Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity
Approximately 1.5 billion people worldwide are overweight or affected by obesity, and are at risk of developing type 2 diabetes, cardiovascular disease and related metabolic and inflammatory disturbances. Although the mechanisms linking adiposity to associated clinical conditions are poorly understo...
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Epigenomics Obesity |
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Epigenomics Obesity Wahl, Simone Drong, Alexander Lehne, Benjamin Loh, Marie Scott, William R. Kunze, Sonja Tsai, Pei-Chien Ried, Janina S. Zhang, Weihua Yang, Youwen Tan, Sili Fiorito, Giovanni Franke, Lude Guarrera, Simonetta Kasela, Silva Kriebel, Jennifer Richmond, Rebecca C. Adamo, Marco Afzal, Uzma Ala-Korpela, Mika Albetti, Benedetta Ammerpohl, Ole Apperley, Jane F. Beekman, Marian Bertazzi, Pier Alberto Black, S. Lucas Blancher, Christine Bonder, Marc-Jan Brosch, Mario Carstensen-Kirberg, Maren de Craen, Anton J. M. de Lusignan, Simon Dehghan, Abbas Elkalaawy, Mohamed Fischer, Krista Franco, Oscar H. Gaunt, Tom R. Hampe, Jochen Hashemi, Majid Isaacs, Aaron Jenkinson, Andrew Jha, Sujeet Kato, Norihiro Krogh, Vittorio Laffan, Michael Meisinger, Christa Meitinger, Thomas Mok, Zuan Yu Motta, Valeria Ng, Hong Kiat Nikolakopoulou, Zacharoula Nteliopoulos, Georgios Panico, Salvatore Pervjakova, Natalia Prokisch, Holger Rathmann, Wolfgang Roden, Michael Rota, Federica Rozario, Michelle Ann Sandling, Johanna K. Schafmayer, Clemens Schramm, Katharina Siebert, Reiner Slagboom, P. Eline Soininen, Pasi Stolk, Lisette Strauch, Konstantin Tai, E-Shyong Tarantini, Letizia Thorand, Barbara Tigchelaar, Ettje F. Tumino, Rosario Uitterlinden, Andre G. van Duijn, Cornelia Wickremasinghe, Ananda Rajitha Wijmenga, Cisca van Meurs, Joyce B. J. Vineis, Paolo Yang, Tsun-Po Yuan, Wei Zhernakova, Alexandra Batterham, Rachel L. Smith, George Davey Deloukas, Panos Heijmans, Bastiaan T. Herder, Christian Hofman, Albert Lindgren, Cecilia M. Milani, Lili van der Harst, Pim Peters, Annette Illig, Thomas Relton, Caroline L. Waldenberger, Melanie Järvelin, Marjo-Riitta Bollati, Valentina Soong, Richie Spector, Tim D. Scott, James McCarthy, Mark I. Elliott, Paul Bell, Jordana T. Matullo, Giuseppe Gieger, Christian Kooner, Jaspal S. Grallert, Harald Chambers, John Campbell Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
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Approximately 1.5 billion people worldwide are overweight or affected by obesity, and are at risk of developing type 2 diabetes, cardiovascular disease and related metabolic and inflammatory disturbances. Although the mechanisms linking adiposity to associated clinical conditions are poorly understood, recent studies suggest that adiposity may influence DNA methylation, a key regulator of gene expression and molecular phenotype. Here we use epigenome-wide association to show that body mass index (BMI; a key measure of adiposity) is associated with widespread changes in DNA methylation (187 genetic loci with P < 1 × 10−7, range P = 9.2 × 10−8 to 6.0 × 10−46; n = 10,261 samples). Genetic association analyses demonstrate that the alterations in DNA methylation are predominantly the consequence of adiposity, rather than the cause. We find that methylation