagen
2200, Denmark
| | - Magnus Karlsson
- Clinical and Molecular Osteoporosis Research Unit, Department
of Clinical Sciences and Orthopaedic Surgery, Lund University, Skåne
University Hospital, Malmö
21428, Sweden
| | - Wolfgang Koenig
- Department of Internal Medicine II - Cardiology, University of
Ulm, Ulm
89081, Germany
- Deutsches Herzzentrum München, Technische
Universität München, Munich
80636, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Munich Heart Alliance, Munich
80539, Germany
| | - Peter Kraft
- Department of Epidemiology and Biostatistics, Harvard T.H. Chan
School of Public Health, Boston, Massachussetts
02115, USA
| | - Joanneke Kwekkeboom
- Department of Rheumatology, Leiden University Medical
Center, Leiden
2333, The Netherlands
| | - Tiina Laatikainen
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
- Institute of Public Health and Clinical Nutrition, University
of Eastern Finland, Kuopio
FI-70211, Finland
- Hospital District of North Karelia, Joensuu
FI-80210, Finland
| | - Karl-Heinz Ladwig
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Department of Psychosomatic Medicine and Psychotherapy,
Klinikum Rechts der Isar, Technische Universität
München, Munich
81675, Germany
| | - Charles A. LeDuc
- Division of Molecular Genetics, Department of Pediatrics,
Columbia University, New York, New York
10029, USA
| | - Gordon Lowe
- Institute of Cardiovascular and Medical Sciences, University of
Glasgow, Glasgow
G12 8QQ, UK
| | - Yingchang Lu
- Genetics of Obesity and Related Metabolic Traits Program,
Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine
at Mount Sinai, New York, New York
10029, USA
| | - Pedro Marques-Vidal
- Department of Internal Medicine, Lausanne University
Hospital, Lausanne
1011, Switzerland
| | - Christa Meisinger
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- German Center for Diabetes Research (DZD),
München-Neuherberg
85764, Germany
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Department of Biostatistics, University of Liverpool,
Liverpool
L69 3GA, UK
| | - Richard H. Myers
- Department of Neurology, Boston University School of
Medicine, Boston, Massachussetts
02118, USA
| | - Satu Männistö
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Mike A. Nalls
- Laboratory of Neurogenetics, National Institute on Aging,
Bethesda, Maryland
20892, USA
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit and School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UK
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- German Center for Diabetes Research (DZD),
München-Neuherberg
85764, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Munich Heart Alliance, Munich
80539, Germany
| | - Aruna D. Pradhan
- Division of Preventive Medicine, Brigham and Women's
Hospital, Boston, Massachussetts
02215, USA
- Harvard Medical School, Boston,
Massachussetts
02115, USA
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | | | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes
Center, Leibniz Center for Diabetes Research at Heinrich Heine University
Düsseldorf, Düsseldorf
40225, Germany
| | - Treva K. Rice
- Division of Biostatistics, Washington University School of
Medicine, St. Louis, Missouri
63108, USA
- Department of Psychiatry, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
| | - J Brent Richards
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- Department of Medicine, Human Genetics and Epidemiology,
McGill University, Montreal, Quebec, Canada
H3A 0G4
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's
Hospital, Boston, Massachussetts
02215, USA
- Harvard Medical School, Boston,
Massachussetts
02115, USA
| | - Naveed Sattar
- Faculty of Medicine, BHF Glasgow Cardiovascular Research
Centre, Glasgow
G12 8QQ, UK
| | - David B. Savage
- The University of Cambridge Metabolic Research Laboratories,
Wellcome Trust-MRC Institute of Metabolic Science, Cambridge
CB2 0QQ, UK
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Cardiology
and Heart Centre, Umeå University, Umeå
90187, Sweden
| | - Nicholas J. Timpson
- MRC Integrative Epidemiology Unit and School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UK
| | - Liesbeth Vandenput
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, Gothenburg
413 45, Sweden
| | - Diana van Heemst
- Department of Gerontology and Geriatrics, Leiden University
Medical Center, Leiden
2333, The Netherlands
| | - Hae-Won Uh
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Marie-Claude Vohl
- Institute of Nutrition and Functional Foods, Quebec
City, Quebec, Canada
G1V 0A6
- School of Nutrition, Laval University, Quebec
City, Quebec, Canada
G1V 0A6
| | - Mark Walker
- Institute of Cellular Medicine, Newcastle University,
Newcastle upon Tyne
NE1 7RU, UK
| | - Heinz-Erich Wichmann
- Institute of Medical Informatics, Biometry and Epidemiology,
Ludwig-Maximilians-Universität and Klinikum Grosshadern,
Munich
80336, Germany
- Institute of Epidemiology I, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Institute of Medical Statistics and Epidemiology, Technical
University Munich, Munich
81675, Germany
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland, University of
Helsinki, Helsinki
FI-00290, Finland
| | - Andrew R. Wood
- Genetics of Complex Traits, University of Exeter Medical
School, University of Exeter, Exeter
EX2 5DW, UK
| | - Jie Yao
- Department of Pediatrics, LABioMed at Harbor-UCLA Medical
Center, Institute for Translational Genomics and Population Sciences,
Torrance, California
90502, USA
| | - Tanja Zeller
- German Center for Cardiovascular Research (DZHK e.V.), partner
site Hamburg/Kiel/Lübeck, Hamburg
20246, Germany
- Clinic for General and Interventional Cardiology, University
Heart Center Hamburg, Hamburg
20246, Germany
| | - Yiying Zhang
- Division of Molecular Genetics, Department of Pediatrics,
Columbia University, New York, New York
10029, USA
| | - Ingrid Meulenbelt
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Margreet Kloppenburg
- Department of Rheumatology, Leiden University Medical
Center, Leiden
2333, The Netherlands
- Department of Clinical Epidemiology, Leiden University Medical
Center, Leiden
2333, The Netherlands
| | - Arne Astrup
- Faculty of Science, Department of Nutrition, Exercise, and
Sports, University of Copenhagen, Copenhagen 1165, Denmark
| | - Thorkild I. A. Sørensen
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- MRC Integrative Epidemiology Unit and School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UK
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg
Hospitals, The Capital Region, Copenhagen
2000, Denmark
| | - Mark A. Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - D. C. Rao
- Department of Genetics, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
- Division of Biostatistics, Washington University School of
Medicine, St. Louis, Missouri
63108, USA
- Department of Psychiatry, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
| | - Pekka Jousilahti
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Erkki Vartiainen
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
- Department of Internal Medicine, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
- Department of Internal Medicine, Erasmus MC,
Rotterdam
3015 GE, The Netherlands
| | - Eero Kajantie
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
- Children's Hospital, Helsinki University Central
Hospital and University of Helsinki, Helsinki
FI-00014, Finland
- Department of Obstetrics and Gynaecology, MRC Oulu, Oulu
University Central Hospital and University of Oulu, Oulu
90220, Finland
| | - Clive Osmond
- MRC Lifecourse Epidemiology Unit, University of Southampton,
Southampton General Hospital, Southampton
SO16 6YD, UK
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of
Helsinki, Helsinki
FI-00290, Finland
- Wellcome Trust Sanger Institute, Hinxton
CB10 1SA, UK
- Center for Human Genetic Research, Psychiatric and
Neurodevelopmental Genetics Unit, Massachusetts General Hospital,
Boston, Massachusetts
02114, USA
| | - Johan G. Eriksson
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
- Folkhälsan Research Center, Helsinki
FI-00290, Finland
- Department of General Practice and Primary Health Care,
University of Helsinki, Helsinki
FI-00014, Finland
| | - Markku Heliövaara
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Paul B. Knekt
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Seppo Koskinen
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Antti Jula
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
| | - Markus Perola
- Department of Health, National Institute for Health and
Welfare, Helsinki
FI-00271, Finland
- Institute for Molecular Medicine Finland, University of
Helsinki, Helsinki
FI-00290, Finland
- University of Tartu, Estonian Genome Centre,
Tartu
51010, Estonia
| | - Risto K. Huupponen
- Department of Pharmacology, Drug Development and Therapeutics,
University of Turku, Turku
FI-20520, Finland
- Unit of Clinical Pharmacology, Turku University
Hospital, Turku
FI-20520, Finland
| | - Jorma S. Viikari
- Division of Medicine, Turku University Hospital,
Turku
FI-20520, Finland
- Department of Medicine, University of Turku,
Turku
FI-20520, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University
Hospital, Tampere
FI-33521, Finland
- Department of Clinical Physiology, University of Tampere
School of Medicine, Tampere
FI-33014, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories,
Tampere
FI-33101, Finland
- Department of Clinical Chemistry, University of Tampere School
of Medicine, Tampere
FI-33014, Finland
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku
University Hospital, Turku
FI-2051, Finland
- Research Centre of Applied and Preventive Cardiovascular
Medicine, University of Turku, Turku
FI-20520, Finland
| | - Dan Mellström
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, Gothenburg
413 45, Sweden
| | - Mattias Lorentzon
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, Gothenburg
413 45, Sweden
| | - Juan P. Casas
- Farr Institute of Health Informatics, University College
London, London
NW1 2DA, UK
| | | | - Winfried März
- Medical Faculty Mannheim, Vth Department of Medicine,
Heidelberg University, Mannheim
68167, Germany
- Synlab Academy, Synlab Services LLC, Mannheim
68161, Germany
- Clinical Institute of Medical and Chemical Laboratory
Diagnostics, Medical University of Graz, Graz
8010, Austria
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
MC, Rotterdam
3015 GE, The Netherlands
| | - Ko W. van Dijk
- Department of Human Genetics, Leiden University Medical
Center, Leiden
2333, The Netherlands
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
MC, Rotterdam
3015 GE, The Netherlands
- Center of Medical Systems Biology, Leiden
2300 RC, The Netherlands
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Science, National
Institute on Aging, Bethesda, Maryland
20892, USA
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - Matthew A. Allison
- Family and Preventive Medicine, University of
California–San Diego, La Jolla, California
92161, USA
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's
Hospital, Boston, Massachussetts
02215, USA
- Harvard Medical School, Boston,
Massachussetts
02115, USA
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, Gothenburg
413 45, Sweden
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology,
Uppsala University, Uppsala
75185, Sweden
| | - Robert A. Scott
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Timothy M. Frayling
- Genetics of Complex Traits, University of Exeter Medical
School, University of Exeter, Exeter
EX2 5DW, UK
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC)
- Affiliated Institute of the University of Lübeck,
Bolzano
39100, Italy
- Department of Neurology, General Central Hospital,
Bolzano
39100, Italy
- Department of Neurology, University of Lübeck,
Lübeck
23562, Germany
| | - Ingrid B. Borecki
- Department of Genetics, Washington University School of
Medicine, St. Louis, Missouri
63110, USA
| | | | - Sven Bergmann
- Swiss Institute of Bioinformatics, Lausanne
1015, Switzerland
- Department of Medical Genetics, University of Lausanne,
Lausanne
1015, Switzerland
| | - Gérard Waeber
- Department of Internal Medicine, Lausanne University
Hospital, Lausanne
1011, Switzerland
| | - Peter Vollenweider
- Department of Internal Medicine, Lausanne University
Hospital, Lausanne
1011, Switzerland
| | - Henrik Vestergaard
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- Steno Diabetes Center, Gentofte
DK-2820, Denmark
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
- Faculty of Health Sciences, University of Southern
Denmark, Odense
5230, Denmark
| | - Oluf Pedersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, Universitetsparken 1, DIKU
Building, Copenhagen
2100, Denmark
| | - Frank B. Hu
- Department of Nutrition and Epidemiology, Harvard T.H. Chan
School of Public Health, Boston, Massachusetts
02115, USA
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical
Center, Leiden
2300 RC, The Netherlands
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München - German Research Center for Environmental Health,
Neuherberg
85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München-German Research Center for Environmental Health,
Neuherberg
85764, Germany
- German Center for Diabetes Research (DZD),
