A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape
Past genome-wide associate studies have identified hundreds of genetic loci that influence body size and shape when examined one trait at a time. Here, Jeff and colleagues develop an aggregate score of various body traits, and use meta-analysis to find new loci linked to body shape.
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Formato: | article |
Lenguaje: | EN |
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Nature Portfolio
2016
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Acceso en línea: | https://doaj.org/article/f36bd59969d44358bd7caf32e2240b93 |
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Science Q Janina S. Ried Janina Jeff M. Audrey Y. Chu Jennifer L. Bragg-Gresham Jenny van Dongen Jennifer E. Huffman Tarunveer S. Ahluwalia Gemma Cadby Niina Eklund Joel Eriksson Tõnu Esko Mary F. Feitosa Anuj Goel Mathias Gorski Caroline Hayward Nancy L. Heard-Costa Anne U. Jackson Eero Jokinen Stavroula Kanoni Kati Kristiansson Zoltán Kutalik Jari Lahti Jian'an Luan Reedik Mägi Anubha Mahajan Massimo Mangino Carolina Medina-Gomez Keri L. Monda Ilja M. Nolte Louis Pérusse Inga Prokopenko Lu Qi Lynda M. Rose Erika Salvi Megan T. Smith Harold Snieder Alena Stančáková Yun Ju Sung Ioanna Tachmazidou Alexander Teumer Gudmar Thorleifsson Pim van der Harst Ryan W. Walker Sophie R. Wang Sarah H. Wild Sara M. Willems Andrew Wong Weihua Zhang Eva Albrecht Alexessander Couto Alves Stephan J. L. Bakker Cristina Barlassina Traci M. Bartz John Beilby Claire Bellis Richard N. Bergman Sven Bergmann John Blangero Matthias Blüher Eric Boerwinkle Lori L. Bonnycastle Stefan R. Bornstein Marcel Bruinenberg Harry Campbell Yii-Der Ida Chen Charleston W. K. Chiang Peter S. Chines Francis S Collins Fracensco Cucca L Adrienne Cupples Francesca D’Avila Eco J .C. de Geus George Dedoussis Maria Dimitriou Angela Döring Johan G. Eriksson Aliki-Eleni Farmaki Martin Farrall Teresa Ferreira Krista Fischer Nita G. Forouhi Nele Friedrich Anette Prior Gjesing Nicola Glorioso Mariaelisa Graff Harald Grallert Niels Grarup Jürgen Gräßler Jagvir Grewal Anders Hamsten Marie Neergaard Harder Catharina A. Hartman Maija Hassinen Nicholas Hastie Andrew Tym Hattersley Aki S. Havulinna Markku Heliövaara Hans Hillege Albert Hofman Oddgeir Holmen Georg Homuth Jouke-Jan Hottenga Jennie Hui Lise Lotte Husemoen Pirro G. Hysi Aaron Isaacs Till Ittermann Shapour Jalilzadeh Alan L. James Torben Jørgensen Pekka Jousilahti Antti Jula Johanne Marie Justesen Anne E. Justice Mika Kähönen Maria Karaleftheri Kay Tee Khaw Sirkka M. Keinanen-Kiukaanniemi Leena Kinnunen Paul B. Knekt Heikki A. Koistinen Ivana Kolcic Ishminder K. Kooner Seppo Koskinen Peter Kovacs Theodosios Kyriakou Tomi Laitinen Claudia Langenberg Alexandra M. Lewin Peter Lichtner Cecilia M. Lindgren Jaana Lindström Allan Linneberg Roberto Lorbeer Mattias Lorentzon Robert Luben Valeriya Lyssenko Satu Männistö Paolo Manunta Irene Mateo Leach Wendy L. McArdle Barbara Mcknight Karen L. Mohlke Evelin Mihailov Lili Milani Rebecca Mills May E. Montasser Andrew P. Morris Gabriele Müller Arthur W. Musk Narisu Narisu Ken K. Ong Ben A. Oostra Clive Osmond Aarno Palotie James S. Pankow Lavinia Paternoster Brenda W. Penninx Irene Pichler Maria G. Pilia Ozren Polašek Peter P. Pramstaller Olli T Raitakari Tuomo Rankinen D. C. Rao Nigel W. Rayner Rasmus Ribel-Madsen Treva K. Rice Marcus Richards Paul M. Ridker Fernando Rivadeneira Kathy A. Ryan Serena Sanna Mark A. Sarzynski Salome Scholtens Robert A. Scott Sylvain Sebert Lorraine Southam Thomas Hempel Sparsø Valgerdur Steinthorsdottir Kathleen Stirrups Ronald P. Stolk Konstantin Strauch Heather M. Stringham Morris A. Swertz Amy J. Swift Anke Tönjes Emmanouil Tsafantakis Peter J. van der Most Jana V. Van Vliet-Ostaptchouk Liesbeth Vandenput Erkki Vartiainen Cristina Venturini Niek Verweij Jorma S. Viikari Veronique Vitart Marie-Claude Vohl Judith M. Vonk Gérard Waeber Elisabeth Widén Gonneke Willemsen Tom Wilsgaard Thomas W. Winkler Alan F. Wright Laura M. Yerges-Armstrong Jing Hua Zhao M. Carola Zillikens Dorret I. Boomsma Claude Bouchard John C. Chambers Daniel I. Chasman Daniele Cusi Ron T. Gansevoort Christian Gieger Torben Hansen Andrew A. Hicks Frank Hu Kristian Hveem Marjo-Riitta