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A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape

Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates a...

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Autores principales:	Ried, Janina S., Jeff M., Janina, Chu, Audrey Y., Bragg-Gresham, Jennifer L., van Dongen, Jenny, Huffman, Jennifer E., Ahluwalia, Tarunveer S., Cadby, Gemma, Eklund, Niina, Eriksson, Joel, Esko, Tõnu, Feitosa, Mary F., Goel, Anuj, Gorski, Mathias, Hayward, Caroline, Heard-Costa, Nancy L., Jackson, Anne U., Jokinen, Eero, Kanoni, Stavroula, Kristiansson, Kati, Kutalik, Zoltán, Lahti, Jari, Luan, Jian'an, Mägi, Reedik, Mahajan, Anubha, Mangino, Massimo, Medina-Gomez, Carolina, Monda, Keri L., Nolte, Ilja M., Pérusse, Louis, Prokopenko, Inga, Qi, Lu, Rose, Lynda M., Salvi, Erika, Smith, Megan T., Snieder, Harold, Stančáková, Alena, Ju Sung, Yun, Tachmazidou, Ioanna, Teumer, Alexander, Thorleifsson, Gudmar, van der Harst, Pim, Walker, Ryan W., Wang, Sophie R., Wild, Sarah H., Willems, Sara M., Wong, Andrew, Zhang, Weihua, Albrecht, Eva, Couto Alves, Alexessander, Bakker, Stephan J. L., Barlassina, Cristina, Bartz, Traci M., Beilby, John, Bellis, Claire, Bergman, Richard N., Bergmann, Sven, Blangero, John, Blüher, Matthias, Boerwinkle, Eric, Bonnycastle, Lori L., Bornstein, Stefan R., Bruinenberg, Marcel, Campbell, Harry, Chen, Yii-Der Ida, Chiang, Charleston W. K., Chines, Peter S., Collins, Francis S, Cucca, Fracensco, Cupples, L Adrienne, D'Avila, Francesca, de Geus, Eco J .C., Dedoussis, George, Dimitriou, Maria, Döring, Angela, Eriksson, Johan G., Farmaki, Aliki-Eleni, Farrall, Martin, Ferreira, Teresa, Fischer, Krista, Forouhi, Nita G., Friedrich, Nele, Gjesing, Anette Prior, Glorioso, Nicola, Graff, Mariaelisa, Grallert, Harald, Grarup, Niels, Gräßler, Jürgen, Grewal, Jagvir, Hamsten, Anders, Harder, Marie Neergaard, Hartman, Catharina A., Hassinen, Maija, Hastie, Nicholas, Hattersley, Andrew Tym, Havulinna, Aki S., Heliövaara, Markku, Hillege, Hans, Hofman, Albert, Holmen, Oddgeir, Homuth, Georg, Hottenga, Jouke-Jan, Hui, Jennie, Husemoen, Lise Lotte, Hysi, Pirro G., Isaacs, Aaron, Ittermann, Till, Jalilzadeh, Shapour, James, Alan L., Jørgensen, Torben, Jousilahti, Pekka, Jula, Antti, Marie Justesen, Johanne, Justice, Anne E., Kähönen, Mika, Karaleftheri, Maria, Tee Khaw, Kay, Keinanen-Kiukaanniemi, Sirkka M., Kinnunen, Leena, Knekt, Paul B., Koistinen, Heikki A., Kolcic, Ivana, Kooner, Ishminder K., Koskinen, Seppo, Kovacs, Peter, Kyriakou, Theodosios, Laitinen, Tomi, Langenberg, Claudia, Lewin, Alexandra M., Lichtner, Peter, Lindgren, Cecilia M., Lindström, Jaana, Linneberg, Allan, Lorbeer, Roberto, Lorentzon, Mattias, Luben, Robert, Lyssenko, Valeriya, Männistö, Satu, Manunta, Paolo, Leach, Irene Mateo, McArdle, Wendy L., Mcknight, Barbara, Mohlke, Karen L., Mihailov, Evelin, Milani, Lili, Mills, Rebecca, Montasser, May E., Morris, Andrew P., Müller, Gabriele, Musk, Arthur W., Narisu, Narisu, Ong, Ken K., Oostra, Ben A., Osmond, Clive, Palotie, Aarno, Pankow, James S., Paternoster, Lavinia, Penninx, Brenda W., Pichler, Irene, Pilia, Maria G., Polašek, Ozren, Pramstaller, Peter P., Raitakari, Olli T, Rankinen, Tuomo, Rao, D. C., Rayner, Nigel W., Ribel-Madsen, Rasmus, Rice, Treva K., Richards, Marcus, Ridker, Paul M., Rivadeneira, Fernando, Ryan, Kathy A., Sanna, Serena, Sarzynski, Mark A., Scholtens, Salome, Scott, Robert A., Sebert, Sylvain, Southam, Lorraine, Sparsø, Thomas