München-Neuherberg
85764, Germany
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - J.W. Jukema
- Department of Cardiology, Leiden University Medical
Center, Leiden
2333, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands,
Utrecht
3511 EP, The Netherlands
- Durrer Center for Cardiogenetic Research,
Amsterdam
1105 AZ, The Netherlands
| | - Robert J. Klein
- Icahn Institute for Genomics and Multiscale Biology, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
| | - Erik E Schadt
- Icahn Institute for Genomics and Multiscale Biology, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
| | - Paul W. Franks
- Department of Nutrition, Harvard T.H. Chan School of Public
Health, Boston, Massachussetts
02115, USA
- Department of Clinical Sciences, Genetic and Molecular
Epidemiology Unit, Lund University, Malmö
20502, Sweden
- Department of Public Health and Clinical Medicine,
Umeå University, Umeå
90187, Sweden
| | - Cecilia M. Lindgren
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Program in Medical and Population Genetics, Broad
Institute, Cambridge, Massachussetts
02142, USA
- The Big Data Institute, University of Oxford,
Oxford
OX1 2JD, UK
| | - Rudolph L. Leibel
- Division of Molecular Genetics, Department of Pediatrics,
Columbia University, New York, New York
10029, USA
| | - Ruth J. F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science,
University of Cambridge, Cambridge
CB2 0QQ, UK
- Genetics of Obesity and Related Metabolic Traits Program,
Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine
at Mount Sinai, New York, New York
10029, USA
- The Mindich Child Health and Development Institute, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
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183
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Wells JCK. Between Scylla and Charybdis: renegotiating resolution of the 'obstetric dilemma' in response to ecological change. Philos Trans R Soc Lond B Biol Sci 2016; 370:20140067. [PMID: 25602071 DOI: 10.1098/rstb.2014.0067] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Hominin evolution saw the emergence of two traits-bipedality and encephalization-that are fundamentally linked because the fetal head must pass through the maternal pelvis at birth, a scenario termed the 'obstetric dilemma'. While adaptive explanations for bipedality and large brains address adult phenotype, it is brain and pelvic growth that are subject to the obstetric dilemma. Many contemporary populations experience substantial maternal and perinatal morbidity/mortality from obstructed labour, yet there is increasing recognition that the obstetric dilemma is not fixed and is affected by ecological change. Ecological trends may affect growth of the pelvis and offspring brain to different extents, while the two traits also differ by a generation in the timing of their exposure. Two key questions arise: how can the fit between the maternal pelvis and the offspring brain be 'renegotiated' as the environment changes, and what nutritional signals regulate this process? I argue that the potential for maternal size to change across generations precludes birthweight being under strong genetic influence. Instead, fetal growth tracks maternal phenotype, which buffers short-term ecological perturbations. Nevertheless, rapid changes in nutritional supply between generations can generate antagonistic influences on maternal and offspring traits, increasing the risk of obstructed labour.
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Affiliation(s)
- Jonathan C K Wells
- Childhood Nutrition Research Centre, UCL Institute of Child Health, 30 Guilford St., London WC1N 1EH, UK
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184
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A patient with a novel homozygous missense mutation in FTO and concomitant nonsense mutation in CETP. J Hum Genet 2016; 61:395-403. [PMID: 26740239 PMCID: PMC4880488 DOI: 10.1038/jhg.2015.160] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Revised: 11/30/2015] [Accepted: 11/30/2015] [Indexed: 12/19/2022]
Abstract
The fat mass and obesity associated gene (FTO) has previously been associated with a variety of diseases and conditions, notably obesity, acute coronary syndrome and metabolic syndrome. Reports describing mutations in FTO as well as FTO animal models have further demonstrated a role for FTO in the development of the brain and other organs. Here, we describe a patient born of consanguineous union who presented with microcephaly, developmental delay, behavioral abnormalities, dysmorphic facial features, hypotonia, and other various phenotypic abnormalities. Whole exome sequencing revealed a novel homozygous missense mutation in FTO and a nonsense mutation in the cholesteryl ester transfer protein (CETP). Exome CNV analysis revealed no disease causing large duplications or deletions within coding regions. Patient’s, her parents’ and non-related control’ fibroblasts were analyzed for morphologic defects, abnormal proliferation, apoptosis and transcriptome profile. We have shown that FTO is located in nucleus of cells from each tested samples. Western blot analysis demonstrated no changes in patient FTO. Q-PCR analysis revealed slightly decreased levels of FTO expression in patient cells compared to controls. No morphological or proliferation differences between the patient and control fibroblasts were observed. There is still much to be learned about the molecular mechanisms by which mutations in FTO contribute to such severe phenotypes.
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185
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Post-Transcriptional Modifications of RNA: Impact on RNA Function and Human Health. MODIFIED NUCLEIC ACIDS IN BIOLOGY AND MEDICINE 2016. [DOI: 10.1007/978-3-319-34175-0_5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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186
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Vilahur N, Bustamante M, Morales E, Motta V, Fernandez MF, Salas LA, Escaramis G, Ballester F, Murcia M, Tardon A, Riaño I, Santa-Marina L, Ibarluzea J, Arrebola JP, Estivill X, Bollati V, Sunyer J, Olea N. Prenatal exposure to mixtures of xenoestrogens and genome-wide DNA methylation in human placenta. Epigenomics 2016; 8:43-54. [DOI: 10.2217/epi.15.91] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Background: In utero exposure to xenostrogens may modify the epigenome. We explored the association of prenatal exposure to mixtures of xenoestrogens and genome-wide placental DNA methylation. Materials & methods: Sex-specific associations between methylation changes in placental DNA by doubling the concentration of TEXB-alpha exposure were evaluated by robust multiple linear regression. Two CpG sites were selected for validation and replication in additional male born placentas. Results: No significant associations were found, although the top significant CpGs in boys were located in the LRPAP1, HAGH, PPARGC1B, KCNQ1 and KCNQ1DN genes, previously associated to birth weight, Type 2 diabetes, obesity or steroid hormone signaling. Neither technical validation nor biological replication of the results was found in boys for LRPAP and PPARGC1B. Conclusion: Some suggestive genes were differentially methylated in boys in relation to prenatal xenoestrogen exposure, but our initial findings could not be validated or replicated.
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Affiliation(s)
- Nadia Vilahur
- ISGlobal, Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Genomics & Disease Group, Bioinformatics & Genomics Program, Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Mariona Bustamante
- ISGlobal, Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Genomics & Disease Group, Bioinformatics & Genomics Program, Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Eva Morales
- ISGlobal, Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- IMIB-Arrixaca Research Institute, Virgen de la Arrixaca University Hospital, Murcia, Spain
| | - Valeria Motta
- EPIGET – Epidemiology, Epigenetics & Toxicology Lab – Department of Clinical Sciences & Community Health, Università degli Studi di Milano, Milan, Italy
| | - Mariana Fátima Fernandez
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Department of Radiology, University of Granada, Spain
- Instituto de Investigación Biosanitaria, ibs.GRANADA, Spain
| | - Lucas Andrés Salas
- ISGlobal, Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
| | - Georgia Escaramis
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Genomics & Disease Group, Bioinformatics & Genomics Program, Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Ferran Ballester
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- FISABIO-Universitat de València – Universitat Jaume I Joint Research Unit of Epidemiology & Environmental Health, Valencia, Spain
- University of Valencia, Valencia, Spain
| | - Mario Murcia
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- FISABIO-Universitat de València – Universitat Jaume I Joint Research Unit of Epidemiology & Environmental Health, Valencia, Spain
| | - Adonina Tardon
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- University of Oviedo, Oviedo, Asturias, Spain
| | - Isolina Riaño
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Hospital San Agustín, SESPA, Asturias, Spain
| | - Loreto Santa-Marina
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Biodonostia, Health Research Institute, San Sebastián, Spain
- Public Health of Gipuzkoa, Department of Health, Government of the Basque Country, San Sebastian, Spain
| | - Jesús Ibarluzea
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Biodonostia, Health Research Institute, San Sebastián, Spain
- Public Health of Gipuzkoa, Department of Health, Government of the Basque Country, San Sebastian, Spain
| | - Juan Pedro Arrebola
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Department of Radiology, University of Granada, Spain
- Instituto de Investigación Biosanitaria, ibs.GRANADA, Spain
| | - Xavier Estivill
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Genomics & Disease Group, Bioinformatics & Genomics Program, Centre for Genomic Regulation (CRG), Barcelona, Spain
- Hospital del Mar Research Institute (IMIM), Barcelona, Spain
| | - Valentina Bollati
- EPIGET – Epidemiology, Epigenetics & Toxicology Lab – Department of Clinical Sciences & Community Health, Università degli Studi di Milano, Milan, Italy
| | - Jordi Sunyer
- ISGlobal, Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Hospital del Mar Research Institute (IMIM), Barcelona, Spain
| | - Nicolás Olea
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
- Department of Radiology, University of Granada, Spain
- Instituto de Investigación Biosanitaria, ibs.GRANADA, Spain
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187
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Barton SJ, Mosquera M, Cleal JK, Fuller AS, Crozier SR, Cooper C, Inskip HM, Holloway JW, Lewis RM, Godfrey KM. Relation of FTO gene variants to fetal growth trajectories: Findings from the Southampton Women's survey. Placenta 2015; 38:100-6. [PMID: 26907388 PMCID: PMC4776702 DOI: 10.1016/j.placenta.2015.12.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2015] [Revised: 12/17/2015] [Accepted: 12/21/2015] [Indexed: 12/24/2022]
Abstract
Introduction Placental function is an important determinant of fetal growth, and fetal growth influences obesity risk in childhood and adult life. Here we investigated how FTO and MC4R gene variants linked with obesity relate to patterns of fetal growth and to placental FTO expression. Methods Southampton Women's Survey children (n = 1990) with measurements of fetal growth from 11 to 34 weeks gestation were genotyped for common gene variants in FTO (rs9939609, rs1421085) and MC4R (rs17782313). Linear mixed-effect models were used to analyse relations of gene variants with fetal growth. Results Fetuses with the rs9939609 A:A FTO genotype had faster biparietal diameter and head circumference growth velocities between 11 and 34 weeks gestation (by 0.012 (95% CI 0.005 to 0.019) and 0.008 (0.002–0.015) standard deviations per week, respectively) compared to fetuses with the T:T FTO genotype; abdominal circumference growth velocity did not differ between genotypes. FTO genotype was not associated with placental FTO expression, but higher placental FTO expression was independently associated with larger fetal size and higher placental ASCT2, EAAT2 and y + LAT2 amino acid transporter expression. Findings were similar for FTO rs1421085, and the MC4R gene variant was associated with the fetal growth velocity of head circumference. Discussion FTO gene variants are known to associate with obesity but this is the first time that the risk alleles and placental FTO expression have been linked with fetal growth trajectories. The lack of an association between FTO genotype and placental FTO expression adds to emerging evidence of complex biology underlying the association between FTO genotype and obesity. Variants in the FTO gene are previously known to be associated with obesity. discovered novel associations between FTO variants and growth trajectory of fetal head measures. also found novel associations between placental FTO expression and fetal size.
