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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Main Authors: 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
Other Authors: Lee Kong Chian School of Medicine (LKCMedicine)
Format: Article
Language:English
Published: 2017
Subjects:
Online Access:https://hdl.handle.net/10356/83865
http://hdl.handle.net/10220/42922
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Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-83865
record_format dspace
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Epigenomics
Obesity
spellingShingle 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
description 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.
author2 Lee Kong Chian School of Medicine (LKCMedicine)
author_facet 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
format Article
author 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
_version_ 1683494284386369536
spelling 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