1. Genome-wide physical activity interactions in adiposity ― A meta-analysis of 200,452 adults
- Author
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Graff, M.J. (Maud J.L.), Scott, R.A. (Robert), Justice, A.E. (Anne), Young, K.L. (Kristin L.), Feitosa, M.F. (Mary Furlan), Barata, L. (Llilda), Winkler, T.W. (Thomas W.), Chu, A.Y. (Audrey), Mahajan, A. (Anubha), Hadley, D. (David), Xue, L. (Luting), Workalemahu, T. (Tsegaselassie), Heard-Costa, N.L. (Nancy), Hoed, M. (Marcel) den, Ahluwalia, T.S. (Tarunveer Singh), Qi, Q., Ngwa, J.S., Renström, F. (Frida), Quaye, L. (Lydia), Eicher, J.D. (John D.), Hayes, J.E. (James E.), Cornelis, M. (Marilyn), Kutalik, Z. (Zoltán), Lim, E. (Elise), Luan, J. (Jian'An), Huffman, J.E. (Jennifer), Zhang, W. (Weihua), Zhao, W. (Wei), Griffin, P.J. (Paula J.), Haller, T. (Toomas), Ahmad, S. (Shafqat), Marques-Vidal, P. (Pedro), Bien, S. (Stephanie), Yengo, L. (Loic), Teumer, A. (Alexander), Smith, A.V. (Albert Vernon), Kumari, M. (Meena), Harder, M.N. (Marie Neergaard), Justesen, J.M. (Johanne M.), Kleber, M.E. (Marcus), Hollensted, M. (Mette), Lohman, K. (Kurt), Rivera, N.V. (Natalia), Whitfield, J.B. (John B.), Zhao, J.H. (Jing Hua), Stringham, H.M. (Heather), Lyytikäinen, L.-P. (Leo-Pekka), Huppertz, C. (Charlotte), Willemsen, G.A.H.M. (Gonneke), Peyrot, W.J. (Wouter ), Wu, Y. (Ying), Kristiansson, K. (Kati), Demirkan, A. (Ayşe), Fornage, M. (Myriam), Hassinen, M. (Maija), Bielak, L.F. (Lawrence F.), Cadby, G. (Gemma), Tanaka, T. (Toshiko), Mägi, R. (Reedik), Most, P.J. (Peter) van der, Jackson, A.U. (Anne), Bragg-Gresham, J.L. (Jennifer L.), Vitart, V. (Veronique), Marten, J. (Jonathan), Navarro, P. (Pau), Bellis, C. (Claire), Pasko, D. (Dorota), Johansson, Å. (Åsa), Snitker, S. (Soren), Cheng, Y.-C. (Yu-Ching), Eriksson, J. (Joel), Lim, U. (Unhee), Aadahl, M. (Mette), Adair, L.S. (Linda), Amin, N. (Najaf), Balkau, B. (Beverley), Auvinen, J. (Juha), Beilby, J.P. (John), Bergman, R.N. (Richard N.), Bergmann, S.M. (Sven), Bertoni, A.G. (Alain G.), Blangero, J. (John), Bonnefond, A. (Amélie), Bonnycastle, L.L. (Lori), Borja, J.B. (Judith), Brage, S. (Soren), Busonero, F., Buyske, S. (Steven), Campbell, H. (Harry), Chines, P.S. (Peter), Collins, F.S. (Francis), Corre, T. (Tanguy), Smith, G.D. (George Davey), Delgado, G., Dueker, N. (Nicole), Dörr, M. (Marcus), Ebeling, T. (Tapani), Eiriksdottir, G. (Gudny), Esko, T. (Tõnu), Faul, J.D. (Jessica D.), Fu, M. (Mao), Færch, K. (Kristine), Gieger, C. (Christian), Gläser, S., Gong, J. (Jian), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grammer, T.B. (Tanja B), Grarup, N. (Niels), Grootheest, G. (Gerard) van, Harald, K. (Kennet), Hastie, N. (Nick), Havulinna, A.S. (Aki), Hernandez, D.G. (Dena), Hindorff, L.A. (Lucia A), Hocking, L.J. (Lynne), Holmens, O.L. (Oddgeir L.), Holzapfel, C. (Christina), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huang, T. (Tao), Hui, J. (Jennie), Huth, C. (Cornelia), Hutri-Kähönen, N. (Nina), James, A. (Alan), Jansson, J.