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An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans

To characterize type 2 diabetes (T2D)-associated variation across the allele frequency spectrum, we conducted a meta-analysis of genome-wide association data from 26,676 T2D case and 132,532 control subjects of European ancestry after imputation using the 1000 Genomes multiethnic reference panel. Pr...

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Autores principales: Scott, Robert A., Scott, Laura J., Mägi, Reedik, Marullo, Letizia, Gaulton, Kyle J., Kaakinen, Marika, Pervjakova, Natalia, Pers, Tune H., Johnson, Andrew D., Eicher, John D., Jackson, Anne U., Ferreira, Teresa, Lee, Yeji, Ma, Clement, Steinthorsdottir, Valgerdur, Thorleifsson, Gudmar, Qi, Lu, Van Zuydam, Natalie R., Mahajan, Anubha, Chen, Han, Almgren, Peter, Voight, Ben F., Grallert, Harald, Müller-Nurasyid, Martina, Ried, Janina S., Rayner, Nigel W., Robertson, Neil, Karssen, Lennart C., van Leeuwen, Elisabeth M., Willems, Sara M., Fuchsberger, Christian, Kwan, Phoenix, Teslovich, Tanya M., Chanda, Pritam, Li, Man, Lu, Yingchang, Dina, Christian, Thuillier, Dorothee, Yengo, Loic, Jiang, Longda, Sparso, Thomas, Kestler, Hans A., Chheda, Himanshu, Eisele, Lewin, Gustafsson, Stefan, Frånberg, Mattias, Strawbridge, Rona J., Benediktsson, Rafn, Hreidarsson, Astradur B., Kong, Augustine, Sigurðsson, Gunnar, Kerrison, Nicola D., Luan, Jian'an, Liang, Liming, Meitinger, Thomas, Roden, Michael, Thorand, Barbara, Esko, Tõnu, Mihailov, Evelin, Fox, Caroline, Liu, Ching-Ti, Rybin, Denis, Isomaa, Bo, Lyssenko, Valeriya, Tuomi, Tiinamaija, Couper, David J., Pankow, James S., Grarup, Niels, Have, Christian T., Jørgensen, Marit E., Jørgensen, Torben, Linneberg, Allan, Cornelis, Marilyn C., van Dam, Rob M., Hunter, David J., Kraft, Peter, Sun, Qi, Edkins, Sarah, Owen, Katharine R., Perry, John R.B., Wood, Andrew R., Zeggini, Eleftheria, Tajes-Fernandes, Juan, Abecasis, Goncalo R., Bonnycastle, Lori L., Chines, Peter S., Stringham, Heather M., Koistinen, Heikki A., Kinnunen, Leena, Sennblad, Bengt, Mühleisen, Thomas W., Nöthen, Markus M., Pechlivanis, Sonali, Baldassarre, Damiano, Gertow, Karl, Humphries, Steve E., Tremoli, Elena, Klopp, Norman, Meyer, Julia, Steinbach, Gerald, Wennauer, Roman, Eriksson, Johan G., Mӓnnistö, Satu, Peltonen, Leena, Tikkanen, Emmi, Charpentier, Guillaume, Eury, Elodie, Lobbens, Stéphane, Gigante, Bruna, Leander, Karin, McLeod, Olga, Bottinger, Erwin P., Gottesman, Omri, Ruderfer, Douglas, Blüher, Matthias, Kovacs, Peter, Tonjes, Anke, Maruthur, Nisa M., Scapoli, Chiara, Erbel, Raimund, Jöckel, Karl-Heinz, Moebus, Susanne, de Faire, Ulf, Hamsten, Anders, Stumvoll, Michael, Deloukas, Panagiotis, Donnelly, Peter J., Frayling, Timothy