Jarvelin Eero Kajantie Jaspal S. Kooner Diana Kuh Johanna Kuusisto Markku Laakso Timo A. Lakka Terho Lehtimäki Andres Metspalu Inger Njølstad Claes Ohlsson Albertine J. Oldehinkel Lyle J. Palmer Oluf Pedersen Markus Perola Annette Peters Bruce M. Psaty Hannu Puolijoki Rainer Rauramaa Igor Rudan Veikko Salomaa Peter E. H. Schwarz Alan R. Shudiner Jan H. Smit Thorkild I. A. Sørensen Timothy D. Spector Kari Stefansson Michael Stumvoll Angelo Tremblay Jaakko Tuomilehto André G. Uitterlinden Matti Uusitupa Uwe Völker Peter Vollenweider Nicholas J. Wareham Hugh Watkins James F. Wilson Eleftheria Zeggini Goncalo R. Abecasis Michael Boehnke Ingrid B. Borecki Panos Deloukas Cornelia M. van Duijn Caroline Fox Leif C. Groop Iris M. Heid David J. Hunter Robert C. Kaplan Mark I. McCarthy Kari E. North Jeffrey R. O'Connell David Schlessinger Unnur Thorsteinsdottir David P. Strachan Timothy Frayling Joel N. Hirschhorn Martina Müller-Nurasyid Ruth J. F. Loos A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
description |
Past genome-wide associate studies have identified hundreds of genetic loci that influence body size and shape when examined one trait at a time. Here, Jeff and colleagues develop an aggregate score of various body traits, and use meta-analysis to find new loci linked to body shape. |
format |
article |
author |
Janina S. Ried Janina Jeff M. Audrey Y. Chu Jennifer L. Bragg-Gresham Jenny van Dongen Jennifer E. Huffman Tarunveer S. Ahluwalia Gemma Cadby Niina Eklund Joel Eriksson Tõnu Esko Mary F. Feitosa Anuj Goel Mathias Gorski Caroline Hayward Nancy L. Heard-Costa Anne U. Jackson Eero Jokinen Stavroula Kanoni Kati Kristiansson Zoltán Kutalik Jari Lahti Jian'an Luan Reedik Mägi Anubha Mahajan Massimo Mangino Carolina Medina-Gomez Keri L. Monda Ilja M. Nolte Louis Pérusse Inga Prokopenko Lu Qi Lynda M. Rose Erika Salvi Megan T. Smith Harold Snieder Alena Stančáková Yun Ju Sung Ioanna Tachmazidou Alexander Teumer Gudmar Thorleifsson Pim van der Harst Ryan W. Walker Sophie R. Wang Sarah H. Wild Sara M. Willems Andrew Wong Weihua Zhang Eva Albrecht Alexessander Couto Alves Stephan J. L. Bakker Cristina Barlassina Traci M. Bartz John Beilby Claire Bellis Richard N. Bergman Sven Bergmann John Blangero Matthias Blüher Eric Boerwinkle Lori L. Bonnycastle Stefan R. Bornstein Marcel Bruinenberg Harry Campbell Yii-Der Ida Chen Charleston W. K. Chiang Peter S. Chines Francis S Collins Fracensco Cucca L Adrienne Cupples Francesca D’Avila Eco J .C. de Geus George Dedoussis Maria Dimitriou Angela Döring Johan G. Eriksson Aliki-Eleni Farmaki Martin Farrall Teresa Ferreira Krista Fischer Nita G. Forouhi Nele Friedrich Anette Prior Gjesing Nicola Glorioso Mariaelisa Graff Harald Grallert Niels Grarup Jürgen Gräßler Jagvir Grewal Anders Hamsten Marie Neergaard Harder Catharina A. Hartman Maija Hassinen Nicholas Hastie Andrew Tym Hattersley Aki S. Havulinna Markku Heliövaara Hans Hillege Albert Hofman Oddgeir Holmen Georg Homuth Jouke-Jan Hottenga Jennie Hui Lise Lotte Husemoen Pirro G. Hysi Aaron Isaacs Till Ittermann Shapour Jalilzadeh Alan L. James Torben Jørgensen Pekka Jousilahti Antti Jula Johanne Marie Justesen Anne E. Justice Mika Kähönen Maria Karaleftheri Kay Tee Khaw Sirkka M. Keinanen-Kiukaanniemi Leena Kinnunen Paul B. Knekt Heikki A. Koistinen Ivana Kolcic Ishminder K. Kooner Seppo Koskinen Peter Kovacs Theodosios Kyriakou Tomi Laitinen Claudia Langenberg Alexandra M. Lewin Peter Lichtner Cecilia M. Lindgren Jaana Lindström Allan Linneberg Roberto Lorbeer Mattias Lorentzon Robert Luben Valeriya Lyssenko Satu Männistö Paolo Manunta Irene Mateo Leach Wendy L. McArdle Barbara Mcknight Karen L. Mohlke Evelin Mihailov Lili Milani Rebecca Mills May E. Montasser Andrew P. Morris Gabriele Müller Arthur W. Musk Narisu Narisu Ken K. Ong Ben A. Oostra Clive Osmond Aarno Palotie James S. Pankow Lavinia Paternoster Brenda W. Penninx Irene Pichler Maria G. Pilia Ozren Polašek Peter P. Pramstaller Olli T Raitakari Tuomo Rankinen D. C. Rao Nigel W. Rayner Rasmus Ribel-Madsen Treva K. Rice Marcus Richards Paul M. Ridker Fernando Rivadeneira Kathy A. Ryan Serena Sanna Mark A. Sarzynski Salome Scholtens Robert A. Scott Sylvain Sebert Lorraine Southam Thomas Hempel Sparsø Valgerdur Steinthorsdottir Kathleen Stirrups Ronald P. Stolk