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Hundreds of variants clustered in genomic loci and biological pathways affect human height
Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence phenotype. Genome-wide association (GWA) studies have identified >600 variants associated with human traits1, but these typically explain small fractions of phenotyp...
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Formato: | Texto |
Lenguaje: | English |
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2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955183/ https://www.ncbi.nlm.nih.gov/pubmed/20881960 http://dx.doi.org/10.1038/nature09410 |
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author | Lango Allen, Hana Estrada, Karol Lettre, Guillaume Berndt, Sonja I. Weedon, Michael N. Rivadeneira, Fernando Willer, Cristen J. Jackson, Anne U. Vedantam, Sailaja Raychaudhuri, Soumya Ferreira, Teresa Wood, Andrew R. Weyant, Robert J. Segrè, Ayellet V. Speliotes, Elizabeth K. Wheeler, Eleanor Soranzo, Nicole Park, Ju-Hyun Yang, Jian Gudbjartsson, Daniel Heard-Costa, Nancy L. Randall, Joshua C. Qi, Lu Smith, Albert Vernon Mägi, Reedik Pastinen, Tomi Liang, Liming Heid, Iris M. Luan, Jian'an Thorleifsson, Gudmar Winkler, Thomas W. Goddard, Michael E. Lo, Ken Sin Palmer, Cameron Workalemahu, Tsegaselassie Aulchenko, Yurii S. Johansson, Åsa Zillikens, M.Carola Feitosa, Mary F. Esko, Tõnu Johnson, Toby Ketkar, Shamika Kraft, Peter Mangino, Massimo Prokopenko, Inga Absher, Devin Albrecht, Eva Ernst, Florian Glazer, Nicole L. Hayward, Caroline Hottenga, Jouke-Jan Jacobs, Kevin B. Knowles, Joshua W. Kutalik, Zoltán Monda, Keri L. Polasek, Ozren Preuss, Michael Rayner, Nigel W. Robertson, Neil R. Steinthorsdottir, Valgerdur Tyrer, Jonathan P. Voight, Benjamin F. Wiklund, Fredrik Xu, Jianfeng Zhao, Jing Hua Nyholt, Dale R. Pellikka, Niina Perola, Markus Perry, John R.B. Surakka, Ida Tammesoo, Mari-Liis Altmaier, Elizabeth L. Amin, Najaf Aspelund, Thor Bhangale, Tushar Boucher, Gabrielle Chasman, Daniel I. Chen, Constance Coin, Lachlan Cooper, Matthew N. Dixon, Anna L. Gibson, Quince Grundberg, Elin Hao, Ke Junttila, M. Juhani Kaplan, Lee M. Kettunen, Johannes König, Inke R. Kwan, Tony Lawrence, Robert W. Levinson, Douglas F. Lorentzon, Mattias McKnight, Barbara Morris, Andrew P. Müller, Martina Ngwa, Julius Suh Purcell, Shaun Rafelt, Suzanne Salem, Rany M. Salvi, Erika Sanna, Serena Shi, Jianxin Sovio, Ulla Thompson, John R. Turchin, Michael C. Vandenput, Liesbeth Verlaan, Dominique J. Vitart, Veronique White, Charles C. Ziegler, Andreas Almgren, Peter Balmforth, Anthony J. Campbell, Harry Citterio, Lorena De Grandi, Alessandro Dominiczak, Anna Duan, Jubao Elliott, Paul Elosua, Roberto Eriksson, Johan G. Freimer, Nelson B. Geus, Eco J.C. Glorioso, Nicola Haiqing, Shen Hartikainen, Anna-Liisa Havulinna, Aki S. Hicks, Andrew A. Hui, Jennie Igl, Wilmar Illig, Thomas Jula, Antti Kajantie, Eero Kilpeläinen, Tuomas O. Koiranen, Markku Kolcic, Ivana Koskinen, Seppo Kovacs, Peter Laitinen, Jaana Liu, Jianjun Lokki, Marja-Liisa Marusic, Ana Maschio, Andrea Meitinger, Thomas Mulas, Antonella Paré, Guillaume Parker, Alex N. Peden, John F. Petersmann, Astrid Pichler, Irene Pietiläinen, Kirsi H. Pouta, Anneli