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Affiliation(s)
- S J Barton
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK.
| | - M Mosquera
- Institute of Developmental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; Department of Physiological Sciences, Faculty of Health, University of Valle, Cali, Colombia
| | - J K Cleal
- Institute of Developmental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - A S Fuller
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - S R Crozier
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - C Cooper
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; NIHR Musculoskeletal Biomedical Research Unit, University of Oxford, Oxford, OX1 2JD, UK
| | - H M Inskip
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - J W Holloway
- Human Genetics and Genomic Medicine, Human Development & Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - R M Lewis
- Institute of Developmental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - K M Godfrey
- MRC Lifecourse Epidemiology Unit, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; NIHR Southampton Biomedical Research Centre, University of Southampton and University Hospital Southampton NHS Foundation Trust, Southampton, SO16 6YD, UK
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188
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Zimmermann E, Gamborg M, Sørensen TIA, Baker JL. Sex Differences in the Association Between Birth Weight and Adult Type 2 Diabetes. Diabetes 2015; 64:4220-5. [PMID: 26253610 DOI: 10.2337/db15-0494] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2015] [Accepted: 08/04/2015] [Indexed: 11/13/2022]
Abstract
Low birth weight is a well-established risk factor for type 2 diabetes, but the risk at high birth weight levels remains uncertain. Potential sex differences in the associations are unexplored. We investigated whether sex influences the association of birth weight and adult type 2 diabetes, using a cohort of 113,801 men and 109,298 women, born 1936-1983, from the Copenhagen School Health Records Register, Denmark. During 5.6 million person-years of follow-up, 7,750 men and 4,736 women had a diagnosis of adult type 2 diabetes (30 years of age or older) obtained from national registers. When birth weights between 3.251 and 3.750 kg were used as the reference group for each sex separately, women with birth weights in the categories of 2.000 to 2.750 kg and 4.751 to 5.500 kg had hazard ratios [HRs] of type 2 diabetes of 1.46 (95% CI, 1.34-1.59) and 1.56 (1.20-2.04), respectively, whereas men had HRs of 1.20 (1.12-1.30) and 0.93 (0.76-1.15). Thus, sex modified the association, with stronger risk estimates of type 2 diabetes in women at both low and high birth weights compared with men (P = 0.001). In conclusion, birth weight is more strongly associated with type 2 diabetes in women than in men. Future search for sex-specific causal mechanisms may provide new insights into the early origins of type 2 diabetes.
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Affiliation(s)
- Esther Zimmermann
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, The Capital Region, Copenhagen, Denmark
| | - Michael Gamborg
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, The Capital Region, Copenhagen, Denmark
| | - Thorkild I A Sørensen
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, The Capital Region, Copenhagen, Denmark Novo Nordisk Foundation Center for Basic Metabolic Research, Section on Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark Medical Research Council Integrative Epidemiology Unit, Bristol University, Bristol, U.K
| | - Jennifer L Baker
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospitals, The Capital Region, Copenhagen, Denmark Novo Nordisk Foundation Center for Basic Metabolic Research, Section on Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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189
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Abstract
As age at pubertal onset declines and age at first pregnancy increases, the mechanisms that regulate female reproductive lifespan become increasingly relevant to population health. The timing of menarche and menopause can have profound effects not only on fertility but also on the risk of diseases such as type 2 diabetes mellitus, cardiovascular disease and breast cancer. Genetic studies have identified dozens of highly penetrant rare mutations associated with reproductive disorders, and also ∼175 common genetic variants associated with the timing of puberty or menopause. These findings, alongside other functional studies, have highlighted a diverse range of mechanisms involved in reproductive ageing, implicating core biological processes such as cell cycle regulation and energy homeostasis. The aim of this article is to review the contribution of such genetic findings to our understanding of the molecular regulation of reproductive timing, as well as the biological basis of the epidemiological links between reproductive ageing and disease risk.
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Affiliation(s)
- John R.B. Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ
| | - Anna Murray
- Genetics of Complex Traits, University of Exeter Medical School, RILD Level 3, Royal Devon & Exeter Hospital, Barrack Road, Exeter, EX2 5DW
| | - Felix R Day
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ
| | - Ken K Ong
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ
- Department of Paediatrics, University of Cambridge, Cambridge Biomedical Campus, Cambridge, CB2 0QQ
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190
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Transcript Expression Data from Human Islets Links Regulatory Signals from Genome-Wide Association Studies for Type 2 Diabetes and Glycemic Traits to Their Downstream Effectors. PLoS Genet 2015; 11:e1005694. [PMID: 26624892 PMCID: PMC4666611 DOI: 10.1371/journal.pgen.1005694] [Citation(s) in RCA: 140] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2015] [Accepted: 10/30/2015] [Indexed: 01/01/2023] Open
Abstract
The intersection of genome-wide association analyses with physiological and functional data indicates that variants regulating islet gene transcription influence type 2 diabetes (T2D) predisposition and glucose homeostasis. However, the specific genes through which these regulatory variants act remain poorly characterized. We generated expression quantitative trait locus (eQTL) data in 118 human islet samples using RNA-sequencing and high-density genotyping. We identified fourteen loci at which cis-exon-eQTL signals overlapped active islet chromatin signatures and were coincident with established T2D and/or glycemic trait associations. At some, these data provide an experimental link between GWAS signals and biological candidates, such as DGKB and ADCY5. At others, the cis-signals implicate genes with no prior connection to islet biology, including WARS and ZMIZ1. At the ZMIZ1 locus, we show that perturbation of ZMIZ1 expression in human islets and beta-cells influences exocytosis and insulin secretion, highlighting a novel role for ZMIZ1 in the maintenance of glucose homeostasis. Together, these findings provide a significant advance in the mechanistic insights of T2D and glycemic trait association loci.
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191
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DNA Methylation Changes in the IGF1R Gene in Birth Weight Discordant Adult Monozygotic Twins. Twin Res Hum Genet 2015; 18:635-46. [DOI: 10.1017/thg.2015.76] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Low birth weight (LBW) can have an impact on health outcomes in later life, especially in relation to pre-disposition to metabolic disease. Several studies suggest that LBW resulting from restricted intrauterine growth leaves a footprint on DNA methylation in utero, and this influence likely persists into adulthood. To investigate this further, we performed epigenome-wide association analyses of blood DNA methylation using Infinium HumanMethylation450 BeadChip profiles in 71 adult monozygotic (MZ) twin pairs who were extremely discordant for birth weight. A signal mapping to the IGF1R gene (cg12562232, p = 2.62 × 10−8), was significantly associated with birth weight discordance at a genome-wide false-discovery rate (FDR) of 0.05. We pursued replication in three additional independent datasets of birth weight discordant MZ pairs and observed the same direction of association, but the results were not significant. However, a meta-analysis across the four independent samples, in total 216 birth-weight discordant MZ twin pairs, showed a significant positive association between birth weight and DNA methylation differences at IGF1R (random-effects meta-analysis p = .04), and the effect was particularly pronounced in older twins (random-effects meta-analysis p = .008, 98 older birth-weight discordant MZ twin pairs). The results suggest that severe intra-uterine growth differences (birth weight discordance >20%) are associated with methylation changes in the IGF1R gene in adulthood, independent of genetic effects.
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192
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Bulik-Sullivan B, Finucane HK, Anttila V, Gusev A, Day FR, Loh PR, Duncan L, Perry JRB, Patterson N, Robinson EB, Daly MJ, Price AL, Neale BM. An atlas of genetic correlations across human diseases and traits. Nat Genet 2015; 47:1236-41. [PMID: 26414676 PMCID: PMC4797329 DOI: 10.1038/ng.3406] [Citation(s) in RCA: 2721] [Impact Index Per Article: 272.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2015] [Accepted: 08/26/2015] [Indexed: 12/14/2022]
Abstract
Identifying genetic correlations between complex traits and diseases can provide useful etiological insights and help prioritize likely causal relationships. The major challenges preventing estimation of genetic correlation from genome-wide association study (GWAS) data with current methods are the lack of availability of individual-level genotype data and widespread sample overlap among meta-analyses. We circumvent these difficulties by introducing a technique-cross-trait LD Score regression-for estimating genetic correlation that requires only GWAS summary statistics and is not biased by sample overlap. We use this method to estimate 276 genetic correlations among 24 traits. The results include genetic correlations between anorexia nervosa and schizophrenia, anorexia and obesity, and educational attainment and several diseases. These results highlight the power of genome-wide analyses, as there currently are no significantly associated SNPs for anorexia nervosa and only three for educational attainment.
