Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.

<h4>Background</h4>Obesity is associated with vitamin D deficiency, and both are areas of active public health concern. We explored the causality and direction of the relationship between body mass index (BMI) and 25-hydroxyvitamin D [25(OH)D] using genetic markers as instrumental variab...

Full description

Bibliographic Details
Main Authors: Karani S Vimaleswaran, Diane J Berry, Chen Lu, Emmi Tikkanen, Stefan Pilz, Linda T Hiraki, Jason D Cooper, Zari Dastani, Rui Li, Denise K Houston, Andrew R Wood, Karl Michaëlsson, Liesbeth Vandenput, Lina Zgaga, Laura M Yerges-Armstrong, Mark I McCarthy, Josée Dupuis, Marika Kaakinen, Marcus E Kleber, Karen Jameson, Nigel Arden, Olli Raitakari, Jorma Viikari, Kurt K Lohman, Luigi Ferrucci, Håkan Melhus, Erik Ingelsson, Liisa Byberg, Lars Lind, Mattias Lorentzon, Veikko Salomaa, Harry Campbell, Malcolm Dunlop, Braxton D Mitchell, Karl-Heinz Herzig, Anneli Pouta, Anna-Liisa Hartikainen, Genetic Investigation of Anthropometric Traits-GIANT Consortium, Elizabeth A Streeten, Evropi Theodoratou, Antti Jula, Nicholas J Wareham, Claes Ohlsson, Timothy M Frayling, Stephen B Kritchevsky, Timothy D Spector, J Brent Richards, Terho Lehtimäki, Willem H Ouwehand, Peter Kraft, Cyrus Cooper, Winfried März, Chris Power, Ruth J F Loos, Thomas J Wang, Marjo-Riitta Järvelin, John C Whittaker, Aroon D Hingorani, Elina Hyppönen
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS Medicine
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23393431/?tool=EBI
id doaj-b73c0ace41a34f9a9e7c739cdcd2f5a9
record_format Article
spelling doaj-b73c0ace41a34f9a9e7c739cdcd2f5a92021-04-21T18:37:22ZengPublic Library of Science (PLoS)PLoS Medicine1549-12771549-16762013-01-01102e100138310.1371/journal.pmed.1001383Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.Karani S VimaleswaranDiane J BerryChen LuEmmi TikkanenStefan PilzLinda T HirakiJason D CooperZari DastaniRui LiDenise K HoustonAndrew R WoodKarl MichaëlssonLiesbeth VandenputLina ZgagaLaura M Yerges-ArmstrongMark I McCarthyJosée DupuisMarika KaakinenMarcus E KleberKaren JamesonNigel ArdenOlli RaitakariJorma ViikariKurt K LohmanLuigi FerrucciHåkan MelhusErik IngelssonLiisa BybergLars LindMattias LorentzonVeikko SalomaaHarry CampbellMalcolm DunlopBraxton D MitchellKarl-Heinz HerzigAnneli PoutaAnna-Liisa HartikainenGenetic Investigation of Anthropometric Traits-GIANT ConsortiumElizabeth A StreetenEvropi TheodoratouAntti JulaNicholas J WarehamClaes OhlssonTimothy M FraylingStephen B KritchevskyTimothy D SpectorJ Brent RichardsTerho LehtimäkiWillem H OuwehandPeter KraftCyrus CooperWinfried MärzChris PowerRuth J F LoosThomas J WangMarjo-Riitta JärvelinJohn C WhittakerAroon D HingoraniElina Hyppönen<h4>Background</h4>Obesity is associated with vitamin D deficiency, and both are areas of active public health concern. We explored the causality and direction of the relationship between body mass index (BMI) and 25-hydroxyvitamin D [25(OH)D] using genetic markers as instrumental variables (IVs) in bi-directional Mendelian randomization (MR) analysis.<h4>Methods and findings</h4>We used information from 21 adult cohorts (up to 42,024 participants) with 12 BMI-related SNPs (combined in an allelic score) to produce an instrument for BMI and four SNPs associated with 25(OH)D (combined in two allelic scores, separately for genes encoding its synthesis or metabolism) as an instrument for vitamin D. Regression estimates for the IVs (allele scores) were generated within-study and pooled by meta-analysis to generate summary effects. Associations between vitamin D scores and BMI were confirmed in the Genetic Investigation of Anthropometric Traits (GIANT) consortium (n = 123,864). Each 1 kg/m(2) higher BMI was associated with 1.15% lower 25(OH)D (p = 6.52×10⁻²⁷). The BMI allele score was associated both with BMI (p = 6.30×10⁻⁶²) and 25(OH)D (-0.06% [95% CI -0.10 to -0.02], p = 0.004) in the cohorts that underwent meta-analysis. The two vitamin D allele scores were strongly associated with 25(OH)D (p≤8.07×10⁻⁵⁷ for both scores) but not with BMI (synthesis score, p = 0.88; metabolism score, p = 0.08) in the meta-analysis. A 10% higher genetically instrumented BMI was associated with 4.2% lower 25(OH)D concentrations (IV ratio: -4.2 [95% CI -7.1 to -1.3], p = 0.005). No association was seen for genetically instrumented 25(OH)D with BMI, a finding that was confirmed using data from the GIANT consortium (p≥0.57 for both vitamin D scores).