Ridderstråle, Martin Rotter, Jerome I. Sambrook, Jennifer G. Sanders, Alan R. Schmidt, Carsten Oliver Sinisalo, Juha Smit, Jan H. Stringham, Heather M. Walters, G.Bragi Widen, Elisabeth Wild, Sarah H. Willemsen, Gonneke Zagato, Laura Zgaga, Lina Zitting, Paavo Alavere, Helene Farrall, Martin McArdle, Wendy L. Nelis, Mari Peters, Marjolein J. Ripatti, Samuli van Meurs, Joyce B.J. Aben, Katja K. Ardlie, Kristin G Beckmann, Jacques S. Beilby, John P. Bergman, Richard N. Bergmann, Sven Collins, Francis S. Cusi, Daniele den Heijer, Martin Eiriksdottir, Gudny Gejman, Pablo V. Hall, Alistair S. Hamsten, Anders Huikuri, Heikki V. Iribarren, Carlos Kähönen, Mika Kaprio, Jaakko Kathiresan, Sekar Kiemeney, Lambertus Kocher, Thomas Launer, Lenore J. Lehtimäki, Terho Melander, Olle Mosley, Tom H. Musk, Arthur W. Nieminen, Markku S. O'Donnell, Christopher J. Ohlsson, Claes Oostra, Ben Palmer, Lyle J. Raitakari, Olli Ridker, Paul M. Rioux, John D. Rissanen, Aila Rivolta, Carlo Schunkert, Heribert Shuldiner, Alan R. Siscovick, David S. Stumvoll, Michael Tönjes, Anke Tuomilehto, Jaakko van Ommen, Gert-Jan Viikari, Jorma Heath, Andrew C. Martin, Nicholas G. Montgomery, Grant W. Province, Michael A. Kayser, Manfred Arnold, Alice M. Atwood, Larry D. Boerwinkle, Eric Chanock, Stephen J. Deloukas, Panos Gieger, Christian Grönberg, Henrik Hall, Per Hattersley, Andrew T. Hengstenberg, Christian Hoffman, Wolfgang Lathrop, G.Mark Salomaa, Veikko Schreiber, Stefan Uda, Manuela Waterworth, Dawn Wright, Alan F. Assimes, Themistocles L. Barroso, Inês Hofman, Albert Mohlke, Karen L. Boomsma, Dorret I. Caulfield, Mark J. Cupples, L.Adrienne Erdmann, Jeanette Fox, Caroline S. Gudnason, Vilmundur Gyllensten, Ulf Harris, Tamara B. Hayes, Richard B. Jarvelin, Marjo-Riitta Mooser, Vincent Munroe, Patricia B. Ouwehand, Willem H. Penninx, Brenda W. Pramstaller, Peter P. Quertermous, Thomas Rudan, Igor Samani, Nilesh J. Spector, Timothy D. Völzke, Henry Watkins, Hugh Wilson, James F. Groop, Leif C. Haritunians, Talin Hu, Frank B. Kaplan, Robert C. Metspalu, Andres North, Kari E. Schlessinger, David Wareham, Nicholas J. Hunter, David J. O'Connell, Jeffrey R. Strachan, David P. Wichmann, H.-Erich Borecki, Ingrid B. van Duijn, Cornelia M. Schadt, Eric E. Thorsteinsdottir, Unnur Peltonen, Leena Uitterlinden, André Visscher, Peter M. Chatterjee, Nilanjan Loos, Ruth J.F. Boehnke, Michael McCarthy, Mark I. Ingelsson, Erik Lindgren, Cecilia M. Abecasis, Gonçalo R. Stefansson, Kari Frayling, Timothy M. Hirschhorn, Joel N |
author_facet | Lango Allen, Hana Estrada, Karol Lettre, Guillaume Berndt, Sonja I. Weedon, Michael N. Rivadeneira, Fernando Willer, Cristen J. Jackson, Anne U. Vedantam, Sailaja Raychaudhuri, Soumya Ferreira, Teresa Wood, Andrew R. Weyant, Robert J. Segrè, Ayellet V. Speliotes, Elizabeth K. Wheeler, Eleanor Soranzo, Nicole Park, Ju-Hyun Yang, Jian Gudbjartsson, Daniel Heard-Costa, Nancy L. Randall, Joshua C. Qi, Lu Smith, Albert Vernon Mägi, Reedik Pastinen, Tomi Liang, Liming Heid, Iris M. Luan, Jian'an Thorleifsson, Gudmar Winkler, Thomas W. Goddard, Michael E. Lo, Ken Sin Palmer, Cameron Workalemahu, Tsegaselassie Aulchenko, Yurii S. Johansson, Åsa Zillikens, M.Carola Feitosa, Mary F. Esko, Tõnu Johnson, Toby