loci are enriched for functional genomic features in multiple tissues (P < 0.05), and show that sentinel methylation markers identify gene expression signatures at 38 loci (P < 9.0 × 10−6, range P = 5.5 × 10−6 to 6.1 × 10−35, n = 1,785 samples). The methylation loci identify genes involved in lipid and lipoprotein metabolism, substrate transport and inflammatory pathways. Finally, we show that the disturbances in DNA methylation predict future development of type 2 diabetes (relative risk per 1 standard deviation increase in methylation risk score: 2.3 (2.07–2.56); P = 1.1 × 10−54). Our results provide new insights into the biologic pathways influenced by adiposity, and may enable development of new strategies for prediction and prevention of type 2 diabetes and other adverse clinical consequences of obesity. |
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Lee Kong Chian School of Medicine (LKCMedicine) |
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Lee Kong Chian School of Medicine (LKCMedicine) Wahl, Simone Drong, Alexander Lehne, Benjamin Loh, Marie Scott, William R. Kunze, Sonja Tsai, Pei-Chien Ried, Janina S. Zhang, Weihua Yang, Youwen Tan, Sili Fiorito, Giovanni Franke, Lude Guarrera, Simonetta Kasela, Silva Kriebel, Jennifer Richmond, Rebecca C. Adamo, Marco Afzal, Uzma Ala-Korpela, Mika Albetti, Benedetta Ammerpohl, Ole Apperley, Jane F. Beekman, Marian Bertazzi, Pier Alberto Black, S. Lucas Blancher, Christine Bonder, Marc-Jan Brosch, Mario Carstensen-Kirberg, Maren de Craen, Anton J. M. de Lusignan, Simon Dehghan, Abbas Elkalaawy, Mohamed Fischer, Krista Franco, Oscar H. Gaunt, Tom R. Hampe, Jochen Hashemi, Majid Isaacs, Aaron Jenkinson, Andrew Jha, Sujeet Kato, Norihiro Krogh, Vittorio Laffan, Michael Meisinger, Christa Meitinger, Thomas Mok, Zuan Yu Motta, Valeria Ng, Hong Kiat Nikolakopoulou, Zacharoula Nteliopoulos, Georgios Panico, Salvatore Pervjakova, Natalia Prokisch, Holger Rathmann, Wolfgang Roden, Michael Rota, Federica Rozario, Michelle Ann Sandling, Johanna K. Schafmayer, Clemens Schramm, Katharina Siebert, Reiner Slagboom, P. Eline Soininen, Pasi Stolk, Lisette Strauch, Konstantin Tai, E-Shyong Tarantini, Letizia Thorand, Barbara Tigchelaar, Ettje F. Tumino, Rosario Uitterlinden, Andre G. van Duijn, Cornelia Wickremasinghe, Ananda Rajitha Wijmenga, Cisca van Meurs, Joyce B. J. Vineis, Paolo Yang, Tsun-Po Yuan, Wei Zhernakova, Alexandra Batterham, Rachel L. Smith, George Davey Deloukas, Panos Heijmans, Bastiaan T. Herder, Christian Hofman, Albert Lindgren, Cecilia M. Milani, Lili van der Harst, Pim Peters, Annette Illig, Thomas Relton, Caroline L. Waldenberger, Melanie Järvelin, Marjo-Riitta Bollati, Valentina Soong, Richie Spector, Tim D. Scott, James McCarthy, Mark I. Elliott, Paul Bell, Jordana T. Matullo, Giuseppe Gieger, Christian Kooner, Jaspal S. Grallert, Harald Chambers, John Campbell |
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Article |