M., Hattersley, Andrew T., Ripatti, Samuli, Salomaa, Veikko, Pedersen, Nancy L., Boehm, Bernhard O., Bergman, Richard N., Collins, Francis S., Mohlke, Karen L., Tuomilehto, Jaakko, Hansen, Torben, Pedersen, Oluf, Barroso, Inês, Lannfelt, Lars, Ingelsson, Erik, Lind, Lars, Lindgren, Cecilia M., Cauchi, Stephane, Froguel, Philippe, Loos, Ruth J.F., Balkau, Beverley, Boeing, Heiner, Franks, Paul W., Barricarte Gurrea, Aurelio, Palli, Domenico, van der Schouw, Yvonne T., Altshuler, David, Groop, Leif C., Langenberg, Claudia, Wareham, Nicholas J., Sijbrands, Eric, van Duijn, Cornelia M., Florez, Jose C., Meigs, James B., Boerwinkle, Eric, Gieger, Christian, Strauch, Konstantin, Metspalu, Andres, Morris, Andrew D., Palmer, Colin N.A., Hu, Frank B., Thorsteinsdottir, Unnur, Stefansson, Kari, Dupuis, Josée, Morris, Andrew P., Boehnke, Michael, McCarthy, Mark I., Prokopenko, Inga
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Diabetes Association 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5652602/
https://www.ncbi.nlm.nih.gov/pubmed/28566273
http://dx.doi.org/10.2337/db16-1253
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author Scott, Robert A.
Scott, Laura J.
Mägi, Reedik
Marullo, Letizia
Gaulton, Kyle J.
Kaakinen, Marika
Pervjakova, Natalia
Pers, Tune H.
Johnson, Andrew D.
Eicher, John D.
Jackson, Anne U.
Ferreira, Teresa
Lee, Yeji
Ma, Clement
Steinthorsdottir, Valgerdur
Thorleifsson, Gudmar
Qi, Lu
Van Zuydam, Natalie R.
Mahajan, Anubha
Chen, Han
Almgren, Peter
Voight, Ben F.
Grallert, Harald
Müller-Nurasyid, Martina
Ried, Janina S.
Rayner, Nigel W.
Robertson, Neil
Karssen, Lennart C.
van Leeuwen, Elisabeth M.
Willems, Sara M.
Fuchsberger, Christian
Kwan, Phoenix
Teslovich, Tanya M.
Chanda, Pritam
Li, Man
Lu, Yingchang
Dina, Christian
Thuillier, Dorothee
Yengo, Loic
Jiang, Longda
Sparso, Thomas
Kestler, Hans A.
Chheda, Himanshu
Eisele, Lewin
Gustafsson, Stefan
Frånberg, Mattias
Strawbridge, Rona J.
Benediktsson, Rafn
Hreidarsson, Astradur B.
Kong, Augustine
Sigurðsson, Gunnar
Kerrison, Nicola D.
Luan, Jian'an
Liang, Liming
Meitinger, Thomas
Roden, Michael
Thorand, Barbara
Esko, Tõnu
Mihailov, Evelin
Fox, Caroline
Liu, Ching-Ti
Rybin, Denis
Isomaa, Bo
Lyssenko, Valeriya
Tuomi, Tiinamaija
Couper, David J.
Pankow, James S.
Grarup, Niels
Have, Christian T.
Jørgensen, Marit E.
Jørgensen, Torben
Linneberg, Allan
Cornelis, Marilyn C.
van Dam, Rob M.
Hunter, David J.
Kraft, Peter
Sun, Qi
Edkins, Sarah
Owen, Katharine R.
Perry, John R.B.
Wood, Andrew R.
Zeggini, Eleftheria
Tajes-Fernandes, Juan
Abecasis, Goncalo R.
Bonnycastle, Lori L.
Chines, Peter S.
Stringham, Heather M.
Koistinen, Heikki A.
Kinnunen, Leena
Sennblad, Bengt
Mühleisen, Thomas W.
Nöthen, Markus M.
Pechlivanis, Sonali
Baldassarre, Damiano
Gertow, Karl
Humphries, Steve E.