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Affiliation(s)
- Brendan Bulik-Sullivan
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Hilary K Finucane
- Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Verneri Anttila
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Alexander Gusev
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Felix R Day
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Po-Ru Loh
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Laramie Duncan
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - John R B Perry
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Nick Patterson
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Elise B Robinson
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Mark J Daly
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Alkes L Price
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Benjamin M Neale
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
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193
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Grauholm J, Khoo SK, Nickolov RZ, Poulsen JB, Bækvad-Hansen M, Hansen CS, Hougaard DM, Hollegaard MV. Gene expression profiling of archived dried blood spot samples from the Danish Neonatal Screening Biobank. Mol Genet Metab 2015. [PMID: 26212339 DOI: 10.1016/j.ymgme.2015.06.011] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
A large part of the human genome is transcribed into various forms of RNA, and the global gene expression profile (GEP) has been studied for several years using technology such as RNA-microarrays. In this study, we evaluate whether neonatal dried blood spot (DBS) samples stored in the Danish Neonatal Screening Biobank (DNSB) can be used for GEP. This paper is divided into sub-studies examining the effects of: 1) different whole transcriptome amplification kits (WTA); 2) years of storage and storage in room temperature (RT) versus freezers (-20°C) on DNSB DBS samples; 3) effects of RT storage vs freezer storage on DBS samples from the USA and DNSB, and 4) using smaller disc sizes, thereby decreasing DBS use. We present evidence that reliable and reproducible GEPs can be obtained using neonatal DBS samples. The main source of variation is the storage condition. When samples are stored at -20°C, the dynamic range is increased, and Pearson correlations are higher. Differential analysis reveals no statistically significant differences between samples collected a decade apart and stored at -20°C. However, samples stored at RT show differential expression for a third of the gene-specific probes. Our data also suggests that using alternate WTA kits significantly changes the GEP. Finally, the amount of input material, i.e., the size and number of DBS discs used, can be reduced to preserve this valuable and limited material. We conclude that DNSB DBS samples provide a reproducible resource for GEP. Results are improved if the cards are stored at -20°C. Furthermore, it is important to use a single type of kit for analysis because using alternate kits introduces differential expression.
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Affiliation(s)
- Jonas Grauholm
- Section of Neonatal Genetics, Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
| | - Sok Kean Khoo
- Department of Cell and Molecular Biology, Grand Valley State University, Grand Rapids, MI 49503, USA.
| | - Radoslav Z Nickolov
- Department of Mathematics & Computer Science, Fayetteville State University, Fayetteville, NC 28301, USA.
| | - Jesper B Poulsen
- Section of Neonatal Genetics, Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
| | - Marie Bækvad-Hansen
- Section of Neonatal Genetics, Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
| | - Christine S Hansen
- Section of Neonatal Genetics, Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
| | - David M Hougaard
- Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
| | - Mads V Hollegaard
- Section of Neonatal Genetics, Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institut, Artillerivej 5, DK-2300 Copenhagen S, Denmark.
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194
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Zoledziewska M, Sidore C, Chiang CWK, Sanna S, Mulas A, Steri M, Busonero F, Marcus JH, Marongiu M, Maschio A, Ortega Del Vecchyo D, Floris M, Meloni A, Delitala A, Concas MP, Murgia F, Biino G, Vaccargiu S, Nagaraja R, Lohmueller KE, UK10K consortium, Timpson NJ, Soranzo N, Tachmazidou I, Dedoussis G, Zeggini E, The Understanding Society Scientific Group, Uzzau S, Jones C, Lyons R, Angius A, Abecasis GR, Novembre J, Schlessinger D, Cucca F. Height-reducing variants and selection for short stature in Sardinia. Nat Genet 2015; 47:1352-1356. [PMID: 26366551 PMCID: PMC4627578 DOI: 10.1038/ng.3403] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2015] [Accepted: 08/21/2015] [Indexed: 12/11/2022]
Abstract
We report sequencing-based whole-genome association analyses to evaluate the impact of rare and founder variants on stature in 6,307 individuals on the island of Sardinia. We identify two variants with large effects. One variant, which introduces a stop codon in the GHR gene, is relatively frequent in Sardinia (0.87% versus <0.01% elsewhere) and in the homozygous state causes Laron syndrome involving short stature. We find that this variant reduces height in heterozygotes by an average of 4.2 cm (-0.64 s.d.). The other variant, in the imprinted KCNQ1 gene (minor allele frequency (MAF) = 7.7% in Sardinia versus <1% elsewhere) reduces height by an average of 1.83 cm (-0.31 s.d.) when maternally inherited. Additionally, polygenic scores indicate that known height-decreasing alleles are at systematically higher frequencies in Sardinians than would be expected by genetic drift. The findings are consistent with selection for shorter stature in Sardinia and a suggestive human example of the proposed 'island effect' reducing the size of large mammals.
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Affiliation(s)
| | - Carlo Sidore
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Center for Statistical Genetics, Ann Arbor, University of Michigan, MI, USA
| | - Charleston W. K. Chiang
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | - Antonella Mulas
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Università degli Studi di Sassari, Sassari, Italy
| | - Maristella Steri
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | - Fabio Busonero
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | | | - Michele Marongiu
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | - Andrea Maschio
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Center for Statistical Genetics, Ann Arbor, University of Michigan, MI, USA
- University of Michigan, DNA Sequencing Core, Ann Arbor, MI, USA
| | | | - Matteo Floris
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Università degli Studi di Sassari, Sassari, Italy
- Center for Advanced Studies, Research, and Development in Sardinia (CRS4), AGCT Program, Parco Scientifico e Tecnologico della Sardegna, Pula, Italy
| | | | - Alessandro Delitala
- Department of Clinical and Experimental Medicine, Azienda Ospedaliero-Universitaria di Sassari, Sassari, Italy
| | - Maria Pina Concas
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | - Federico Murgia
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | | | - Simona Vaccargiu
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
| | - Ramaiah Nagaraja
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Kirk E. Lohmueller
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
| | - UK10K consortium
- A complete list of members and affiliations is provided in the Supplementary Note
| | | | - Nicole Soranzo
- Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, CB10 1HH
- Department of Haematology, University of Cambridge, Hills Rd, Cambridge CB2 0AH
| | - Ioanna Tachmazidou
- Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, CB10 1HH
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, 17671 Athens, Greece
| | - Eleftheria Zeggini
- Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, CB10 1HH
| | | | - Sergio Uzzau
- Università degli Studi di Sassari, Sassari, Italy
- Porto Conte Ricerche srl, Tramariglio, Alghero, Italy
| | - Chris Jones
- Center for Advanced Studies, Research, and Development in Sardinia (CRS4), AGCT Program, Parco Scientifico e Tecnologico della Sardegna, Pula, Italy
| | - Robert Lyons
- University of Michigan, DNA Sequencing Core, Ann Arbor, MI, USA
| | - Andrea Angius
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Center for Advanced Studies, Research, and Development in Sardinia (CRS4), AGCT Program, Parco Scientifico e Tecnologico della Sardegna, Pula, Italy
| | | | - John Novembre
- Department of Human Genetics, University of Chicago, IL, USA
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Cagliari, Italy
- Università degli Studi di Sassari, Sassari, Italy
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195
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Doornweerd S, IJzerman RG, Weijs PJM, Diamant M, de Geus EJ, Boomsma DI. Lower birth weight is associated with alterations in dietary intake in adolescents independent of genetic factors: A twin study. Clin Nutr 2015; 36:179-185. [PMID: 26575849 DOI: 10.1016/j.clnu.2015.10.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Revised: 10/07/2015] [Accepted: 10/21/2015] [Indexed: 11/19/2022]
Abstract
BACKGROUND & AIMS Lower birth weight is associated with an increased risk of cardiovascular and metabolic disease. These associations may, at least in part, be explained by alterations in dietary intake in later life. The aim of this study is to examine whether lower birth weight is associated with alterations in dietary intake in later life, and whether this association is due to intrauterine environmental or genetic factors. METHODS In this observational study birth weight and dietary intake were investigated in 78 dizygotic (DZ) and 94 monozygotic (MZ) adolescent same-sex twin subjects. Birth weight was obtained from the mothers. Dietary intake was assessed by two-day dietary records. RESULTS In the total group of twins, lower birth weight was associated with higher intake of saturated fat after adjustment for current weight (1.2 per cent of total energy intake (E%) per kg increase in birth weight, P < 0.01). Intra-pair analysis in all twin pairs demonstrated that twins with the lower birth weight had a 115 kcal higher total energy intake and a 0.7 E% higher saturated fat intake compared to their co-twins with the higher birth weight (P < 0.05). Intra-pair differences in birth weight were negatively associated with differences in energy intake and differences in intake of saturated fat after adjustment for differences in current weight (P = 0.07 and P < 0.05, respectively). Intra-pair differences in birth weight were positively associated with intra-pair differences in intake of dietary fibres (P < 0.05). These intra-pair differences and associations were similar for DZ and MZ twins (P for difference > 0.6). CONCLUSIONS Lower birth weight was related with higher intake of energy and saturated fat within twin pairs, and these associations were independent of zygosity, suggesting that the association between birth weight and alterations in dietary intake in later life is explained by intrauterine environmental rather than genetic factors.
