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A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants

Advanced age-related macular degeneration (AMD) is the leading cause of blindness in the elderly with limited therapeutic options. Here, we report on a study of >12 million variants including 163,714 directly genotyped, most rare, protein-altering variant. Analyzing 16,144 patients and 17,832 con...

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Autores principales: Fritsche, Lars G., Igl, Wilmar, Cooke Bailey, Jessica N., Grassmann, Felix, Sengupta, Sebanti, Bragg-Gresham, Jennifer L., Burdon, Kathryn P., Hebbring, Scott J., Wen, Cindy, Gorski, Mathias, Kim, Ivana K., Cho, David, Zack, Donald, Souied, Eric, Scholl, Hendrik P. N., Bala, Elisa, Lee, Kristine E., Hunter, David J., Sardell, Rebecca J., Mitchell, Paul, Merriam, Joanna E., Cipriani, Valentina, Hoffman, Joshua D., Schick, Tina, Lechanteur, Yara T. E., Guymer, Robyn H., Johnson, Matthew P., Jiang, Yingda, Stanton, Chloe M., Buitendijk, Gabriëlle H. S., Zhan, Xiaowei, Kwong, Alan M., Boleda, Alexis, Brooks, Matthew, Gieser, Linn, Ratnapriya, Rinki, Branham, Kari E., Foerster, Johanna R., Heckenlively, John R., Othman, Mohammad I., Vote, Brendan J., Liang, Helena Hai, Souzeau, Emmanuelle, McAllister, Ian L., Isaacs, Timothy, Hall, Janette, Lake, Stewart, Mackey, David A., Constable, Ian J., Craig, Jamie E., Kitchner, Terrie E., Yang, Zhenglin, Su, Zhiguang, Luo, Hongrong, Chen, Daniel, Ouyang, Hong, Flagg, Ken, Lin, Danni, Mao, Guanping, Ferreyra, Henry, Stark, Klaus, von Strachwitz, Claudia N., Wolf, Armin, Brandl, Caroline, Rudolph, Guenther, Olden, Matthias, Morrison, Margaux A., Morgan, Denise J., Schu, Matthew, Ahn, Jeeyun, Silvestri, Giuliana, Tsironi, Evangelia E., Park, Kyu Hyung, Farrer, Lindsay A., Orlin, Anton, Brucker, Alexander, Li, Mingyao, Curcio, Christine, Mohand-Saïd, Saddek, Sahel, José-Alain, Audo, Isabelle, Benchaboune, Mustapha, Cree, Angela J., Rennie, Christina A., Goverdhan, Srinivas V., Grunin, Michelle, Hagbi-Levi, Shira, Campochiaro, Peter, Katsanis, Nicholas, Holz, Frank G., Blond, Frédéric, Blanché, Hélène, Deleuze, Jean-François, Igo, Robert P., Truitt, Barbara, Peachey, Neal S., Meuer, Stacy M., Myers, Chelsea E., Moore, Emily L., Klein, Ronald, Hauser, Michael A., Postel, Eric A., Courtenay, Monique D., Schwartz, Stephen G., Kovach, Jaclyn L., Scott, William K., Liew, Gerald, Tƒan, Ava G., Gopinath, Bamini, Merriam, John C., Smith, R. Theodore, Khan, Jane C., Shahid, Humma, Moore, Anthony T., McGrath, J. Allie, Laux, Reneé, Brantley, Milam A., Agarwal, Anita, Ersoy, Lebriz, Caramoy, Albert, Langmann, Thomas, Saksens, Nicole T. M., de Jong, Eiko K., Hoyng, Carel B., Cain, Melinda S., Richardson, Andrea J., Martin, Tammy M., Blangero, John, Weeks, Daniel E., Dhillon, Bal, van Duijn, Cornelia M., Doheny, Kimberly F., Romm, Jane, Klaver, Caroline C. W., Hayward, Caroline, Gorin, Michael B., Klein, Michael L., Baird, Paul N., den Hollander, Anneke I., Fauser, Sascha, Yates, John R. W., Allikmets, Rando, Wang, Jie Jin, Schaumberg, Debra A., Klein, Barbara E. K., Hagstrom, Stephanie A., Chowers, Itay, Lotery, Andrew J., Léveillard, Thierry, Zhang, Kang, Brilliant, Murray H., Hewitt, Alex W., Swaroop, Anand, Chew, Emily Y., Pericak-Vance, Margaret A., DeAngelis, Margaret, Stambolian, Dwight, Haines, Jonathan L., Iyengar, Sudha K., Weber, Bernhard H. F., Abecasis, Gonçalo R., Heid, Iris M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4745342/
https://www.ncbi.nlm.nih.gov/pubmed/26691988
http://dx.doi.org/10.1038/ng.3448
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author Fritsche, Lars G.
