Published October 1, 2015 | Version v1
Journal article Open

The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study

  • 1. University Regensburg
  • 2. University of North Carolina at Chapel Hill
  • 3. Washington University in St. Louis
  • 4. University of Michigan
  • 5. Harvard University
  • 6. Uppsala University
  • 7. University of Copenhagen
  • 8. Icahn School of Medicine at Mount Sinai
  • 9. University of Oxford
  • 10. University of Tartu
  • 11. University Hospital Lausanne
  • 12. University Medicine Greifswald
  • 13. Geneva University Hospital
  • 14. University of Chicago

Description

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.

Notes

Due to the large number of authors, only the first 20 and the University of Chicago authors are included on the above author list. Please download the article for the complete list of authors.

Data availability

The stratified genome-wide association meta-analysis results for BMI and waist-hip ratio are available from the GIANT Consortium website www.broadinstitute.org/collaboration/giant

Files

journal.pgen.1005378.pdf

Files (43.2 MB)

Name Size Download all
Article
md5:90c0fa9b25d7ac0cdbb6505065750312
1.5 MB Preview Download
Correction
md5:733f40991756f6d0eb3299981d247099
133.7 kB Preview Download
md5:447f00e0d27665ef45dfaa94c519bbc0
41.5 MB Preview Download

Additional details

Identifiers

DOI
10.1371/journal.pgen.1005378
Other
oai:uchicago.tind.io:10439

Funding

Aarne Koskelon Säätiö
Aase og Ejnar Danielsens Fond
Research Council of Finland
40758
Research Council of Finland
41071
Research Council of Finland
77299
Research Council of Finland
102318
Research Council of Finland
104781
Research Council of Finland
117787
Research Council of Finland
117844
Research Council of Finland
118590
Research Council of Finland
120315
Research Council of Finland
121584
Research Council of Finland
123885
Research Council of Finland
124243
Research Council of Finland
124282
Research Council of Finland
126925
Research Council of Finland
129269
Research Council of Finland
129293
Research Council of Finland
129378
Research Council of Finland
130326
Research Council of Finland
134309
Research Council of Finland
134791
Research Council of Finland
136895
Research Council of Finland
139635
Research Council of Finland
211497
Research Council of Finland
263836
Research Council of Finland
263924
Research Council of Finland
1114194
Research Council of Finland
24300796
Agency for Healthcare Research and Quality
HS06516
Agency for Science, Technology and Research
Jalmari and Rauha Ahokas Foundation
ALF, Swedish government
Timber Merchant Vilhelm Bangs Foundation
MEKOS Laboratories Denmark
Althingi
American Heart Association
13POST16500011
Agence Nationale de la Recherche
Ark
Arthritis Research UK
19542
Arthritis Research UK
18030
AstraZeneca
Augustinus Foundation
Australian National Health and Medical Research Council
241944
Australian National Health and Medical Research Council
389875
Australian National Health and Medical Research Council
389891
Australian National Health and Medical Research Council
389892
Australian National Health and Medical Research Council
389938
Australian National Health and Medical Research Council
442915
Australian National Health and Medical Research Council
442981
Australian National Health and Medical Research Council
496739
Australian National Health and Medical Research Council
496688
Australian National Health and Medical Research Council
552485
Australian National Health and Medical Research Council
613672
Australian National Health and Medical Research Council
613601
Australian National Health and Medical Research Council
1011506
Australian Research Council
DP0770096
Australian Research Council
DP1093502
Becket Foundation
BMBF/ANR
CARDomics
Biobanking and Biomolecular Resources Research Infrastructure
184.021.007
Biobanking and Biomolecular Resources Research Infrastructure
CP 32
Biocentrum Helsinki
Boehringer Ingelheim Foundation
British Heart Foundation
RG/10/12/28456
British Heart Foundation
SP/04/002
Canadian Institutes for Health Reseaerch
FRCN-CCT-83028
Cancer Research UK
C490/A10124
Cancer Research UK
C490/A10119
Center for Medical Systems Biology
NWO Genomics
Centers for Disease Control and Prevention and Association of Schools of Public Health
