Genome-wide meta-analysis of 241,258 adults accounting for smoking behaviour identifies novel loci for obesity traits

dc.contributor.author Zoltán Kutalik
dc.contributor.author Massimo Mangino
dc.contributor.author Philippe Froguel
dc.contributor.author Ching-Ti Liu
dc.contributor.author Heikki A. Koistinen
dc.contributor.author Nancy L. Heard-Costa
dc.contributor.author Jan A. Staessen
dc.contributor.author Cecilia M. Lindgren
dc.contributor.author Claes Ohlsson
dc.contributor.author L. Adrienne Cupples
dc.contributor.author Bruna Gigante
dc.contributor.author Xuan Deng
dc.contributor.author Morris A. Swertz
dc.contributor.author Stephan J. L. Bakker
dc.contributor.author Robert Luben
dc.contributor.author Markus Juonala
dc.contributor.author Gemma Cadby
dc.contributor.author Stefania Bandinelli
dc.contributor.author Nese Direk
dc.contributor.author Daniele Braga
dc.contributor.author Lyle J. Palmer
dc.contributor.author Cornelia M. van Duijn
dc.contributor.author Jana V. van Vliet-Ostaptchouk
dc.contributor.author Richard N. Bergman
dc.contributor.author Najaf Amin
dc.contributor.author Damiano Baldassarre
dc.contributor.author Henrik Vestergaard
dc.contributor.author Jennifer A. Smith
dc.contributor.author Cristina Menni
dc.contributor.author Albert V. Smith
dc.contributor.author Serena Sanna
dc.contributor.author Kristin L. Young
dc.contributor.author Johanne Marie Justesen
dc.contributor.author Marie-Claude Vohl
dc.contributor.author Charlotta Pisinger
dc.contributor.author Terho Lehtimäki
dc.contributor.author Pim van der Harst
dc.contributor.author Mette Hollensted
dc.contributor.author Mary F. Feitosa
dc.contributor.author Igor Rudan
dc.contributor.author Andrew Wong
dc.contributor.author Marie Loh
dc.contributor.author Kirsti Kvaløy
dc.contributor.author Claude Bouchard
dc.contributor.author Ozren Polasek
dc.contributor.author John Beilby
dc.contributor.author Pedro Marques-Vidal
dc.contributor.author Ruth J. F. Loos
dc.contributor.author Göran Hallmans
dc.contributor.author Olli T. Raitakari
dc.contributor.author Meena Kumari
dc.contributor.author Jacek Czajkowski
dc.contributor.author Massimo Mangino
dc.contributor.author David P. Strachan
dc.contributor.author Cinzia Sarti
dc.contributor.author Alena Stančáková
dc.contributor.author Ilja M. Nolte
dc.contributor.author Winfried März
dc.contributor.author Louis Pérusse
dc.contributor.author Jie Huang
dc.contributor.author Uzma Afzal
dc.contributor.author Heikki A. Koistinen
dc.contributor.author Nancy L. Heard-Costa
dc.contributor.author Jan A. Staessen
dc.contributor.author Daniele Cusi
dc.contributor.author Andrew P. Morris
dc.contributor.author Yun Ju Sung
dc.contributor.author Elise Lim
dc.contributor.author Bamidele O. Tayo
dc.contributor.author Georg Homuth
dc.contributor.author Henning Tiemeier
dc.contributor.author Robert A. Scott
dc.contributor.author L. Adrienne Cupples
dc.contributor.author Lars Lind
dc.contributor.author Dena G. Hernandez
dc.contributor.author M. Carola Zillikens
dc.contributor.author Iris M. Heid
dc.contributor.author Steve Buyske
dc.contributor.author John-Olov Jansson
dc.contributor.author Gerard Pasterkamp
dc.contributor.author Heather M. Stringham
dc.contributor.author David J. Hunter
dc.contributor.author Gonçalo R. Abecasis
dc.contributor.author Anja Ludolph-Donislawski
dc.contributor.author Rainer Rauramaa
dc.contributor.author Anton J. M. de Craen
dc.contributor.author Pirjo Komulainen
dc.contributor.author Llilda Barata
dc.contributor.author Joel Eriksson
dc.contributor.author Dan Mellström
dc.contributor.author Johanna Kuusisto
dc.contributor.author Sven Bergmann
dc.contributor.author Yii-Der Ida Chen