Tremoli, Elena
Klopp, Norman
Meyer, Julia
Steinbach, Gerald
Wennauer, Roman
Eriksson, Johan G.
Mӓnnistö, Satu
Peltonen, Leena
Tikkanen, Emmi
Charpentier, Guillaume
Eury, Elodie
Lobbens, Stéphane
Gigante, Bruna
Leander, Karin
McLeod, Olga
Bottinger, Erwin P.
Gottesman, Omri
Ruderfer, Douglas
Blüher, Matthias
Kovacs, Peter
Tonjes, Anke
Maruthur, Nisa M.
Scapoli, Chiara
Erbel, Raimund
Jöckel, Karl-Heinz
Moebus, Susanne
de Faire, Ulf
Hamsten, Anders
Stumvoll, Michael
Deloukas, Panagiotis
Donnelly, Peter J.
Frayling, Timothy M.
Hattersley, Andrew T.
Ripatti, Samuli
Salomaa, Veikko
Pedersen, Nancy L.
Boehm, Bernhard O.
Bergman, Richard N.
Collins, Francis S.
Mohlke, Karen L.
Tuomilehto, Jaakko
Hansen, Torben
Pedersen, Oluf
Barroso, Inês
Lannfelt, Lars
Ingelsson, Erik
Lind, Lars
Lindgren, Cecilia M.
Cauchi, Stephane
Froguel, Philippe
Loos, Ruth J.F.
Balkau, Beverley
Boeing, Heiner
Franks, Paul W.
Barricarte Gurrea, Aurelio
Palli, Domenico
van der Schouw, Yvonne T.
Altshuler, David
Groop, Leif C.
Langenberg, Claudia
Wareham, Nicholas J.
Sijbrands, Eric
van Duijn, Cornelia M.
Florez, Jose C.
Meigs, James B.
Boerwinkle, Eric
Gieger, Christian
Strauch, Konstantin
Metspalu, Andres
Morris, Andrew D.
Palmer, Colin N.A.
Hu, Frank B.
Thorsteinsdottir, Unnur
Stefansson, Kari
Dupuis, Josée
Morris, Andrew P.
Boehnke, Michael
McCarthy, Mark I.
Prokopenko, Inga
author_facet Scott, Robert A.
Scott, Laura J.
Mägi, Reedik
Marullo, Letizia
Gaulton, Kyle J.
Kaakinen, Marika
Pervjakova, Natalia
Pers, Tune H.
Johnson, Andrew D.
Eicher, John D.
Jackson, Anne U.
Ferreira, Teresa
Lee, Yeji
Ma, Clement
Steinthorsdottir, Valgerdur
Thorleifsson, Gudmar
Qi, Lu
Van Zuydam, Natalie R.
Mahajan, Anubha
Chen, Han
Almgren, Peter
Voight, Ben F.
Grallert, Harald
Müller-Nurasyid, Martina
Ried, Janina S.
Rayner, Nigel W.
Robertson, Neil
Karssen, Lennart C.
van Leeuwen, Elisabeth M.
Willems, Sara M.
Fuchsberger, Christian
Kwan, Phoenix
Teslovich, Tanya M.
Chanda, Pritam
Li, Man
Lu, Yingchang
Dina, Christian
Thuillier, Dorothee
Yengo, Loic
Jiang, Longda
Sparso, Thomas
Kestler, Hans A.
Chheda, Himanshu
Eisele, Lewin
Gustafsson, Stefan
Frånberg, Mattias
Strawbridge, Rona J.
Benediktsson, Rafn
Hreidarsson, Astradur B.
Kong, Augustine
Sigurðsson, Gunnar
Kerrison, Nicola D.
Luan, Jian'an
Liang, Liming
Meitinger, Thomas
Roden, Michael
Thorand, Barbara
Esko, Tõnu
Mihailov, Evelin
Fox, Caroline
Liu, Ching-Ti
Rybin, Denis
Isomaa, Bo
Lyssenko, Valeriya
Tuomi, Tiinamaija
Couper, David J.