Ketkar, Shamika Kraft, Peter Mangino, Massimo Prokopenko, Inga Absher, Devin Albrecht, Eva Ernst, Florian Glazer, Nicole L. Hayward, Caroline Hottenga, Jouke-Jan Jacobs, Kevin B. Knowles, Joshua W. Kutalik, Zoltán Monda, Keri L. Polasek, Ozren Preuss, Michael Rayner, Nigel W. Robertson, Neil R. Steinthorsdottir, Valgerdur Tyrer, Jonathan P. Voight, Benjamin F. Wiklund, Fredrik Xu, Jianfeng Zhao, Jing Hua Nyholt, Dale R. Pellikka, Niina Perola, Markus Perry, John R.B. Surakka, Ida Tammesoo, Mari-Liis Altmaier, Elizabeth L. Amin, Najaf Aspelund, Thor Bhangale, Tushar Boucher, Gabrielle Chasman, Daniel I. Chen, Constance Coin, Lachlan Cooper, Matthew N. Dixon, Anna L. Gibson, Quince Grundberg, Elin Hao, Ke Junttila, M. Juhani Kaplan, Lee M. Kettunen, Johannes König, Inke R. Kwan, Tony Lawrence, Robert W. Levinson, Douglas F. Lorentzon, Mattias McKnight, Barbara Morris, Andrew P. Müller, Martina Ngwa, Julius Suh Purcell, Shaun Rafelt, Suzanne Salem, Rany M. Salvi, Erika Sanna, Serena Shi, Jianxin Sovio, Ulla Thompson, John R. Turchin, Michael C. Vandenput, Liesbeth Verlaan, Dominique J. Vitart, Veronique White, Charles C. Ziegler, Andreas Almgren, Peter Balmforth, Anthony J. Campbell, Harry Citterio, Lorena De Grandi, Alessandro Dominiczak, Anna Duan, Jubao Elliott, Paul Elosua, Roberto Eriksson, Johan G. Freimer, Nelson B. Geus, Eco J.C. Glorioso, Nicola Haiqing, Shen Hartikainen, Anna-Liisa Havulinna, Aki S. Hicks, Andrew A. Hui, Jennie Igl, Wilmar Illig, Thomas Jula, Antti Kajantie, Eero Kilpeläinen, Tuomas O. Koiranen, Markku Kolcic, Ivana Koskinen, Seppo Kovacs, Peter Laitinen, Jaana Liu, Jianjun Lokki, Marja-Liisa Marusic, Ana Maschio, Andrea Meitinger, Thomas Mulas, Antonella Paré, Guillaume Parker, Alex N. Peden, John F. Petersmann, Astrid Pichler, Irene Pietiläinen, Kirsi H. Pouta, Anneli Ridderstråle, Martin Rotter, Jerome I. Sambrook, Jennifer G. Sanders, Alan R. Schmidt, Carsten Oliver Sinisalo, Juha Smit, Jan H. Stringham, Heather M. Walters, G.Bragi Widen, Elisabeth Wild, Sarah H. Willemsen, Gonneke Zagato, Laura Zgaga, Lina Zitting, Paavo Alavere, Helene Farrall, Martin McArdle, Wendy L. Nelis, Mari Peters, Marjolein J. Ripatti, Samuli van Meurs, Joyce B.J. Aben, Katja K. Ardlie, Kristin G Beckmann, Jacques S. Beilby, John P. Bergman, Richard N. Bergmann, Sven Collins, Francis S. Cusi, Daniele den Heijer, Martin Eiriksdottir, Gudny Gejman, Pablo V. Hall, Alistair S. Hamsten, Anders Huikuri, Heikki V. Iribarren, Carlos Kähönen, Mika Kaprio, Jaakko Kathiresan, Sekar Kiemeney, Lambertus Kocher, Thomas Launer, Lenore J. Lehtimäki, Terho Melander, Olle Mosley, Tom H. Musk, Arthur W. Nieminen, Markku S. O'Donnell, Christopher J. Ohlsson, Claes Oostra, Ben Palmer, Lyle J. Raitakari, Olli Ridker, Paul M. Rioux, John D. Rissanen, Aila Rivolta, Carlo Schunkert, Heribert Shuldiner, Alan R. Siscovick, David S. Stumvoll, Michael Tönjes, Anke Tuomilehto, Jaakko van Ommen, Gert-Jan Viikari, Jorma Heath, Andrew C. Martin, Nicholas G. Montgomery, Grant W. Province, Michael A. Kayser, Manfred Arnold, Alice M. Atwood, Larry D. Boerwinkle, Eric Chanock, Stephen J. Deloukas, Panos Gieger, Christian Grönberg, Henrik Hall, Per Hattersley, Andrew T. Hengstenberg, Christian Hoffman, Wolfgang Lathrop, G.Mark