<h4>Conclusions</h4>On the basis of a bi-directional genetic approach that limits confounding, our study suggests that a higher BMI leads to lower 25(OH)D, while any effects of lower 25(OH)D increasing BMI are likely to be small. Population level interventions to reduce BMI are expected to decrease the prevalence of vitamin D deficiency.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23393431/?tool=EBI
collection DOAJ
language English
format Article
sources DOAJ
author Karani S Vimaleswaran
Diane J Berry
Chen Lu
Emmi Tikkanen
Stefan Pilz
Linda T Hiraki
Jason D Cooper
Zari Dastani
Rui Li
Denise K Houston
Andrew R Wood
Karl Michaëlsson
Liesbeth Vandenput
Lina Zgaga
Laura M Yerges-Armstrong
Mark I McCarthy
Josée Dupuis
Marika Kaakinen
Marcus E Kleber
Karen Jameson
Nigel Arden
Olli Raitakari
Jorma Viikari
Kurt K Lohman
Luigi Ferrucci
Håkan Melhus
Erik Ingelsson
Liisa Byberg
Lars Lind
Mattias Lorentzon
Veikko Salomaa
Harry Campbell
Malcolm Dunlop
Braxton D Mitchell
Karl-Heinz Herzig
Anneli Pouta
Anna-Liisa Hartikainen
Genetic Investigation of Anthropometric Traits-GIANT Consortium
Elizabeth A Streeten
Evropi Theodoratou
Antti Jula
Nicholas J Wareham
Claes Ohlsson
Timothy M Frayling
Stephen B Kritchevsky
Timothy D Spector
J Brent Richards
Terho Lehtimäki
Willem H Ouwehand
Peter Kraft
Cyrus Cooper
Winfried März
Chris Power
Ruth J F Loos
Thomas J Wang
Marjo-Riitta Järvelin
John C Whittaker
Aroon D Hingorani
Elina Hyppönen
spellingShingle Karani S Vimaleswaran
Diane J Berry
Chen Lu
Emmi Tikkanen
Stefan Pilz
Linda T Hiraki
Jason D Cooper
Zari Dastani
Rui Li
Denise K Houston
Andrew R Wood
Karl Michaëlsson
Liesbeth Vandenput
Lina Zgaga
Laura M Yerges-Armstrong
Mark I McCarthy
Josée Dupuis
Marika Kaakinen
Marcus E Kleber
Karen Jameson
Nigel Arden
Olli Raitakari
Jorma Viikari
Kurt K Lohman
Luigi Ferrucci
Håkan Melhus
Erik Ingelsson
Liisa Byberg
Lars Lind
Mattias Lorentzon
Veikko Salomaa
Harry Campbell
Malcolm Dunlop
Braxton D Mitchell
Karl-Heinz Herzig
Anneli Pouta
Anna-Liisa Hartikainen
Genetic Investigation of Anthropometric Traits-GIANT Consortium
Elizabeth A Streeten
Evropi Theodoratou
Antti Jula
Nicholas J Wareham
Claes Ohlsson
Timothy M Frayling
Stephen B Kritchevsky
Timothy D Spector
J Brent Richards
Terho Lehtimäki
Willem H Ouwehand
Peter Kraft
Cyrus Cooper
Winfried März
Chris Power
Ruth J F Loos
Thomas J Wang
Marjo-Riitta Järvelin
John C Whittaker
Aroon D Hingorani
Elina Hyppönen
Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
PLoS Medicine
author_facet Karani S Vimaleswaran
Diane J Berry
Chen Lu
Emmi Tikkanen
Stefan Pilz
Linda T Hiraki
Jason D Cooper
Zari Dastani
Rui Li
Denise K Houston
Andrew R Wood
Karl Michaëlsson
Liesbeth Vandenput
Lina Zgaga
Laura M Yerges-Armstrong
Mark I McCarthy
Josée Dupuis
Marika Kaakinen
Marcus E Kleber
Karen Jameson
Nigel Arden
Olli Raitakari
Jorma Viikari
Kurt K Lohman
Luigi Ferrucci
Håkan Melhus
Erik Ingelsson
Liisa Byberg
Lars Lind
Mattias Lorentzon
Veikko Salomaa
Harry Campbell
Malcolm Dunlop
Braxton D Mitchell
Karl-Heinz Herzig
Anneli Pouta
Anna-Liisa Hartikainen
Genetic Investigation of Anthropometric Traits-GIANT Consortium
Elizabeth A Streeten
Evropi Theodoratou
Antti Jula
Nicholas J Wareham
Claes Ohlsson
Timothy M Frayling
Stephen B Kritchevsky
Timothy D Spector
J Brent Richards
Terho Lehtimäki
Willem H Ouwehand
Peter Kraft
Cyrus Cooper
Winfried März
Chris Power
Ruth J F Loos
Thomas J Wang
Marjo-Riitta Järvelin
John C Whittaker
Aroon D Hingorani
Elina Hyppönen
author_sort Karani S Vimaleswaran
title Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
title_short Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
title_full Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
title_fullStr Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
title_full_unstemmed Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts.