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Affiliation(s)
- Stieneke Doornweerd
- Diabetes Centre/Department of Internal Medicine, VU University Medical Centre, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands.
| | - Richard G IJzerman
- Diabetes Centre/Department of Internal Medicine, VU University Medical Centre, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Peter J M Weijs
- Department of Nutrition and Dietetics, Internal Medicine, VU University Medical Centre, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Michaela Diamant
- Diabetes Centre/Department of Internal Medicine, VU University Medical Centre, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Eco J de Geus
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT Amsterdam, The Netherlands
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, 1081 BT Amsterdam, The Netherlands
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Day FR, Forouhi NG, Ong KK, Perry JRB. Season of birth is associated with birth weight, pubertal timing, adult body size and educational attainment: a UK Biobank study. Heliyon 2015; 1:e00031. [PMID: 27123493 PMCID: PMC4832516 DOI: 10.1016/j.heliyon.2015.e00031] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 08/28/2015] [Accepted: 09/11/2015] [Indexed: 01/08/2023] Open
Abstract
Season of birth, a marker of in utero vitamin D exposure, has been associated with a wide range of health outcomes. Using a dataset of ∼450,000 participants from the UK Biobank study, we aimed to assess the impact of this seasonality on birth weight, age at menarche, adult height and body mass index (BMI). Birth weight, age at menarche and height, but not BMI, were highly significantly associated with season of birth. Individuals born in summer (June-July-August) had higher mean birth weight (P = 8 × 10-10), later pubertal development (P = 1.1 × 10-45) and taller adult height (P = 6.5 × 10-9) compared to those born in all other seasons. Concordantly, those born in winter (December-January-February) showed directionally opposite differences in these outcomes. A secondary comparison of the extreme differences between months revealed higher odds ratios [95% confidence intervals (CI)] for low birth weight in February vs. September (1.23 [1.15-1.32], P = 4.4 × 10-10), for early puberty in September vs. July (1.22 [1.16-1.28], P = 7.3 × 10-15) and for short stature in December vs. June (1.09 [1.03-1.17], P = 0.006). The above associations were also seen with total hours of sunshine during the second trimester, but not during the first three months after birth. Additional associations were observed with educational attainment; individuals born in autumn vs. summer were more likely to continue in education post age 16 years (P = 1.1 × 10-91) or attain a degree-level qualification (P = 4 × 10-7). However, unlike other outcomes, an abrupt difference was seen between those born in August vs. September, which flank the start of the school year. Our findings provide support for the 'fetal programming' hypothesis, refining and extending the impact that season of birth has on childhood growth and development. Whilst other mechanisms may contribute to these associations, these findings are consistent with a possible role of in utero vitamin D exposure.
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Affiliation(s)
- Felix R Day
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Nita G Forouhi
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Ken K Ong
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK; Department of Paediatrics, University of Cambridge, UK
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
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197
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Lumey LH, Khalangot MD, Vaiserman AM. Association between type 2 diabetes and prenatal exposure to the Ukraine famine of 1932-33: a retrospective cohort study. Lancet Diabetes Endocrinol 2015; 3:787-794. [PMID: 26342852 DOI: 10.1016/s2213-8587(15)00279-x] [Citation(s) in RCA: 145] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Revised: 07/14/2015] [Accepted: 07/15/2015] [Indexed: 01/04/2023]
Abstract
BACKGROUND The effect of fetal and early childhood living conditions on adult health has long been debated, but empirical assessment in human beings remains a challenge. We used data from during the man-made Ukrainian famine of 1932-33 to examine the association between restricted nutrition in early gestation and type 2 diabetes in offspring in later life. METHODS We included all patients with type 2 diabetes diagnosed at age 40 years or older in the Ukraine national diabetes register 2000-08, and used all individuals born between 1930 and 1938 from the 2001 Ukraine national census as the reference population. This study population includes individuals born before and after the famine period as controls, and those from regions that experienced extreme, severe, or no famine. We used prevalence odds ratios (ORs) as the measure of association between type 2 diabetes and early famine exposure, with stratification by region, date of birth, and sex for comparisons of diabetes prevalence in specific subgroups. FINDINGS Using these two datasets, we compared the odds of type 2 diabetes by date and region of birth in 43,150 patients with diabetes and 1,421,024 individuals born between 1930 and 1938. With adjustment for season of birth, the OR for developing type 2 diabetes was 1·47 (95% CI 1·37-1·58) in individuals born in the first half of 1934 in regions with extreme famine, 1·26 (1·14-1·39) in individuals born in regions with severe famine, and there was no increase (OR 1·00, 0·91-1·09) in individuals born in regions with no famine, compared with births in other time periods. Multivariable analyses confirmed these results. The associations between type 2 diabetes and famine around the time of birth were similar in men and women. INTERPRETATION These results show a dose-response relation between famine severity during prenatal development and odds of type 2 diabetes in later life. Our findings suggest that early gestation is a critical time window of development; therefore, further studies of biological mechanisms should include this period. FUNDING Ukraine State Diabetes Mellitus Program, US National Institutes of Health.
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Affiliation(s)
- L H Lumey
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA; Molecular Epidemiology, Leiden University Medical Center, Leiden, Netherlands.
| | - Mykola D Khalangot
- Komisarenko Institute of Endocrinology and Metabolism, National Academy of Medical Sciences, Kiev, Ukraine; Shupyk National Medical Academy of Postgraduate Education, Kiev, Ukraine
| | - Alexander M Vaiserman
- Chebotarev Institute of Gerontology, National Academy of Medical Sciences, Kiev, Ukraine
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198
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Winkler TW, Justice AE, Graff M, Barata L, Feitosa MF, Chu S, Czajkowski J, Esko T, Fall T, Kilpeläinen TO, Lu Y, Mägi R, Mihailov E, Pers TH, Rüeger S, Teumer A, Ehret GB, Ferreira T, Heard-Costa NL, Karjalainen J, Lagou V, Mahajan A, Neinast MD, Prokopenko I, Simino J, Teslovich TM, Jansen R, Westra HJ, White CC, Absher D, Ahluwalia TS, Ahmad S, Albrecht E, Alves AC, Bragg-Gresham JL, de Craen AJM, Bis JC, Bonnefond A, Boucher G, Cadby G, Cheng YC, Chiang CWK, Delgado G, Demirkan A, Dueker N, Eklund N, Eiriksdottir G, Eriksson J, Feenstra B, Fischer K, Frau F, Galesloot TE, Geller F, Goel A, Gorski M, Grammer TB, Gustafsson S, Haitjema S, Hottenga JJ, Huffman JE, Jackson AU, Jacobs KB, Johansson Å, Kaakinen M, Kleber ME, Lahti J, Leach IM, Lehne B, Liu Y, Lo KS, Lorentzon M, Luan J, Madden PAF, Mangino M, McKnight B, Medina-Gomez C, Monda KL, Montasser ME, Müller G, Müller-Nurasyid M, Nolte IM, Panoutsopoulou K, Pascoe L, Paternoster L, Rayner NW, Renström F, Rizzi F, Rose LM, Ryan KA, Salo P, Sanna S, Scharnagl H, Shi J, Smith AV, Southam L, Stančáková A, Steinthorsdottir V, Strawbridge RJ, Sung YJ, Tachmazidou I, et alWinkler TW, Justice AE, Graff M, Barata L, Feitosa MF, Chu S, Czajkowski J, Esko T, Fall T, Kilpeläinen TO, Lu Y, Mägi R, Mihailov E, Pers TH, Rüeger S, Teumer A, Ehret GB, Ferreira T, Heard-Costa NL, Karjalainen J, Lagou V, Mahajan A, Neinast MD, Prokopenko I, Simino J, Teslovich TM, Jansen R, Westra HJ, White CC, Absher D, Ahluwalia TS, Ahmad S, Albrecht E, Alves AC, Bragg-Gresham JL, de Craen AJM, Bis JC, Bonnefond A, Boucher G, Cadby G, Cheng YC, Chiang CWK, Delgado G, Demirkan A, Dueker N, Eklund N, Eiriksdottir G, Eriksson J, Feenstra B, Fischer K, Frau F, Galesloot TE, Geller F, Goel A, Gorski M, Grammer TB, Gustafsson S, Haitjema S, Hottenga JJ, Huffman JE, Jackson AU, Jacobs KB, Johansson Å, Kaakinen M, Kleber ME, Lahti J, Leach IM, Lehne B, Liu Y, Lo KS, Lorentzon M, Luan J, Madden PAF, Mangino M, McKnight B, Medina-Gomez C, Monda KL, Montasser ME, Müller G, Müller-Nurasyid M, Nolte IM, Panoutsopoulou K, Pascoe L, Paternoster L, Rayner NW, Renström F, Rizzi F, Rose LM, Ryan KA, Salo P, Sanna S, Scharnagl H, Shi J, Smith AV, Southam L, Stančáková A, Steinthorsdottir V, Strawbridge RJ, Sung YJ, Tachmazidou I, Tanaka T, Thorleifsson G, Trompet S, Pervjakova N, Tyrer JP, Vandenput L, van der Laan SW, van der Velde N, van Setten J, van Vliet-Ostaptchouk JV, Verweij N, Vlachopoulou E, Waite LL, Wang SR, Wang Z, Wild SH, Willenborg C, Wilson JF, Wong A, Yang J, Yengo L, Yerges-Armstrong LM, Yu L, Zhang W, Zhao JH, Andersson EA, Bakker SJL, Baldassarre D, Banasik K, Barcella M, Barlassina C, Bellis C, Benaglio P, Blangero J, Blüher M, Bonnet F, Bonnycastle LL, Boyd HA, Bruinenberg M, Buchman AS, Campbell H, Chen YDI, Chines PS, Claudi-Boehm S, Cole J, Collins FS, de Geus EJC, de Groot LCPGM, Dimitriou M, Duan J, Enroth S, Eury E, Farmaki AE, Forouhi NG, Friedrich N, Gejman PV, Gigante B, Glorioso N, Go AS, Gottesman O, Gräßler J, Grallert H, Grarup N, Gu YM, Broer L, Ham AC, Hansen T, Harris TB, Hartman CA, Hassinen M, Hastie N, Hattersley AT, Heath AC, Henders AK, Hernandez D, Hillege H, Holmen O, Hovingh KG, Hui J, Husemoen LL, Hutri-Kähönen N, Hysi PG, Illig T, De Jager PL, Jalilzadeh S, Jørgensen T, Jukema JW, Juonala M, Kanoni S, Karaleftheri M, Khaw KT, Kinnunen L, Kittner SJ, Koenig W, Kolcic I, Kovacs P, Krarup NT, Kratzer W, Krüger J, Kuh D, Kumari M, Kyriakou T, Langenberg C, Lannfelt L, Lanzani C, Lotay V, Launer LJ, Leander K, Lindström J, Linneberg A, Liu YP, Lobbens S, Luben R, Lyssenko V, Männistö S, Magnusson PK, McArdle WL, Menni C, Merger S, Milani L, Montgomery GW, Morris AP, Narisu N, Nelis M, Ong KK, Palotie A, Pérusse L, Pichler I, Pilia MG, Pouta A, Rheinberger M, Ribel-Madsen R, Richards M, Rice KM, Rice TK, Rivolta C, Salomaa V, Sanders AR, Sarzynski MA, Scholtens S, Scott RA, Scott WR, Sebert S, Sengupta S, Sennblad B, Seufferlein T, Silveira A, Slagboom PE, Smit JH, Sparsø TH, Stirrups K, Stolk RP, Stringham HM, Swertz MA, Swift AJ, Syvänen AC, Tan ST, Thorand B, Tönjes A, Tremblay A, Tsafantakis E, van der Most PJ, Völker U, Vohl MC, Vonk JM, Waldenberger M, Walker RW, Wennauer R, Widén E, Willemsen G, Wilsgaard T, Wright AF, Zillikens MC, van Dijk SC, van Schoor NM, Asselbergs FW, de Bakker PIW, Beckmann JS, Beilby J, Bennett DA, Bergman RN, Bergmann S, Böger CA, Boehm BO, Boerwinkle E, Boomsma DI, Bornstein SR, Bottinger EP, Bouchard C, Chambers JC, Chanock SJ, Chasman DI, Cucca F, Cusi D, Dedoussis G, Erdmann J, Eriksson JG, Evans DA, de Faire U, Farrall M, Ferrucci L, Ford I, Franke L, Franks PW, Froguel P, Gansevoort RT, Gieger C, Grönberg H, Gudnason V, Gyllensten U, Hall P, Hamsten A, van der Harst P, Hayward C, Heliövaara M, Hengstenberg C, Hicks AA, Hingorani A, Hofman A, Hu F, Huikuri HV, Hveem K, James AL, Jordan JM, Jula A, Kähönen M, Kajantie E, Kathiresan S, Kiemeney LALM, Kivimaki M, Knekt PB, Koistinen HA, Kooner JS, Koskinen S, Kuusisto J, Maerz W, Martin NG, Laakso M, Lakka TA, Lehtimäki T, Lettre G, Levinson DF, Lind L, Lokki ML, Mäntyselkä P, Melbye M, Metspalu A, Mitchell BD, Moll FL, Murray JC, Musk AW, Nieminen MS, Njølstad I, Ohlsson C, Oldehinkel AJ, Oostra BA, Palmer LJ, Pankow JS, Pasterkamp G, Pedersen NL, Pedersen O, Penninx BW, Perola M, Peters A, Polašek O, Pramstaller PP, Psaty BM, Qi L, Quertermous T, Raitakari OT, Rankinen T, Rauramaa R, Ridker PM, Rioux JD, Rivadeneira F, Rotter JI, Rudan I, den Ruijter HM, Saltevo J, Sattar N, Schunkert H, Schwarz PEH, Shuldiner AR, Sinisalo J, Snieder H, Sørensen TIA, Spector TD, Staessen JA, Stefania B, Thorsteinsdottir U, Stumvoll M, Tardif JC, Tremoli E, Tuomilehto J, Uitterlinden AG, Uusitupa M, Verbeek ALM, Vermeulen SH, Viikari JS, Vitart V, Völzke H, Vollenweider P, Waeber G, Walker M, Wallaschofski H, Wareham NJ, Watkins H, Zeggini E, CHARGE Consortium, DIAGRAM Consortium, GLGC Consortium, Global-BPGen Consortium, ICBP Consortium, MAGIC Consortium, Chakravarti A, Clegg DJ, Cupples LA, Gordon-Larsen P, Jaquish CE, Rao DC, Abecasis GR, Assimes TL, Barroso I, Berndt SI, Boehnke M, Deloukas P, Fox CS, Groop LC, Hunter DJ, Ingelsson E, Kaplan RC, McCarthy MI, Mohlke KL, O'Connell JR, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Hirschhorn JN, Lindgren CM, Heid IM, North KE, Borecki IB, Kutalik Z, Loos RJF. The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study. PLoS Genet 2015; 11:e1005378. [PMID: 26426971 PMCID: PMC4591371 DOI: 10.1371/journal.pgen.1005378] [Show More Authors] [Citation(s) in RCA: 281] [Impact Index Per Article: 28.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2014] [Accepted: 06/22/2015] [Indexed: 01/11/2023] Open
Abstract