Hempel, Steinthorsdottir, Valgerdur, Stirrups, Kathleen, Stolk, Ronald P., Strauch, Konstantin, Stringham, Heather M., Swertz, Morris A., Swift, Amy J., Tönjes, Anke, Tsafantakis, Emmanouil, van der Most, Peter J., Van Vliet-Ostaptchouk, Jana V., Vandenput, Liesbeth, Vartiainen, Erkki, Venturini, Cristina, Verweij, Niek, Viikari, Jorma S., Vitart, Veronique, Vohl, Marie-Claude, Vonk, Judith M., Waeber, Gérard, Widén, Elisabeth, Willemsen, Gonneke, Wilsgaard, Tom, Winkler, Thomas W., Wright, Alan F., Yerges-Armstrong, Laura M., Hua Zhao, Jing, Carola Zillikens, M., Boomsma, Dorret I., Bouchard, Claude, Chambers, John C., Chasman, Daniel I., Cusi, Daniele, Gansevoort, Ron T., Gieger, Christian, Hansen, Torben, Hicks, Andrew A., Hu, Frank, Hveem, Kristian, Jarvelin, Marjo-Riitta, Kajantie, Eero, Kooner, Jaspal S., Kuh, Diana, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lehtimäki, Terho, Metspalu, Andres, Njølstad, Inger, Ohlsson, Claes, Oldehinkel, Albertine J., Palmer, Lyle J., Pedersen, Oluf, Perola, Markus, Peters, Annette, Psaty, Bruce M., Puolijoki, Hannu, Rauramaa, Rainer, Rudan, Igor, Salomaa, Veikko, Schwarz, Peter E. H., Shudiner, Alan R., Smit, Jan H., Sørensen, Thorkild I. A., Spector, Timothy D., Stefansson, Kari, Stumvoll, Michael, Tremblay, Angelo, Tuomilehto, Jaakko, Uitterlinden, André G., Uusitupa, Matti, Völker, Uwe, Vollenweider, Peter, Wareham, Nicholas J., Watkins, Hugh, Wilson, James F., Zeggini, Eleftheria, Abecasis, Goncalo R., Boehnke, Michael, Borecki, Ingrid B., Deloukas, Panos, van Duijn, Cornelia M., Fox, Caroline, Groop, Leif C., Heid, Iris M., Hunter, David J., Kaplan, Robert C., McCarthy, Mark I., North, Kari E., O'Connell, Jeffrey R., Schlessinger, David, Thorsteinsdottir, Unnur, Strachan, David P., Frayling, Timothy, Hirschhorn, Joel N., Müller-Nurasyid, Martina, Loos, Ruth J. F.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group 2016
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5114527/ https://www.ncbi.nlm.nih.gov/pubmed/27876822 http://dx.doi.org/10.1038/ncomms13357

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author	Ried, Janina S. Jeff M., Janina Chu, Audrey Y. Bragg-Gresham, Jennifer L. van Dongen, Jenny Huffman, Jennifer E. Ahluwalia, Tarunveer S. Cadby, Gemma Eklund, Niina Eriksson, Joel Esko, Tõnu Feitosa, Mary F. Goel, Anuj Gorski, Mathias Hayward, Caroline Heard-Costa, Nancy L. Jackson, Anne U. Jokinen, Eero Kanoni, Stavroula Kristiansson, Kati Kutalik, Zoltán Lahti, Jari Luan, Jian'an Mägi, Reedik Mahajan, Anubha Mangino, Massimo Medina-Gomez, Carolina Monda, Keri L. Nolte, Ilja M. Pérusse, Louis Prokopenko, Inga Qi, Lu Rose, Lynda M. Salvi, Erika Smith, Megan T. Snieder, Harold Stančáková, Alena Ju Sung, Yun Tachmazidou, Ioanna Teumer, Alexander Thorleifsson, Gudmar van der Harst, Pim Walker, Ryan W. Wang, Sophie R. Wild, Sarah H. Willems, Sara M. Wong, Andrew Zhang, Weihua Albrecht, Eva Couto Alves, Alexessander Bakker, Stephan J. L. Barlassina, Cristina Bartz, Traci M. Beilby, John Bellis, Claire Bergman, Richard N. Bergmann, Sven Blangero, John Blüher, Matthias Boerwinkle, Eric Bonnycastle, Lori L. Bornstein, Stefan R. Bruinenberg, Marcel Campbell, Harry Chen, Yii-Der Ida Chiang, Charleston W. K. Chines, Peter S. Collins, Francis S Cucca, Fracensco Cupples, L Adrienne D'Avila, Francesca de Geus, Eco J .C. Dedoussis, George Dimitriou, Maria Döring, Angela Eriksson, Johan G. Farmaki, Aliki-Eleni Farrall, Martin Ferreira, Teresa