-O. (John-Olov), Jhun, M.A. (Min A.), Juonala, M. (Markus), Kinnunen, L. (Leena), Koistinen, H. (Heikki), Kolcic, I. (Ivana), Komulainen, P. (Pirjo), Kuusisto, J. (Johanna), Kvaløy, K. (Kirsti), Kähönen, M. (Mika), Lakka, T.A. (Timo), Launer, L.J. (Lenore), Lehne, B. (Benjamin), Lindgren, C.M. (Cecilia M.), Lorentzon, M. (Mattias), Luben, R.N. (Robert), Marre, M. (Michel), Milaneschi, Y. (Yuri), Monda, K.L. (Keri), Montgomery, G.W. (Grant W.), Moor, M.H.M. de, Mulas, A. (Antonella), Müller-Nurasyid, M. (Martina), Musk, A.W., Männikkö, R. (Reija), Männistö, S. (Satu), Narisu, N. (Narisu), Nauck, M. (Matthias), Nettleton, J.A. (Jennifer ), Nolte, I.M. (Ilja M.), Oldehinkel, A.J. (Albertine), Olden, M. (Matthias), Ong, K.K. (Ken K.), Padmanabhan, S. (Sandosh), Paternoster, L. (Lavinia), Perez, J. (Jeremiah), Perola, M. (Markus), Peters, A. (Annette), Peters, U. (Ulrike), Peyser, P.A. (Patricia A.), Prokopenko, I. (Inga), Puolijoki, H. (Hannu), Raitakari, O.T. (Olli T.), Rankinen, T. (Tuomo), Rasmussen-Torvik, L.J. (Laura J.), Rawal, R. (Rajesh), Ridker, P.M. (Paul), Rose, L.M. (Lynda), Rudan, I. (Igor), Sarti, C. (Cinzia), Sarzynski, M.A. (Mark A.), Savonen, K. (Kai), Scott, W.R. (William R.), Sanna, S. (Serena), Shuldiner, A.R. (Alan), Sidney, S. (Steve), Silbernagel, G. (Günther), Smith, B.H., Smith, J.A. (Jennifer A), Snieder, H. (Harold), Stancáková, A. (Alena), Sternfeld, B. (Barbara), Swift, A.J. (Amy), Tammelin, T. (Tuija), Tan, S.-T. (Sian-Tsung), Thorand, B. (Barbara), Thuillier, D. (Dorothee), Vandenput, L. (Liesbeth), Vestergaard, H. (Henrik), Vliet-Ostaptchouk, J.V. (Jana) van, Vohl, M.-C. (Marie-Claude), Völker, U. (Uwe), Waeber, G. (Gérard), Walker, M. (Mark), Wild, S. (Sarah), Wong, A. (Andrew), Wright, A.F. (Alan), Zillikens, M.C. (Carola), Zubair, N. (Niha), Haiman, C.A. (Christopher), LeMarchand, L. (Loic), Gyllensten, U. (Ulf), Ohlsson, C. (Claes), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Perusse, L. (Louis), Wilson, J.F. (James), Hayward, C. (Caroline), Polasek, O. (Ozren), Cucca, F. (Francesco), Hveem, K. (Kristian), Hartman, C.A. (Catharina A.), Tönjes, A. (Anke), Bandinelli, S. (Stefania), Palmer, L.J. (Lyle J.), Kardia, S.L.R. (Sharon L. R.), Rauramaa, R. (Rainer), Sørensen, T.I.A. (Thorkild), Tuomilehto, J. (Jaakko), Salomaa, V. (Veikko), Penninx, B.W.J.H. (Brenda), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Lehtimäki, T. (Terho), Mangino, M. (Massimo), Laakso, M. (Markku), Bouchard, C. (Claude), Martin, N.G. (Nicholas), Kuh, D. (Diana), Liu, Y. (YongMei), Linneberg, A. (Allan), März, W. (Winfried), Strauch, K. (Konstantin), Kivimaki, M. (Mika), Harris, T.B. (Tamara), Gudnason, V. (Vilmundur), Völzke, H. (Henry), Qi, L. (Lu), Jarvelin, M.