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Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls

Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associa...

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Autores principales: Flannick, Jason, Mercader, Josep M., Fuchsberger, Christian, Udler, Miriam S., Mahajan, Anubha, Wessel, Jennifer, Teslovich, Tanya M., Caulkins, Lizz, Koesterer, Ryan, Barajas-Olmos, Francisco, Blackwell, Thomas W., Boerwinkle, Eric, Brody, Jennifer A., Centeno-Cruz, Federico, Chen, Ling, Chen, Siying, Contreras-Cubas, Cecilia, Córdova, Emilio, Correa, Adolfo, Cortes, Maria, DeFronzo, Ralph A., Dolan, Lawrence, Drews, Kimberly L., Elliott, Amanda, Floyd, James S., Gabriel, Stacey, Garay-Sevilla, Maria Eugenia, García-Ortiz, Humberto, Gross, Myron, Han, Sohee, Heard-Costa, Nancy L., Jackson, Anne U., Jørgensen, Marit E., Kang, Hyun Min, Kelsey, Megan, Kim, Bong-Jo, Koistinen, Heikki A., Kuusisto, Johanna, Leader, Joseph B., Linneberg, Allan, Liu, Ching-Ti, Liu, Jianjun, Lyssenko, Valeriya, Manning, Alisa K., Marcketta, Anthony, Malacara-Hernandez, Juan Manuel, Martínez-Hernández, Angélica, Matsuo, Karen, Mayer-Davis, Elizabeth, Mendoza-Caamal, Elvia, Mohlke, Karen L., Morrison, Alanna C., Ndungu, Anne, Ng, Maggie C. Y., O’Dushlaine, Colm, Payne, Anthony J., Pihoker, Catherine, Post, Wendy S., Preuss, Michael, Psaty, Bruce M., Vasan, Ramachandran S., Rayner, N. William, Reiner, Alexander P., Revilla-Monsalve, Cristina, Robertson, Neil R., Santoro, Nicola, Schurmann, Claudia, So, Wing Yee, Soberón, Xavier, Stringham, Heather M., Strom, Tim M., Tam, Claudia H. T., Thameem, Farook, Tomlinson, Brian, Torres, Jason M., Tracy, Russell P., van Dam, Rob M., Vujkovic, Marijana, Wang, Shuai, Welch, Ryan P., Witte, Daniel R., Wong, Tien-Yin, Atzmon, Gil, Barzilai, Nir, Blangero, John, Bonnycastle, Lori L., Bowden, Donald W., Chambers, John C., Chan, Edmund, Cheng, Ching-Yu, Cho, Yoon Shin, Collins, Francis S., de Vries, Paul S., Duggirala, Ravindranath, Glaser, Benjamin, Gonzalez, Clicerio, Gonzalez, Ma Elena, Groop, Leif, Kooner, Jaspal Singh, Kwak, Soo Heon, Laakso, Markku, Lehman, Donna M., Nilsson, Peter, Spector, Timothy D., Tai, E. Shyong, Tuomi, Tiinamaija, Tuomilehto, Jaakko, Wilson, James G., Aguilar-Salinas, Carlos A., Bottinger, Erwin, Burke, Brian, Carey, David J., Chan, Juliana C. N., Dupuis, Josée, Frossard, Philippe, Heckbert, Susan R., Hwang, Mi Yeong, Kim, Young Jin, Kirchner, H. Lester, Lee, Jong-Young, Lee, Juyoung, Loos, Ruth J. F., Ma, Ronald C. W., Morris, Andrew D., O’Donnell, Christopher J., Palmer, Colin N. A., Pankow, James, Park, Kyong Soo, Rasheed, Asif, Saleheen, Danish, Sim, Xueling, Small, Kerrin S., Teo, Yik Ying, Haiman, Christopher, Hanis, Craig L., Henderson, Brian E., Orozco, Lorena, Tusié-Luna, Teresa, Dewey, Frederick E., Baras, Aris, Gieger, Christian, Meitinger, Thomas, Strauch, Konstantin, Lange, Leslie, Grarup, Niels, Hansen, Torben, Pedersen, Oluf, Zeitler, Philip, Dabelea, Dana, Abecasis, Goncalo, Bell, Graeme I., Cox, Nancy J., Seielstad, Mark, Sladek, Rob, Meigs, James B., Rich, Steve S., Rotter, Jerome I., Altshuler, David, Burtt, Noël P., Scott, Laura J., Morris, Andrew P., Florez, Jose C., McCarthy, Mark I., Boehnke, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6699738/
https://www.ncbi.nlm.nih.gov/pubmed/31118516
http://dx.doi.org/10.1038/s41586-019-1231-2
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author Flannick, Jason
Mercader, Josep M.