Pankow, James S.
Grarup, Niels
Have, Christian T.
Jørgensen, Marit E.
Jørgensen, Torben
Linneberg, Allan
Cornelis, Marilyn C.
van Dam, Rob M.
Hunter, David J.
Kraft, Peter
Sun, Qi
Edkins, Sarah
Owen, Katharine R.
Perry, John R.B.
Wood, Andrew R.
Zeggini, Eleftheria
Tajes-Fernandes, Juan
Abecasis, Goncalo R.
Bonnycastle, Lori L.
Chines, Peter S.
Stringham, Heather M.
Koistinen, Heikki A.
Kinnunen, Leena
Sennblad, Bengt
Mühleisen, Thomas W.
Nöthen, Markus M.
Pechlivanis, Sonali
Baldassarre, Damiano
Gertow, Karl
Humphries, Steve E.
Tremoli, Elena
Klopp, Norman
Meyer, Julia
Steinbach, Gerald
Wennauer, Roman
Eriksson, Johan G.
Mӓnnistö, Satu
Peltonen, Leena
Tikkanen, Emmi
Charpentier, Guillaume
Eury, Elodie
Lobbens, Stéphane
Gigante, Bruna
Leander, Karin
McLeod, Olga
Bottinger, Erwin P.
Gottesman, Omri
Ruderfer, Douglas
Blüher, Matthias
Kovacs, Peter
Tonjes, Anke
Maruthur, Nisa M.
Scapoli, Chiara
Erbel, Raimund
Jöckel, Karl-Heinz
Moebus, Susanne
de Faire, Ulf
Hamsten, Anders
Stumvoll, Michael
Deloukas, Panagiotis
Donnelly, Peter J.
Frayling, Timothy M.
Hattersley, Andrew T.
Ripatti, Samuli
Salomaa, Veikko
Pedersen, Nancy L.
Boehm, Bernhard O.
Bergman, Richard N.
Collins, Francis S.
Mohlke, Karen L.
Tuomilehto, Jaakko
Hansen, Torben
Pedersen, Oluf
Barroso, Inês
Lannfelt, Lars
Ingelsson, Erik
Lind, Lars
Lindgren, Cecilia M.
Cauchi, Stephane
Froguel, Philippe
Loos, Ruth J.F.
Balkau, Beverley
Boeing, Heiner
Franks, Paul W.
Barricarte Gurrea, Aurelio
Palli, Domenico
van der Schouw, Yvonne T.
Altshuler, David
Groop, Leif C.
Langenberg, Claudia
Wareham, Nicholas J.
Sijbrands, Eric
van Duijn, Cornelia M.
Florez, Jose C.
Meigs, James B.
Boerwinkle, Eric
Gieger, Christian
Strauch, Konstantin
Metspalu, Andres
Morris, Andrew D.
Palmer, Colin N.A.
Hu, Frank B.
Thorsteinsdottir, Unnur
Stefansson, Kari
Dupuis, Josée
Morris, Andrew P.
Boehnke, Michael
McCarthy, Mark I.
Prokopenko, Inga
author_sort Scott, Robert A.
collection PubMed
description To characterize type 2 diabetes (T2D)-associated variation across the allele frequency spectrum, we conducted a meta-analysis of genome-wide association data from 26,676 T2D case and 132,532 control subjects of European ancestry after imputation using the 1000 Genomes multiethnic reference panel. Promising association signals were followed up in additional data sets (of 14,545 or 7,397 T2D case and 38,994 or 71,604 control subjects). We identified 13 novel T2D-associated loci (P < 5 × 10(−8)), including variants near the GLP2R, GIP, and HLA-DQA1 genes. Our analysis brought the total number of independent T2D associations to 128 distinct signals at 113 loci. Despite substantially increased sample size and more complete coverage of low-frequency variation, all novel associations were driven by common single nucleotide variants. Credible sets of potentially causal variants were generally larger than those based on imputation with earlier reference panels, consistent with resolution of causal signals to common risk haplotypes. Stratification of T2D-associated loci based on T2D-related quantitative trait associations revealed tissue-specific enrichment of regulatory annotations in pancreatic islet enhancers for loci influencing insulin secretion and in adipocytes, monocytes, and hepatocytes for insulin action–associated loci. These findings highlight the predominant role played by common variants of modest effect and the diversity of biological mechanisms influencing T2D pathophysiology.
