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PMID |
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TITLE |
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CNV-association meta-analysis in 191,161 European adults reveals new loci associated with anthropometric traits. |
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ABSTRACT |
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There are few examples of robust associations between rare copy number variants (CNVs) and complex continuous human traits. Here we present a large-scale CNV association meta-analysis on anthropometric traits in up to 191,161 adult samples from 26 cohorts. The study reveals five CNV associations at 1q21.1, 3q29, 7q11.23, 11p14.2, and 18q21.32 and confirms two known loci at 16p11.2 and 22q11.21, implicating at least one anthropometric trait. The discovered CNVs are recurrent and rare (0.01-0.2%), with large effects on height (>2.4 cm), weight (>5 kg), and body mass index (BMI) (>3.5 kg/m ). Burden analysis shows a 0.41 cm decrease in height, a 0.003 increase in waist-to-hip ratio and increase in BMI by 0.14 kg/m for each Mb of total deletion burden (P = 2.5 × 10 , 6.0 × 10 , and 2.9 × 10 ). Our study provides evidence that the same genes (e.g., MC4R, FIBIN, and FMO5) harbor both common and rare variants affecting body size and that anthropometric traits share genetic loci with developmental and psychiatric disorders.Individual SNPs have small effects on anthropometric traits, yet the impact of CNVs has remained largely unknown. Here, Kutalik and co-workers perform a large-scale genome-wide meta-analysis of structural variation and find rare CNVs associated with height, weight and BMI with large effect sizes. |
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DATE PUBLISHED |
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HISTORY |
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PUBSTATUS |
PUBSTATUSDATE |
received |
2017/02/28 |
accepted |
2017/07/10 |
entrez |
2017/10/01 06:00 |
pubmed |
2017/10/01 06:00 |
medline |
2018/01/27 06:00 |
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AUTHORS |
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NAME |
COLLECTIVENAME |
LASTNAME |
FORENAME |
INITIALS |
AFFILIATION |
AFFILIATIONINFO |
Macé A |
|
Macé |
Aurélien |
A |
|
Department of Computational Biology, University of Lausanne, Lausanne, 1011, Switzerland. |
Tuke MA |
|
Tuke |
Marcus A |
MA |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Deelen P |
|
Deelen |
Patrick |
P |
|
University of Groningen, University Medical Center Groningen, Genomics Coordination Center, Groningen, 9713 GZ, The Netherlands. |
Kristiansson K |
|
Kristiansson |
Kati |
K |
|
Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, FI-00014, Finland. |
Mattsson H |
|
Mattsson |
Hannele |
H |
|
Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, FI-00014, Finland. |
Nõukas M |
|
Nõukas |
Margit |
M |
|
Institute of Molecular and Cell Biology, University of Tartu, Tartu, 51010, Estonia. |
Sapkota Y |
|
Sapkota |
Yadav |
Y |
|
St. Jude Children's Research hospital, Memphis, TN, 38105, USA. |
Schick U |
|
Schick |
Ursula |
U |
|
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. |
Porcu E |
|
Porcu |
Eleonora |
E |
|
Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland. |
Rüeger S |
|
Rüeger |
Sina |
S |
|
Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland. |
McDaid AF |
|
McDaid |
Aaron F |
AF |
|
Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland. |
Porteous D |
|
Porteous |
David |
D |
|
Generation Scotland, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK. |
Winkler TW |
|
Winkler |
Thomas W |
TW |
|
Department of Genetic Epidemiology, University of Regensburg, Regensburg, 93053, Germany. |
Salvi E |
|
Salvi |
Erika |
E |
|
Department of Health Sciences, University of Milano, Milano, 20090, Italy. |
Shrine N |
|
Shrine |
Nick |
N |
|
Department of Health Sciences, University of Leicester, Leicester, LE1 7RH, UK. |
Liu X |
|
Liu |
Xueping |
X |
|
Department of Epidemiology Research, Statens Serum Institut, Copenhagen, 2300, Denmark. |
Ang WQ |
|
Ang |
Wei Q |
WQ |
|
School of Women's and Infants' Health, The University of Western Australia, Perth, 6009, Australia. |
Zhang W |
|
Zhang |
Weihua |
W |
|
Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex, UB1 3EU, UK. |
Feitosa MF |
|
Feitosa |
Mary F |
MF |
|
Department of Genetics, Washington University School of Medicine, St. Louis, 63108, USA. |
Venturini C |
|
Venturini |
Cristina |
C |
|
Department of Twin Research and Genetic Epidemiology, King's College London, London, SE1 7EH, UK. |
van der Most PJ |
|
van der Most |
Peter J |