-R. (Marjo-Riitta), Chambers, J.C. (John), Kooner, J.S. (Jaspal S.), Froguel, P. (Philippe), Kooperberg, C. (Charles), Vollenweider, P. (Peter), Hallmans, G. (Göran), Hansen, T. (T.), Pedersen, O. (Oluf), Metspalu, A. (Andres), Wareham, N.J. (Nick), Langenberg, C. (Claudia), Weir, D.R. (David), Porteous, D.J. (David J.), Boerwinkle, E.A. (Eric), Chasman, D.I. (Daniel), Abecasis, G.R. (Gonçalo R.), Barroso, I.E. (Inês), McCarthy, M.I. (Mark I.), Frayling, T.M. (Timothy), O’Connell, J.R. (Jeffrey R.), Duijn, C.M. (Cornelia) van, Boehnke, M. (Michael), Heid, I.M. (Iris), Mohlke, K.L. (Karen), Strachan, D.P. (David), Fox, C.S. (Caroline), Liu, C.-T. (Ching-Ti), Hirschhorn, J.N. (Joel), Klein, R.J. (Robert J.), Johnson, A.D. (Andrew), Borecki, I.B. (Ingrid), Franks, P.W. (Paul), North, K.E. (Kari), Cupples, L.A. (Adrienne), Loos, R.J.F. (Ruth), Kilpeläinen, T.O. (Tuomas), Graff, M.J. (Maud J.L.), Scott, R.A. (Robert), Justice, A.E. (Anne), Young, K.L. (Kristin L.), Feitosa, M.F. (Mary Furlan), Barata, L. (Llilda), Winkler, T.W. (Thomas W.), Chu, A.Y. (Audrey), Mahajan, A. (Anubha), Hadley, D. (David), Xue, L. (Luting), Workalemahu, T. (Tsegaselassie), Heard-Costa, N.L. (Nancy), Hoed, M. (Marcel) den, Ahluwalia, T.S. (Tarunveer Singh), Qi, Q., Ngwa, J.S., Renström, F. (Frida), Quaye, L. (Lydia), Eicher, J.D. (John D.), Hayes, J.E. (James E.), Cornelis, M. (Marilyn), Kutalik, Z. (Zoltán), Lim, E. (Elise), Luan, J. (Jian'An), Huffman, J.E. (Jennifer), Zhang, W. (Weihua), Zhao, W. (Wei), Griffin, P.J. (Paula J.), Haller, T. (Toomas), Ahmad, S. (Shafqat), Marques-Vidal, P. (Pedro), Bien, S. (Stephanie), Yengo, L. (Loic), Teumer, A. (Alexander), Smith, A.V. (Albert Vernon), Kumari, M. (Meena), Harder, M.N. (Marie Neergaard), Justesen, J.M. (Johanne M.), Kleber, M.E. (Marcus), Hollensted, M. (Mette), Lohman, K. (Kurt), Rivera, N.V. (Natalia), Whitfield, J.B. (John B.), Zhao, J.H. (Jing Hua), Stringham, H.M. (Heather), Lyytikäinen, L.-P. (Leo-Pekka), Huppertz, C. (Charlotte), Willemsen, G.A.H.M. (Gonneke), Peyrot, W.J. (Wouter ), Wu, Y. (Ying), Kristiansson, K. (Kati), Demirkan, A. (Ayşe), Fornage, M. (Myriam), Hassinen, M. (Maija), Bielak, L.F. (Lawrence F.), Cadby, G. (Gemma), Tanaka, T. (Toshiko), Mägi, R. (Reedik), Most, P.J. (Peter) van der, Jackson, A.U. (Anne), Bragg-Gresham, J.L. (Jennifer L.), Vitart, V. (Veronique), Marten, J. (Jonathan), Navarro, P. (Pau), Bellis, C. (Claire), Pasko, D. (Dorota), Johansson, Å. (Åsa), Snitker, S. (Soren), Cheng, Y.