Fuchsberger, Christian
Udler, Miriam S.
Mahajan, Anubha
Wessel, Jennifer
Teslovich, Tanya M.
Caulkins, Lizz
Koesterer, Ryan
Barajas-Olmos, Francisco
Blackwell, Thomas W.
Boerwinkle, Eric
Brody, Jennifer A.
Centeno-Cruz, Federico
Chen, Ling
Chen, Siying
Contreras-Cubas, Cecilia
Córdova, Emilio
Correa, Adolfo
Cortes, Maria
DeFronzo, Ralph A.
Dolan, Lawrence
Drews, Kimberly L.
Elliott, Amanda
Floyd, James S.
Gabriel, Stacey
Garay-Sevilla, Maria Eugenia
García-Ortiz, Humberto
Gross, Myron
Han, Sohee
Heard-Costa, Nancy L.
Jackson, Anne U.
Jørgensen, Marit E.
Kang, Hyun Min
Kelsey, Megan
Kim, Bong-Jo
Koistinen, Heikki A.
Kuusisto, Johanna
Leader, Joseph B.
Linneberg, Allan
Liu, Ching-Ti
Liu, Jianjun
Lyssenko, Valeriya
Manning, Alisa K.
Marcketta, Anthony
Malacara-Hernandez, Juan Manuel
Martínez-Hernández, Angélica
Matsuo, Karen
Mayer-Davis, Elizabeth
Mendoza-Caamal, Elvia
Mohlke, Karen L.
Morrison, Alanna C.
Ndungu, Anne
Ng, Maggie C. Y.
O’Dushlaine, Colm
Payne, Anthony J.
Pihoker, Catherine
Post, Wendy S.
Preuss, Michael
Psaty, Bruce M.
Vasan, Ramachandran S.
Rayner, N. William
Reiner, Alexander P.
Revilla-Monsalve, Cristina
Robertson, Neil R.
Santoro, Nicola
Schurmann, Claudia
So, Wing Yee
Soberón, Xavier
Stringham, Heather M.
Strom, Tim M.
Tam, Claudia H. T.
Thameem, Farook
Tomlinson, Brian
Torres, Jason M.
Tracy, Russell P.
van Dam, Rob M.
Vujkovic, Marijana
Wang, Shuai
Welch, Ryan P.
Witte, Daniel R.
Wong, Tien-Yin
Atzmon, Gil
Barzilai, Nir
Blangero, John
Bonnycastle, Lori L.
Bowden, Donald W.
Chambers, John C.
Chan, Edmund
Cheng, Ching-Yu
Cho, Yoon Shin
Collins, Francis S.
de Vries, Paul S.
Duggirala, Ravindranath
Glaser, Benjamin
Gonzalez, Clicerio
Gonzalez, Ma Elena
Groop, Leif
Kooner, Jaspal Singh
Kwak, Soo Heon
Laakso, Markku
Lehman, Donna M.
Nilsson, Peter
Spector, Timothy D.
Tai, E. Shyong
Tuomi, Tiinamaija
Tuomilehto, Jaakko
Wilson, James G.
Aguilar-Salinas, Carlos A.
Bottinger, Erwin
Burke, Brian
Carey, David J.