Salomaa, Veikko Schreiber, Stefan Uda, Manuela Waterworth, Dawn Wright, Alan F. Assimes, Themistocles L. Barroso, Inês Hofman, Albert Mohlke, Karen L. Boomsma, Dorret I. Caulfield, Mark J. Cupples, L.Adrienne Erdmann, Jeanette Fox, Caroline S. Gudnason, Vilmundur Gyllensten, Ulf Harris, Tamara B. Hayes, Richard B. Jarvelin, Marjo-Riitta Mooser, Vincent Munroe, Patricia B. Ouwehand, Willem H. Penninx, Brenda W. Pramstaller, Peter P. Quertermous, Thomas Rudan, Igor Samani, Nilesh J. Spector, Timothy D. Völzke, Henry Watkins, Hugh Wilson, James F. Groop, Leif C. Haritunians, Talin Hu, Frank B. Kaplan, Robert C. Metspalu, Andres North, Kari E. Schlessinger, David Wareham, Nicholas J. Hunter, David J. O'Connell, Jeffrey R. Strachan, David P. Wichmann, H.-Erich Borecki, Ingrid B. van Duijn, Cornelia M. Schadt, Eric E. Thorsteinsdottir, Unnur Peltonen, Leena Uitterlinden, André Visscher, Peter M. Chatterjee, Nilanjan Loos, Ruth J.F. Boehnke, Michael McCarthy, Mark I. Ingelsson, Erik Lindgren, Cecilia M. Abecasis, Gonçalo R. Stefansson, Kari Frayling, Timothy M. Hirschhorn, Joel N |
author_sort | Lango Allen, Hana |
collection | PubMed |
description | Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence phenotype. Genome-wide association (GWA) studies have identified >600 variants associated with human traits1, but these typically explain small fractions of phenotypic variation, raising questions about the utility of further studies. Here, using 183,727 individuals, we show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait2,3. The large number of loci reveals patterns with important implications for genetic studies of common human diseases and traits. First, the 180 loci are not random, but instead are enriched for genes that are connected in biological pathways (P=0.016), and that underlie skeletal growth defects (P<0.001). Second, the likely causal gene is often located near the most strongly associated variant: in 13 of 21 loci containing a known skeletal growth gene, that gene was closest to the associated variant. Third, at least 19 loci have multiple independently associated variants, suggesting that allelic heterogeneity is a frequent feature of polygenic traits, that comprehensive explorations of already-discovered loci should discover additional variants, and that an appreciable fraction of associated loci may have been identified. Fourth, associated variants are enriched for likely functional effects on genes, being over-represented amongst variants that alter amino acid structure of proteins and expression levels of nearby genes. Our data explain ∼10% of the phenotypic variation in height, and we estimate that unidentified common variants of similar effect sizes would increase this figure to ∼16% of phenotypic variation (∼20% of heritable variation). Although additional approaches are needed to fully dissect the genetic architecture of polygenic human traits, our findings indicate that GWA studies can identify large numbers of loci that implicate biologically relevant genes and pathways. |
format | Text |
id | pubmed-2955183 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
record_format | MEDLINE/PubMed |