Genome-wide association studies (GWAS) have identified more than 100 genetic variants contributing to BMI, a measure of body size, or waist-to-hip ratio (adjusted for BMI, WHRadjBMI), a measure of body shape. Body size and shape change as people grow older and these changes differ substantially between men and women. To systematically screen for age- and/or sex-specific effects of genetic variants on BMI and WHRadjBMI, we performed meta-analyses of 114 studies (up to 320,485 individuals of European descent) with genome-wide chip and/or Metabochip data by the Genetic Investigation of Anthropometric Traits (GIANT) Consortium. Each study tested the association of up to ~2.8M SNPs with BMI and WHRadjBMI in four strata (men ≤50y, men >50y, women ≤50y, women >50y) and summary statistics were combined in stratum-specific meta-analyses. We then screened for variants that showed age-specific effects (G x AGE), sex-specific effects (G x SEX) or age-specific effects that differed between men and women (G x AGE x SEX). For BMI, we identified 15 loci (11 previously established for main effects, four novel) that showed significant (FDR<5%) age-specific effects, of which 11 had larger effects in younger (<50y) than in older adults (≥50y). No sex-dependent effects were identified for BMI. For WHRadjBMI, we identified 44 loci (27 previously established for main effects, 17 novel) with sex-specific effects, of which 28 showed larger effects in women than in men, five showed larger effects in men than in women, and 11 showed opposite effects between sexes. No age-dependent effects were identified for WHRadjBMI. This is the first genome-wide interaction meta-analysis to report convincing evidence of age-dependent genetic effects on BMI. In addition, we confirm the sex-specificity of genetic effects on WHRadjBMI. These results may provide further insights into the biology that underlies weight change with age or the sexually dimorphism of body shape.
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Affiliation(s)
- Thomas W. Winkler
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
| | - Anne E. Justice
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Mariaelisa Graff
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Llilda Barata
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Mary F. Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Su Chu
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Jacek Czajkowski
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Tõnu Esko
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Tove Fall
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Tuomas O. Kilpeläinen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Reedik Mägi
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | | | - Tune H. Pers
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Sina Rüeger
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine, University Hospital Lausanne (CHUV), Lausanne, Switzerland
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Georg B. Ehret
- Department of Specialties of Internal Medicine, Geneva University Hospital, Geneva, Switzerland
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, United States of America
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
| | - Juha Karjalainen
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Michael D. Neinast
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Hammersmith Hospital, London, United Kingdom
- Department of Genomics of Common Diseases, School of Public Health, Imperial College London, London, United Kingdom
| | - Jeannette Simino
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Tanya M. Teslovich
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Rick Jansen
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Harm-Jan Westra
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Divisions of Genetics and Rheumatology, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
- Partners Center for Personalized Genetic Medicine, Boston, Massachusetts, United States of America
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Tarunveer S. Ahluwalia
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Steno Diabetes Center A/S, Gentofte, Denmark
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Shafqat Ahmad
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Alexessander Couto Alves
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College, London, United Kingdom
| | - Jennifer L. Bragg-Gresham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Anton J. M. de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Amélie Bonnefond
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | | | - Gemma Cadby
- Centre for Genetic Origins of Health and Disease, University of Western Australia, Crawley, Western Australia, Australia
| | - Yu-Ching Cheng
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- University of Maryland School of Medicine, Department of Medicine, Baltimore, Maryland, United States of America
| | - Charleston W. K. Chiang
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, California, United States of America
| | - Graciela Delgado
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Ayse Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Nicole Dueker
- Universiy of Maryland School of Medicine, Department of Epidemiology & Public Health, Baltimore, Maryland, United States of America
| | - Niina Eklund
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | | | - Joel Eriksson
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Krista Fischer
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | - Francesca Frau
- Department of Health Sciences, University of Milan, Milan, Italy
- Filarete Foundation, Genomic and Bioinformatics Unit, Milano, Italy
| | - Tessel E. Galesloot
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Anuj Goel
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Mathias Gorski
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Tanja B. Grammer
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Stefan Gustafsson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Saskia Haitjema
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Jennifer E. Huffman
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Anne U. Jackson
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Kevin B. Jacobs
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Åsa Johansson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Marika Kaakinen
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College, London, United Kingdom
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Marcus E. Kleber
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Jari Lahti
- Folkhälsan Research Centre, Helsinki, Finland
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland
| | - Irene Mateo Leach
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Youfang Liu
- Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chaper Hill, North Carolina, United States of America
| | - Ken Sin Lo
- Montreal Heart Institute, Montréal, Québec, Canada
| | - 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
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Pamela A. F. Madden
- Washington University Medical School, St. Louis, Missouri, United States of America
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Barbara McKnight
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Program in Biostatistics and Biomathematics, Divison of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Carolina Medina-Gomez
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Keri L. Monda
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- The Center for Observational Research, Amgen Inc., Thousand Oaks, California, United States of America
| | - May E. Montasser
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Gabriele Müller
- Center for Evidence Based Healthcare, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
| | - Ilja M. Nolte
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | | | - Laura Pascoe
- Institute of Cell & Molecular Biosciences, Newcastle University, Newcastle, United Kingdom
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Nigel W. Rayner
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Frida Renström
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
| | - Federica Rizzi
- Department of Health Sciences, University of Milan, Milan, Italy
- Filarete Foundation, Genomic and Bioinformatics Unit, Milano, Italy
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
| | - Kathy A. Ryan
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Perttu Salo
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Jianxin Shi
- National Cancer Institute, Bethesda, Maryland, United States of America
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Lorraine Southam
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Alena Stančáková
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | | | - Rona J. Strawbridge
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Ioanna Tachmazidou
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, United States of America
| | | | - Stella Trompet
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Natalia Pervjakova
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
- Institute of Cell and Molecular Biology, Department of Biotechnology, University of Tartu, Tartu, Estonia
- University of Helsinki, Helsinki, Finland
| | - Jonathan P. Tyrer
- Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Liesbeth Vandenput
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Sander W van der Laan
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Nathalie van der Velde
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Section of Geriatric Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Jessica van Setten
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
| | - Jana V. van Vliet-Ostaptchouk
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, The Netherlands
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Efthymia Vlachopoulou
- Transplantation Laboratory, Haartman Institute, University of Helsinki, Helsinki, Finland
| | - Lindsay L. Waite
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Sophie R. Wang
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Divisions of Genetics and Endocrinology and Program in Genomics, Boston's Children's Hospital, Boston, Massachusetts, United States of America
| | - Zhaoming Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Sarah H. Wild
- Centre for Population Health Sciences, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Christina Willenborg
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Lübeck, Germany
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - James F. Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Andrew Wong
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Jian Yang
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Loïc Yengo
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Laura M. Yerges-Armstrong
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Ehm A. Andersson
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Stephan J. L. Bakker
- University of Groningen, University Medical Center Groningen, Department of Medicine, Groningen, Netherlands
| | - Damiano Baldassarre
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
| | - Karina Banasik
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Matteo Barcella
- Department of Health Sciences, University of Milan, Milan, Italy
| | | | - Claire Bellis
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, United States of America
- Genomics Research Centre, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Paola Benaglio
- Department of Pediatrics, University of California San Diego, La Jolla, California, United States of America
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - John Blangero
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, United States of America
| | - Matthias Blüher
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | | | - Lori L. Bonnycastle
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Heather A. Boyd
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Marcel Bruinenberg
- University of Groningen, University Medical Center Groningen, The LifeLines Cohort Study, Groningen, The Netherlands
| | - Aron S Buchman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Yii-Der Ida Chen
- Los Angeles BioMedical Resesarch Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America
| | - Peter S. Chines
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Simone Claudi-Boehm
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - John Cole
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- Universiy of Maryland School of Medicine, Department of Neurology, Baltimore, Maryland, United States of America
| | - Francis S. Collins
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Eco J. C. de Geus
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | | | - Maria Dimitriou
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Jubao Duan
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Stefan Enroth
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Elodie Eury
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Aliki-Eleni Farmaki
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Nita G. Forouhi
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Pablo V. Gejman
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Bruna Gigante
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Nicola Glorioso
- Hypertension and Related Disease Centre, AOU-University of Sassari, Sassari, Italy
| | - Alan S. Go
- Kaiser Permanente, Division of Research, Oakland, California, United States of America
| | - Omri Gottesman