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Wahl, Simone Drong, Alexander Lehne, Benjamin Loh, Marie Scott, William R. Kunze, Sonja Tsai, Pei-Chien Ried, Janina S. Zhang, Weihua Yang, Youwen Tan, Sili Fiorito, Giovanni Franke, Lude Guarrera, Simonetta Kasela, Silva Kriebel, Jennifer Richmond, Rebecca C. Adamo, Marco Afzal, Uzma Ala-Korpela, Mika Albetti, Benedetta Ammerpohl, Ole Apperley, Jane F. Beekman, Marian Bertazzi, Pier Alberto Black, S. Lucas Blancher, Christine Bonder, Marc-Jan Brosch, Mario Carstensen-Kirberg, Maren de Craen, Anton J. M. de Lusignan, Simon Dehghan, Abbas Elkalaawy, Mohamed Fischer, Krista Franco, Oscar H. Gaunt, Tom R. Hampe, Jochen Hashemi, Majid Isaacs, Aaron Jenkinson, Andrew Jha, Sujeet Kato, Norihiro Krogh, Vittorio Laffan, Michael Meisinger, Christa Meitinger, Thomas Mok, Zuan Yu Motta, Valeria Ng, Hong Kiat Nikolakopoulou, Zacharoula Nteliopoulos, Georgios Panico, Salvatore Pervjakova, Natalia Prokisch, Holger Rathmann, Wolfgang Roden, Michael Rota, Federica Rozario, Michelle Ann Sandling, Johanna K. Schafmayer, Clemens Schramm, Katharina Siebert, Reiner Slagboom, P. Eline Soininen, Pasi Stolk, Lisette Strauch, Konstantin Tai, E-Shyong Tarantini, Letizia Thorand, Barbara Tigchelaar, Ettje F. Tumino, Rosario Uitterlinden, Andre G. van Duijn, Cornelia Wickremasinghe, Ananda Rajitha Wijmenga, Cisca van Meurs, Joyce B. J. Vineis, Paolo Yang, Tsun-Po Yuan, Wei Zhernakova, Alexandra Batterham, Rachel L. Smith, George Davey Deloukas, Panos Heijmans, Bastiaan T. Herder, Christian Hofman, Albert Lindgren, Cecilia M. Milani, Lili van der Harst, Pim Peters, Annette Illig, Thomas Relton, Caroline L. Waldenberger, Melanie Järvelin, Marjo-Riitta Bollati, Valentina Soong, Richie Spector, Tim D. Scott, James McCarthy, Mark I. Elliott, Paul Bell, Jordana T. Matullo, Giuseppe Gieger, Christian Kooner, Jaspal S. Grallert, Harald Chambers, John Campbell |
author_sort |
Wahl, Simone |
title |
Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
title_short |
Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
title_full |
Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
title_fullStr |
Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
title_full_unstemmed |
Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
title_sort |
epigenome-wide association study of body mass index, and the adverse outcomes of adiposity |
publishDate |
2017 |
url |
https://hdl.handle.net/10356/83865 http://hdl.handle.net/10220/42922 |
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1683494284386369536 |
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sg-ntu-dr.10356-838652020-11-01T05:28:26Z Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity Wahl, Simone Drong, Alexander Lehne, Benjamin Loh, Marie Scott, William R. Kunze, Sonja Tsai, Pei-Chien Ried, Janina S. Zhang, Weihua Yang, Youwen Tan, Sili Fiorito, Giovanni Franke, Lude Guarrera, Simonetta Kasela, Silva Kriebel, Jennifer Richmond, Rebecca C. Adamo, Marco Afzal, Uzma Ala-Korpela, Mika Albetti, Benedetta Ammerpohl, Ole Apperley, Jane F. Beekman, Marian Bertazzi, Pier Alberto Black, S. Lucas Blancher, Christine Bonder, Marc-Jan Brosch, Mario Carstensen-Kirberg, Maren de Craen, Anton J. M. de Lusignan, Simon Dehghan, Abbas Elkalaawy, Mohamed Fischer, Krista Franco, Oscar H. Gaunt, Tom R. Hampe, Jochen Hashemi, Majid Isaacs, Aaron Jenkinson, Andrew Jha, Sujeet Kato, Norihiro Krogh, Vittorio Laffan, Michael Meisinger, Christa Meitinger, Thomas Mok, Zuan Yu Motta, Valeria Ng, Hong Kiat Nikolakopoulou, Zacharoula Nteliopoulos, Georgios Panico, Salvatore Pervjakova, Natalia Prokisch, Holger Rathmann, Wolfgang Roden, Michael Rota, Federica Rozario, Michelle Ann Sandling, Johanna