spelling | pubmed-29551832011-04-14 Hundreds of variants clustered in genomic loci and biological pathways affect human height Lango Allen, Hana Estrada, Karol Lettre, Guillaume Berndt, Sonja I. Weedon, Michael N. Rivadeneira, Fernando Willer, Cristen J. Jackson, Anne U. Vedantam, Sailaja Raychaudhuri, Soumya Ferreira, Teresa Wood, Andrew R. Weyant, Robert J. Segrè, Ayellet V. Speliotes, Elizabeth K. Wheeler, Eleanor Soranzo, Nicole Park, Ju-Hyun Yang, Jian Gudbjartsson, Daniel Heard-Costa, Nancy L. Randall, Joshua C. Qi, Lu Smith, Albert Vernon Mägi, Reedik Pastinen, Tomi Liang, Liming Heid, Iris M. Luan, Jian'an Thorleifsson, Gudmar Winkler, Thomas W. Goddard, Michael E. Lo, Ken Sin Palmer, Cameron Workalemahu, Tsegaselassie Aulchenko, Yurii S. Johansson, Åsa Zillikens, M.Carola Feitosa, Mary F. Esko, Tõnu Johnson, Toby Ketkar, Shamika Kraft, Peter Mangino, Massimo Prokopenko, Inga Absher, Devin Albrecht, Eva Ernst, Florian Glazer, Nicole L. Hayward, Caroline Hottenga, Jouke-Jan Jacobs, Kevin B. Knowles, Joshua W. Kutalik, Zoltán Monda, Keri L. Polasek, Ozren Preuss, Michael Rayner, Nigel W. Robertson, Neil R. Steinthorsdottir, Valgerdur Tyrer, Jonathan P. Voight, Benjamin F. Wiklund, Fredrik Xu, Jianfeng Zhao, Jing Hua Nyholt, Dale R. Pellikka, Niina Perola, Markus Perry, John R.B. Surakka, Ida Tammesoo, Mari-Liis Altmaier, Elizabeth L. Amin, Najaf Aspelund, Thor Bhangale, Tushar Boucher, Gabrielle Chasman, Daniel I. Chen, Constance Coin, Lachlan Cooper, Matthew N. Dixon, Anna L. Gibson, Quince Grundberg, Elin Hao, Ke Junttila, M. Juhani Kaplan, Lee M. Kettunen, Johannes König, Inke R. Kwan, Tony Lawrence, Robert W. Levinson, Douglas F. Lorentzon, Mattias McKnight, Barbara Morris, Andrew P. Müller, Martina Ngwa, Julius Suh Purcell, Shaun Rafelt, Suzanne Salem, Rany M. Salvi, Erika Sanna, Serena Shi, Jianxin Sovio, Ulla Thompson, John R. Turchin, Michael C. Vandenput, Liesbeth Verlaan, Dominique J. Vitart, Veronique White, Charles C. Ziegler, Andreas Almgren, Peter Balmforth, Anthony J. Campbell, Harry Citterio, Lorena De Grandi, Alessandro Dominiczak, Anna Duan, Jubao Elliott, Paul Elosua, Roberto Eriksson, Johan G. Freimer, Nelson B. Geus, Eco J.C. Glorioso, Nicola Haiqing, Shen Hartikainen, Anna-Liisa Havulinna, Aki S. Hicks, Andrew A. Hui, Jennie Igl, Wilmar Illig, Thomas Jula, Antti Kajantie, Eero Kilpeläinen, Tuomas O. Koiranen, Markku Kolcic, Ivana Koskinen, Seppo Kovacs, Peter Laitinen, Jaana Liu, Jianjun Lokki, Marja-Liisa Marusic, Ana Maschio, Andrea Meitinger, Thomas Mulas, Antonella Paré, Guillaume Parker, Alex N. Peden, John F. Petersmann, Astrid Pichler, Irene Pietiläinen, Kirsi H. Pouta, Anneli Ridderstråle, Martin Rotter, Jerome I. Sambrook, Jennifer G. Sanders, Alan R. Schmidt, Carsten Oliver Sinisalo, Juha Smit, Jan H. Stringham, Heather M. Walters, G.Bragi Widen, Elisabeth Wild, Sarah H. Willemsen, Gonneke Zagato, Laura Zgaga, Lina Zitting, Paavo Alavere, Helene Farrall, Martin McArdle, Wendy L. Nelis, Mari Peters, Marjolein J. Ripatti, Samuli van Meurs, Joyce B.J. Aben, Katja K. Ardlie, Kristin G Beckmann, Jacques S. Beilby, John P. Bergman, Richard N. Bergmann, Sven Collins, Francis S. Cusi, Daniele den Heijer, Martin Eiriksdottir, Gudny Gejman, Pablo V. Hall, Alistair S. Hamsten, Anders Huikuri, Heikki V. Iribarren, Carlos Kähönen, Mika Kaprio, Jaakko