Konstantin Strauch Heather M. Stringham Morris A. Swertz Amy J. Swift Anke Tönjes Emmanouil Tsafantakis Peter J. van der Most Jana V. Van Vliet-Ostaptchouk Liesbeth Vandenput Erkki Vartiainen Cristina Venturini Niek Verweij Jorma S. Viikari Veronique Vitart Marie-Claude Vohl Judith M. Vonk Gérard Waeber Elisabeth Widén Gonneke Willemsen Tom Wilsgaard Thomas W. Winkler Alan F. Wright Laura M. Yerges-Armstrong Jing Hua Zhao M. Carola Zillikens Dorret I. Boomsma Claude Bouchard John C. Chambers Daniel I. Chasman Daniele Cusi Ron T. Gansevoort Christian Gieger Torben Hansen Andrew A. Hicks Frank Hu Kristian Hveem Marjo-Riitta Jarvelin Eero Kajantie Jaspal S. Kooner Diana Kuh Johanna Kuusisto Markku Laakso Timo A. Lakka Terho Lehtimäki Andres Metspalu Inger Njølstad Claes Ohlsson Albertine J. Oldehinkel Lyle J. Palmer Oluf Pedersen Markus Perola Annette Peters Bruce M. Psaty Hannu Puolijoki Rainer Rauramaa Igor Rudan Veikko Salomaa Peter E. H. Schwarz Alan R. Shudiner Jan H. Smit Thorkild I. A. Sørensen Timothy D. Spector Kari Stefansson Michael Stumvoll Angelo Tremblay Jaakko Tuomilehto André G. Uitterlinden Matti Uusitupa Uwe Völker Peter Vollenweider Nicholas J. Wareham Hugh Watkins James F. Wilson Eleftheria Zeggini Goncalo R. Abecasis Michael Boehnke Ingrid B. Borecki Panos Deloukas Cornelia M. van Duijn Caroline Fox Leif C. Groop Iris M. Heid David J. Hunter Robert C. Kaplan Mark I. McCarthy Kari E. North Jeffrey R. O'Connell David Schlessinger Unnur Thorsteinsdottir David P. Strachan Timothy Frayling Joel N. Hirschhorn Martina Müller-Nurasyid Ruth J. F. Loos |
author_facet |
Janina S. Ried Janina Jeff M. Audrey Y. Chu Jennifer L. Bragg-Gresham Jenny van Dongen Jennifer E. Huffman Tarunveer S. Ahluwalia Gemma Cadby Niina Eklund Joel Eriksson Tõnu Esko Mary F. Feitosa Anuj Goel Mathias Gorski Caroline Hayward Nancy L. Heard-Costa Anne U. Jackson Eero Jokinen Stavroula Kanoni Kati Kristiansson Zoltán Kutalik Jari Lahti Jian'an Luan Reedik Mägi Anubha Mahajan Massimo Mangino Carolina Medina-Gomez Keri L. Monda Ilja M. Nolte Louis Pérusse Inga Prokopenko Lu Qi Lynda M. Rose Erika Salvi Megan T. Smith Harold Snieder Alena Stančáková Yun Ju Sung Ioanna Tachmazidou Alexander Teumer Gudmar Thorleifsson Pim van der Harst Ryan W. Walker Sophie R. Wang Sarah H. Wild Sara M. Willems Andrew Wong Weihua Zhang Eva Albrecht Alexessander Couto Alves Stephan J. L. Bakker Cristina Barlassina Traci M. Bartz John Beilby Claire Bellis Richard N. Bergman Sven Bergmann John Blangero Matthias Blüher Eric Boerwinkle Lori L. Bonnycastle Stefan R. Bornstein Marcel Bruinenberg Harry Campbell Yii-Der Ida Chen Charleston W. K. Chiang Peter S. Chines Francis S Collins Fracensco Cucca L Adrienne Cupples Francesca D’Avila Eco J .C. de Geus George Dedoussis Maria Dimitriou Angela Döring Johan G. Eriksson Aliki-Eleni Farmaki Martin Farrall Teresa Ferreira Krista Fischer Nita G. Forouhi Nele Friedrich Anette Prior Gjesing Nicola Glorioso Mariaelisa Graff Harald Grallert Niels Grarup Jürgen Gräßler Jagvir Grewal Anders Hamsten Marie Neergaard Harder Catharina A. Hartman Maija Hassinen Nicholas Hastie Andrew Tym Hattersley Aki S. Havulinna Markku Heliövaara Hans Hillege Albert Hofman Oddgeir Holmen Georg Homuth Jouke-Jan Hottenga Jennie Hui Lise Lotte Husemoen Pirro G. Hysi Aaron Isaacs Till Ittermann Shapour Jalilzadeh Alan L. James Torben Jørgensen Pekka Jousilahti Antti Jula Johanne Marie Justesen Anne E. Justice Mika Kähönen Maria Karaleftheri Kay Tee Khaw Sirkka M. Keinanen-Kiukaanniemi Leena Kinnunen Paul B. Knekt Heikki A. Koistinen Ivana Kolcic Ishminder K. Kooner Seppo Koskinen Peter Kovacs Theodosios Kyriakou Tomi Laitinen Claudia Langenberg Alexandra M. Lewin Peter Lichtner Cecilia M. Lindgren Jaana Lindström Allan Linneberg Roberto Lorbeer Mattias Lorentzon Robert Luben Valeriya Lyssenko Satu Männistö Paolo Manunta Irene Mateo Leach Wendy L. McArdle Barbara Mcknight Karen L. Mohlke Evelin Mihailov Lili Milani Rebecca Mills May E. Montasser Andrew P. Morris Gabriele Müller Arthur W. Musk Narisu Narisu Ken K. Ong Ben A. Oostra Clive Osmond Aarno Palotie James S. Pankow Lavinia Paternoster Brenda W. Penninx Irene Pichler Maria G. Pilia Ozren Polašek Peter P. Pramstaller Olli T Raitakari Tuomo Rankinen D. C. Rao Nigel W. Rayner Rasmus