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The Role of Adiposity in Cardiometabolic Traits A Mendelian Randomization Analysis

Fall, Tove (author)
Hägg, Sara (author)
Maegi, Reedik (author)
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Ploner, Alexander (author)
Fischer, Krista (author)
Horikoshi, Momoko (author)
Sarin, Antti-Pekka (author)
Thorleifsson, Gudmar (author)
Ladenvall, Claes (author)
Kals, Mart (author)
Kuningas, Maris (author)
Draisma, Harmen H. M. (author)
Ried, Janina S. (author)
van Zuydam, Natalie R. (author)
Huikari, Ville (author)
Mangino, Massimo (author)
Sonestedt, Emily (author)
Benyamin, Beben (author)
Nelson, Christopher P. (author)
Rivera, Natalia V. (author)
Kristiansson, Kati (author)
Shen, Huei-yi (author)
Havulinna, Aki S. (author)
Dehghan, Abbas (author)
Donnelly, Louise A. (author)
Kaakinen, Marika (author)
Nuotio, Marja-Liisa (author)
Robertson, Neil (author)
de Bruijn, Renee F. A. G. (author)
Ikram, M. Arfan (author)
Amin, Najaf (author)
Balmforth, Anthony J. (author)
Braund, Peter S. (author)
Doney, Alexander S. F. (author)
Doering, Angela (author)
Elliott, Paul (author)
Esko, Tonu (author)
Franco, Oscar H. (author)
Gretarsdottir, Solveig (author)
Hartikainen, Anna-Liisa (author)
Heikkila, Kauko (author)
Herzig, Karl-Heinz (author)
Holm, Hilma (author)
Hottenga, Jouke Jan (author)
Hypponen, Elina (author)
Illig, Thomas (author)
Isaacs, Aaron (author)
Isomaa, Bo (author)
Karssen, Lennart C. (author)
Kettunen, Johannes (author)
Koenig, Wolfgang (author)
Kuulasmaa, Kari (author)
Laatikainen, Tiina (author)
Laitinen, Jaana (author)
Lindgren, Cecilia (author)
Lyssenko, Valeriya (author)
Laara, Esa (author)
Rayner, Nigel W. (author)
Mannisto, Satu (author)
Pouta, Anneli (author)
Rathmann, Wolfgang (author)
Rivadeneira, Fernando (author)
Ruokonen, Aimo (author)
Savolainen, Markku J. (author)
Sijbrands, Eric J. G. (author)
Small, Kerrin S. (author)
Smit, Jan H. (author)
Steinthorsdottir, Valgerdur (author)
Syvänen, Ann-Christine (author)
Taanila, Anja (author)
Tobin, Martin D. (author)
Uitterlinden, Andre G. (author)
Willems, Sara M. (author)
Willemsen, Gonneke (author)
Witteman, Jacqueline (author)
Perola, Markus (author)
Evans, Alun (author)
Ferrieres, Jean (author)
Virtamo, Jarmo (author)
Kee, Frank (author)
Tregouet, David-Alexandre (author)
Arveiler, Dominique (author)
Amouyel, Philippe (author)
Ferrario, Marco M. (author)
Brambilla, Paolo (author)
Hall, Alistair S. (author)
Heath, AndrewC. (author)
Madden, Pamela A. F. (author)
Martin, Nicholas G. (author)
Montgomery, Grant W. (author)
Whitfield, John B. (author)
Jula, Antti (author)
Knekt, Paul (author)
Oostra, Ben (author)
van Duijn, Cornelia M. (author)
Penninx, Brenda W. J. H. (author)
Smith, George Davey (author)
Kaprio, Jaakko (author)
Samani, Nilesh J. (author)
Gieger, Christian (author)
Peters, Annette (author)
Wichmann, H. -Erich (author)
Boomsma, Dorret I. (author)
de Geus, Eco J. C. (author)
Tuomi, TiinaMaija (author)
Power, Chris (author)
Hammond, Christopher J. (author)
Spector, Tim D. (author)
Lind, Lars (author)
Orho-Melander, Marju (author)
Palmer, Colin Neil Alexander (author)
Morris, Andrew D. (author)
Groop, Leif (author)
Jarvelin, Marjo-Riitta (author)
Salomaa, Veikko (author)
Vartiainen, Erkki (author)
Hofman, Albert (author)
Ripatti, Samuli (author)
Metspalu, Andres (author)
Thorsteinsdottir, Unnur (author)
Stefansson, Kari (author)
Pedersen, Nancy L. (author)
McCarthy, Mark I. (author)
Ingelsson, Erik (author)
Prokopenko, Inga (author)
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 (publisher)
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 (publisher)
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2013
2013
English.
In: PLoS Medicine. - 1549-1277. ; 10:6, e1001474
  • swepub:Mat__t
Abstract Subject headings
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  • 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.