Fischer, Krista Forouhi, Nita G. Friedrich, Nele Gjesing, Anette Prior Glorioso, Nicola Graff, Mariaelisa Grallert, Harald Grarup, Niels Gräßler, Jürgen Grewal, Jagvir Hamsten, Anders Harder, Marie Neergaard Hartman, Catharina A. Hassinen, Maija Hastie, Nicholas Hattersley, Andrew Tym Havulinna, Aki S. Heliövaara, Markku Hillege, Hans Hofman, Albert Holmen, Oddgeir Homuth, Georg Hottenga, Jouke-Jan Hui, Jennie Husemoen, Lise Lotte Hysi, Pirro G. Isaacs, Aaron Ittermann, Till Jalilzadeh, Shapour James, Alan L. Jørgensen, Torben Jousilahti, Pekka Jula, Antti Marie Justesen, Johanne Justice, Anne E. Kähönen, Mika Karaleftheri, Maria Tee Khaw, Kay Keinanen-Kiukaanniemi, Sirkka M. Kinnunen, Leena Knekt, Paul B. Koistinen, Heikki A. Kolcic, Ivana Kooner, Ishminder K. Koskinen, Seppo Kovacs, Peter Kyriakou, Theodosios Laitinen, Tomi Langenberg, Claudia Lewin, Alexandra M. Lichtner, Peter Lindgren, Cecilia M. Lindström, Jaana Linneberg, Allan Lorbeer, Roberto Lorentzon, Mattias Luben, Robert Lyssenko, Valeriya Männistö, Satu Manunta, Paolo Leach, Irene Mateo McArdle, Wendy L. Mcknight, Barbara Mohlke, Karen L. Mihailov, Evelin Milani, Lili Mills, Rebecca Montasser, May E. Morris, Andrew P. Müller, Gabriele Musk, Arthur W. Narisu, Narisu Ong, Ken K. Oostra, Ben A. Osmond, Clive Palotie, Aarno Pankow, James S. Paternoster, Lavinia Penninx, Brenda W. Pichler, Irene Pilia, Maria G. Polašek, Ozren Pramstaller, Peter P. Raitakari, Olli T Rankinen, Tuomo Rao, D. C. Rayner, Nigel W. Ribel-Madsen, Rasmus Rice, Treva K. Richards, Marcus Ridker, Paul M. Rivadeneira, Fernando Ryan, Kathy A. Sanna, Serena Sarzynski, Mark A. Scholtens, Salome Scott, Robert A. Sebert, Sylvain Southam, Lorraine Sparsø, Thomas Hempel Steinthorsdottir, Valgerdur Stirrups, Kathleen Stolk, Ronald P. Strauch, Konstantin Stringham, Heather M. Swertz, Morris A. Swift, Amy J. Tönjes, Anke Tsafantakis, Emmanouil van der Most, Peter J. Van Vliet-Ostaptchouk, Jana V. Vandenput, Liesbeth Vartiainen, Erkki Venturini, Cristina Verweij, Niek Viikari, Jorma S. Vitart, Veronique Vohl, Marie-Claude Vonk, Judith M. Waeber, Gérard Widén, Elisabeth Willemsen, Gonneke Wilsgaard, Tom Winkler, Thomas W. Wright, Alan F. Yerges-Armstrong, Laura M. Hua Zhao, Jing Carola Zillikens, M. Boomsma, Dorret I. Bouchard, Claude Chambers, John C. Chasman, Daniel I. Cusi, Daniele Gansevoort, Ron T. Gieger, Christian Hansen, Torben Hicks, Andrew A. Hu, Frank Hveem, Kristian Jarvelin, Marjo-Riitta Kajantie, Eero Kooner, Jaspal S. Kuh, Diana Kuusisto, Johanna Laakso, Markku Lakka, Timo A. Lehtimäki, Terho Metspalu, Andres Njølstad, Inger Ohlsson, Claes Oldehinkel, Albertine J. Palmer, Lyle J. Pedersen, Oluf Perola, Markus Peters, Annette Psaty, Bruce M. Puolijoki, Hannu Rauramaa, Rainer Rudan, Igor Salomaa, Veikko Schwarz, Peter E. H. Shudiner, Alan R. Smit, Jan H. Sørensen, Thorkild I. A. Spector, Timothy D. Stefansson, Kari Stumvoll, Michael Tremblay, Angelo Tuomilehto, Jaakko Uitterlinden, André G. Uusitupa, Matti Völker, Uwe Vollenweider, Peter Wareham, Nicholas J. Watkins, Hugh Wilson, James F. Zeggini, Eleftheria Abecasis, Goncalo R. Boehnke, Michael Borecki, Ingrid B. Deloukas, Panos van Duijn, Cornelia M. Fox, Caroline Groop, Leif C. Heid, Iris M. Hunter, David J. Kaplan, Robert C. McCarthy, Mark I. North, Kari E. O'Connell, Jeffrey R. Schlessinger, David Thorsteinsdottir, Unnur Strachan, David P. Frayling, Timothy Hirschhorn, Joel N. Müller-Nurasyid, Martina Loos, Ruth J. F.