Chan, Juliana C. N.
Dupuis, Josée
Frossard, Philippe
Heckbert, Susan R.
Hwang, Mi Yeong
Kim, Young Jin
Kirchner, H. Lester
Lee, Jong-Young
Lee, Juyoung
Loos, Ruth J. F.
Ma, Ronald C. W.
Morris, Andrew D.
O’Donnell, Christopher J.
Palmer, Colin N. A.
Pankow, James
Park, Kyong Soo
Rasheed, Asif
Saleheen, Danish
Sim, Xueling
Small, Kerrin S.
Teo, Yik Ying
Haiman, Christopher
Hanis, Craig L.
Henderson, Brian E.
Orozco, Lorena
Tusié-Luna, Teresa
Dewey, Frederick E.
Baras, Aris
Gieger, Christian
Meitinger, Thomas
Strauch, Konstantin
Lange, Leslie
Grarup, Niels
Hansen, Torben
Pedersen, Oluf
Zeitler, Philip
Dabelea, Dana
Abecasis, Goncalo
Bell, Graeme I.
Cox, Nancy J.
Seielstad, Mark
Sladek, Rob
Meigs, James B.
Rich, Steve S.
Rotter, Jerome I.
Altshuler, David
Burtt, Noël P.
Scott, Laura J.
Morris, Andrew P.
Florez, Jose C.
McCarthy, Mark I.
Boehnke, Michael
author_facet Flannick, Jason
Mercader, Josep M.
Fuchsberger, Christian
Udler, Miriam S.
Mahajan, Anubha
Wessel, Jennifer
Teslovich, Tanya M.
Caulkins, Lizz
Koesterer, Ryan
Barajas-Olmos, Francisco
Blackwell, Thomas W.
Boerwinkle, Eric
Brody, Jennifer A.
Centeno-Cruz, Federico
Chen, Ling
Chen, Siying
Contreras-Cubas, Cecilia
Córdova, Emilio
Correa, Adolfo
Cortes, Maria
DeFronzo, Ralph A.
Dolan, Lawrence
Drews, Kimberly L.
Elliott, Amanda
Floyd, James S.
Gabriel, Stacey
Garay-Sevilla, Maria Eugenia
García-Ortiz, Humberto
Gross, Myron
Han, Sohee
Heard-Costa, Nancy L.
Jackson, Anne U.
Jørgensen, Marit E.
Kang, Hyun Min
Kelsey, Megan
Kim, Bong-Jo
Koistinen, Heikki A.
Kuusisto, Johanna
Leader, Joseph B.
Linneberg, Allan
Liu, Ching-Ti
Liu, Jianjun
Lyssenko, Valeriya
Manning, Alisa K.
Marcketta, Anthony
Malacara-Hernandez, Juan Manuel
Martínez-Hernández, Angélica
Matsuo, Karen
Mayer-Davis, Elizabeth
Mendoza-Caamal, Elvia
Mohlke, Karen L.
Morrison, Alanna C.
Ndungu, Anne
Ng, Maggie C. Y.
O’Dushlaine, Colm
Payne, Anthony J.
Pihoker, Catherine
Post, Wendy S.
Preuss, Michael
Psaty, Bruce M.
Vasan, Ramachandran S.
Rayner, N. William
Reiner, Alexander P.
Revilla-Monsalve, Cristina
Robertson, Neil R.
Santoro, Nicola
Schurmann, Claudia
So, Wing Yee
Soberón, Xavier
Stringham, Heather M.
Strom, Tim M.
Tam, Claudia H. T.
Thameem, Farook
Tomlinson, Brian
Torres, Jason M.
Tracy, Russell P.
van Dam, Rob M.
Vujkovic, Marijana
Wang, Shuai
Welch, Ryan P.
Witte, Daniel R.
Wong, Tien-Yin
Atzmon, Gil
Barzilai, Nir
Blangero, John
Bonnycastle, Lori L.