Kathiresan, Sekar Kiemeney, Lambertus Kocher, Thomas Launer, Lenore J. Lehtimäki, Terho Melander, Olle Mosley, Tom H. Musk, Arthur W. Nieminen, Markku S. O'Donnell, Christopher J. Ohlsson, Claes Oostra, Ben Palmer, Lyle J. Raitakari, Olli Ridker, Paul M. Rioux, John D. Rissanen, Aila Rivolta, Carlo Schunkert, Heribert Shuldiner, Alan R. Siscovick, David S. Stumvoll, Michael Tönjes, Anke Tuomilehto, Jaakko van Ommen, Gert-Jan Viikari, Jorma Heath, Andrew C. Martin, Nicholas G. Montgomery, Grant W. Province, Michael A. Kayser, Manfred Arnold, Alice M. Atwood, Larry D. Boerwinkle, Eric Chanock, Stephen J. Deloukas, Panos Gieger, Christian Grönberg, Henrik Hall, Per Hattersley, Andrew T. Hengstenberg, Christian Hoffman, Wolfgang Lathrop, G.Mark Salomaa, Veikko Schreiber, Stefan Uda, Manuela Waterworth, Dawn Wright, Alan F. Assimes, Themistocles L. Barroso, Inês Hofman, Albert Mohlke, Karen L. Boomsma, Dorret I. Caulfield, Mark J. Cupples, L.Adrienne Erdmann, Jeanette Fox, Caroline S. Gudnason, Vilmundur Gyllensten, Ulf Harris, Tamara B. Hayes, Richard B. Jarvelin, Marjo-Riitta Mooser, Vincent Munroe, Patricia B. Ouwehand, Willem H. Penninx, Brenda W. Pramstaller, Peter P. Quertermous, Thomas Rudan, Igor Samani, Nilesh J. Spector, Timothy D. Völzke, Henry Watkins, Hugh Wilson, James F. Groop, Leif C. Haritunians, Talin Hu, Frank B. Kaplan, Robert C. Metspalu, Andres North, Kari E. Schlessinger, David Wareham, Nicholas J. Hunter, David J. O'Connell, Jeffrey R. Strachan, David P. Wichmann, H.-Erich Borecki, Ingrid B. van Duijn, Cornelia M. Schadt, Eric E. Thorsteinsdottir, Unnur Peltonen, Leena Uitterlinden, André Visscher, Peter M. Chatterjee, Nilanjan Loos, Ruth J.F. Boehnke, Michael McCarthy, Mark I. Ingelsson, Erik Lindgren, Cecilia M. Abecasis, Gonçalo R. Stefansson, Kari Frayling, Timothy M. Hirschhorn, Joel N Nature Article Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence phenotype. Genome-wide association (GWA) studies have identified >600 variants associated with human traits1, but these typically explain small fractions of phenotypic variation, raising questions about the utility of further studies. Here, using 183,727 individuals, we show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait2,3. The large number of loci reveals patterns with important implications for genetic studies of common human diseases and traits. First, the 180 loci are not random, but instead are enriched for genes that are connected in biological pathways (P=0.016), and that underlie skeletal growth defects (P<0.001). Second, the likely causal gene is often located near the most strongly associated variant: in 13 of 21 loci containing a known skeletal growth gene, that gene was closest to the associated variant. Third, at least 19 loci have multiple independently associated variants, suggesting that allelic heterogeneity is a frequent feature of polygenic traits, that comprehensive explorations of already-discovered loci should discover additional variants, and that an appreciable fraction of associated loci may have been identified. Fourth, associated variants are enriched for likely functional effects on genes, being over-represented amongst variants that alter amino acid structure of proteins and