Subject headings

Medical and Health Sciences  (hsv)
Medicin och hälsovetenskap  (hsv)

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Fall, Tove
Hägg, Sara
Maegi, Reedik
Ploner, Alexande ...
Fischer, Krista
Horikoshi, Momok ...
show more...
Sarin, Antti-Pek ...
Thorleifsson, Gu ...
Ladenvall, Claes
Kals, Mart
Kuningas, Maris
Draisma, Harmen ...
Ried, Janina S.
van Zuydam, Nata ...
Huikari, Ville
Mangino, Massimo
Sonestedt, Emily
Benyamin, Beben
Nelson, Christop ...
Rivera, Natalia ...
Kristiansson, Ka ...
Shen, Huei-yi
Havulinna, Aki S ...
Dehghan, Abbas
Donnelly, Louise ...
Kaakinen, Marika
Nuotio, Marja-Li ...
Robertson, Neil
de Bruijn, Renee ...
Ikram, M. Arfan
Amin, Najaf
Balmforth, Antho ...
Braund, Peter S.
Doney, Alexander ...
Doering, Angela
Elliott, Paul
Esko, Tonu
Franco, Oscar H.
Gretarsdottir, S ...
Hartikainen, Ann ...
Heikkila, Kauko
Herzig, Karl-Hei ...
Holm, Hilma
Hottenga, Jouke ...
Hypponen, Elina
Illig, Thomas
Isaacs, Aaron
Isomaa, Bo
Karssen, Lennart ...
Kettunen, Johann ...
Koenig, Wolfgang
Kuulasmaa, Kari
Laatikainen, Tii ...
Laitinen, Jaana
Lindgren, Cecili ...
Lyssenko, Valeri ...
Laara, Esa
Rayner, Nigel W.
Mannisto, Satu
Pouta, Anneli
Rathmann, Wolfga ...
Rivadeneira, Fer ...
Ruokonen, Aimo
Savolainen, Mark ...
Sijbrands, Eric ...
Small, Kerrin S.
Smit, Jan H.
Steinthorsdottir ...
Syvänen, Ann-Chr ...
Taanila, Anja
Tobin, Martin D.
Uitterlinden, An ...
Willems, Sara M.
Willemsen, Gonne ...
Witteman, Jacque ...
Perola, Markus
Evans, Alun
Ferrieres, Jean
Virtamo, Jarmo
Kee, Frank
Tregouet, David- ...
Arveiler, Domini ...
Amouyel, Philipp ...
Ferrario, Marco ...
Brambilla, Paolo
Hall, Alistair S ...
Heath, AndrewC.
Madden, Pamela A ...
Martin, Nicholas ...
Montgomery, Gran ...
Whitfield, John ...
Jula, Antti
Knekt, Paul
Oostra, Ben
van Duijn, Corne ...
Penninx, Brenda ...
Smith, George Da ...
Kaprio, Jaakko
Samani, Nilesh J ...
Gieger, Christia ...
Peters, Annette
Wichmann, H. -Er ...
Boomsma, Dorret ...
de Geus, Eco J. ...
Tuomi, TiinaMaij ...
Power, Chris
Hammond, Christo ...
Spector, Tim D.
Lind, Lars
Orho-Melander, M ...
Palmer, Colin Ne ...
Morris, Andrew D ...
Groop, Leif
Jarvelin, Marjo- ...
Salomaa, Veikko
Vartiainen, Erkk ...
Hofman, Albert
Ripatti, Samuli
Metspalu, Andres
Thorsteinsdottir ...
Stefansson, Kari
Pedersen, Nancy ...
McCarthy, Mark I ...
Ingelsson, Erik
Prokopenko, Inga
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