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spelling pubmed-56526022018-05-01 An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans Scott, Robert A. Scott, Laura J. Mägi, Reedik Marullo, Letizia Gaulton, Kyle J. Kaakinen, Marika Pervjakova, Natalia Pers, Tune H. Johnson, Andrew D. Eicher, John D. Jackson, Anne U. Ferreira, Teresa Lee, Yeji Ma, Clement Steinthorsdottir, Valgerdur Thorleifsson, Gudmar Qi, Lu Van Zuydam, Natalie R. Mahajan, Anubha Chen, Han Almgren, Peter Voight, Ben F. Grallert, Harald Müller-Nurasyid, Martina Ried, Janina S. Rayner, Nigel W. Robertson, Neil Karssen, Lennart C. van Leeuwen, Elisabeth M. Willems, Sara M. Fuchsberger, Christian Kwan, Phoenix Teslovich, Tanya M. Chanda, Pritam Li, Man Lu, Yingchang Dina, Christian Thuillier, Dorothee Yengo, Loic Jiang, Longda Sparso, Thomas Kestler, Hans A. Chheda, Himanshu Eisele, Lewin Gustafsson, Stefan Frånberg, Mattias Strawbridge, Rona J. Benediktsson, Rafn Hreidarsson, Astradur B. Kong, Augustine Sigurðsson, Gunnar Kerrison, Nicola D. Luan, Jian'an Liang, Liming Meitinger, Thomas Roden, Michael Thorand, Barbara Esko, Tõnu Mihailov, Evelin Fox, Caroline Liu, Ching-Ti Rybin, Denis Isomaa, Bo Lyssenko, Valeriya Tuomi, Tiinamaija Couper, David J. Pankow, James S. Grarup, Niels Have, Christian T. Jørgensen, Marit E. Jørgensen, Torben Linneberg, Allan Cornelis, Marilyn C. van Dam, Rob M. Hunter, David J. Kraft, Peter Sun, Qi Edkins, Sarah Owen, Katharine R. Perry, John R.B. Wood, Andrew R. Zeggini, Eleftheria Tajes-Fernandes, Juan Abecasis, Goncalo R. Bonnycastle, Lori L. Chines, Peter S. Stringham, Heather M. Koistinen, Heikki A. Kinnunen, Leena Sennblad, Bengt Mühleisen, Thomas W. Nöthen, Markus M. Pechlivanis, Sonali Baldassarre, Damiano Gertow, Karl Humphries, Steve E. Tremoli, Elena Klopp, Norman Meyer, Julia Steinbach, Gerald Wennauer, Roman Eriksson, Johan G. Mӓnnistö, Satu Peltonen, Leena Tikkanen, Emmi Charpentier, Guillaume Eury, Elodie Lobbens, Stéphane Gigante, Bruna Leander, Karin McLeod, Olga Bottinger, Erwin P. Gottesman, Omri Ruderfer, Douglas Blüher, Matthias Kovacs, Peter Tonjes, Anke Maruthur, Nisa M. Scapoli, Chiara Erbel, Raimund Jöckel, Karl-Heinz Moebus, Susanne de Faire, Ulf Hamsten, Anders Stumvoll, Michael Deloukas, Panagiotis Donnelly, Peter J. Frayling, Timothy M. Hattersley, Andrew T. Ripatti, Samuli Salomaa, Veikko Pedersen, Nancy L. Boehm, Bernhard O. Bergman, Richard N. Collins, Francis S. Mohlke, Karen L. Tuomilehto, Jaakko Hansen, Torben Pedersen, Oluf Barroso, Inês Lannfelt, Lars Ingelsson, Erik Lind, Lars Lindgren, Cecilia M. Cauchi, Stephane Froguel, Philippe Loos, Ruth J.F. Balkau, Beverley Boeing, Heiner Franks, Paul W. Barricarte Gurrea, Aurelio Palli, Domenico van der Schouw, Yvonne T. Altshuler, David Groop, Leif C. Langenberg, Claudia Wareham, Nicholas J. Sijbrands, Eric van Duijn, Cornelia M. Florez, Jose C. Meigs, James B. Boerwinkle, Eric Gieger, Christian Strauch, Konstantin Metspalu, Andres