author_facet	Ried, Janina S. Jeff M., Janina Chu, Audrey Y. Bragg-Gresham, Jennifer L. van Dongen, Jenny Huffman, Jennifer E. Ahluwalia, Tarunveer S. Cadby, Gemma Eklund, Niina Eriksson, Joel Esko, Tõnu Feitosa, Mary F. Goel, Anuj Gorski, Mathias Hayward, Caroline Heard-Costa, Nancy L. Jackson, Anne U. Jokinen, Eero Kanoni, Stavroula Kristiansson, Kati Kutalik, Zoltán Lahti, Jari Luan, Jian'an Mägi, Reedik Mahajan, Anubha Mangino, Massimo Medina-Gomez, Carolina Monda, Keri L. Nolte, Ilja M. Pérusse, Louis Prokopenko, Inga Qi, Lu Rose, Lynda M. Salvi, Erika Smith, Megan T. Snieder, Harold Stančáková, Alena Ju Sung, Yun Tachmazidou, Ioanna Teumer, Alexander Thorleifsson, Gudmar van der Harst, Pim Walker, Ryan W. Wang, Sophie R. Wild, Sarah H. Willems, Sara M. Wong, Andrew Zhang, Weihua Albrecht, Eva Couto Alves, Alexessander Bakker, Stephan J. L. Barlassina, Cristina Bartz, Traci M. Beilby, John Bellis, Claire Bergman, Richard N. Bergmann, Sven Blangero, John Blüher, Matthias Boerwinkle, Eric Bonnycastle, Lori L. Bornstein, Stefan R. Bruinenberg, Marcel Campbell, Harry Chen, Yii-Der Ida Chiang, Charleston W. K. Chines, Peter S. Collins, Francis S Cucca, Fracensco Cupples, L Adrienne D'Avila, Francesca de Geus, Eco J .C. Dedoussis, George Dimitriou, Maria Döring, Angela Eriksson, Johan G. Farmaki, Aliki-Eleni Farrall, Martin Ferreira, Teresa Fischer, Krista Forouhi, Nita G. Friedrich, Nele Gjesing, Anette Prior Glorioso, Nicola Graff, Mariaelisa Grallert, Harald Grarup, Niels Gräßler, Jürgen Grewal, Jagvir Hamsten, Anders Harder, Marie Neergaard Hartman, Catharina A. Hassinen, Maija Hastie, Nicholas Hattersley, Andrew Tym Havulinna, Aki S. Heliövaara, Markku Hillege, Hans Hofman, Albert Holmen, Oddgeir Homuth, Georg Hottenga, Jouke-Jan Hui, Jennie Husemoen, Lise Lotte Hysi, Pirro G. Isaacs, Aaron Ittermann, Till Jalilzadeh, Shapour James, Alan L. Jørgensen, Torben Jousilahti, Pekka Jula, Antti Marie Justesen, Johanne Justice, Anne E. Kähönen, Mika Karaleftheri, Maria Tee Khaw, Kay Keinanen-Kiukaanniemi, Sirkka M. Kinnunen, Leena Knekt, Paul B. Koistinen, Heikki A. Kolcic, Ivana Kooner, Ishminder K. Koskinen, Seppo Kovacs, Peter Kyriakou, Theodosios Laitinen, Tomi Langenberg, Claudia Lewin, Alexandra M. Lichtner, Peter Lindgren, Cecilia M. Lindström, Jaana Linneberg, Allan Lorbeer, Roberto Lorentzon, Mattias Luben, Robert Lyssenko, Valeriya Männistö, Satu Manunta, Paolo Leach, Irene Mateo McArdle, Wendy L. Mcknight, Barbara Mohlke, Karen L. Mihailov, Evelin Milani, Lili Mills, Rebecca Montasser, May E. Morris, Andrew P. Müller, Gabriele Musk, Arthur W. Narisu, Narisu Ong, Ken K. Oostra, Ben A. Osmond, Clive Palotie, Aarno Pankow, James S. Paternoster, Lavinia Penninx, Brenda W. Pichler, Irene Pilia, Maria G. Polašek, Ozren Pramstaller, Peter P. Raitakari, Olli T Rankinen, Tuomo Rao, D. C. Rayner, Nigel W. Ribel-Madsen, Rasmus Rice, Treva K. Richards, Marcus Ridker, Paul M. Rivadeneira, Fernando Ryan, Kathy A. Sanna, Serena Sarzynski, Mark A. Scholtens, Salome Scott, Robert A. Sebert, Sylvain Southam, Lorraine Sparsø, Thomas Hempel Steinthorsdottir, Valgerdur Stirrups, Kathleen Stolk, Ronald P. Strauch, Konstantin Stringham, Heather M. Swertz, Morris A. Swift, Amy J. Tönjes, Anke Tsafantakis, Emmanouil van der Most, Peter J. Van Vliet-Ostaptchouk, Jana V. Vandenput, Liesbeth Vartiainen, Erkki Venturini, Cristina Verweij, Niek Viikari, Jorma S. Vitart, Veronique Vohl, Marie-Claude Vonk, Judith M. Waeber, Gérard Widén, Elisabeth Willemsen, Gonneke Wilsgaard, Tom Winkler, Thomas W. Wright, Alan F. Yerges-Armstrong, Laura M. Hua Zhao, Jing Carola Zillikens, M. Boomsma, Dorret I. Bouchard, Claude Chambers, John C. Chasman, Daniel I. Cusi, Daniele Gansevoort, Ron T. Gieger, Christian Hansen, Torben Hicks, Andrew A. Hu, Frank Hveem, Kristian Jarvelin, Marjo-Riitta Kajantie, Eero Kooner, Jaspal S. Kuh, Diana Kuusisto, Johanna Laakso, Markku Lakka, Timo A. Lehtimäki, Terho Metspalu, Andres Njølstad, Inger Ohlsson, Claes Oldehinkel, Albertine J. Palmer, Lyle J. Pedersen, Oluf Perola, Markus Peters, Annette Psaty, Bruce M. Puolijoki, Hannu Rauramaa, Rainer Rudan, Igor Salomaa, Veikko Schwarz, Peter E. H. Shudiner, Alan R. Smit, Jan H. Sørensen, Thorkild I. A. Spector, Timothy D. Stefansson, Kari Stumvoll, Michael Tremblay, Angelo Tuomilehto, Jaakko Uitterlinden, André G. Uusitupa, Matti Völker, Uwe Vollenweider, Peter Wareham, Nicholas J. Watkins, Hugh Wilson, James F. Zeggini, Eleftheria Abecasis, Goncalo R. Boehnke, Michael Borecki, Ingrid B. Deloukas, Panos van Duijn, Cornelia M. Fox, Caroline Groop, Leif C. Heid, Iris M. Hunter, David J. Kaplan, Robert C. McCarthy, Mark I. North, Kari E. O'Connell, Jeffrey R. Schlessinger, David Thorsteinsdottir, Unnur Strachan, David P. Frayling, Timothy Hirschhorn, Joel N. Müller-Nurasyid, Martina Loos, Ruth J. F.