title_sort causal relationship between obesity and vitamin d status: bi-directional mendelian randomization analysis of multiple cohorts.
publisher Public Library of Science (PLoS)
series PLoS Medicine
issn 1549-1277
1549-1676
publishDate 2013-01-01
description <h4>Background</h4>Obesity is associated with vitamin D deficiency, and both are areas of active public health concern. We explored the causality and direction of the relationship between body mass index (BMI) and 25-hydroxyvitamin D [25(OH)D] using genetic markers as instrumental variables (IVs) in bi-directional Mendelian randomization (MR) analysis.<h4>Methods and findings</h4>We used information from 21 adult cohorts (up to 42,024 participants) with 12 BMI-related SNPs (combined in an allelic score) to produce an instrument for BMI and four SNPs associated with 25(OH)D (combined in two allelic scores, separately for genes encoding its synthesis or metabolism) as an instrument for vitamin D. Regression estimates for the IVs (allele scores) were generated within-study and pooled by meta-analysis to generate summary effects. Associations between vitamin D scores and BMI were confirmed in the Genetic Investigation of Anthropometric Traits (GIANT) consortium (n = 123,864). Each 1 kg/m(2) higher BMI was associated with 1.15% lower 25(OH)D (p = 6.52×10⁻²⁷). The BMI allele score was associated both with BMI (p = 6.30×10⁻⁶²) and 25(OH)D (-0.06% [95% CI -0.10 to -0.02], p = 0.004) in the cohorts that underwent meta-analysis. The two vitamin D allele scores were strongly associated with 25(OH)D (p≤8.07×10⁻⁵⁷ for both scores) but not with BMI (synthesis score, p = 0.88; metabolism score, p = 0.08) in the meta-analysis. A 10% higher genetically instrumented BMI was associated with 4.2% lower 25(OH)D concentrations (IV ratio: -4.2 [95% CI -7.1 to -1.3], p = 0.005). No association was seen for genetically instrumented 25(OH)D with BMI, a finding that was confirmed using data from the GIANT consortium (p≥0.57 for both vitamin D scores).<h4>Conclusions</h4>On the basis of a bi-directional genetic approach that limits confounding, our study suggests that a higher BMI leads to lower 25(OH)D, while any effects of lower 25(OH)D increasing BMI are likely to be small. Population level interventions to reduce BMI are expected to decrease the prevalence of vitamin D deficiency.
url https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23393431/?tool=EBI
work_keys_str_mv AT karanisvimaleswaran causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT dianejberry causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT chenlu causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT emmitikkanen causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT stefanpilz causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT lindathiraki causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT jasondcooper causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT zaridastani causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT ruili causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT denisekhouston causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT andrewrwood causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT karlmichaelsson causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT liesbethvandenput causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT linazgaga causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT lauramyergesarmstrong causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT markimccarthy causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT joseedupuis causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT marikakaakinen causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT marcusekleber causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT karenjameson causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT nigelarden causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT olliraitakari causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT jormaviikari causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT kurtklohman causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT luigiferrucci causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT hakanmelhus causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT erikingelsson causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT liisabyberg causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT larslind causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT mattiaslorentzon causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT veikkosalomaa causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT harrycampbell causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT malcolmdunlop causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT braxtondmitchell causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT karlheinzherzig causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT annelipouta causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT annaliisahartikainen causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT geneticinvestigationofanthropometrictraitsgiantconsortium causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT elizabethastreeten causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT evropitheodoratou causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT anttijula causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT nicholasjwareham causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT claesohlsson causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT timothymfrayling causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT stephenbkritchevsky causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT timothydspector causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT jbrentrichards causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT terholehtimaki causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT willemhouwehand causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT peterkraft causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT cyruscooper causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT winfriedmarz causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT chrispower causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT ruthjfloos causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT thomasjwang causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT marjoriittajarvelin causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT johncwhittaker causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT aroondhingorani causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
AT elinahypponen causalrelationshipbetweenobesityandvitamindstatusbidirectionalmendelianrandomizationanalysisofmultiplecohorts
_version_ 1714664732368044032