K. Schafmayer, Clemens Schramm, Katharina Siebert, Reiner Slagboom, P. Eline Soininen, Pasi Stolk, Lisette Strauch, Konstantin Tai, E-Shyong Tarantini, Letizia Thorand, Barbara Tigchelaar, Ettje F. Tumino, Rosario Uitterlinden, Andre G. van Duijn, Cornelia Wickremasinghe, Ananda Rajitha Wijmenga, Cisca van Meurs, Joyce B. J. Vineis, Paolo Yang, Tsun-Po Yuan, Wei Zhernakova, Alexandra Batterham, Rachel L. Smith, George Davey Deloukas, Panos Heijmans, Bastiaan T. Herder, Christian Hofman, Albert Lindgren, Cecilia M. Milani, Lili van der Harst, Pim Peters, Annette Illig, Thomas Relton, Caroline L. Waldenberger, Melanie Järvelin, Marjo-Riitta Bollati, Valentina Soong, Richie Spector, Tim D. Scott, James McCarthy, Mark I. Elliott, Paul Bell, Jordana T. Matullo, Giuseppe Gieger, Christian Kooner, Jaspal S. Grallert, Harald Chambers, John Campbell Lee Kong Chian School of Medicine (LKCMedicine) Epigenomics Obesity Approximately 1.5 billion people worldwide are overweight or affected by obesity, and are at risk of developing type 2 diabetes, cardiovascular disease and related metabolic and inflammatory disturbances. Although the mechanisms linking adiposity to associated clinical conditions are poorly understood, recent studies suggest that adiposity may influence DNA methylation, a key regulator of gene expression and molecular phenotype. Here we use epigenome-wide association to show that body mass index (BMI; a key measure of adiposity) is associated with widespread changes in DNA methylation (187 genetic loci with P < 1 × 10−7, range P = 9.2 × 10−8 to 6.0 × 10−46; n = 10,261 samples). Genetic association analyses demonstrate that the alterations in DNA methylation are predominantly the consequence of adiposity, rather than the cause. We find that methylation loci are enriched for functional genomic features in multiple tissues (P < 0.05), and show that sentinel methylation markers identify gene expression signatures at 38 loci (P < 9.0 × 10−6, range P = 5.5 × 10−6 to 6.1 × 10−35, n = 1,785 samples). The methylation loci identify genes involved in lipid and lipoprotein metabolism, substrate transport and inflammatory pathways. Finally, we show that the disturbances in DNA methylation predict future development of type 2 diabetes (relative risk per 1 standard deviation increase in methylation risk score: 2.3 (2.07–2.56); P = 1.1 × 10−54). Our results provide new insights into the biologic pathways influenced by adiposity, and may enable development of new strategies for prediction and prevention of type 2 diabetes and other adverse clinical consequences of obesity. Accepted version 2017-07-19T03:21:23Z 2019-12-06T15:33:27Z 2017-07-19T03:21:23Z 2019-12-06T15:33:27Z 2017 Journal Article Wahl, S., Drong, A., Lehne, B., Loh, M., Scott, W. R., Kunze, S., et al. (2017). Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity. Nature, 541(7635), 81-86. 0028-0836 https://hdl.handle.net/10356/83865 http://hdl.handle.net/10220/42922 10.1038/nature20784 en Nature © 2017 Macmillan Publishers Limited, part of Springer Nature. This is the author created version of a work that has been peer reviewed and accepted for publication by Nature, Macmillan Publishers Limited. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [http://dx.doi.org/10.1038/nature20784]. 74 p. application/pdf |