1734
Centers for Disease Control and Prevention and Association of Schools of Public Health
S043
Centers for Disease Control and Prevention and Association of Schools of Public Health
S3486
Centre of Excellence Baden-Württemberg Metabolic Disorders
Chief Scientist Office of the Scottish Government
Clinical Research Facility at Guys & St Thomas
NHS Foundation Trust
Contrat de Projets État-Région
Croatian Science Council
8875
CVON
GENIUS
Danish Agency for Science, Technology and Innovation
Danish Centre for Health Technology Assessment
Novo Nordisk Inc.
Danish Council for Independent Research
DFF 1333-00124
Danish Diabetes Association
Danish Heart Foundation
Danish Medical Research Council
Danish Ministry of Internal Affairs and Health
Danish National Research Foundation
Danish Pharmaceutical Association
Danish Pharmacists Fund
Danish Research Council
Deutsche Forschungsgemeinschaft
Diabetes Hilfs- und Forschungsfonds Deutschland
Dr. Robert Pfleger-Stiftung
Dresden University of Technology
Funding Grant, Med Drive
Dutch Brain Foundation
Dutch Diabetes Research Foundation
Dutch Economic Structure Enhancing Fund
Dutch Kidney Foundation
Dutch Ministry for Health, Welfare and Sports
Dutch Ministry of Economic Affairs
Dutch Ministry of Education, Culture and Science
Egmont Foundation
Else Kröner-Fresenius Stiftung
2012_A147
Else Kröner-Fresenius Stiftung
P48/08//A11/08
Emil Aaltonen Foundation
Erasmus Medical Center
Erasmus University
Estonian Ministry of Science and Education
SF0180142s08
European Commission
223004
European Commission
2004310
European Commission
DGXII
European Commission
FP6-EUROSPAN
European Commission
FP6-EXGENESIS
European Commission
FP6-LSHG-CT- 2006-018947
European Commission
FP6-LSHG-CT- 2006-01947
European Commission
FP6-LSHM-CT-2004-503485
European Commission
FP6-LSHM-CT- 2006-037593
European Commission
FP6-LSHM-CT-2007-037273
European Commission
FP7-201379
European Commission
FP7-201668
European Commission
FP7-279143
European Commission
FP7-305739
European Commission
FP7-313010
European Commission
FP7-ENGAGE-HEALTH-F4-2007-201413
European Commission
FP7-EurHEALTHAgeing-277849
European Commission
FP7-HEALTH-F4-2007-201550
European Commission
HEALTH-2011.2.4.2-2-EU-MASCARA
European Commission
HEALTH-F2-2008-201865-GEFOS
European Commission
HEALTH-F7-305507 HOMAGE
European Commission
LSHM-CT-2006-037593
European Commission
QLG1-CT- 2001-01252
European Commission
QLG1-CT-2002-00896
European Commission
QLG2-CT-2002-01254
European Regional Development Fund
European Regional Development Fund
3.2.0304.11-0312
European Research Council
2011-StG-280559-SEPI
European Research Council
2011-294713-EPLORE
European Research Council
230374
European Science Foundation
EU/QLRT-2001-01254
European Science Foundation
EuroSTRESS project
Finlands Slottery Machine Association
Finnish Centre for Pensions
Finnish Cultural Foundation
Finnish Diabetes Association
Finnish Diabetes Research Foundation
Finnish Foundation for Cardiovascular Research
Finnish Foundation for Pediatric Research
Finnish Funding Agency for Technology and Innovation
40058/07
Finnish Medical Society
Finnish Ministry of Education and Culture
627;2004–2011
Finnish Ministry of Health and Social Affairs
5254
Finnish National Public Health Institute
Finnish Special Governmental Subsidy for Health Sciences
Finska Läkaresällskapet, Signe and Ane Gyllenberg Foundation
Flemish League against Cancer
project Care4Me
Folkhälsan Research Foundation
Fonds voor Wetenschappelijk Onderzoek Vlaanderen
Foundation for Life and Health in Finland
Foundation for Strategic Research and the Stockholm County Council
560283
G. Ph. Verhagen Foundation
Genetic Association Information Network
GENEVA Coordinating Center
U01 HG 004446
GenomEUtwin
QLRT- 2001-01254
GenomEUtwin
QLG2-CT-2002-01254
German Bundesministerium fuer Forschung und Technology
01 AK 803 A-H
German Bundesministerium fuer Forschung und Technology
01 IG 07015 G
German Diabetes Association
German Ministry of Cultural Affairs; the German Federal Ministry of Education and Research
03IS2061A
German Ministry of Cultural Affairs; the German Federal Ministry of Education and Research
03ZIK012
Bundesministerium für Forschung, Technologie und Raumfahrt
01ZZ9603
Bundesministerium für Forschung, Technologie und Raumfahrt
