Please use this identifier to cite or link to this item: https://doi.org/10.1371/journal.pmed.1001474
Title: The Role of Adiposity in Cardiometabolic Traits: A Mendelian Randomization Analysis
Authors: Fall T.
Hägg S.
Mägi R.
Ploner A.
Fischer K.
Horikoshi M.
Sarin A.-P.
Thorleifsson G.
Ladenvall C.
Kals M.
Kuningas M.
Draisma H.H.M.
Ried J.S.
van Zuydam N.R.
Huikari V.
Mangino M.
Sonestedt E.
Benyamin B.
Nelson C.P.
Rivera N.V.
Kristiansson K.
Shen H.-y.
Havulinna A.S.
Dehghan A.
Donnelly L.A.
Kaakinen M.
Nuotio M.-L.
Robertson N.
de Bruijn R.F.A.G.
Ikram M.A. 
Amin N.
Balmforth A.J.
Braund P.S.
Doney A.S.F.
Döring A.
Elliott P.
Esko T.
Franco O.H.
Gretarsdottir S.
Hartikainen A.-L.
Heikkilä K.
Herzig K.-H.
Holm H.
Hottenga J.J.
Hyppönen E.
Illig T.
Isaacs A.
Isomaa B.
Karssen L.C.
Kettunen J.
Koenig W.
Kuulasmaa K.
Laatikainen T.
Laitinen J.
Lindgren C.
Lyssenko V.
Läärä E.
Rayner N.W.
Männistö S.
Pouta A.
Rathmann W.
Rivadeneira F.
Ruokonen A.
Savolainen M.J.
Sijbrands E.J.G.
Small K.S.
Smit J.H.
Steinthorsdottir V.
Syvänen A.-C.
Taanila A.
Tobin M.D.
Uitterlinden A.G.
Willems S.M.
Willemsen G.
Witteman J.
Perola M.
Evans A.
Ferrières J.
Virtamo J.
Kee F.
Tregouet D.-A.
Arveiler D.
Amouyel P.
Ferrario M.M.
Brambilla P.
Hall A.S.
Heath A.C.
Madden P.A.F.
Martin N.G.
Montgomery G.W.
Whitfield J.B.
Jula A.
Knekt P.
Oostra B.
van Duijn C.M.
Penninx B.W.J.H.
Davey Smith G.
Kaprio J.
Samani N.J.
Gieger C.
Peters A.
Wichmann H.-E.
Boomsma D.I.
de Geus E.J.C.
Tuomi T.M.
Power C.
Hammond C.J.
Spector T.D.
Lind L.
Orho-Melander M.
Palmer C.N.A.
Morris A.D.
Groop L.
Järvelin M.-R.
Salomaa V.
Vartiainen E.
Hofman A.
Ripatti S.
Metspalu A.
Thorsteinsdottir U.
Stefansson K.
Pedersen N.L.
McCarthy M.I.
Ingelsson E.
Prokopenko I.