PJ |
|
Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. |
Rosengren A |
|
Rosengren |
Anders |
A |
|
iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, 8210, Denmark. |
Wood AR |
|
Wood |
Andrew R |
AR |
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Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Beaumont RN |
|
Beaumont |
Robin N |
RN |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Jones SE |
|
Jones |
Samuel E |
SE |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Ruth KS |
|
Ruth |
Katherine S |
KS |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Yaghootkar H |
|
Yaghootkar |
Hanieh |
H |
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Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Tyrrell J |
|
Tyrrell |
Jessica |
J |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Havulinna AS |
|
Havulinna |
Aki S |
AS |
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National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Boers H |
|
Boers |
Harmen |
H |
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University of Groningen, University Medical Center Groningen, Genomics Coordination Center, Groningen, 9713 GZ, The Netherlands. |
Mägi R |
|
Mägi |
Reedik |
R |
|
Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia. |
Kriebel J |
|
Kriebel |
Jennifer |
J |
|
German Center for Diabetes Research (DZD), Muenchen-Neuherberg, 85764, Germany. |
Müller-Nurasyid M |
|
Müller-Nurasyid |
Martina |
M |
|
DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, 80336, Germany. |
Perola M |
|
Perola |
Markus |
M |
|
University of Tartu, Estonian Genome Center, Tartu, 51010, Estonia. |
Nieminen M |
|
Nieminen |
Markku |
M |
|
Heart and Lung Centre HUCH and Helsinki University, Helsinki, 00029, Finland. |
Lokki ML |
|
Lokki |
Marja-Liisa |
ML |
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Medicum, Helsinki University, Helsinki, 00014, Finland. |
Kähönen M |
|
Kähönen |
Mika |
M |
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Department of Clinical Physiology, University of Tampere Faculty of Medicine and Life Sciences, Tampere, 33521, Finland. |
Viikari JS |
|
Viikari |
Jorma S |
JS |
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Department of Medicine, University of Turku, Turku, 20521, Finland. |
Geller F |
|
Geller |
Frank |
F |
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Department of Epidemiology Research, Statens Serum Institut, Copenhagen, 2300, Denmark. |
Lahti J |
|
Lahti |
Jari |
J |
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Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, 00014, Finland. |
Palotie A |
|
Palotie |
Aarno |
A |
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Analytic and Translational Genetics Unit, Department of Medicine and Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, 02114, USA. |
Koponen P |
|
Koponen |
Päivikki |
P |
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National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Lundqvist A |
|
Lundqvist |
Annamari |
A |
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National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Rissanen H |
|
Rissanen |
Harri |
H |
|
National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Bottinger EP |
|
Bottinger |
Erwin P |
EP |
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The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. |
Afaq S |
|
Afaq |
Saima |
S |
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Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London, W2 1PG, UK. |
Wojczynski MK |
|
Wojczynski |
Mary K |
MK |
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Department of Genetics, Washington University School of Medicine, St. Louis, 63108, USA. |
Lenzini P |
|
Lenzini |
Petra |
P |
|
Department of Genetics, Washington University School of Medicine, St. Louis, 63108, USA. |
Nolte IM |
|
Nolte |
Ilja M |
IM |
|
Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. |
Sparsø T |
|
Sparsø |
Thomas |
T |
|
iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, 8210, Denmark. |
Schupf N |
|
Schupf |
Nicole |
N |
|
Taub Institute, College of Physicians and Surgeons, Columbia University, New York, NY, 10032, USA. |
Christensen K |
|
Christensen |
Kaare |
K |
|
The Danish Aging Research Center, Epidemiology, University of Southern Denmark, Odense, 5000, Denmark. |
Perls TT |
|
Perls |
Thomas T |
TT |
|
Section of Geriatrics, Department of Medicine, Boston University, Boston School of Medicine and Boston Medical Center, Boston, MA, 02118, USA. |
Newman AB |
|
Newman |
Anne B |
AB |
|
Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, 15261, USA. |