author_sort	Ried, Janina S.
collection	PubMed
description	Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways.
format	Online Article Text
id	pubmed-5114527
institution	National Center for Biotechnology Information
language	English
publishDate	2016
publisher	Nature Publishing Group
record_format	MEDLINE/PubMed
spelling	pubmed-51145272016-11-29 A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape Ried, Janina S. Jeff M., Janina Chu, Audrey Y. Bragg-Gresham, Jennifer L. van Dongen, Jenny Huffman, Jennifer E. Ahluwalia, Tarunveer S. Cadby, Gemma Eklund, Niina Eriksson, Joel Esko, Tõnu Feitosa, Mary F. Goel, Anuj Gorski, Mathias Hayward, Caroline Heard-Costa, Nancy L. Jackson, Anne U. Jokinen, Eero Kanoni, Stavroula Kristiansson, Kati Kutalik, Zoltán Lahti, Jari Luan, Jian'an Mägi, Reedik Mahajan, Anubha Mangino, Massimo Medina-Gomez, Carolina Monda, Keri L. Nolte, Ilja M. Pérusse, Louis Prokopenko, Inga Qi, Lu Rose, Lynda M. Salvi, Erika Smith, Megan T. Snieder, Harold Stančáková, Alena Ju Sung, Yun Tachmazidou, Ioanna Teumer, Alexander Thorleifsson, Gudmar van der Harst, Pim Walker, Ryan W. Wang, Sophie R. Wild, Sarah H. Willems, Sara M. Wong, Andrew Zhang, Weihua Albrecht, Eva Couto Alves, Alexessander Bakker, Stephan J. L. Barlassina, Cristina Bartz, Traci M. Beilby, John Bellis, Claire Bergman, Richard N. Bergmann, Sven Blangero, John Blüher, Matthias Boerwinkle, Eric Bonnycastle, Lori L. Bornstein, Stefan R. Bruinenberg, Marcel Campbell, Harry Chen, Yii-Der Ida Chiang, Charleston W. K. Chines, Peter S. Collins, Francis S Cucca, Fracensco Cupples, L Adrienne D'Avila, Francesca de Geus, Eco J .C. Dedoussis, George Dimitriou, Maria Döring, Angela Eriksson, Johan G. Farmaki, Aliki-Eleni Farrall, Martin Ferreira, Teresa Fischer, Krista Forouhi, Nita G. Friedrich, Nele Gjesing, Anette Prior Glorioso, Nicola Graff, Mariaelisa Grallert, Harald Grarup, Niels Gräßler, Jürgen Grewal, Jagvir Hamsten, Anders Harder, Marie Neergaard Hartman, Catharina A. Hassinen, Maija Hastie, Nicholas Hattersley, Andrew Tym Havulinna, Aki S. Heliövaara, Markku Hillege, Hans Hofman, Albert Holmen, Oddgeir Homuth, Georg Hottenga, Jouke-Jan Hui, Jennie Husemoen, Lise Lotte Hysi, Pirro G. Isaacs, Aaron Ittermann, Till Jalilzadeh, Shapour James, Alan L. Jørgensen, Torben Jousilahti, Pekka Jula, Antti Marie Justesen, Johanne Justice, Anne E. Kähönen, Mika Karaleftheri, Maria Tee Khaw, Kay Keinanen-Kiukaanniemi, Sirkka M. Kinnunen, Leena Knekt, Paul B. Koistinen, Heikki A. Kolcic, Ivana Kooner, Ishminder K. Koskinen, Seppo Kovacs, Peter Kyriakou, Theodosios Laitinen, Tomi Langenberg, Claudia Lewin, Alexandra M. Lichtner, Peter Lindgren, Cecilia M. Lindström, Jaana Linneberg, Allan Lorbeer, Roberto Lorentzon, Mattias Luben, Robert Lyssenko, Valeriya Männistö, Satu Manunta, Paolo Leach, Irene Mateo McArdle, Wendy L. Mcknight, Barbara Mohlke, Karen L. Mihailov, Evelin Milani, Lili Mills, Rebecca Montasser, May E. Morris, Andrew P. Müller, Gabriele Musk, Arthur W. Narisu, Narisu Ong, Ken K. Oostra, Ben A. Osmond, Clive Palotie, Aarno Pankow, James S. Paternoster, Lavinia Penninx, Brenda W. Pichler, Irene Pilia, Maria G. Polašek, Ozren Pramstaller, Peter P. Raitakari, Olli T Rankinen, Tuomo Rao, D. C. Rayner, Nigel W. Ribel-Madsen, Rasmus Rice, Treva K. Richards, Marcus Ridker, Paul M. Rivadeneira, Fernando Ryan, Kathy A. Sanna, Serena Sarzynski, Mark A. Scholtens, Salome Scott, Robert A. Sebert, Sylvain Southam, Lorraine Sparsø, Thomas Hempel Steinthorsdottir, Valgerdur Stirrups, Kathleen Stolk, Ronald P. Strauch, Konstantin Stringham, Heather M. Swertz, Morris A. Swift, Amy J. Tönjes, Anke Tsafantakis, Emmanouil van der Most, Peter J. Van Vliet-Ostaptchouk, Jana V. Vandenput, Liesbeth Vartiainen, Erkki Venturini, Cristina Verweij, Niek Viikari, Jorma S. Vitart, Veronique Vohl, Marie-Claude Vonk, Judith M. Waeber, Gérard Widén, Elisabeth Willemsen, Gonneke Wilsgaard, Tom Winkler, Thomas W. Wright, Alan F. Yerges-Armstrong, Laura M. Hua Zhao, Jing Carola Zillikens, M. Boomsma, Dorret I. Bouchard, Claude Chambers, John C. Chasman, Daniel I. Cusi, Daniele Gansevoort, Ron T. Gieger, Christian Hansen, Torben Hicks, Andrew A. Hu, Frank Hveem, Kristian Jarvelin, Marjo-Riitta Kajantie, Eero Kooner, Jaspal S. Kuh, Diana Kuusisto, Johanna Laakso, Markku Lakka, Timo A. Lehtimäki, Terho Metspalu, Andres Njølstad, Inger Ohlsson, Claes Oldehinkel, Albertine J. Palmer, Lyle J. Pedersen, Oluf Perola, Markus Peters, Annette Psaty, Bruce M. Puolijoki, Hannu Rauramaa, Rainer Rudan, Igor Salomaa, Veikko Schwarz, Peter E. H. Shudiner, Alan R. Smit, Jan H. Sørensen, Thorkild I. A. Spector, Timothy D. Stefansson, Kari Stumvoll, Michael Tremblay, Angelo Tuomilehto, Jaakko Uitterlinden, André G. Uusitupa, Matti Völker, Uwe Vollenweider, Peter Wareham, Nicholas J. Watkins, Hugh Wilson, James F. Zeggini, Eleftheria Abecasis, Goncalo R. Boehnke, Michael Borecki, Ingrid B. Deloukas, Panos van Duijn, Cornelia M. Fox, Caroline Groop, Leif C. Heid, Iris M. Hunter, David J. Kaplan, Robert C. McCarthy, Mark I. North, Kari E. O'Connell, Jeffrey R. Schlessinger, David Thorsteinsdottir, Unnur Strachan, David P. Frayling, Timothy Hirschhorn, Joel N. Müller-Nurasyid, Martina Loos, Ruth J. F. Nat Commun Article Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways. Nature Publishing Group 2016-11-23 /pmc/articles/PMC5114527/ /pubmed/27876822 http://dx.doi.org/10.1038/ncomms13357 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle	Article Ried, Janina S. Jeff M., Janina Chu, Audrey Y. Bragg-Gresham, Jennifer