01ZZ0103
Bundesministerium für Forschung, Technologie und Raumfahrt
01ZZ0403
German National Genome Research Network
German Research Council
Obesity mechanisms
Great Wine Estates of the Margaret River region of Western Australia
Greek General Secretary of Research and Technology
PENED 2003
Gyllenberg Foundation
Health Care Centers in Vasa, Närpes and Korsholm
Health Fund of the Danish Health Insurance Societies
Helmholtz Zentrum München - German Research Center for Environmental Health
Helsinki University Central Hospital
special government funds
Helsinki University Central Hospital
special government funds
Helsinki University Central Hospital
special government funds
Hjartavernd
Ib Henriksen Foundation
Illinois Department of Public Health
Translational Genomics Research Institute
INTERREG IV Oberrhein Program
Project A28
Interuniversity Cardiology Institute of the Netherlands
09.001
Italian Ministry of Health
targeted project
Italian National Centre of Research InterOmics
PB05_SP3
John D. and Catherine T. MacArthur Foundation
Johns Hopkins University
Center for Inherited Disease Research
Siemens Healthcare, Erlangen, Germany and the Federal State of Mecklenburg- West Pomerania
Juho Vainio Foundation
Juselius FouJuvenile Diabetes Research Foundation Internationalndation
Knut and Alice Wallenberg Foundation
Kuopio University Hospital
Leenaards Foundation
Leiden University Medical Center
Liv och Hälsa
Local Government Pensions Institution
Lokaal Gezondheids Overleg Leuven and Hageland
Ludwig-Maximilians-Universität
LMUinnovativ
Lundberg Foundation
March of Dimes Birth Defects Foundation
Medical Research Council
G0601966
Medical Research Council
G0700931
Medical Research Council
G0000934
Medical Research Council
G0500539
Medical Research Council
G0600705
Medical Research Council
G1002319
Medical Research Council
G0701863
Medical Research Council
PrevMetSyn/SALVE
Medical Research Council
MC_U106179471
Medical Research Council
MC_UU_12019/1
MRC centre for Causal Analyses in Translational Epidemiology
MRC Centre for Obesity and Related Metabolic Diseases
MRC Human Genetics Unit
Medical Research Council of Canada
Mid-Atlantic Nutrition and Obesity Research Center
P30 DK072488
Ministry of the Flemish Community, Brussels, Belgium
G.0881.13
Ministry of the Flemish Community, Brussels, Belgium
G.0880.13
MIUR - CNR
Italian Flagship Project
Montreal Heart Institute Foundation
Munich Center of Health Sciences
Municipal Health Care Center and Hospital in Jakobstad
Närpes Health Care Foundation
National Alliance for Research on Schizophrenia and Depression
National Cancer Institute
CA047988
National Center for Advancing Translational Sciences
UL1TR000124
National Center for Research Resources
U54RR020278
National Heart, Lung and Blood Institute
1RL1MH083268-01
National Heart, Lung and Blood Institute
5R01HL087679-02
National Heart, Lung and Blood Institute
HHSN268200800007C
National Heart, Lung and Blood Institute
HHSN268201200036C
National Heart, Lung and Blood Institute
HL043851
National Heart, Lung and Blood Institute
HL080467
National Heart, Lung and Blood Institute
HL087647
National Heart, Lung and Blood Institute
HL36310
National Heart, Lung and Blood Institute
HL45670
National Heart, Lung and Blood Institute
N01HC25195
National Heart, Lung and Blood Institute
N01HC55015
National Heart, Lung and Blood Institute
N01HC55016
National Heart, Lung and Blood Institute
N01HC55018
National Heart, Lung and Blood Institute
N01HC55019
National Heart, Lung and Blood Institute
N01HC55020
National Heart, Lung and Blood Institute
N01HC55021
National Heart, Lung and Blood Institute
N01HC55022
National Heart, Lung and Blood Institute
N01HC55222
National Heart, Lung and Blood Institute
N01HC85079
National Heart, Lung and Blood Institute
N01HC85080
National Heart, Lung and Blood Institute
N01HC85081
National Heart, Lung and Blood Institute
N01HC85082
National Heart, Lung and Blood Institute
N01HC85083
National Heart, Lung and Blood Institute
N01HC85086
National Heart, Lung and Blood Institute
N02HL64278
National Heart, Lung and Blood Institute
R01HL086694
National Heart, Lung and Blood Institute
R01HL087641
National Heart, Lung and Blood Institute
R01HL087652
National Heart, Lung and Blood Institute
R01HL087676
National Heart, Lung and Blood Institute