Werge T |
|
Werge |
Thomas |
T |
|
Institute of Clinical Sciences, Faculty of Medicine and Health Sciences, University of Copenhagen, Copenhagen, 2200, Denmark. |
Snieder H |
|
Snieder |
Harold |
H |
|
Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. |
Spector TD |
|
Spector |
Timothy D |
TD |
|
Department of Twin Research and Genetic Epidemiology, King's College London, London, SE1 7EH, UK. |
Chambers JC |
|
Chambers |
John C |
JC |
|
Imperial College Healthcare NHS Trust, London, W12 0HS, UK. |
Koskinen S |
|
Koskinen |
Seppo |
S |
|
National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Melbye M |
|
Melbye |
Mads |
M |
|
Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA. |
Raitakari OT |
|
Raitakari |
Olli T |
OT |
|
Research Center of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20521, Finland. |
Lehtimäki T |
|
Lehtimäki |
Terho |
T |
|
Department of Clinical Chemistry, University of Tampere Faculty of Medicine and Life Sciences, Tampere, 33521, Finland. |
Tobin MD |
|
Tobin |
Martin D |
MD |
|
National Institute for Health Research, Leicester Respiratory Biomedical Research Unit, Glenfield Hospital, Leicester, LE3 9QP, UK. |
Wain LV |
|
Wain |
Louise V |
LV |
|
National Institute for Health Research, Leicester Respiratory Biomedical Research Unit, Glenfield Hospital, Leicester, LE3 9QP, UK. |
Sinisalo J |
|
Sinisalo |
Juha |
J |
|
Heart and Lung Centre HUCH and Helsinki University, Helsinki, 00029, Finland. |
Peters A |
|
Peters |
Annette |
A |
|
DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, 80336, Germany. |
Meitinger T |
|
Meitinger |
Thomas |
T |
|
Institute of Human Genetics, Technische Universität München, Munich, 81675, Germany. |
Martin NG |
|
Martin |
Nicholas G |
NG |
|
QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia. |
Wray NR |
|
Wray |
Naomi R |
NR |
|
Queensland Brain Institute, University of Queensland, Brisbane, QLD, 4072, Australia. |
Montgomery GW |
|
Montgomery |
Grant W |
GW |
|
The Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, 4072, Australia. |
Medland SE |
|
Medland |
Sarah E |
SE |
|
QIMR Berghofer Medical Research Institute, Brisbane, 4006, Australia. |
Swertz MA |
|
Swertz |
Morris A |
MA |
|
University of Groningen, University Medical Center Groningen, Genomics Coordination Center, Groningen, 9713 GZ, The Netherlands. |
Vartiainen E |
|
Vartiainen |
Erkki |
E |
|
National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Borodulin K |
|
Borodulin |
Katja |
K |
|
National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Männistö S |
|
Männistö |
Satu |
S |
|
National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Murray A |
|
Murray |
Anna |
A |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Bochud M |
|
Bochud |
Murielle |
M |
|
Institute of Social and Preventive Medicine, Lausanne University Hospital, Lausanne, 1010, Switzerland. |
Jacquemont S |
|
Jacquemont |
Sébastien |
S |
|
Service of Medical Genetics, University Hospital of Lausanne, University of Lausanne, Lausanne, 1011, Switzerland. |
Rivadeneira F |
|
Rivadeneira |
Fernando |
F |
|
Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands. |
Hansen TF |
|
Hansen |
Thomas F |
TF |
|
iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, 8210, Denmark. |
Oldehinkel AJ |
|
Oldehinkel |
Albertine J |
AJ |
|
Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. |
Mangino M |
|
Mangino |
Massimo |
M |
|
NIHR Biomedical Research Centre at Guy's and St Thomas' Foundation Trust, London, SE1 9RT, UK. |
Province MA |
|
Province |
Michael A |
MA |
|
Department of Genetics, Washington University School of Medicine, St. Louis, 63108, USA. |
Deloukas P |
|
Deloukas |
Panos |
P |
|
Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, 21589, Saudi Arabia. |
Kooner JS |
|
Kooner |
Jaspal S |
JS |
|
National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK. |
Freathy RM |
|
Freathy |
Rachel M |
RM |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Pennell C |
|
Pennell |
Craig |
C |
|
School of Women's and Infants' Health, The University of Western Australia, Perth, 6009, Australia. |
Feenstra B |
|
Feenstra |
Bjarke |
B |
|
Department of Epidemiology Research, Statens Serum Institut, Copenhagen, 2300, Denmark. |
Strachan DP |
|
Strachan |
David P |
DP |
|
Population Health Research Institute, St. George's, University of London, London, SW17 0RE, UK. |
Lettre G |
|
Lettre |
Guillaume |
G |
|
Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada, H3T 1J4. |
Hirschhorn J |
|
Hirschhorn |
Joel |
J |
|
Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA. |
Cusi D |
|
Cusi |
Daniele |
D |
|
Institute of Biomedical Technologies, Italian National Research Council, Milano, 20090, Italy. |