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Jürgen Gräßler
- Department of Medicine III, Pathobiochemistry, University of Dresden, Dresden, 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), Neuherberg, Germany
| | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Yu-Mei Gu
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Linda Broer
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Annelies C. Ham
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, Maryland, United States of America
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Catharina A. Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Nicholas Hastie
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Andrew T. Hattersley
- Institue of Biomedical & Clinical Science, University of Exeter, Exeter, United Kingdom
| | - Andrew C. Heath
- Washington University Medical School, St. Louis, Missouri, United States of America
| | - Anjali K. Henders
- QIMR Bergofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Hans Hillege
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Oddgeir Holmen
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kees G Hovingh
- Department Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Jennie Hui
- Pathwest Laboratory Medicine of Western Australia, Nedlands, Western Australia,Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
- School of Population Health, University of Western Australia, Nedlands, Western Australia, Australia
| | - Lise L. Husemoen
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
| | - Nina Hutri-Kähönen
- Department of Pediatrics, University of Tampere School of Medicine, Tampere, Finland
- Department of Pediatrics,Tampere University Hospital, Tampere, Finland
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
- Institute of Human Genetics, Hannover Medical School, Hanover, Germany
| | - Philip L. De Jager
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
- Program in Translational NeuroPsychiatric Genomics, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts,United States of America
| | - Shapour Jalilzadeh
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Torben Jørgensen
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Medicine, University of Aalborg, Aalborg, Denmark
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, The Netherlands
| | - Markus Juonala
- Division of Medicine, Turku University Hospital, Turku, Finland
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Medicine, University of Turku, Turku, Finland
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | | | - Kay Tee Khaw
- Clinical Gerontology Unit, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Leena Kinnunen
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Steven J. Kittner
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- Universiy of Maryland School of Medicine, Department of Neurology, Baltimore, Maryland, United States of America
| | - Wolfgang Koenig
- Department of Internal Medicine II—Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Ivana Kolcic
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Peter Kovacs
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
| | - Nikolaj T. Krarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Wolfgang Kratzer
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Janine Krüger
- Department of Medicine A, University Medicine Greifswald, Greifswald, Germany
| | - Diana Kuh
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Meena Kumari
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Theodosios Kyriakou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Lars Lannfelt
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Chiara Lanzani
- Chair of Nephrology, Università Vita Salute San Raffaele, Segrate (Milan), Italy
- Genomics of Renal Disease and Hypertension Unit, IRCCS San Raffaele Scientific Institute, Segrate (Milan), Italy
| | - Vaneet Lotay
- Department of Biological Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Lenore J. Launer
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Karin Leander
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Jaana Lindström
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Allan Linneberg
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark
| | - Yan-Ping Liu
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Stéphane Lobbens
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Robert Luben
- Strangeways Research Laboratory Wort's Causeway, Cambridge, United Kingdom
| | - Valeriya Lyssenko
- Steno Diabetes Center A/S, Gentofte, Denmark
- Lund University Diabetes Centre and Department of Clinical Science, Diabetes & Endocrinology Unit, Lund University, Malmö, Sweden
| | - Satu Männistö
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Patrik K. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Wendy L. McArdle
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Sigrun Merger
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Lili Milani
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | | | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Biostatistics, University of Liverpool, Liverpool, United Kingdom
| | - Narisu Narisu
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Mari Nelis
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | - Ken K. Ong
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
- Department of Paediatrics, University of Cambridge, Cambridge, United Kingdom
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- Massachusetts General Hospital, Center for Human Genetic Research, Psychiatric and Neurodevelopmental Genetics Unit, Boston, Massachusetts, United States of America
| | - Louis Pérusse
- Department of Kinesiology, Laval University, Québec City, Québec, Canada
- Institute of Nutrition and Functional Foods, Laval University, Québec City, Québec, Canada
| | - Irene Pichler
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Maria G. Pilia
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
| | - Anneli Pouta
- Department of Children, Young People and Families, National Institute for Health and Welfare, Helsinki, Finland
- Department of Obstetrics and Gynecology, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Myriam Rheinberger
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Rasmus Ribel-Madsen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Marcus Richards
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Treva K. Rice
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Carlo Rivolta
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Alan R. Sanders
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Mark A. Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - Salome Scholtens
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Robert A. Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - William R. Scott
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
| | - Sylvain Sebert
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Sebanti Sengupta
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Bengt Sennblad
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Thomas Seufferlein
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Angela Silveira
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - P. Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jan H. Smit
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Thomas H. Sparsø
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Kathleen Stirrups
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Ronald P. Stolk
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Heather M. Stringham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Morris A Swertz
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Amy J. Swift
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Ann-Christine Syvänen
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Sian-Tsung Tan
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Anke Tönjes
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | - Angelo Tremblay
- Department of Kinesiology, Laval University, Québec City, Québec, Canada
| | | | - Peter J. van der Most
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Marie-Claude Vohl
- Institute of Nutrition and Functional Foods, Laval University, Québec City, Québec, Canada
- School of Nutrition, Laval University, Québec City, Québec,Canada
| | - Judith M. Vonk
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Melanie Waldenberger
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- 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
| | - Ryan W. Walker
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Roman Wennauer
- Department of Clinical Chemistry, Ulm University Medical Centre, Ulm, Germany
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Tom Wilsgaard
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Alan F. Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - M. Carola Zillikens
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Suzanne C. van Dijk
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Natasja M. van Schoor
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, The Netherlands
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Paul I. W. de Bakker
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
- Department of Epidemiology, University Medical Center, Utrecht, The Netherlands
| | | | - John Beilby
- Pathwest Laboratory Medicine of Western Australia, Nedlands, Western Australia,Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
| | - David A. Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Richard N. Bergman
- Diabetes and Obesity Research Institute, Cedars-Sinai Medical Center, Los Angeles, California, United States of America
| | - Sven Bergmann
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Carsten A. Böger
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Bernhard O. Boehm
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
- Imperial College London, London, United Kingdom
- Lee Kong Chian School of Medicine, Singapore, Singapore
- Nanyang Technological University, Singapore, Singapore
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine, University of Texas Health Science Center, Houston, Texas, United States of America
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Stefan R. Bornstein
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Erwin P. Bottinger
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Program in Biostatistics and Biomathematics, Divison of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
- University of Sassari, Sassari, Italy
| | - Daniele Cusi
- Department of Health Sciences, University of Milan, Milan, Italy
- Institute of Biomedical Technologies, National Institute of Research, Segrate-Milano, Italy
| | - George Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Jeanette Erdmann
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Lübeck, Germany
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Johan G. Eriksson
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- Folkhälsan Research Centre, Helsinki, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
| | - Denis A. Evans
- Rush Institute for Healthy Aging and Department of Internal Medicine, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Martin Farrall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, United States of America
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom
| | - Lude Franke
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Paul W. Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
- Department of Public Health & Clinical Medicine, Umeå University Hospital, Umeå, Sweden, Umeå, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Philippe Froguel
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Ron T. Gansevoort
- University of Groningen, University Medical Center Groningen, Department of Medicine, Groningen, Netherlands
| | - Christian Gieger
- 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
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Ulf Gyllensten
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, The Netherlands
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Markku Heliövaara
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Christian Hengstenberg
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Aroon Hingorani
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Albert Hofman
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Frank Hu
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Heikki V. Huikuri
- Medical Research Center Oulu, Oulu University Hospital, and University of Oulu, Oulu, Finland
| | - Kristian Hveem
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Alan L. James
- Department of Pulmonary Physiology and Sleep Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Joanne M. Jordan
- Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chaper Hill, North Carolina, United States of America
| | - Antti Jula
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Eero Kajantie
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
- Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Sekar Kathiresan
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Cardiovascular Research Center and Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Center for Human Genetics Research, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Lambertus A. L. M. Kiemeney
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
- Radboud university medical center, Radboud Institute for Health Sciences, Department of Urology, Nijmegen, The Netherlands
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Paul B. Knekt
- National Institute for Health and Welfare, Helsinki, Finland
| | - Heikki A. Koistinen