R01HL59367
National Heart, Lung and Blood Institute
R01HL103612
National Heart, Lung and Blood Institute
R01HL105756
National Heart, Lung and Blood Institute
R01HL120393
National Heart, Lung and Blood Institute
U01HL080295
National Human Genome Research Institute
U01HG004402
National Institute for Health and Welfare
National Institute for Health Research
RP-PG-0407-10371
National Institute of Allergy and Infectious Diseases
National Institute of Child Health and Human Development
National Institute of Diabetes and Digestive and Kidney Disease
1R01DK8925601
National Institute of Diabetes and Digestive and Kidney Disease
DK063491
National Institute of Diabetes and Digestive and Kidney Disease
R01DK089256
National Institute of Diabetes and Digestive and Kidney Disease
P30 DK072488
National Institute of Food and Agriculture
2007-35205-17883
National Institute of Neurological Disorders and Stroke
National Institute on Aging
263-MA-410953
National Institute on Aging
263-MD-821336
National Institute on Aging
263-MD-9164
National Institute on Aging
AG023629
National Institute on Aging
AG13196
National Institute on Aging
NO1AG12109
National Institute on Aging
P30AG10161
National Institute on Aging
R01AG15819
National Institute on Aging
R01AG17917
National Institute on Aging
R01AG023629
National Institute on Aging
R01AG30146
National Institute of Arthritis and Musculoskeletal and Skin Diseases
5-P60-AR30701
National Institute of Arthritis and Musculoskeletal and Skin Diseases
5-P60-AR49465-03
National Institutes of Health
1R01DK8925601
National Institutes of Health
1RC2MH089951
National Institutes of Health
1RC2MH089995
National Institutes of Health
1Z01HG000024
National Institutes of Health
2T32 HL 007055-36
National Institutes of Health
5R01DK075681
National Institutes of Health
5R01MH63706:02
National Institutes of Health
AA014041
National Institutes of Health
AA07535
National Institutes of Health
AA10248
National Institutes of Health
007055-36
National Institutes of Health
AA13320
National Institutes of Health
AA13321
National Institutes of Health
AA13326
National Institutes of Health
AG028555
National Institutes of Health
AG08724
National Institutes of Health
AG04563
National Institutes of Health
AG10175
National Institutes of Health
AG08861
National Institutes of Health
DA12854
National Institutes of Health
DK046200
National Institutes of Health
DK091718
National Institutes of Health
F32AR059469
National Institutes of Health
HG002651
National Institutes of Health
HHSN268200625226C
National Institutes of Health
HHSN268200782096C
National Institutes of Health
HL084729
National Institutes of Health
MH081802
National Institutes of Health
N01-AG12100
National Institutes of Health
N01HG65403
National Institutes of Health
R01DK093757
National Institutes of Health
R01DK075787
National Institutes of Health
R01HL71981
National Institutes of Health
R01MH59565
National Institutes of Health
R01MH59566
National Institutes of Health
R01MH59571
National Institutes of Health
R01MH59586
National Institutes of Health
R01MH59587
National Institutes of Health
R01MH59588
National Institutes of Health
R01MH60870
National Institutes of Health
R01MH60879
National Institutes of Health
R01MH61675
National Institutes of Health
R01MH67257
National Institutes of Health
R01MH81800
National Institutes of Health
U01HG004423
National Institutes of Health
U01HG004436
National Institutes of Health
U01HG004438
National Institutes of Health
U01HL072515-06
National Institutes of Health
U01HL105198
National Institutes of Health
U01HL84756
National Institutes of Health
U01MH79469
National Institutes of Health
U01MH79470
National Institutes of Health
U01NS069208-01
National Institutes of Health
UL1RR025005
National Institute for Social Care and Health Research
Biomedical Research Centre
Netherlands Heart Institute
2001 D 032
Dutch Research Council
Geestkracht program grant
Dutch Research Council
050-060-810
Dutch Research Council
100-001-004
Dutch Research Council
175.010.2003.005
Dutch Research Council
175.010.2005.011
Dutch Research Council
175.010.2007.006
Dutch Research Council
261-98-710
Dutch Research Council
40-0056-98-9032
Dutch Research Council
400-05-717
Dutch Research Council
452-04-314
Dutch Research Council
452-06-004
Dutch Research Council
480-01-006