dc.contributor.author Nicola Glorioso
dc.contributor.author Tanguy Corre
dc.contributor.author Magnus Karlsson
dc.contributor.author Alan James
dc.contributor.author Mark A. Sarzynski
dc.contributor.author Pau Navarro
dc.contributor.author Dorothée Thuillier
dc.contributor.author Jessica Tyrrell
dc.contributor.author John D. Eicher
dc.contributor.author Thorkild I. A. Sørensen
dc.contributor.author Markku Laakso
dc.contributor.author Michael Boehnke
dc.contributor.author Jing Hua Zhao
dc.contributor.author Lu Qi
dc.contributor.author Melanie Waldenberger
dc.contributor.author Jennifer Bragg
dc.contributor.author Andrew C. Heath
dc.contributor.author Lucia A. Hindorff
dc.contributor.author Nese Direk
dc.contributor.author Mathias Gorski
dc.contributor.author Gudny Eiriksdottir
dc.contributor.author Jaspal S. Kooner
dc.contributor.author Penny Gordon-Larsen
dc.contributor.author Kristian Hveem
dc.contributor.author Jonathan Marchini
dc.contributor.author Treva Rice
dc.contributor.author Carsten A. Böger
dc.contributor.author Eric Boerwinkle
dc.contributor.author Jouke-Jan Hottenga
dc.contributor.author Terrence Forrester
dc.contributor.author Shafqat Ahmad
dc.contributor.author Andres Metspalu
dc.contributor.author Tuomo Rankinen
dc.contributor.author Matthias Olden
dc.contributor.author Jaakko Tuomilehto
dc.contributor.author Henrik Vestergaard
dc.contributor.author Traci M. Bartz
dc.contributor.author Jacqueline M. Vink
dc.contributor.author Caroline S. Fox
dc.contributor.author Ani Manichaikul
dc.contributor.author Christopher A. Haiman
dc.contributor.author Harry Campbell
dc.contributor.author James F. Wilson
dc.contributor.author Anna Eriksson
dc.contributor.author Nina Hutri-Kähönen
dc.contributor.author Harold Snieder
dc.contributor.author Graciela E. Delgado
dc.contributor.author Patricia A. Peyser
dc.contributor.author Gitta H. Lubke
dc.contributor.author Erik Ingelsson
dc.contributor.author Judith M. Vonk
dc.contributor.author Dorret I. Boomsma
dc.contributor.author Grant W. Montgomery
dc.contributor.author Arthur W. Musk
dc.contributor.author Tõnu Esko
dc.contributor.author Ken K. Ong
dc.contributor.author Momoko Horikoshi
dc.contributor.author P. Eline Slagboom
dc.contributor.author Reiner Biffar
dc.contributor.author Virginia Fisher
dc.contributor.author Gert J. de Borst
dc.contributor.author Qibin Qi
dc.contributor.author Timothy M. Frayling
dc.contributor.author Lynne J. Hocking
dc.contributor.author Wei Zhao
dc.contributor.author Richard S. Cooper
dc.contributor.author Linda S. Adair
dc.contributor.author Tanja B. Grammer
dc.contributor.author Albertine J. Oldehinkel
dc.contributor.author Leena Kinnunen
dc.contributor.author David Schlessinger
dc.contributor.author Tamara B. Harris
dc.contributor.author Audrey Y. Chu
dc.contributor.author Marie Loh
dc.contributor.author Alan F. Wright
dc.contributor.author Daniel I. Chasman
dc.contributor.author Niha Zubair
dc.contributor.author Genovefa Kolovou
dc.contributor.author Amélie Bonnefond
dc.contributor.author Nanette R. Lee
dc.contributor.author Anders Hamsten
dc.contributor.author Catharina A. Hartman
dc.contributor.author Ozren Polasek
dc.contributor.author Claudia Schurmann
dc.contributor.author Jonathan Marten
dc.contributor.author Beverley Balkau
dc.contributor.author John Beilby
dc.contributor.author Loic Le Marchand
dc.contributor.author Ruth J. F. Loos
dc.control.author Meena Kumari
dc.control.author Winfried März
dc.control.author Uzma Afzal
dc.control.author Heikki A. Koistinen
dc.control.author Andrew P. Morris
dc.control.author David J. Hunter
dc.control.author Alan James
dc.control.author Thorkild I. A. Sørensen