- National Institute for Health and Welfare, Helsinki, Finland
- University of Helsinki and Helsinki University Central Hospital, Department of Medicine and Abdominal Center: Endocrinology, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Jaspal S. Kooner
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Seppo Koskinen
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Winfried Maerz
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Nicholas G Martin
- QIMR Bergofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Timo A. Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Physiology, Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Guillaume Lettre
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | | | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Marja-Liisa Lokki
- Transplantation Laboratory, Haartman Institute, University of Helsinki, Helsinki, Finland
| | - Pekka Mäntyselkä
- Primary Health Care Unit, Institute of Public Health and Clinical Nutrition, School of Medicine, University of Eastern Finland, Kuopio, Finland
- Primary Health Care Unit, Kuopio University Hospital, Kuopio, Finland
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | | | - Braxton D. Mitchell
- University of Maryland School of Medicine, Department of Medicine, Baltimore, Maryland, United States of America
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, Maryland, United States of America
| | - Frans L. Moll
- Department of Surgery, University Medical Center Utrecht, Utrecht, Netherlands
| | - Jeffrey C. Murray
- Department of Pediatrics, University of Iowa, Iowa City, Iowa, United States of America
| | - Arthur W. Musk
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Markku S. Nieminen
- HUCH Heart and Lung Center, Division of Cardiology, Helsinki University Central Hospital, Helsinki, Finland
| | - Inger Njølstad
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - 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
- University of Groningen, University Medical Center, Interdisciplinary Center Psychopathology and Emotion Regulation, Groningen, The Netherlands
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Lyle J Palmer
- School of Public Health, University of Adelaide, Adelaide, South Australia, Australia
- Robinson Research Institute, University of Adelaide, Adelaide, South Australia, Australia
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Gerard Pasterkamp
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Brenda W. Penninx
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Markus Perola
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Annette Peters
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- 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
| | - Ozren Polašek
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Departments of Epidemiology and Health Services, University of Washington, Seattle, Washington, United States of America
- Group Health Research Institute, Group Health Cooperative, Seatte, Washington, United States of America
| | - Lu Qi
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- 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, United States of America
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - John D. Rioux
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Fernando Rivadeneira
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Jerome I. Rotter
- Los Angeles BioMedical Resesarch Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Hester M. den Ruijter
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Juha Saltevo
- Department of Medicine, Central Finland Central Hospital, Jyväskylä, Finland
| | - Naveed Sattar
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Heribert Schunkert
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
| | - Peter E. H. Schwarz
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Alan R. Shuldiner
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
- Geriatric Research and Education Clinical Center, Vetrans Administration Medical Center, Baltimore, Maryland, United States of America
| | - Juha Sinisalo
- HUCH Heart and Lung Center, Division of Cardiology, Helsinki University Central Hospital, Helsinki, Finland
| | - Harold Snieder
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Thorkild I. A. Sørensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital, The Capital Region, Frederiksberg, Denmark
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Jan A. Staessen
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
- R & D VitaK Group, Maastricht University, Maastricht, The Netherlands
| | | | - Unnur Thorsteinsdottir
- deCODE Genetics, Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Michael Stumvoll
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | - Jean-Claude Tardif
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Elena Tremoli
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
| | - Jaakko Tuomilehto
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
- Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
- Instituto de Investigacion Sanitaria del Hospital Universitario La Paz (IdiPAZ), Madrid, Spain
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - André G. Uitterlinden
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Matti Uusitupa
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - André L. M. Verbeek
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
| | - Sita H. Vermeulen
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud university medical center, Nijmegen, The Netherlands
| | | | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital Lausanne (CHUV) and University of Lausanne, Lausanne, Switzerland
| | - Gérard Waeber
- Department of Internal Medicine, University Hospital Lausanne (CHUV) and University of Lausanne, Lausanne, Switzerland
| | - Mark Walker
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Institute of Cellular Medicine, Newcastle University, Newcastle, United Kingdom
| | - Henri Wallaschofski
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Hugh Watkins
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Eleftheria Zeggini
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - CHARGE Consortium
- The Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium
| | | | | | | | | | - MAGIC Consortium
- The Meta-Analyses of Glucose and Insulin-related traits Consortium
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Deborah J. Clegg
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - L. Adrienne Cupples
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Cashell E. Jaquish
- National Heart, Lung, and Blood Institute, National Institute of Health, Bethesda, Maryland, United States of America
| | - D. C. Rao
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Goncalo R. Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Themistocles L. Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- NIHR Cambridge Biomedical Research Centre, Institute of Metabolic Science Addenbrooke’s Hospital, Cambridge, United Kingdom
- University of Cambridge Metabolic Research Laboratories, Institute of Metabolic Science Addenbrooke’s Hospital, Cambridge, United Kingdom
| | - Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, Saudi Arabia
| | - Caroline S. Fox
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - Leif C. Groop
- Lund University Diabetes Centre and Department of Clinical Science, Diabetes & Endocrinology Unit, Lund University, Malmö, Sweden
- Finnish Institute for Molecular Medicine (FIMM), Helsinki University, Helsinki, Finland
| | - David J. Hunter
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Erik Ingelsson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Robert C. Kaplan
- Department of Epidemiology and Popualtion Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Oxford NIHR Biomedical Research Centre, Oxford, United Kingdom
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Jeffrey R. O'Connell
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - David Schlessinger
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - David P. Strachan
- Population Health Research Institute, St George's, University of London, London, United Kingdom
| | - Kari Stefansson
- deCODE Genetics, Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Center for Medical Systems Biology, Leiden, The Netherlands
| | - Joel N. Hirschhorn
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Cecilia M. Lindgren
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Iris M. Heid
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Kari E. North
- Carolina Center for Genome Sciences and Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Ingrid B. Borecki
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Zoltán Kutalik
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine, University Hospital Lausanne (CHUV), Lausanne, Switzerland
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Ruth J. F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
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Pappa I, Fedko IO, Mileva-Seitz VR, Hottenga JJ, Bakermans-Kranenburg MJ, Bartels M, van Beijsterveldt CEM, Jaddoe VWV, Middeldorp CM, Rippe RCA, Rivadeneira F, Tiemeier H, Verhulst FC, van IJzendoorn MH, Boomsma DI. Single Nucleotide Polymorphism Heritability of Behavior Problems in Childhood: Genome-Wide Complex Trait Analysis. J Am Acad Child Adolesc Psychiatry 2015; 54:737-44. [PMID: 26299295 DOI: 10.1016/j.jaac.2015.06.004] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2015] [Revised: 05/04/2015] [Accepted: 06/16/2015] [Indexed: 12/21/2022]
Abstract
OBJECTIVE Genetic factors contribute to individual differences in behavior problems. In children, genome-wide association studies (GWAS) have yielded the first suggestive results when aiming to identify genetic variants that explain heritability, but the proportion of genetic variance that can be attributed to common single nucleotide polymorphisms (SNPs) remains to be determined, as only a few studies have estimated SNP heritability, with diverging results. METHOD Genomic-relationship-matrix restricted maximum likelihood (GREML) as implemented in the software Genome-Wide Complex Trait Analysis (GCTA) was used to estimate SNP heritability (SNP h(2)) for multiple phenotypes within 4 broad domains of children's behavioral problems (attention-deficit/hyperactivity symptoms, internalizing, externalizing, and pervasive developmental problems) and cognitive function. We combined phenotype and genotype data from 2 independent, population-based Dutch cohorts, yielding a total number of 1,495 to 3,175 of 3-, 7-, and 9-year-old children. RESULTS Significant SNP heritability estimates were found for attention-deficit/hyperactivity symptoms (SNP h(2) = 0.37-0.71), externalizing problems (SNP h(2) = 0.44), and total problems (SNP h(2) = 0.18), rated by mother or teacher. Sensitivity analyses with exclusion of extreme cases and quantile normalization of the phenotype data decreased SNP h(2) as expected under genetic inheritance, but they remained statistically significant for most phenotypes. CONCLUSION We provide evidence of the influence of common SNPs on child behavior problems in an ethnically homogenous sample. These results support the continuation of large GWAS collaborative efforts to unravel the genetic basis of complex child behaviors.
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Affiliation(s)
- Irene Pappa
- School of Pedagogical and Educational Sciences, Erasmus University Rotterdam, Rotterdam, The Netherlands and the Generation R Study Group, Erasmus Medical Center
| | | | - Viara R Mileva-Seitz
- Generation R Study Group, Erasmus Medical Center; Centre for Child and Family Studies
| | - Jouke-Jan Hottenga
- VU University Amsterdam; EMGO(+) Institute for Health and Care Research, VU University Medical Center, Amsterdam
| | | | - Meike Bartels
- VU University Amsterdam; EMGO(+) Institute for Health and Care Research, VU University Medical Center, Amsterdam; Neuroscience Campus Amsterdam
| | | | - Vincent W V Jaddoe
- Generation R Study Group, Erasmus Medical Center; Erasmus Medical Center
| | | | | | | | - Henning Tiemeier
- Generation R Study Group, Erasmus Medical Center; Erasmus Medical Center; Erasmus Medical Center-Sophia Children's Hospital, Rotterdam
| | - Frank C Verhulst
- Generation R Study Group, Erasmus Medical Center; Erasmus Medical Center-Sophia Children's Hospital, Rotterdam
| | - Marinus H van IJzendoorn
- School of Pedagogical and Educational Sciences, Erasmus University Rotterdam, Rotterdam, The Netherlands and the Generation R Study Group, Erasmus Medical Center; Centre for Child and Family Studies, Leiden University, Leiden, The Netherlands.
| | - Dorret I Boomsma
- VU University Amsterdam; EMGO(+) Institute for Health and Care Research, VU University Medical Center, Amsterdam; Neuroscience Campus Amsterdam
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McCrink KA, Lymperopoulos A. β1-adrenoceptor Arg389Gly polymorphism and heart disease: marching toward clinical practice integration. Pharmacogenomics 2015; 16:1035-1038. [PMID: 26314313 DOI: 10.2217/pgs.15.104] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Affiliation(s)
- Katie A McCrink
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, 3200 S. University Dr., HPD (Terry) Bldg/Room 1338, Ft Lauderdale, FL 33328-2018, USA
| | - Anastasios Lymperopoulos
- Laboratory for the Study of Neurohormonal Control of the Circulation, Department of Pharmaceutical Sciences, Nova Southeastern University College of Pharmacy, 3200 S. University Dr., HPD (Terry) Bldg/Room 1338, Ft Lauderdale, FL 33328-2018, USA
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