Heid IM |
|
Heid |
Iris M |
IM |
|
Department of Genetic Epidemiology, University of Regensburg, Regensburg, 93053, Germany. |
Hayward C |
|
Hayward |
Caroline |
C |
|
Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK. |
Männik K |
|
Männik |
Katrin |
K |
|
Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland. |
Beckmann JS |
|
Beckmann |
Jacques S |
JS |
|
Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland. |
Loos RJF |
|
Loos |
Ruth J F |
RJF |
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The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, 10029, USA. |
Nyholt DR |
|
Nyholt |
Dale R |
DR |
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Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, 4059, Australia. |
Metspalu A |
|
Metspalu |
Andres |
A |
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Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia. |
Eriksson JG |
|
Eriksson |
Johan G |
JG |
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Folkhälsan Research Center, Helsinki, 00250, Finland. |
Weedon MN |
|
Weedon |
Michael N |
MN |
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Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Salomaa V |
|
Salomaa |
Veikko |
V |
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National Institute for Health and Welfare, Helsinki, 00271, Finland. |
Franke L |
|
Franke |
Lude |
L |
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Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. |
Reymond A |
|
Reymond |
Alexandre |
A |
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Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland. |
Frayling TM |
|
Frayling |
Timothy M |
TM |
|
Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, EX2 5DW, UK. |
Kutalik Z |
|
Kutalik |
Zoltán |
Z |
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Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland. zoltan.kutalik@unil.ch. |
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INVESTIGATORS |
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JOURNAL |
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VOLUME: 8 |
ISSUE: 1 |
TITLE: Nature communications |
ISOABBREVIATION: Nat Commun |
YEAR: 2017 |
MONTH: 09 |
DAY: 29 |
MEDLINEDATE: |
SEASON: |
CITEDMEDIUM: Internet |
ISSN: 2041-1723 |
ISSNTYPE: Electronic |
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MEDLINE JOURNAL |
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MEDLINETA: Nat Commun |
COUNTRY: England |
ISSNLINKING: 2041-1723 |
NLMUNIQUEID: 101528555 |
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PUBLICATION TYPE |
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PUBLICATIONTYPE TEXT |
Journal Article |
Meta-Analysis |
Research Support, Non-U.S. Gov't |
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COMMENTS AND CORRECTIONS |
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GRANTS |
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GRANTID |
AGENCY |
COUNTRY |
G1001799 |
Medical Research Council |
United Kingdom |
MR/N01104X/2 |
Medical Research Council |
United Kingdom |
MR/N011317/1 |
Medical Research Council |
United Kingdom |
S10 OD018522 |
NIH HHS |
United States |
MR/N01104X/1 |
Medical Research Council |
United Kingdom |
U01 AG023749 |
NIA NIH HHS |
United States |
U01 AG023755 |
NIA NIH HHS |
United States |
G0902313 |
Medical Research Council |
United Kingdom |
U01 AG023746 |
NIA NIH HHS |
United States |
R01 HL117078 |
NHLBI NIH HHS |
United States |
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Wellcome Trust |
United Kingdom |
323195 |
European Research Council |
International |
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GENERAL NOTE |
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KEYWORDS |
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MESH HEADINGS |
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DESCRIPTORNAME |
QUALIFIERNAME |
Anthropometry |
|
Body Height |
genetics |
Body Mass Index |
genetics |
Body Size |
genetics |
Body Weight |
genetics |
Chromosomes, Human, Pair 1 |
genetics |
Chromosomes, Human, Pair 11 |
genetics |
Chromosomes, Human, Pair 16 |
genetics |
Chromosomes, Human, Pair 18 |
genetics |
Chromosomes, Human, Pair 22 |
genetics |
Chromosomes, Human, Pair 3 |
genetics |
Chromosomes, Human, Pair 7 |
genetics |
DNA Copy Number Variations |
genetics |
European Continental Ancestry Group |
genetics |
Genome-Wide Association Study |
genetics |
Genotype |
genetics |
Humans |
genetics |
Phenotype |
genetics |
Waist-Hip Ratio |
genetics |
|
SUPPLEMENTARY MESH |
|
|
GENE SYMBOLS |
|
|
CHEMICALS |
|
|
OTHER ID's |
|
|
|