L. van Dongen, Jenny Huffman, Jennifer E. Ahluwalia, Tarunveer S. Cadby, Gemma Eklund, Niina Eriksson, Joel Esko, Tõnu Feitosa, Mary F. Goel, Anuj Gorski, Mathias Hayward, Caroline Heard-Costa, Nancy L. Jackson, Anne U. Jokinen, Eero Kanoni, Stavroula Kristiansson, Kati Kutalik, Zoltán Lahti, Jari Luan, Jian'an Mägi, Reedik Mahajan, Anubha Mangino, Massimo Medina-Gomez, Carolina Monda, Keri L. Nolte, Ilja M. Pérusse, Louis Prokopenko, Inga Qi, Lu Rose, Lynda M. Salvi, Erika Smith, Megan T. Snieder, Harold Stančáková, Alena Ju Sung, Yun Tachmazidou, Ioanna Teumer, Alexander Thorleifsson, Gudmar van der Harst, Pim Walker, Ryan W. Wang, Sophie R. Wild, Sarah H. Willems, Sara M. Wong, Andrew Zhang, Weihua Albrecht, Eva Couto Alves, Alexessander Bakker, Stephan J. L. Barlassina, Cristina Bartz, Traci M. Beilby, John Bellis, Claire Bergman, Richard N. Bergmann, Sven Blangero, John Blüher, Matthias Boerwinkle, Eric Bonnycastle, Lori L. Bornstein, Stefan R. Bruinenberg, Marcel Campbell, Harry Chen, Yii-Der Ida Chiang, Charleston W. K. Chines, Peter S. Collins, Francis S Cucca, Fracensco Cupples, L Adrienne D'Avila, Francesca de Geus, Eco J .C. Dedoussis, George Dimitriou, Maria Döring, Angela Eriksson, Johan G. Farmaki, Aliki-Eleni Farrall, Martin Ferreira, Teresa Fischer, Krista Forouhi, Nita G. Friedrich, Nele Gjesing, Anette Prior Glorioso, Nicola Graff, Mariaelisa Grallert, Harald Grarup, Niels Gräßler, Jürgen Grewal, Jagvir Hamsten, Anders Harder, Marie Neergaard Hartman, Catharina A. Hassinen, Maija Hastie, Nicholas Hattersley, Andrew Tym Havulinna, Aki S. Heliövaara, Markku Hillege, Hans Hofman, Albert Holmen, Oddgeir Homuth, Georg Hottenga, Jouke-Jan Hui, Jennie Husemoen, Lise Lotte Hysi, Pirro G. Isaacs, Aaron Ittermann, Till Jalilzadeh, Shapour James, Alan L. Jørgensen, Torben Jousilahti, Pekka Jula, Antti Marie Justesen, Johanne Justice, Anne E. Kähönen, Mika Karaleftheri, Maria Tee Khaw, Kay Keinanen-Kiukaanniemi, Sirkka M. Kinnunen, Leena Knekt, Paul B. Koistinen, Heikki A. Kolcic, Ivana Kooner, Ishminder K. Koskinen, Seppo Kovacs, Peter Kyriakou, Theodosios Laitinen, Tomi Langenberg, Claudia Lewin, Alexandra M. Lichtner, Peter Lindgren, Cecilia M. Lindström, Jaana Linneberg, Allan Lorbeer, Roberto Lorentzon, Mattias Luben, Robert Lyssenko, Valeriya Männistö, Satu Manunta, Paolo Leach, Irene Mateo McArdle, Wendy L. Mcknight, Barbara Mohlke, Karen L. Mihailov, Evelin Milani, Lili Mills, Rebecca Montasser, May E. Morris, Andrew P. Müller, Gabriele Musk, Arthur W. Narisu, Narisu Ong, Ken K. Oostra, Ben A. Osmond, Clive Palotie, Aarno Pankow, James S. Paternoster, Lavinia Penninx, Brenda W. Pichler, Irene Pilia, Maria G. Polašek, Ozren Pramstaller, Peter P. Raitakari, Olli T Rankinen, Tuomo Rao, D. C. Rayner, Nigel W. Ribel-Madsen, Rasmus Rice, Treva K. Richards, Marcus Ridker, Paul M. Rivadeneira, Fernando Ryan, Kathy A. Sanna, Serena Sarzynski, Mark A. Scholtens, Salome Scott, Robert A. Sebert, Sylvain Southam, Lorraine Sparsø, Thomas Hempel Steinthorsdottir, Valgerdur Stirrups, Kathleen Stolk, Ronald P. Strauch, Konstantin Stringham, Heather M. Swertz, Morris A. Swift, Amy J. Tönjes, Anke Tsafantakis, Emmanouil van der Most, Peter J. Van Vliet-Ostaptchouk, Jana V. Vandenput, Liesbeth Vartiainen, Erkki Venturini, Cristina Verweij, Niek Viikari, Jorma S. Vitart, Veronique Vohl, Marie-Claude Vonk, Judith M. Waeber, Gérard Widén, Elisabeth Willemsen, Gonneke Wilsgaard, Tom Winkler, Thomas W. Wright, Alan F. Yerges-Armstrong, Laura M. Hua Zhao, Jing Carola Zillikens, M. Boomsma, Dorret I. Bouchard, Claude Chambers, John C. Chasman, Daniel I. Cusi, Daniele Gansevoort, Ron T. Gieger, Christian Hansen, Torben Hicks, Andrew A. Hu, Frank Hveem, Kristian Jarvelin, Marjo-Riitta Kajantie, Eero Kooner, Jaspal S. Kuh, Diana Kuusisto, Johanna Laakso, Markku Lakka, Timo A. Lehtimäki, Terho Metspalu, Andres Njølstad, Inger Ohlsson, Claes Oldehinkel, Albertine J. Palmer, Lyle J. Pedersen, Oluf Perola, Markus Peters, Annette Psaty, Bruce M. Puolijoki, Hannu Rauramaa, Rainer Rudan, Igor Salomaa, Veikko Schwarz, Peter E. H. Shudiner, Alan R. Smit, Jan H. Sørensen, Thorkild I. A. Spector, Timothy D. Stefansson, Kari Stumvoll, Michael Tremblay, Angelo Tuomilehto, Jaakko Uitterlinden, André G. Uusitupa, Matti Völker, Uwe Vollenweider, Peter Wareham, Nicholas J. Watkins, Hugh Wilson, James F. Zeggini, Eleftheria Abecasis, Goncalo R. Boehnke, Michael Borecki, Ingrid B. Deloukas, Panos van Duijn, Cornelia M. Fox, Caroline Groop, Leif C. Heid, Iris M. Hunter, David J. Kaplan, Robert C. McCarthy, Mark I. North, Kari E. O'Connell, Jeffrey R. Schlessinger, David Thorsteinsdottir, Unnur Strachan, David P. Frayling, Timothy Hirschhorn, Joel N. Müller-Nurasyid, Martina Loos, Ruth J. F. A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape
title	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_short	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
topic	Article
url	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5114527/ https://www.ncbi.nlm.nih.gov/pubmed/27876822 http://dx.doi.org/10.1038/ncomms13357