Igl, Wilmar
Cooke Bailey, Jessica N.
Grassmann, Felix
Sengupta, Sebanti
Bragg-Gresham, Jennifer L.
Burdon, Kathryn P.
Hebbring, Scott J.
Wen, Cindy
Gorski, Mathias
Kim, Ivana K.
Cho, David
Zack, Donald
Souied, Eric
Scholl, Hendrik P. N.
Bala, Elisa
Lee, Kristine E.
Hunter, David J.
Sardell, Rebecca J.
Mitchell, Paul
Merriam, Joanna E.
Cipriani, Valentina
Hoffman, Joshua D.
Schick, Tina
Lechanteur, Yara T. E.
Guymer, Robyn H.
Johnson, Matthew P.
Jiang, Yingda
Stanton, Chloe M.
Buitendijk, Gabriëlle H. S.
Zhan, Xiaowei
Kwong, Alan M.
Boleda, Alexis
Brooks, Matthew
Gieser, Linn
Ratnapriya, Rinki
Branham, Kari E.
Foerster, Johanna R.
Heckenlively, John R.
Othman, Mohammad I.
Vote, Brendan J.
Liang, Helena Hai
Souzeau, Emmanuelle
McAllister, Ian L.
Isaacs, Timothy
Hall, Janette
Lake, Stewart
Mackey, David A.
Constable, Ian J.
Craig, Jamie E.
Kitchner, Terrie E.
Yang, Zhenglin
Su, Zhiguang
Luo, Hongrong
Chen, Daniel
Ouyang, Hong
Flagg, Ken
Lin, Danni
Mao, Guanping
Ferreyra, Henry
Stark, Klaus
von Strachwitz, Claudia N.
Wolf, Armin
Brandl, Caroline
Rudolph, Guenther
Olden, Matthias
Morrison, Margaux A.
Morgan, Denise J.
Schu, Matthew
Ahn, Jeeyun
Silvestri, Giuliana
Tsironi, Evangelia E.
Park, Kyu Hyung
Farrer, Lindsay A.
Orlin, Anton
Brucker, Alexander
Li, Mingyao
Curcio, Christine
Mohand-Saïd, Saddek
Sahel, José-Alain
Audo, Isabelle
Benchaboune, Mustapha
Cree, Angela J.
Rennie, Christina A.
Goverdhan, Srinivas V.
Grunin, Michelle
Hagbi-Levi, Shira
Campochiaro, Peter
Katsanis, Nicholas
Holz, Frank G.
Blond, Frédéric
Blanché, Hélène
Deleuze, Jean-François
Igo, Robert P.
Truitt, Barbara
Peachey, Neal S.
Meuer, Stacy M.
Myers, Chelsea E.
Moore, Emily L.
Klein, Ronald
Hauser, Michael A.
Postel, Eric A.
Courtenay, Monique D.
Schwartz, Stephen G.
Kovach, Jaclyn L.
Scott, William K.
Liew, Gerald
Tƒan, Ava G.
Gopinath, Bamini
Merriam, John C.
Smith, R. Theodore
Khan, Jane C.
Shahid, Humma
Moore, Anthony T.
McGrath, J. Allie
Laux, Reneé
Brantley, Milam A.
Agarwal, Anita
Ersoy, Lebriz
Caramoy, Albert
Langmann, Thomas
Saksens, Nicole T. M.
de Jong, Eiko K.
Hoyng, Carel B.
Cain, Melinda S.
Richardson, Andrea J.
Martin, Tammy M.
Blangero, John
Weeks, Daniel E.
Dhillon, Bal
van Duijn, Cornelia M.
Doheny, Kimberly F.
Romm, Jane
Klaver, Caroline C. W.
Hayward, Caroline
Gorin, Michael B.
Klein, Michael L.
Baird, Paul N.
den Hollander, Anneke I.
Fauser, Sascha
Yates, John R. W.
Allikmets, Rando
Wang, Jie Jin
Schaumberg, Debra A.
Klein, Barbara E. K.