Ribel-Madsen Treva K. Rice Marcus Richards Paul M. Ridker Fernando Rivadeneira Kathy A. Ryan Serena Sanna Mark A. Sarzynski Salome Scholtens Robert A. Scott Sylvain Sebert Lorraine Southam Thomas Hempel Sparsø Valgerdur Steinthorsdottir Kathleen Stirrups Ronald P. Stolk Konstantin Strauch Heather M. Stringham Morris A. Swertz Amy J. Swift Anke Tönjes Emmanouil Tsafantakis Peter J. van der Most Jana V. Van Vliet-Ostaptchouk Liesbeth Vandenput Erkki Vartiainen Cristina Venturini Niek Verweij Jorma S. Viikari Veronique Vitart Marie-Claude Vohl Judith M. Vonk Gérard Waeber Elisabeth Widén Gonneke Willemsen Tom Wilsgaard Thomas W. Winkler Alan F. Wright Laura M. Yerges-Armstrong Jing Hua Zhao M. Carola Zillikens Dorret I. Boomsma Claude Bouchard John C. Chambers Daniel I. Chasman Daniele Cusi Ron T. Gansevoort Christian Gieger Torben Hansen Andrew A. Hicks Frank Hu Kristian Hveem Marjo-Riitta Jarvelin Eero Kajantie Jaspal S. Kooner Diana Kuh Johanna Kuusisto Markku Laakso Timo A. Lakka Terho Lehtimäki Andres Metspalu Inger Njølstad Claes Ohlsson Albertine J. Oldehinkel Lyle J. Palmer Oluf Pedersen Markus Perola Annette Peters Bruce M. Psaty Hannu Puolijoki Rainer Rauramaa Igor Rudan Veikko Salomaa Peter E. H. Schwarz Alan R. Shudiner Jan H. Smit Thorkild I. A. Sørensen Timothy D. Spector Kari Stefansson Michael Stumvoll Angelo Tremblay Jaakko Tuomilehto André G. Uitterlinden Matti Uusitupa Uwe Völker Peter Vollenweider Nicholas J. Wareham Hugh Watkins James F. Wilson Eleftheria Zeggini Goncalo R. Abecasis Michael Boehnke Ingrid B. Borecki Panos Deloukas Cornelia M. van Duijn Caroline Fox Leif C. Groop Iris M. Heid David J. Hunter Robert C. Kaplan Mark I. McCarthy Kari E. North Jeffrey R. O'Connell David Schlessinger Unnur Thorsteinsdottir David P. Strachan Timothy Frayling Joel N. Hirschhorn Martina Müller-Nurasyid Ruth J. F. Loos |
author_sort |
Janina S. Ried |
title |
A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
title_short |
A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
title_full |
A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
title_fullStr |
A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
title_full_unstemmed |
A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
title_sort |
principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape |
publisher |
Nature Portfolio |
publishDate |
2016 |
url |
https://doaj.org/article/f36bd59969d44358bd7caf32e2240b93 |
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principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT catharinaahartman principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT maijahassinen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT nicholashastie principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT andrewtymhattersley principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT akishavulinna principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT markkuheliovaara principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hanshillege principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT alberthofman principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT oddgeirholmen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT georghomuth principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT joukejanhottenga principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jenniehui principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT liselottehusemoen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pirroghysi principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT aaronisaacs principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tillittermann principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT shapourjalilzadeh principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT alanljames principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT torbenjørgensen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pekkajousilahti principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT anttijula principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT johannemariejustesen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT anneejustice principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mikakahonen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mariakaraleftheri principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kayteekhaw principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sirkkamkeinanenkiukaanniemi principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT leenakinnunen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT paulbknekt principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT heikkiakoistinen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ivanakolcic principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ishminderkkooner principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT seppokoskinen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT peterkovacs principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT theodosioskyriakou principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tomilaitinen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT claudialangenberg principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT alexandramlewin principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT peterlichtner principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ceciliamlindgren principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jaanalindstrom principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT allanlinneberg principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT robertolorbeer principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mattiaslorentzon principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT robertluben principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT valeriyalyssenko principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT satumannisto principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT paolomanunta principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT irenemateoleach principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT wendylmcardle principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT barbaramcknight principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT karenlmohlke principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT evelinmihailov principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lilimilani principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rebeccamills principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mayemontasser principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT andrewpmorris principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT gabrielemuller principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT arthurwmusk principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT narisunarisu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kenkong principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT benaoostra principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT cliveosmond principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT aarnopalotie principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jamesspankow principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT laviniapaternoster principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT brendawpenninx principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT irenepichler principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mariagpilia principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ozrenpolasek principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT peterppramstaller principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ollitraitakari principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tuomorankinen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT dcrao principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT nigelwrayner principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rasmusribelmadsen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT trevakrice principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT marcusrichards principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT paulmridker principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT fernandorivadeneira principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kathyaryan principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT serenasanna principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT markasarzynski principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT salomescholtens principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT robertascott principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sylvainsebert principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lorrainesoutham principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT thomashempelsparsø principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT valgerdursteinthorsdottir principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kathleenstirrups principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ronaldpstolk principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT konstantinstrauch principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT heathermstringham principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT morrisaswertz principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT amyjswift principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT anketonjes principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT emmanouiltsafantakis principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT peterjvandermost principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT janavvanvlietostaptchouk principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT liesbethvandenput principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT erkkivartiainen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT cristinaventurini principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT niekverweij principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jormasviikari principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT veroniquevitart principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT marieclaudevohl principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT judithmvonk principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT gerardwaeber principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT elisabethwiden principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT gonnekewillemsen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tomwilsgaard principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT thomaswwinkler principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT alanfwright principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lauramyergesarmstrong principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jinghuazhao principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mcarolazillikens principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT dorretiboomsma principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT claudebouchard principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT johncchambers principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT danielichasman principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT danielecusi principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rontgansevoort principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT christiangieger principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT torbenhansen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT andrewahicks principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT frankhu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kristianhveem principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT marjoriittajarvelin principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT eerokajantie principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jaspalskooner principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT dianakuh principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT johannakuusisto principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT markkulaakso principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT timoalakka principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT terholehtimaki principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT andresmetspalu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ingernjølstad principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT claesohlsson principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT albertinejoldehinkel principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lylejpalmer principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT olufpedersen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT markusperola principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT annettepeters principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT brucempsaty principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hannupuolijoki principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rainerrauramaa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT igorrudan principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT veikkosalomaa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT peterehschwarz principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT alanrshudiner principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT janhsmit principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT thorkildiasørensen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT timothydspector principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT karistefansson principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT michaelstumvoll principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT angelotremblay principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jaakkotuomilehto principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT andreguitterlinden principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mattiuusitupa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT uwevolker principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT petervollenweider principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT nicholasjwareham principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hughwatkins principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jamesfwilson principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT eleftheriazeggini principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT goncalorabecasis principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT michaelboehnke principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ingridbborecki principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT panosdeloukas principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT corneliamvanduijn principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT carolinefox principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT leifcgroop principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT irismheid principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT davidjhunter principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT robertckaplan principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT markimccarthy principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT karienorth principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jeffreyroconnell principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT davidschlessinger principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT unnurthorsteinsdottir principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT davidpstrachan principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT timothyfrayling principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT joelnhirschhorn principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT martinamullernurasyid principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ruthjfloos principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape |
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oai:doaj.org-article:f36bd59969d44358bd7caf32e2240b932021-12-02T15:35:45ZA principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape10.1038/ncomms133572041-1723https://doaj.org/article/f36bd59969d44358bd7caf32e2240b932016-11-01T00:00:00Zhttps://doi.org/10.1038/ncomms13357https://doaj.org/toc/2041-1723Past genome-wide associate studies have identified hundreds of genetic loci that influence body size and shape when examined one trait at a time. Here, Jeff and colleagues develop an aggregate score of various body traits, and use meta-analysis to find new loci linked to body shape.Janina S. RiedJanina Jeff M.Audrey Y. ChuJennifer