Morris, Andrew D. Palmer, Colin N.A. Hu, Frank B. Thorsteinsdottir, Unnur Stefansson, Kari Dupuis, Josée Morris, Andrew P. Boehnke, Michael McCarthy, Mark I. Prokopenko, Inga Diabetes Genetics/Genomes/Proteomics/Metabolomics To characterize type 2 diabetes (T2D)-associated variation across the allele frequency spectrum, we conducted a meta-analysis of genome-wide association data from 26,676 T2D case and 132,532 control subjects of European ancestry after imputation using the 1000 Genomes multiethnic reference panel. Promising association signals were followed up in additional data sets (of 14,545 or 7,397 T2D case and 38,994 or 71,604 control subjects). We identified 13 novel T2D-associated loci (P < 5 × 10(−8)), including variants near the GLP2R, GIP, and HLA-DQA1 genes. Our analysis brought the total number of independent T2D associations to 128 distinct signals at 113 loci. Despite substantially increased sample size and more complete coverage of low-frequency variation, all novel associations were driven by common single nucleotide variants. Credible sets of potentially causal variants were generally larger than those based on imputation with earlier reference panels, consistent with resolution of causal signals to common risk haplotypes. Stratification of T2D-associated loci based on T2D-related quantitative trait associations revealed tissue-specific enrichment of regulatory annotations in pancreatic islet enhancers for loci influencing insulin secretion and in adipocytes, monocytes, and hepatocytes for insulin action–associated loci. These findings highlight the predominant role played by common variants of modest effect and the diversity of biological mechanisms influencing T2D pathophysiology. American Diabetes Association 2017-11 2017-05-31 /pmc/articles/PMC5652602/ /pubmed/28566273 http://dx.doi.org/10.2337/db16-1253 Text en © 2017 by the American Diabetes Association. http://www.diabetesjournals.org/content/licenseReaders may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered. More information is available at http://www.diabetesjournals.org/content/license.
spellingShingle Genetics/Genomes/Proteomics/Metabolomics
Scott, Robert A.
Scott, Laura J.
Mägi, Reedik
Marullo, Letizia
Gaulton, Kyle J.
Kaakinen, Marika
Pervjakova, Natalia
Pers, Tune H.
Johnson, Andrew D.
Eicher, John D.
Jackson, Anne U.
Ferreira, Teresa
Lee, Yeji
Ma, Clement
Steinthorsdottir, Valgerdur
Thorleifsson, Gudmar
Qi, Lu
Van Zuydam, Natalie R.
Mahajan, Anubha
Chen, Han
Almgren, Peter
Voight, Ben F.
Grallert, Harald
Müller-Nurasyid, Martina
Ried, Janina S.
Rayner, Nigel W.
Robertson, Neil
Karssen, Lennart C.
van Leeuwen, Elisabeth M.
Willems, Sara M.
Fuchsberger, Christian
Kwan, Phoenix
Teslovich, Tanya M.
Chanda, Pritam
Li, Man
Lu, Yingchang
Dina, Christian
Thuillier, Dorothee
Yengo, Loic
Jiang, Longda
Sparso, Thomas
Kestler, Hans A.
Chheda, Himanshu
Eisele, Lewin
Gustafsson, Stefan
Frånberg, Mattias
Strawbridge, Rona J.