Hagstrom, Stephanie A.
Chowers, Itay
Lotery, Andrew J.
Léveillard, Thierry
Zhang, Kang
Brilliant, Murray H.
Hewitt, Alex W.
Swaroop, Anand
Chew, Emily Y.
Pericak-Vance, Margaret A.
DeAngelis, Margaret
Stambolian, Dwight
Haines, Jonathan L.
Iyengar, Sudha K.
Weber, Bernhard H. F.
Abecasis, Gonçalo R.
Heid, Iris M.
author_facet Fritsche, Lars G.
Igl, Wilmar
Cooke Bailey, Jessica N.
Grassmann, Felix
Sengupta, Sebanti
Bragg-Gresham, Jennifer L.
Burdon, Kathryn P.
Hebbring, Scott J.
Wen, Cindy
Gorski, Mathias
Kim, Ivana K.
Cho, David
Zack, Donald
Souied, Eric
Scholl, Hendrik P. N.
Bala, Elisa
Lee, Kristine E.
Hunter, David J.
Sardell, Rebecca J.
Mitchell, Paul
Merriam, Joanna E.
Cipriani, Valentina
Hoffman, Joshua D.
Schick, Tina
Lechanteur, Yara T. E.
Guymer, Robyn H.
Johnson, Matthew P.
Jiang, Yingda
Stanton, Chloe M.
Buitendijk, Gabriëlle H. S.
Zhan, Xiaowei
Kwong, Alan M.
Boleda, Alexis
Brooks, Matthew
Gieser, Linn
Ratnapriya, Rinki
Branham, Kari E.
Foerster, Johanna R.
Heckenlively, John R.
Othman, Mohammad I.
Vote, Brendan J.
Liang, Helena Hai
Souzeau, Emmanuelle
McAllister, Ian L.
Isaacs, Timothy
Hall, Janette
Lake, Stewart
Mackey, David A.
Constable, Ian J.
Craig, Jamie E.
Kitchner, Terrie E.
Yang, Zhenglin
Su, Zhiguang
Luo, Hongrong
Chen, Daniel
Ouyang, Hong
Flagg, Ken
Lin, Danni
Mao, Guanping
Ferreyra, Henry
Stark, Klaus
von Strachwitz, Claudia N.
Wolf, Armin
Brandl, Caroline
Rudolph, Guenther
Olden, Matthias
Morrison, Margaux A.
Morgan, Denise J.
Schu, Matthew
Ahn, Jeeyun
Silvestri, Giuliana
Tsironi, Evangelia E.
Park, Kyu Hyung
Farrer, Lindsay A.
Orlin, Anton
Brucker, Alexander
Li, Mingyao
Curcio, Christine
Mohand-Saïd, Saddek
Sahel, José-Alain
Audo, Isabelle
Benchaboune, Mustapha
Cree, Angela J.
Rennie, Christina A.
Goverdhan, Srinivas V.
Grunin, Michelle
Hagbi-Levi, Shira
Campochiaro, Peter
Katsanis, Nicholas
Holz, Frank G.
Blond, Frédéric
Blanché, Hélène
Deleuze, Jean-François
Igo, Robert P.
Truitt, Barbara
Peachey, Neal S.
Meuer, Stacy M.
Myers, Chelsea E.
Moore, Emily L.
Klein, Ronald
Hauser, Michael A.
Postel, Eric A.
Courtenay, Monique D.
Schwartz, Stephen G.
Kovach, Jaclyn L.
Scott, William K.
Liew, Gerald
Tƒan, Ava G.
Gopinath, Bamini
Merriam, John C.
Smith, R. Theodore
Khan, Jane C.
Shahid, Humma
Moore, Anthony T.
McGrath, J. Allie
Laux, Reneé
Brantley, Milam A.
Agarwal, Anita
Ersoy, Lebriz
Caramoy, Albert
Langmann, Thomas
Saksens, Nicole T. M.
de Jong, Eiko K.
Hoyng, Carel B.
Cain, Melinda S.
Richardson, Andrea J.
Martin, Tammy M.
Blangero, John
Weeks, Daniel E.
Dhillon, Bal
van Duijn, Cornelia M.
Doheny, Kimberly F.
Romm, Jane
Klaver, Caroline C. W.
Hayward, Caroline
Gorin, Michael B.
Klein, Michael L.
Baird, Paul N.
den Hollander, Anneke I.
Fauser, Sascha
Yates, John R. W.