L. Bragg-GreshamJenny van DongenJennifer E. HuffmanTarunveer S. AhluwaliaGemma CadbyNiina EklundJoel ErikssonTõnu EskoMary F. FeitosaAnuj GoelMathias GorskiCaroline HaywardNancy L. Heard-CostaAnne U. JacksonEero JokinenStavroula KanoniKati KristianssonZoltán KutalikJari LahtiJian'an LuanReedik MägiAnubha MahajanMassimo ManginoCarolina Medina-GomezKeri L. MondaIlja M. NolteLouis PérusseInga ProkopenkoLu QiLynda M. RoseErika SalviMegan T. SmithHarold SniederAlena StančákováYun Ju SungIoanna TachmazidouAlexander TeumerGudmar ThorleifssonPim van der HarstRyan W. WalkerSophie R. WangSarah H. WildSara M. WillemsAndrew WongWeihua ZhangEva AlbrechtAlexessander Couto AlvesStephan J. L. BakkerCristina BarlassinaTraci M. BartzJohn BeilbyClaire BellisRichard N. BergmanSven BergmannJohn BlangeroMatthias BlüherEric BoerwinkleLori L. BonnycastleStefan R. BornsteinMarcel BruinenbergHarry CampbellYii-Der Ida ChenCharleston W. K. ChiangPeter S. ChinesFrancis S CollinsFracensco CuccaL Adrienne CupplesFrancesca D’AvilaEco J .C. de GeusGeorge DedoussisMaria DimitriouAngela DöringJohan G. ErikssonAliki-Eleni FarmakiMartin FarrallTeresa FerreiraKrista FischerNita G. ForouhiNele FriedrichAnette Prior GjesingNicola GloriosoMariaelisa GraffHarald GrallertNiels GrarupJürgen GräßlerJagvir GrewalAnders HamstenMarie Neergaard HarderCatharina A. HartmanMaija HassinenNicholas HastieAndrew Tym HattersleyAki S. HavulinnaMarkku HeliövaaraHans HillegeAlbert HofmanOddgeir HolmenGeorg HomuthJouke-Jan HottengaJennie HuiLise Lotte HusemoenPirro G. HysiAaron IsaacsTill IttermannShapour JalilzadehAlan L. JamesTorben JørgensenPekka JousilahtiAntti JulaJohanne Marie JustesenAnne E. JusticeMika KähönenMaria KaraleftheriKay Tee KhawSirkka M. Keinanen-KiukaanniemiLeena KinnunenPaul B. KnektHeikki A. KoistinenIvana KolcicIshminder K. KoonerSeppo KoskinenPeter KovacsTheodosios KyriakouTomi LaitinenClaudia LangenbergAlexandra M. LewinPeter LichtnerCecilia M. LindgrenJaana LindströmAllan LinnebergRoberto LorbeerMattias LorentzonRobert LubenValeriya LyssenkoSatu MännistöPaolo ManuntaIrene Mateo LeachWendy L. McArdleBarbara McknightKaren L. MohlkeEvelin MihailovLili MilaniRebecca MillsMay E. MontasserAndrew P. MorrisGabriele MüllerArthur W. MuskNarisu NarisuKen K. OngBen A. OostraClive OsmondAarno PalotieJames S. PankowLavinia PaternosterBrenda W. PenninxIrene PichlerMaria G. PiliaOzren PolašekPeter P. PramstallerOlli T RaitakariTuomo RankinenD. C. RaoNigel W. RaynerRasmus Ribel-MadsenTreva K. RiceMarcus RichardsPaul M. RidkerFernando RivadeneiraKathy A. RyanSerena SannaMark A. SarzynskiSalome ScholtensRobert A. ScottSylvain SebertLorraine SouthamThomas Hempel SparsøValgerdur SteinthorsdottirKathleen StirrupsRonald P. StolkKonstantin StrauchHeather M. StringhamMorris A. SwertzAmy J. SwiftAnke TönjesEmmanouil TsafantakisPeter J. van der MostJana V. Van Vliet-OstaptchoukLiesbeth VandenputErkki VartiainenCristina VenturiniNiek VerweijJorma S. ViikariVeronique VitartMarie-Claude VohlJudith M. VonkGérard WaeberElisabeth WidénGonneke WillemsenTom WilsgaardThomas W. WinklerAlan F. WrightLaura M. Yerges-ArmstrongJing Hua ZhaoM. Carola ZillikensDorret I. BoomsmaClaude BouchardJohn C. ChambersDaniel I. ChasmanDaniele CusiRon T. GansevoortChristian GiegerTorben HansenAndrew A. HicksFrank HuKristian HveemMarjo-Riitta JarvelinEero KajantieJaspal S. KoonerDiana KuhJohanna KuusistoMarkku LaaksoTimo A. LakkaTerho LehtimäkiAndres MetspaluInger NjølstadClaes OhlssonAlbertine J. OldehinkelLyle J. PalmerOluf PedersenMarkus PerolaAnnette PetersBruce M. PsatyHannu PuolijokiRainer RauramaaIgor RudanVeikko SalomaaPeter E. H. SchwarzAlan R. ShudinerJan H. SmitThorkild I. A. SørensenTimothy D. SpectorKari StefanssonMichael StumvollAngelo TremblayJaakko TuomilehtoAndré G. UitterlindenMatti UusitupaUwe VölkerPeter VollenweiderNicholas J. WarehamHugh WatkinsJames F. WilsonEleftheria ZegginiGoncalo R. AbecasisMichael BoehnkeIngrid B. BoreckiPanos DeloukasCornelia M. van DuijnCaroline FoxLeif C. GroopIris M. HeidDavid J. HunterRobert C. KaplanMark I. McCarthyKari E. NorthJeffrey R. O'ConnellDavid SchlessingerUnnur ThorsteinsdottirDavid P. StrachanTimothy FraylingJoel N. HirschhornMartina Müller-NurasyidRuth J. F. LoosNature PortfolioarticleScienceQENNature Communications, Vol 7, Iss 1, Pp 1-11 (2016) |