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principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT langenbergclaudia principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lewinalexandram principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lichtnerpeter principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lindgrenceciliam principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lindstromjaana principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT linnebergallan principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lorbeerroberto principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lorentzonmattias principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lubenrobert principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lyssenkovaleriya principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mannistosatu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT manuntapaolo principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT leachirenemateo principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mcardlewendyl principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mcknightbarbara principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mohlkekarenl principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mihailovevelin principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT milanilili principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT millsrebecca principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT montassermaye principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT morrisandrewp principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mullergabriele principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT muskarthurw principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT narisunarisu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ongkenk principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT oostrabena principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT osmondclive principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT palotieaarno principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pankowjamess principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT paternosterlavinia principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT penninxbrendaw principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pichlerirene principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT piliamariag principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT polasekozren principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pramstallerpeterp principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT raitakariollit principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rankinentuomo principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT raodc principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT raynernigelw principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ribelmadsenrasmus principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ricetrevak principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT richardsmarcus principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ridkerpaulm principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rivadeneirafernando principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ryankathya principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sannaserena principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sarzynskimarka principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT scholtenssalome principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT scottroberta principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sebertsylvain principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT southamlorraine principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sparsøthomashempel principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT steinthorsdottirvalgerdur principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT stirrupskathleen principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT stolkronaldp principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT strauchkonstantin principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT stringhamheatherm principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT swertzmorrisa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT swiftamyj principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tonjesanke principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tsafantakisemmanouil principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vandermostpeterj principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vanvlietostaptchoukjanav principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vandenputliesbeth principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vartiainenerkki principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT venturinicristina principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT verweijniek principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT viikarijormas principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vitartveronique principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vohlmarieclaude principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vonkjudithm principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT waebergerard principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT widenelisabeth principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT willemsengonneke principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT wilsgaardtom principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT winklerthomasw principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT wrightalanf principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT yergesarmstronglauram principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT huazhaojing principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT carolazillikensm principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT boomsmadorreti principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT bouchardclaude principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT chambersjohnc principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT chasmandanieli principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT cusidaniele principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT gansevoortront principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT giegerchristian principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hansentorben principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hicksandrewa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hufrank principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hveemkristian principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT jarvelinmarjoriitta principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kajantieeero principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT koonerjaspals principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kuhdiana principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kuusistojohanna principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT laaksomarkku principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lakkatimoa principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT lehtimakiterho principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT metspaluandres principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT njølstadinger principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT ohlssonclaes principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT oldehinkelalbertinej principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT palmerlylej principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT pedersenoluf principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT perolamarkus principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT petersannette principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT psatybrucem principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT puolijokihannu principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rauramaarainer principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT rudanigor principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT salomaaveikko principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT schwarzpetereh principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT shudineralanr principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT smitjanh principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT sørensenthorkildia principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT spectortimothyd principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT stefanssonkari principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT stumvollmichael principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tremblayangelo principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT tuomilehtojaakko principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT uitterlindenandreg principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT uusitupamatti principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT volkeruwe principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vollenweiderpeter principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT warehamnicholasj principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT watkinshugh principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT wilsonjamesf principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT zegginieleftheria principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT abecasisgoncalor principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT boehnkemichael principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT boreckiingridb principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT deloukaspanos principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT vanduijncorneliam principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT foxcaroline principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT groopleifc principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT heidirism principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hunterdavidj principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT kaplanrobertc principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mccarthymarki principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT northkarie principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT oconnelljeffreyr principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT schlessingerdavid principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT thorsteinsdottirunnur principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT strachandavidp principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT fraylingtimothy principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT hirschhornjoeln principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT mullernurasyidmartina principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape AT loosruthjf principalcomponentmetaanalysisonmultipleanthropometrictraitsidentifiesnovellociforbodyshape

A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape

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