Bowden, Donald W.
Chambers, John C.
Chan, Edmund
Cheng, Ching-Yu
Cho, Yoon Shin
Collins, Francis S.
de Vries, Paul S.
Duggirala, Ravindranath
Glaser, Benjamin
Gonzalez, Clicerio
Gonzalez, Ma Elena
Groop, Leif
Kooner, Jaspal Singh
Kwak, Soo Heon
Laakso, Markku
Lehman, Donna M.
Nilsson, Peter
Spector, Timothy D.
Tai, E. Shyong
Tuomi, Tiinamaija
Tuomilehto, Jaakko
Wilson, James G.
Aguilar-Salinas, Carlos A.
Bottinger, Erwin
Burke, Brian
Carey, David J.
Chan, Juliana C. N.
Dupuis, Josée
Frossard, Philippe
Heckbert, Susan R.
Hwang, Mi Yeong
Kim, Young Jin
Kirchner, H. Lester
Lee, Jong-Young
Lee, Juyoung
Loos, Ruth J. F.
Ma, Ronald C. W.
Morris, Andrew D.
O’Donnell, Christopher J.
Palmer, Colin N. A.
Pankow, James
Park, Kyong Soo
Rasheed, Asif
Saleheen, Danish
Sim, Xueling
Small, Kerrin S.
Teo, Yik Ying
Haiman, Christopher
Hanis, Craig L.
Henderson, Brian E.
Orozco, Lorena
Tusié-Luna, Teresa
Dewey, Frederick E.
Baras, Aris
Gieger, Christian
Meitinger, Thomas
Strauch, Konstantin
Lange, Leslie
Grarup, Niels
Hansen, Torben
Pedersen, Oluf
Zeitler, Philip
Dabelea, Dana
Abecasis, Goncalo
Bell, Graeme I.
Cox, Nancy J.
Seielstad, Mark
Sladek, Rob
Meigs, James B.
Rich, Steve S.
Rotter, Jerome I.
Altshuler, David
Burtt, Noël P.
Scott, Laura J.
Morris, Andrew P.
Florez, Jose C.
McCarthy, Mark I.
Boehnke, Michael
author_sort Flannick, Jason
collection PubMed
description Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 × 10(−3)) and candidate genes from knockout mice (P = 5.2 × 10(−3)). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000–185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts.
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spelling pubmed-66997382019-08-23 Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls Flannick, Jason Mercader, Josep M. Fuchsberger, Christian Udler, Miriam S. Mahajan, Anubha Wessel, Jennifer Teslovich, Tanya M. Caulkins, Lizz Koesterer, Ryan Barajas-Olmos, Francisco Blackwell, Thomas W. Boerwinkle, Eric Brody, Jennifer A. Centeno-Cruz, Federico Chen, Ling Chen, Siying Contreras-Cubas, Cecilia Córdova, Emilio Correa, Adolfo Cortes, Maria DeFronzo, Ralph A. Dolan, Lawrence Drews, Kimberly L. Elliott, Amanda Floyd, James S. Gabriel, Stacey Garay-Sevilla, Maria Eugenia García-Ortiz, Humberto Gross, Myron Han, Sohee Heard-Costa, Nancy L. Jackson, Anne U. Jørgensen, Marit E. Kang, Hyun Min Kelsey, Megan Kim, Bong-Jo Koistinen, Heikki A. Kuusisto, Johanna Leader, Joseph B. Linneberg, Allan Liu, Ching-Ti Liu, Jianjun Lyssenko, Valeriya Manning, Alisa K. Marcketta, Anthony Malacara-Hernandez, Juan Manuel Martínez-Hernández, Angélica Matsuo, Karen Mayer-Davis, Elizabeth Mendoza-Caamal, Elvia Mohlke, Karen L. Morrison, Alanna C. Ndungu, Anne Ng, Maggie C. Y. O’Dushlaine, Colm Payne, Anthony J. Pihoker, Catherine Post, Wendy S. Preuss, Michael Psaty, Bruce