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The Role of Adiposity in Cardiometabolic Traits: A Mendelian Randomization Analysis

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posted on 2015-07-14, 11:39 authored by T . Fall, S. Hägg, R. Mägi, A. Ploner, K. Fischer, M. Horikoshi, A. P. Sarin, G. Thorleifsson, C. Ladenvall, M. Kals, M. Kuningas, H. H. Draisma, J. S. Ried, N. R. van Zuydam, V. Huikari, M. Mangino, E. Sonestedt, B. Benyamin, C. P. Nelson, N.V. Rivera, K. Kristiansson, H. Y. Shen, A. S. Havulinna, A. Dehghan, L. A. Donnelly, M. Kaakinen, M. L. Nuotio, N. Robertson, R. F. de Bruijn, M. A. Ikram, N. Amin, A. J. Balmforth, P. S. Braund, A. S. Doney, A. Döring, P. Elliott, T. Esko, O. H. Franco, S. Gretarsdottir, A. L. Hartikainen, K. Heikkilä, K. H. Herzig, H. Holm, J. J. Hottenga, E. Hyppönen, T. Illig, A. Isaacs, B. Isomaa, L. C. Karssen, J. Kettunen, W. Koenig, K. Kuulasmaa, T. Laatikainen, J. Laitinen, C. Lindgren, V. Lyssenko, E. Läärä, N. W. Rayner, S. Männistö, A. Pouta, W. Rathmann, F. Rivadeneira, A. Ruokonen, M. J. Savolainen, E. J. Sijbrands, K. S. Small, J. H. Smit, V. Steinthorsdottir, A. C. Syvänen, A. Taanila, M. D. Tobin, A. G. Uitterlinden, S. M. Willems, G. Willemsen, J. Witteman, M. Perola, A. Evans, J. Ferrières, J. Virtamo, F. Kee, D. A. Tregouet, D. Arveiler, P. Amouyel, M. M. Ferrario, P. Brambilla, A. S. Hall, A. C. Heath, P. A. Madden, N. G. Martin, G. W. Montgomery, J. B. Whitfield, A. Jula, P. Knekt, B. Oostra, C. M. van Duijn, B. W. Penninx, G. Davey Smith, J. Kaprio, N. J. Samani, C. Gieger, A. Peters, H. E. Wichmann, D. I. Boomsma, E. J. de Geus, T. Tuomi, C. Power, C. J. Hammond, T. D. Spector, L. Lind, M. Orho-Melander, C. N. Palmer, A. D. Morris, L. Groop, M. R. Järvelin, V. Salomaa, E. Vartiainen, A. Hofman, S. Ripatti, A. Metspalu, U. Thorsteinsdottir, K. Stefansson, N. L. Pedersen, M. I. McCarthy, E. Ingelsson, I. Prokopenko, European Network for Genetic and Genomic Epidemiology (ENGAGE) consortium
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.

History

Citation

PLoS Medicine, 2013, 10 (6), e1001474

Author affiliation

/Organisation/COLLEGE OF MEDICINE, BIOLOGICAL SCIENCES AND PSYCHOLOGY/School of Medicine/Department of Cardiovascular Sciences

Version

  • VoR (Version of Record)

Published in

PLoS Medicine

Publisher

Public Library of Science

issn

1549-1277

eissn

1549-1676

Acceptance date

2013-05-14

Copyright date

2013

Available date

2015-07-14

Publisher version

http://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.1001474

Language

en