expression levels of nearby genes. Our data explain ∼10% of the phenotypic variation in height, and we estimate that unidentified common variants of similar effect sizes would increase this figure to ∼16% of phenotypic variation (∼20% of heritable variation). Although additional approaches are needed to fully dissect the genetic architecture of polygenic human traits, our findings indicate that GWA studies can identify large numbers of loci that implicate biologically relevant genes and pathways. 2010-09-29 2010-10-14 /pmc/articles/PMC2955183/ /pubmed/20881960 http://dx.doi.org/10.1038/nature09410 Text en Users may view, print, copy, download and text and data- mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Lango Allen, Hana Estrada, Karol Lettre, Guillaume Berndt, Sonja I. Weedon, Michael N. Rivadeneira, Fernando Willer, Cristen J. Jackson, Anne U. Vedantam, Sailaja Raychaudhuri, Soumya Ferreira, Teresa Wood, Andrew R. Weyant, Robert J. Segrè, Ayellet V. Speliotes, Elizabeth K. Wheeler, Eleanor Soranzo, Nicole Park, Ju-Hyun Yang, Jian Gudbjartsson, Daniel Heard-Costa, Nancy L. Randall, Joshua C. Qi, Lu Smith, Albert Vernon Mägi, Reedik Pastinen, Tomi Liang, Liming Heid, Iris M. Luan, Jian'an Thorleifsson, Gudmar Winkler, Thomas W. Goddard, Michael E. Lo, Ken Sin Palmer, Cameron Workalemahu, Tsegaselassie Aulchenko, Yurii S. Johansson, Åsa Zillikens, M.Carola Feitosa, Mary F. Esko, Tõnu Johnson, Toby Ketkar, Shamika Kraft, Peter Mangino, Massimo Prokopenko, Inga Absher, Devin Albrecht, Eva Ernst, Florian Glazer, Nicole L. Hayward, Caroline Hottenga, Jouke-Jan Jacobs, Kevin B. Knowles, Joshua W. Kutalik, Zoltán Monda, Keri L. Polasek, Ozren Preuss, Michael Rayner, Nigel W. Robertson, Neil R. Steinthorsdottir, Valgerdur Tyrer, Jonathan P. Voight, Benjamin F. Wiklund, Fredrik Xu, Jianfeng Zhao, Jing Hua Nyholt, Dale R. Pellikka, Niina Perola, Markus Perry, John R.B. Surakka, Ida Tammesoo, Mari-Liis Altmaier, Elizabeth L. Amin, Najaf Aspelund, Thor Bhangale, Tushar Boucher, Gabrielle Chasman, Daniel I. Chen, Constance Coin, Lachlan Cooper, Matthew N. Dixon, Anna L. Gibson, Quince Grundberg, Elin Hao, Ke Junttila, M. Juhani Kaplan, Lee M. Kettunen, Johannes König, Inke R. Kwan, Tony Lawrence, Robert W. Levinson, Douglas F. Lorentzon, Mattias McKnight, Barbara Morris, Andrew P. Müller, Martina Ngwa, Julius Suh Purcell, Shaun Rafelt, Suzanne Salem, Rany M. Salvi, Erika Sanna, Serena Shi, Jianxin Sovio, Ulla Thompson, John R. Turchin, Michael C. Vandenput, Liesbeth Verlaan, Dominique J. Vitart, Veronique White, Charles C. Ziegler, Andreas Almgren, Peter Balmforth, Anthony J. Campbell, Harry Citterio, Lorena De Grandi, Alessandro Dominiczak, Anna Duan, Jubao Elliott, Paul Elosua, Roberto Eriksson, Johan G. Freimer, Nelson B. Geus, Eco J.C. Glorioso, Nicola Haiqing, Shen Hartikainen, Anna-Liisa Havulinna, Aki S. Hicks, Andrew A. Hui, Jennie Igl, Wilmar Illig, Thomas Jula, Antti Kajantie, Eero Kilpeläinen, Tuomas O. Koiranen, Markku Kolcic, Ivana Koskinen, Seppo Kovacs, Peter Laitinen, Jaana Liu, Jianjun Lokki, Marja-Liisa Marusic, Ana Maschio, Andrea Meitinger, Thomas Mulas, Antonella Paré, Guillaume Parker, Alex N. Peden, John F. Petersmann, Astrid Pichler, Irene Pietiläinen, Kirsi H. Pouta, Anneli