M. Vasan, Ramachandran S. Rayner, N. William Reiner, Alexander P. Revilla-Monsalve, Cristina Robertson, Neil R. Santoro, Nicola Schurmann, Claudia So, Wing Yee Soberón, Xavier Stringham, Heather M. Strom, Tim M. Tam, Claudia H. T. Thameem, Farook Tomlinson, Brian Torres, Jason M. Tracy, Russell P. van Dam, Rob M. Vujkovic, Marijana Wang, Shuai Welch, Ryan P. Witte, Daniel R. Wong, Tien-Yin Atzmon, Gil Barzilai, Nir Blangero, John Bonnycastle, Lori L. Bowden, Donald W. Chambers, John C. Chan, Edmund Cheng, Ching-Yu Cho, Yoon Shin Collins, Francis S. de Vries, Paul S. Duggirala, Ravindranath Glaser, Benjamin Gonzalez, Clicerio Gonzalez, Ma Elena Groop, Leif Kooner, Jaspal Singh Kwak, Soo Heon Laakso, Markku Lehman, Donna M. Nilsson, Peter Spector, Timothy D. Tai, E. Shyong Tuomi, Tiinamaija Tuomilehto, Jaakko Wilson, James G. Aguilar-Salinas, Carlos A. Bottinger, Erwin Burke, Brian Carey, David J. Chan, Juliana C. N. Dupuis, Josée Frossard, Philippe Heckbert, Susan R. Hwang, Mi Yeong Kim, Young Jin Kirchner, H. Lester Lee, Jong-Young Lee, Juyoung Loos, Ruth J. F. Ma, Ronald C. W. Morris, Andrew D. O’Donnell, Christopher J. Palmer, Colin N. A. Pankow, James Park, Kyong Soo Rasheed, Asif Saleheen, Danish Sim, Xueling Small, Kerrin S. Teo, Yik Ying Haiman, Christopher Hanis, Craig L. Henderson, Brian E. Orozco, Lorena Tusié-Luna, Teresa Dewey, Frederick E. Baras, Aris Gieger, Christian Meitinger, Thomas Strauch, Konstantin Lange, Leslie Grarup, Niels Hansen, Torben Pedersen, Oluf Zeitler, Philip Dabelea, Dana Abecasis, Goncalo Bell, Graeme I. Cox, Nancy J. Seielstad, Mark Sladek, Rob Meigs, James B. Rich, Steve S. Rotter, Jerome I. Altshuler, David Burtt, Noël P. Scott, Laura J. Morris, Andrew P. Florez, Jose C. McCarthy, Mark I. Boehnke, Michael Nature Article Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 × 10(−3)) and candidate genes from knockout mice (P = 5.2 × 10(−3)). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000–185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts. Nature Publishing Group UK 2019-05-22 2019 /pmc/articles/PMC6699738/ /pubmed/31118516 http://dx.doi.org/10.1038/s41586-019-1231-2 Text en © The Author(s), under exclusive licence to Springer Nature Limited 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Flannick, Jason
Mercader, Josep M.
Fuchsberger, Christian
Udler, Miriam S.
Mahajan, Anubha
Wessel, Jennifer
Teslovich, Tanya M.
Caulkins, Lizz
Koesterer, Ryan
Barajas-Olmos, Francisco
Blackwell, Thomas W.
Boerwinkle, Eric
Brody, Jennifer A.
Centeno-Cruz, Federico
Chen, Ling
Chen, Siying
Contreras-Cubas, Cecilia
Córdova, Emilio
Correa, Adolfo
Cortes, Maria
DeFronzo, Ralph A.
Dolan, Lawrence
Drews, Kimberly L.
Elliott, Amanda
Floyd, James S.
Gabriel, Stacey
Garay-Sevilla, Maria Eugenia
García-Ortiz, Humberto
Gross, Myron
Han, Sohee
Heard-Costa, Nancy L.
Jackson, Anne U.