Keywords: alanine aminotransferase
C reactive protein
gamma glutamyltransferase
glucose
high density lipoprotein cholesterol
insulin
triacylglycerol
article
body mass
cardiometabolic risk
diastolic blood pressure
disease association
dyslipidemia
genotype
hazard ratio
heart failure
human
hypertension
instrumental variable analysis
Mendelian randomization analysis
meta analysis
metabolic syndrome X
non insulin dependent diabetes mellitus
obesity
outcome assessment
sensitivity analysis
systolic blood pressure
Issue Date: 2013
Citation: Fall T., Hägg S., Mägi R., Ploner A., Fischer K., Horikoshi M., Sarin A.-P., Thorleifsson G., Ladenvall C., Kals M., Kuningas M., Draisma H.H.M., Ried J.S., van Zuydam N.R., Huikari V., Mangino M., Sonestedt E., Benyamin B., Nelson C.P., Rivera N.V., Kristiansson K., Shen H.-y., Havulinna A.S., Dehghan A., Donnelly L.A., Kaakinen M., Nuotio M.-L., Robertson N., de Bruijn R.F.A.G., Ikram M.A., Amin N., Balmforth A.J., Braund P.S., Doney A.S.F., Döring A., Elliott P., Esko T., Franco O.H., Gretarsdottir S., Hartikainen A.-L., Heikkilä K., Herzig K.-H., Holm H., Hottenga J.J., Hyppönen E., Illig T., Isaacs A., Isomaa B., Karssen L.C., Kettunen J., Koenig W., Kuulasmaa K., Laatikainen T., Laitinen J., Lindgren C., Lyssenko V., Läärä E., Rayner N.W., Männistö S., Pouta A., Rathmann W., Rivadeneira F., Ruokonen A., Savolainen M.J., Sijbrands E.J.G., Small K.S., Smit J.H., Steinthorsdottir V., Syvänen A.-C., Taanila A., Tobin M.D., Uitterlinden A.G., Willems S.M., Willemsen G., Witteman J., Perola M., Evans A., Ferrières J., Virtamo J., Kee F., Tregouet D.-A., Arveiler D., Amouyel P., Ferrario M.M., Brambilla P., Hall A.S., Heath A.C., Madden P.A.F., Martin N.G., Montgomery G.W., Whitfield J.B., Jula A., Knekt P., Oostra B., van Duijn C.M., Penninx B.W.J.H., Davey Smith G., Kaprio J., Samani N.J., Gieger C., Peters A., Wichmann H.-E., Boomsma D.I., de Geus E.J.C., Tuomi T.M., Power C., Hammond C.J., Spector T.D., Lind L., Orho-Melander M., Palmer C.N.A., Morris A.D., Groop L., Järvelin M.-R., Salomaa V., Vartiainen E., Hofman A., Ripatti S., Metspalu A., Thorsteinsdottir U., Stefansson K., Pedersen N.L., McCarthy M.I., Ingelsson E., Prokopenko I. (2013). The Role of Adiposity in Cardiometabolic Traits: A Mendelian Randomization Analysis. PLoS Medicine 10 (6) : e1001474. ScholarBank@NUS Repository. https://doi.org/10.1371/journal.pmed.1001474
Rights: Attribution 4.0 International
Abstract: Background:The association between adiposity and cardiometabolic traits is well known from epidemiological studies. Whilst the causal relationship is clear for some of these traits, for others it is not. We aimed to determine whether adiposity is causally related to various cardiometabolic traits using the Mendelian randomization approach.Methods and Findings:We used the adiposity-associated variant rs9939609 at the FTO locus as an instrumental variable (IV) for body mass index (BMI) in a Mendelian randomization design. Thirty-six population-based studies of individuals of European descent contributed to the analyses.Age- and sex-adjusted regression models were fitted to test for association between (i) rs9939609 and BMI (n = 198,502), (ii) rs9939609 and 24 traits, and (iii) BMI and 24 traits. The causal effect of BMI on the outcome measures was quantified by IV estimators. The estimators were compared to the BMI-trait associations derived from the same individuals. In the IV analysis, we demonstrated novel evidence for a causal relationship between adiposity and incident heart failure (hazard ratio, 1.19 per BMI-unit increase; 95% CI, 1.03-1.39) and replicated earlier reports of a causal association with type 2 diabetes, metabolic syndrome, dyslipidemia, and hypertension (odds ratio for IV estimator, 1.1-1.4; all p<0.05). For quantitative traits, our results provide novel evidence for a causal effect of adiposity on the liver enzymes alanine aminotransferase and gamma-glutamyl transferase and confirm previous reports of a causal effect of adiposity on systolic and diastolic blood pressure, fasting insulin, 2-h post-load glucose from the oral glucose tolerance test, C-reactive protein, triglycerides, and high-density lipoprotein cholesterol levels (all p<0.05). The estimated causal effects were in agreement with traditional observational measures in all instances except for type 2 diabetes, where the causal estimate was larger than the observational estimate (p = 0.001).Conclusions:We provide novel evidence for a causal relationship between adiposity and heart failure as well as between adiposity and increased liver enzymes.Please see later in the article for the Editors' Summary. © 2013 Fall et al.
Source Title: PLoS Medicine
URI: https://scholarbank.nus.edu.sg/handle/10635/161627
ISSN: 15491277
DOI: 10.1371/journal.pmed.1001474
Rights: Attribution 4.0 International
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