dc.control.author Lu Qi
dc.control.author Jaspal S. Kooner
dc.control.author Shafqat Ahmad
dc.control.author Jacqueline M. Vink
dc.control.author Erik Ingelsson
dc.control.author Arthur W. Musk
dc.control.author Tõnu Esko
dc.control.author Tõnu Esko
dc.control.author Lynne J. Hocking
dc.control.author Audrey Y. Chu
dc.date.accessioned 2025-06-14T06:39:48Z
dc.date.available 2025-06-14T06:39:48Z
dc.date.issued 2017-04-26
dc.description.abstract <jats:title>Abstract</jats:title><jats:p>Few genome-wide association studies (GWAS) account for environmental exposures, like smoking, potentially impacting the overall trait variance when investigating the genetic contribution to obesity-related traits. Here, we use GWAS data from 51,080 current smokers and 190,178 nonsmokers (87% European descent) to identify loci influencing BMI and central adiposity, measured as waist circumference and waist-to-hip ratio both adjusted for BMI. We identify 23 novel genetic loci, and 9 loci with convincing evidence of gene-smoking interaction (GxSMK) on obesity-related traits. We show consistent direction of effect for all identified loci and significance for 18 novel and for 5 interaction loci in an independent study sample. These loci highlight novel biological functions, including response to oxidative stress, addictive behaviour, and regulatory functions emphasizing the importance of accounting for environment in genetic analyses. Our results suggest that tobacco smoking may alter the genetic susceptibility to overall adiposity and body fat distribution.</jats:p>
dc.description.volume 8
dc.identifier.doi 10.1038/ncomms14977
dc.identifier.doi 10.17863/cam.10749
dc.identifier.doi 10.17615/55b7-9477
dc.identifier.handle https://repository.ubn.ru.nl/handle/2066/169378
dc.identifier.handle 1871.1/e0fc5e12-575e-440d-95ef-db800338568e
dc.identifier.handle 11370/f493b788-93e0-44b2-946d-9a3221db1264
dc.identifier.handle 11250/2499974
dc.identifier.handle 1887/114515
dc.identifier.handle 20.500.14243/340378
dc.identifier.handle 2066/169378
dc.identifier.handle 2434/491476
dc.identifier.handle 11388/201799
dc.identifier.handle 10138/196933
dc.identifier.handle 20.500.11820/895d835a-cfd1-469f-848d-21d74fc708b9
dc.identifier.handle 2164/9227
dc.identifier.handle 10044/1/48670
dc.identifier.handle 2440/105746
dc.identifier.handle 10871/27945
dc.identifier.issn 2041-1723
dc.identifier.openaire doi_dedup___
dc.identifier.pmc PMC5414044
dc.identifier.pmid 28443625
dc.identifier.uri https://ror.circle-u.eu/handle/123456789/413376
dc.openaire.affiliation King's College London
dc.openaire.collaboration 1
dc.publisher Springer Science and Business Media LLC
dc.rights OPEN
dc.rights.license CC BY
dc.source Nature Communications
dc.subject Netherlands Twin Register (NTR)
dc.subject Epidemiology
dc.subject 201668
dc.subject RG/10/12/28456
dc.subject Arthritis Research UK (ARUK)
dc.subject Body Mass Index
dc.subject LSHG-CT-2006-018947
dc.subject name=General Biochemistry,Genetics and Molecular Biology
dc.subject IMPUTATION
dc.subject 284167
dc.subject POPULATION
dc.subject Adiposity
dc.subject 018996
dc.subject 230374
dc.subject HEALTH-F2-2008-201865-GEFOS
dc.subject genetics [Smoking]
dc.subject ASSOCIATION
dc.subject 1600 Chemistry
dc.subject name=General Physics and Astronomy
dc.subject 305739
dc.subject Science & Technology - Other Topics
dc.subject ddc:500
dc.subject Waist Circumference
dc.subject RG2008/014
dc.subject /dk/atira/pure/subjectarea/asjc/1600/1600
dc.subject European Research Council
dc.subject genetics [Adiposity]
dc.subject H Social Sciences (General)
dc.subject 018947
dc.subject 330