-C. (Yu-Ching), Eriksson, J. (Joel), Lim, U. (Unhee), Aadahl, M. (Mette), Adair, L.S. (Linda), Amin, N. (Najaf), Balkau, B. (Beverley), Auvinen, J. (Juha), Beilby, J.P. (John), Bergman, R.N. (Richard N.), Bergmann, S.M. (Sven), Bertoni, A.G. (Alain G.), Blangero, J. (John), Bonnefond, A. (Amélie), Bonnycastle, L.L. (Lori), Borja, J.B. (Judith), Brage, S. (Soren), Busonero, F., Buyske, S. (Steven), Campbell, H. (Harry), Chines, P.S. (Peter), Collins, F.S. (Francis), Corre, T. (Tanguy), Smith, G.D. (George Davey), Delgado, G., Dueker, N. (Nicole), Dörr, M. (Marcus), Ebeling, T. (Tapani), Eiriksdottir, G. (Gudny), Esko, T. (Tõnu), Faul, J.D. (Jessica D.), Fu, M. (Mao), Færch, K. (Kristine), Gieger, C. (Christian), Gläser, S., Gong, J. (Jian), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grammer, T.B. (Tanja B), Grarup, N. (Niels), Grootheest, G. (Gerard) van, Harald, K. (Kennet), Hastie, N. (Nick), Havulinna, A.S. (Aki), Hernandez, D.G. (Dena), Hindorff, L.A. (Lucia A), Hocking, L.J. (Lynne), Holmens, O.L. (Oddgeir L.), Holzapfel, C. (Christina), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huang, T. (Tao), Hui, J. (Jennie), Huth, C. (Cornelia), Hutri-Kähönen, N. (Nina), James, A. (Alan), Jansson, J.-O. (John-Olov), Jhun, M.A. (Min A.), Juonala, M. (Markus), Kinnunen, L. (Leena), Koistinen, H. (Heikki), Kolcic, I. (Ivana), Komulainen, P. (Pirjo), Kuusisto, J. (Johanna), Kvaløy, K. (Kirsti), Kähönen, M. (Mika), Lakka, T.A. (Timo), Launer, L.J. (Lenore), Lehne, B. (Benjamin), Lindgren, C.M. (Cecilia M.), Lorentzon, M. (Mattias), Luben, R.N. (Robert), Marre, M. (Michel), Milaneschi, Y. (Yuri), Monda, K.L. (Keri), Montgomery, G.W. (Grant W.), Moor, M.H.M. de, Mulas, A. (Antonella), Müller-Nurasyid, M. (Martina), Musk, A.W., Männikkö, R. (Reija), Männistö, S. (Satu), Narisu, N. (Narisu), Nauck, M. (Matthias), Nettleton, J.A. (Jennifer ), Nolte, I.M. (Ilja M.), Oldehinkel, A.J. (Albertine), Olden, M. (Matthias), Ong, K.K. (Ken K.), Padmanabhan, S. (Sandosh), Paternoster, L. (Lavinia), Perez, J. (Jeremiah), Perola, M. (Markus), Peters, A. (Annette), Peters, U. (Ulrike), Peyser, P.A. (Patricia A.), Prokopenko, I. (Inga), Puolijoki, H. (Hannu), Raitakari, O.T. (Olli T.), Rankinen, T. (Tuomo), Rasmussen-Torvik, L.J. (Laura J.), Rawal, R. (Rajesh), Ridker, P.M. (Paul), Rose, L.M. (Lynda), Rudan, I. (Igor), Sarti, C. (Cinzia), Sarzynski, M.A. (Mark A.), Savonen, K. (Kai), Scott, W.R. (William R.), Sanna, S. (Serena), Shuldiner, A.R. (Alan), Sidney, S. (Steve), Silbernagel, G. (Günther), Smith, B.H., Smith, J.A. (Jennifer A), Snieder, H. (Harold), Stancáková, A. (Alena), Sternfeld, B. (Barbara), Swift, A.J. (Amy), Tammelin, T. (Tuija), Tan, S.-T. (Sian-Tsung), Thorand, B. (Barbara), Thuillier, D. (Dorothee), Vandenput, L. (Liesbeth), Vestergaard, H. (Henrik), Vliet-Ostaptchouk, J.V. (Jana) van, Vohl, M.