Jørgensen, Marit E.
Kang, Hyun Min
Kelsey, Megan
Kim, Bong-Jo
Koistinen, Heikki A.
Kuusisto, Johanna
Leader, Joseph B.
Linneberg, Allan
Liu, Ching-Ti
Liu, Jianjun
Lyssenko, Valeriya
Manning, Alisa K.
Marcketta, Anthony
Malacara-Hernandez, Juan Manuel
Martínez-Hernández, Angélica
Matsuo, Karen
Mayer-Davis, Elizabeth
Mendoza-Caamal, Elvia
Mohlke, Karen L.
Morrison, Alanna C.
Ndungu, Anne
Ng, Maggie C. Y.
O’Dushlaine, Colm
Payne, Anthony J.
Pihoker, Catherine
Post, Wendy S.
Preuss, Michael
Psaty, Bruce M.
Vasan, Ramachandran S.
Rayner, N. William
Reiner, Alexander P.
Revilla-Monsalve, Cristina
Robertson, Neil R.
Santoro, Nicola
Schurmann, Claudia
So, Wing Yee
Soberón, Xavier
Stringham, Heather M.
Strom, Tim M.
Tam, Claudia H. T.
Thameem, Farook
Tomlinson, Brian
Torres, Jason M.
Tracy, Russell P.
van Dam, Rob M.
Vujkovic, Marijana
Wang, Shuai
Welch, Ryan P.
Witte, Daniel R.
Wong, Tien-Yin
Atzmon, Gil
Barzilai, Nir
Blangero, John
Bonnycastle, Lori L.
Bowden, Donald W.
Chambers, John C.
Chan, Edmund
Cheng, Ching-Yu
Cho, Yoon Shin
Collins, Francis S.
de Vries, Paul S.
Duggirala, Ravindranath
Glaser, Benjamin
Gonzalez, Clicerio
Gonzalez, Ma Elena
Groop, Leif
Kooner, Jaspal Singh
Kwak, Soo Heon
Laakso, Markku
Lehman, Donna M.
Nilsson, Peter
Spector, Timothy D.
Tai, E. Shyong
Tuomi, Tiinamaija
Tuomilehto, Jaakko
Wilson, James G.
Aguilar-Salinas, Carlos A.
Bottinger, Erwin
Burke, Brian
Carey, David J.
Chan, Juliana C. N.
Dupuis, Josée
Frossard, Philippe
Heckbert, Susan R.
Hwang, Mi Yeong
Kim, Young Jin
Kirchner, H. Lester
Lee, Jong-Young
Lee, Juyoung
Loos, Ruth J. F.
Ma, Ronald C. W.
Morris, Andrew D.
O’Donnell, Christopher J.
Palmer, Colin N. A.
Pankow, James
Park, Kyong Soo
Rasheed, Asif
Saleheen, Danish
Sim, Xueling
Small, Kerrin S.
Teo, Yik Ying
Haiman, Christopher
Hanis, Craig L.
Henderson, Brian E.
Orozco, Lorena
Tusié-Luna, Teresa
Dewey, Frederick E.
Baras, Aris
Gieger, Christian
Meitinger, Thomas
Strauch, Konstantin
Lange, Leslie
Grarup, Niels
Hansen, Torben
Pedersen, Oluf
Zeitler, Philip
Dabelea, Dana
Abecasis, Goncalo
Bell, Graeme I.
Cox, Nancy J.
Seielstad, Mark
Sladek, Rob
Meigs, James B.
Rich, Steve S.
Rotter, Jerome I.
Altshuler, David
Burtt, Noël P.
Scott, Laura J.
Morris, Andrew P.
Florez, Jose C.
McCarthy, Mark I.
Boehnke, Michael
Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title_full Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title_fullStr Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title_full_unstemmed Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title_short Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
title_sort exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6699738/
https://www.ncbi.nlm.nih.gov/pubmed/31118516
http://dx.doi.org/10.1038/s41586-019-1231-2
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