Ridderstråle, Martin Rotter, Jerome I. Sambrook, Jennifer G. Sanders, Alan R. Schmidt, Carsten Oliver Sinisalo, Juha Smit, Jan H. Stringham, Heather M. Walters, G.Bragi Widen, Elisabeth Wild, Sarah H. Willemsen, Gonneke Zagato, Laura Zgaga, Lina Zitting, Paavo Alavere, Helene Farrall, Martin McArdle, Wendy L. Nelis, Mari Peters, Marjolein J. Ripatti, Samuli van Meurs, Joyce B.J. Aben, Katja K. Ardlie, Kristin G Beckmann, Jacques S. Beilby, John P. Bergman, Richard N. Bergmann, Sven Collins, Francis S. Cusi, Daniele den Heijer, Martin Eiriksdottir, Gudny Gejman, Pablo V. Hall, Alistair S. Hamsten, Anders Huikuri, Heikki V. Iribarren, Carlos Kähönen, Mika Kaprio, Jaakko Kathiresan, Sekar Kiemeney, Lambertus Kocher, Thomas Launer, Lenore J. Lehtimäki, Terho Melander, Olle Mosley, Tom H. Musk, Arthur W. Nieminen, Markku S. O'Donnell, Christopher J. Ohlsson, Claes Oostra, Ben Palmer, Lyle J. Raitakari, Olli Ridker, Paul M. Rioux, John D. Rissanen, Aila Rivolta, Carlo Schunkert, Heribert Shuldiner, Alan R. Siscovick, David S. Stumvoll, Michael Tönjes, Anke Tuomilehto, Jaakko van Ommen, Gert-Jan Viikari, Jorma Heath, Andrew C. Martin, Nicholas G. Montgomery, Grant W. Province, Michael A. Kayser, Manfred Arnold, Alice M. Atwood, Larry D. Boerwinkle, Eric Chanock, Stephen J. Deloukas, Panos Gieger, Christian Grönberg, Henrik Hall, Per Hattersley, Andrew T. Hengstenberg, Christian Hoffman, Wolfgang Lathrop, G.Mark Salomaa, Veikko Schreiber, Stefan Uda, Manuela Waterworth, Dawn Wright, Alan F. Assimes, Themistocles L. Barroso, Inês Hofman, Albert Mohlke, Karen L. Boomsma, Dorret I. Caulfield, Mark J. Cupples, L.Adrienne Erdmann, Jeanette Fox, Caroline S. Gudnason, Vilmundur Gyllensten, Ulf Harris, Tamara B. Hayes, Richard B. Jarvelin, Marjo-Riitta Mooser, Vincent Munroe, Patricia B. Ouwehand, Willem H. Penninx, Brenda W. Pramstaller, Peter P. Quertermous, Thomas Rudan, Igor Samani, Nilesh J. Spector, Timothy D. Völzke, Henry Watkins, Hugh Wilson, James F. Groop, Leif C. Haritunians, Talin Hu, Frank B. Kaplan, Robert C. Metspalu, Andres North, Kari E. Schlessinger, David Wareham, Nicholas J. Hunter, David J. O'Connell, Jeffrey R. Strachan, David P. Wichmann, H.-Erich Borecki, Ingrid B. van Duijn, Cornelia M. Schadt, Eric E. Thorsteinsdottir, Unnur Peltonen, Leena Uitterlinden, André Visscher, Peter M. Chatterjee, Nilanjan Loos, Ruth J.F. Boehnke, Michael McCarthy, Mark I. Ingelsson, Erik Lindgren, Cecilia M. Abecasis, Gonçalo R. Stefansson, Kari Frayling, Timothy M. Hirschhorn, Joel N Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title | Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title_full | Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title_fullStr | Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title_full_unstemmed | Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title_short | Hundreds of variants clustered in genomic loci and biological pathways affect human height |
title_sort | hundreds of variants clustered in genomic loci and biological pathways affect human height |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955183/ https://www.ncbi.nlm.nih.gov/pubmed/20881960 http://dx.doi.org/10.1038/nature09410 |
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