Benediktsson, Rafn
Hreidarsson, Astradur B.
Kong, Augustine
Sigurðsson, Gunnar
Kerrison, Nicola D.
Luan, Jian'an
Liang, Liming
Meitinger, Thomas
Roden, Michael
Thorand, Barbara
Esko, Tõnu
Mihailov, Evelin
Fox, Caroline
Liu, Ching-Ti
Rybin, Denis
Isomaa, Bo
Lyssenko, Valeriya
Tuomi, Tiinamaija
Couper, David J.
Pankow, James S.
Grarup, Niels
Have, Christian T.
Jørgensen, Marit E.
Jørgensen, Torben
Linneberg, Allan
Cornelis, Marilyn C.
van Dam, Rob M.
Hunter, David J.
Kraft, Peter
Sun, Qi
Edkins, Sarah
Owen, Katharine R.
Perry, John R.B.
Wood, Andrew R.
Zeggini, Eleftheria
Tajes-Fernandes, Juan
Abecasis, Goncalo R.
Bonnycastle, Lori L.
Chines, Peter S.
Stringham, Heather M.
Koistinen, Heikki A.
Kinnunen, Leena
Sennblad, Bengt
Mühleisen, Thomas W.
Nöthen, Markus M.
Pechlivanis, Sonali
Baldassarre, Damiano
Gertow, Karl
Humphries, Steve E.
Tremoli, Elena
Klopp, Norman
Meyer, Julia
Steinbach, Gerald
Wennauer, Roman
Eriksson, Johan G.
Mӓnnistö, Satu
Peltonen, Leena
Tikkanen, Emmi
Charpentier, Guillaume
Eury, Elodie
Lobbens, Stéphane
Gigante, Bruna
Leander, Karin
McLeod, Olga
Bottinger, Erwin P.
Gottesman, Omri
Ruderfer, Douglas
Blüher, Matthias
Kovacs, Peter
Tonjes, Anke
Maruthur, Nisa M.
Scapoli, Chiara
Erbel, Raimund
Jöckel, Karl-Heinz
Moebus, Susanne
de Faire, Ulf
Hamsten, Anders
Stumvoll, Michael
Deloukas, Panagiotis
Donnelly, Peter J.
Frayling, Timothy M.
Hattersley, Andrew T.
Ripatti, Samuli
Salomaa, Veikko
Pedersen, Nancy L.
Boehm, Bernhard O.
Bergman, Richard N.
Collins, Francis S.
Mohlke, Karen L.
Tuomilehto, Jaakko
Hansen, Torben
Pedersen, Oluf
Barroso, Inês
Lannfelt, Lars
Ingelsson, Erik
Lind, Lars
Lindgren, Cecilia M.
Cauchi, Stephane
Froguel, Philippe
Loos, Ruth J.F.
Balkau, Beverley
Boeing, Heiner
Franks, Paul W.
Barricarte Gurrea, Aurelio
Palli, Domenico
van der Schouw, Yvonne T.
Altshuler, David
Groop, Leif C.
Langenberg, Claudia
Wareham, Nicholas J.
Sijbrands, Eric
van Duijn, Cornelia M.
Florez, Jose C.
Meigs, James B.
Boerwinkle, Eric
Gieger, Christian
Strauch, Konstantin
Metspalu, Andres
Morris, Andrew D.
Palmer, Colin N.A.
Hu, Frank B.
Thorsteinsdottir, Unnur
Stefansson, Kari
Dupuis, Josée
Morris, Andrew P.
Boehnke, Michael
McCarthy, Mark I.
Prokopenko, Inga
An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title_full An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title_fullStr An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title_full_unstemmed An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title_short An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans
title_sort expanded genome-wide association study of type 2 diabetes in europeans
topic Genetics/Genomes/Proteomics/Metabolomics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5652602/
https://www.ncbi.nlm.nih.gov/pubmed/28566273
http://dx.doi.org/10.2337/db16-1253
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