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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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Autores principales: 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
Formato: Texto
Lenguaje:English
Publicado: 2010
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.
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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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AT whitecharlesc hundredsofvariantsclusteredingenomiclociandbiologicalpathwaysaffecthumanheight
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