dc.subject G0601966
dc.subject Science
dc.subject Quantitative Trait Loci
dc.subject 610
dc.subject ta3111
dc.subject Article
dc.subject LSHM-CT-2006-037697
dc.subject *
dc.subject SP/04/002
dc.subject IMI/115006
dc.subject Genetic
dc.subject SDG 3 - Good Health and Well-being
dc.subject GWAS, obesity, smoking
dc.subject 616
dc.subject HEALTH-2011-294713-EPLORE
dc.subject Humans
dc.subject Polymorphism
dc.subject Science & Technology
dc.subject genetics [Quantitative Trait Loci]
dc.subject QLG2-CT-2002-01254
dc.subject 323195:SZ-245 50371-GLUCOSEGENES-FP7-IDEAS-ERC
dc.subject Epistasis, Genetic
dc.subject ta3121
dc.subject R1
dc.subject BBMRI-LPC-313010
dc.subject HEALTH-2011.2.4.2-2-EU-MASCARA
dc.subject genetics research
dc.subject MC_U106179471
dc.subject General Biochemistry
dc.subject Epistasis
dc.subject /dk/atira/pure/subjectarea/asjc/3100/3100
dc.subject Chemistry (all); Biochemistry, Genetics and Molecular Biology (all); Physics and Astronomy (all)
dc.subject British Heart Foundation
dc.subject obesity
dc.subject Medicin och hälsovetenskap
dc.subject RG2008/08
dc.subject General Physics and Astronomy
dc.subject R Medicine (General)
dc.subject methods [Genome-Wide Association Study]
dc.subject HEALTH-F4-2007-201550-HYPERGENES
dc.subject Medical and Health Sciences
dc.subject Genome-wide association studies
dc.subject LSHG-CT-2006-01947
dc.subject Public health care science, environmental and occupational health
dc.subject G0000934
dc.subject genetics [Obesity]
dc.subject Genetics research
dc.subject Body Fat Distribution
dc.subject 3100 Physics and Astronomy
dc.subject genetics [Genetic Predisposition to Disease]
dc.subject OXIDATIVE STRESS
dc.subject METABOLIC SYNDROME
dc.subject LSHM-CT-2004-005272
dc.subject /dk/atira/pure/subjectarea/asjc/1300/1300
dc.subject Q
dc.subject Smoking
dc.subject 223004
dc.subject Public Health, Global Health, Social Medicine and Epidemiology
dc.subject Single Nucleotide
dc.subject General medicine, internal medicine and other clinical medicine
dc.subject Multidisciplinary Sciences
dc.subject DEFICIENCY
dc.subject ADDICTION
dc.subject Phenotype
dc.subject HEALTH-F2-2013-601456
dc.subject Adult
dc.subject 1300 Biochemistry
dc.subject HEALTH-F7-305507 HOMAGE
dc.subject General Biochemistry,Genetics and Molecular Biology
dc.subject genetics [Waist Circumference]
dc.subject Genetics and Molecular Biology
dc.subject QH426 Genetics
dc.subject HEALTH-F4-2007-201413
dc.subject Polymorphism, Single Nucleotide
dc.subject MD Multidisciplinary
dc.subject Journal Article
dc.subject Genetic Predisposition to Disease
dc.subject Obesity
dc.subject European Commission
dc.subject National Institute for Health Research (NIHR)
dc.subject EMC ONWAR-01-58-02
dc.subject VITAMIN-C
dc.subject Waist-Hip Ratio
dc.subject QLG1-CT-2002-00896
dc.subject G0701863
dc.subject General Chemistry
dc.subject GENE
dc.subject 279143
dc.subject HEALTH-2011-278913
dc.subject Medical Research Council (MRC)
dc.subject Folkhälsovetenskap, global hälsa, socialmedicin och epidemiologi
dc.subject MICE
dc.subject LSHM-CT-2007-037273
dc.subject MC_UU_12019/1
dc.subject genome-wide association studies
dc.subject Cancer Research UK
dc.subject G0700931
dc.subject name=General Chemistry
dc.subject Developmental Psychopathology
dc.subject Genome-Wide Association Study
dc.subject.fos 0303 health sciences
dc.subject.fos 03 medical and health sciences
dc.subject.sdg 3. Good health
dc.subject.sdg 2. Zero hunger
dc.title Genome-wide meta-analysis of 241,258 adults accounting for smoking behaviour identifies novel loci for obesity traits
dc.type publication

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