Dutch Research Council
480-04-004
Dutch Research Council
480-05-003
Dutch Research Council
480-07-001
Dutch Research Council
481-08-013
Dutch Research Council
60-60600-97-118
Dutch Research Council
904-61-090
Dutch Research Council
904-61-193
Dutch Research Council
911-03-012
Dutch Research Council
985-10-002
Dutch Research Council
Addiction-31160008
Dutch Research Council
GB-MW 940-38-011
Dutch Research Council
91111025
Nordic Center of Excellence in Disease Genetics
NordForsk
Nordic Centre of Excellence on Systems biology in controlled dietary interventions and cohort studies, SYSDIET
Northern Netherlands Collaboration of Provinces
Novo Nordisk Foundation
United States Department of Veterans Affairs
Ollqvist Foundation
Paavo Nurmen Säätiö
Direktör Albert Påhlssons Stiftelse för Välgörenhet
Päivikki and Sakari Sohlberg Foundation
Perklén Foundation
Ministarstvo znanosti, obrazovanja i mladih
108-1080315-0302
Capital Region of Denmark
Research Centre for Prevention and Health
Capital Region of Denmark
Research Foundation of Copenhagen County
Rotterdam Study
Research Institute for Diseases in the Elderly
Reynold's Foundation
Foundation against Cancer
Royal Swedish Academy of Science
Russian Foundation for Basic Research
NWO-RFBR 047.017.043
National Institute of Mental Health
Rutgers University Cell and DNA Repository cooperative agreement
Samfundet Folkhälsan
Sigrid Juselius Foundation
Social Insurance Institution of Finland, Kuopio, Tampere and Turku University
Hospital Medical Funds
Social Insurance Institution of Finland, Kuopio, Tampere and Turku University
Hospital Medical Funds
Social Ministry of the Federal State of Mecklenburg-West Pomerania
Société Francophone du Diabète
Stiftung Berliner Sparkasse
South Tyrolean Sparkasse Foundation
National Computer Facilities
Karolinska Institutet
Strategic Cardiovascular Programme
Susan G. Komen Breast Cancer Foundation
Swedish Cancer Society
Stiftelsen Längmanska Kulturfonden
Diabetesförbundet
2013-024
Swedish Foundation for Strategic Research
ICA08-0047
Swedish Heart-Lung Foundation
20120197
Swedish Research Council
K2007-66X-20270-01-3
Swedish Research Council
2012-1397
Government of Sweden
Swedish Ministry for Higher Education
Swedish Research Council
8691
Swedish Research Council
M-2005-1112
Swedish Research Council
2009-2298
Swedish Society for Medical Research
Swiss National Science Foundation
31003A-143914
Swiss National Science Foundation
3200B0105993
Swiss National Science Foundation
3200B0-118308
Swiss National Science Foundation
33CSCO-122661
Swiss National Science Foundation
33CS30-139468
Swiss National Science Foundation
33CS30-148401
SystemsX.ch
51RTP0_151019
Tampere University
Tuberculosis Foundation
Tekes
70103/06
Tekes
40058/07
The Paul Michael Donovan Charitable Foundation
Ragnar Söderberg Foundation
Umeå University
Umeå Medical Research Foundation
NIHR Cambridge Biomedical Research Centre
Free University of Bozen-Bolzano
University Hospital Regensburg
ReForM A
University Hospital Regensburg
ReForM C
University of Oulu
University Hospital Oulu, Biocenter
University Medical Center Groningen
University of Groningen
University of Maryland, College Park
General Clinical Research Center
University of Maryland, College Park
General Clinical Research Center
University of Tartu
SP1GVARENG
UiT The Arctic University of Norway
185764
Västerbotten County
Västerbottens Intervention Programme
Velux Fonden
Vrije Universiteit Amsterdam
EMGO+
Amsterdam Neuroscience
Wellcome Trust
064890
Wellcome Trust
068545/Z/02
Wellcome Trust
076113/B/04/Z
Wellcome Trust
077016/Z/05/Z
Wellcome Trust
079895
Wellcome Trust
084723/Z/08/Z
Wellcome Trust
086596/Z/08/Z
Wellcome Trust
088869/B/09/Z
Wellcome Trust
089062
Wellcome Trust
090532
Wellcome Trust
098017
Wellcome Trust
098051
Wellcome Trust
098381
The University of Western Australia
Western Australian DNA Bank
Yrjö Jahnsson Foundation
56358
ZonMw, The Dutch Organisation for knowledge and innovation in health, healthcare and well-being
Centraal Fonds Reserves van voormalig Vrijwillige Ziekenfondsverzekeringen
Dutch Cancer Society
The Research Council of Norway
185764
Stockholm County Council
Strategic Cardiovascular Programme

UChicago Information

Division(s)
Biological Sciences Division
Department(s)
Psychiatry and Behavioral Neuroscience