-C. (Marie-Claude), Völker, U. (Uwe), Waeber, G. (Gérard), Walker, M. (Mark), Wild, S. (Sarah), Wong, A. (Andrew), Wright, A.F. (Alan), Zillikens, M.C. (Carola), Zubair, N. (Niha), Haiman, C.A. (Christopher), LeMarchand, L. (Loic), Gyllensten, U. (Ulf), Ohlsson, C. (Claes), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Perusse, L. (Louis), Wilson, J.F. (James), Hayward, C. (Caroline), Polasek, O. (Ozren), Cucca, F. (Francesco), Hveem, K. (Kristian), Hartman, C.A. (Catharina A.), Tönjes, A. (Anke), Bandinelli, S. (Stefania), Palmer, L.J. (Lyle J.), Kardia, S.L.R. (Sharon L. R.), Rauramaa, R. (Rainer), Sørensen, T.I.A. (Thorkild), Tuomilehto, J. (Jaakko), Salomaa, V. (Veikko), Penninx, B.W.J.H. (Brenda), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Lehtimäki, T. (Terho), Mangino, M. (Massimo), Laakso, M. (Markku), Bouchard, C. (Claude), Martin, N.G. (Nicholas), Kuh, D. (Diana), Liu, Y. (YongMei), Linneberg, A. (Allan), März, W. (Winfried), Strauch, K. (Konstantin), Kivimaki, M. (Mika), Harris, T.B. (Tamara), Gudnason, V. (Vilmundur), Völzke, H. (Henry), Qi, L. (Lu), Jarvelin, M.-R. (Marjo-Riitta), Chambers, J.C. (John), Kooner, J.S. (Jaspal S.), Froguel, P. (Philippe), Kooperberg, C. (Charles), Vollenweider, P. (Peter), Hallmans, G. (Göran), Hansen, T. (T.), Pedersen, O. (Oluf), Metspalu, A. (Andres), Wareham, N.J. (Nick), Langenberg, C. (Claudia), Weir, D.R. (David), Porteous, D.J. (David J.), Boerwinkle, E.A. (Eric), Chasman, D.I. (Daniel), Abecasis, G.R. (Gonçalo R.), Barroso, I.E. (Inês), McCarthy, M.I. (Mark I.), Frayling, T.M. (Timothy), O’Connell, J.R. (Jeffrey R.), Duijn, C.M. (Cornelia) van, Boehnke, M. (Michael), Heid, I.M. (Iris), Mohlke, K.L. (Karen), Strachan, D.P. (David), Fox, C.S. (Caroline), Liu, C.-T. (Ching-Ti), Hirschhorn, J.N. (Joel), Klein, R.J. (Robert J.), Johnson, A.D. (Andrew), Borecki, I.B. (Ingrid), Franks, P.W. (Paul), North, K.E. (Kari), Cupples, L.A. (Adrienne), Loos, R.J.F. (Ruth), and Kilpeläinen, T.O. (Tuomas)
- Abstract
Physical activity (PA) may modify the genetic effects that give rise to increased risk of obesity. To identify adiposity loci whose effects are modified by PA, we performed genome-wide interaction meta-analyses of BMI and BMI-adjusted waist circumference and waist-hip ratio from up to 200,452 adults of European (n = 180,423) or other ancestry (n = 20,029). We standardized PA by categorizing it into a dichotomous variable where, on average, 23% of participants were categorized as inactive and 77% as physically active. While we replicate the interaction with PA for the strongest known obesity-risk locus in the FTO gene, of which the effect is attenuated by ~30% in physically active individuals compared to inactive individuals, we do not identify additional loci that are sensitive to PA. In additional genome-wide meta-analyses adjusting for PA and interaction with PA, we identify 11 novel adiposity loci, suggesting that accounting for PA or other environmental factors that contribute to variation in adiposity may facilitate gene discovery.
- Published
- 2017
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