Allikmets, Rando
Wang, Jie Jin
Schaumberg, Debra A.
Klein, Barbara E. K.
Hagstrom, Stephanie A.
Chowers, Itay
Lotery, Andrew J.
Léveillard, Thierry
Zhang, Kang
Brilliant, Murray H.
Hewitt, Alex W.
Swaroop, Anand
Chew, Emily Y.
Pericak-Vance, Margaret A.
DeAngelis, Margaret
Stambolian, Dwight
Haines, Jonathan L.
Iyengar, Sudha K.
Weber, Bernhard H. F.
Abecasis, Gonçalo R.
Heid, Iris M.
author_sort Fritsche, Lars G.
collection PubMed
description Advanced age-related macular degeneration (AMD) is the leading cause of blindness in the elderly with limited therapeutic options. Here, we report on a study of >12 million variants including 163,714 directly genotyped, most rare, protein-altering variant. Analyzing 16,144 patients and 17,832 controls, we identify 52 independently associated common and rare variants (P < 5×10(–8)) distributed across 34 loci. While wet and dry AMD subtypes exhibit predominantly shared genetics, we identify the first signal specific to wet AMD, near MMP9 (difference-P = 4.1×10(–10)). Very rare coding variants (frequency < 0.1%) in CFH, CFI, and TIMP3 suggest causal roles for these genes, as does a splice variant in SLC16A8. Our results support the hypothesis that rare coding variants can pinpoint causal genes within known genetic loci and illustrate that applying the approach systematically to detect new loci requires extremely large sample sizes.
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spelling pubmed-47453422016-06-21 A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants Fritsche, Lars G. Igl, Wilmar Cooke Bailey, Jessica N. Grassmann, Felix Sengupta, Sebanti Bragg-Gresham, Jennifer L. Burdon, Kathryn P. Hebbring, Scott J. Wen, Cindy Gorski, Mathias Kim, Ivana K. Cho, David Zack, Donald Souied, Eric Scholl, Hendrik P. N. Bala, Elisa Lee, Kristine E. Hunter, David J. Sardell, Rebecca J. Mitchell, Paul Merriam, Joanna E. Cipriani, Valentina Hoffman, Joshua D. Schick, Tina Lechanteur, Yara T. E. Guymer, Robyn H. Johnson, Matthew P. Jiang, Yingda Stanton, Chloe M. Buitendijk, Gabriëlle H. S. Zhan, Xiaowei Kwong, Alan M. Boleda, Alexis Brooks, Matthew Gieser, Linn Ratnapriya, Rinki Branham, Kari E. Foerster, Johanna R. Heckenlively, John R. Othman, Mohammad I. Vote, Brendan J. Liang, Helena Hai Souzeau, Emmanuelle McAllister, Ian L. Isaacs, Timothy Hall, Janette Lake, Stewart Mackey, David A. Constable, Ian J. Craig, Jamie E. Kitchner, Terrie E. Yang, Zhenglin Su, Zhiguang Luo, Hongrong Chen, Daniel Ouyang, Hong Flagg, Ken Lin, Danni Mao, Guanping Ferreyra, Henry Stark, Klaus von Strachwitz, Claudia N. Wolf, Armin Brandl, Caroline Rudolph, Guenther Olden, Matthias Morrison, Margaux A. Morgan, Denise J. Schu, Matthew Ahn, Jeeyun Silvestri, Giuliana Tsironi, Evangelia E. Park, Kyu Hyung Farrer, Lindsay A. Orlin, Anton Brucker, Alexander Li, Mingyao Curcio, Christine Mohand-Saïd, Saddek Sahel, José-Alain Audo, Isabelle Benchaboune, Mustapha Cree, Angela J. Rennie, Christina A. Goverdhan, Srinivas V. Grunin, Michelle Hagbi-Levi, Shira Campochiaro, Peter Katsanis, Nicholas Holz, Frank G. Blond, Frédéric Blanché, Hélène Deleuze, Jean-François Igo, Robert P. Truitt, Barbara Peachey, Neal S. Meuer, Stacy M. Myers, Chelsea E. Moore, Emily L. Klein, Ronald Hauser, Michael A. Postel, Eric A. Courtenay, Monique D. Schwartz, Stephen G. Kovach, Jaclyn L. Scott, William K. Liew, Gerald Tƒan, Ava G. Gopinath, Bamini Merriam, John C. Smith, R. Theodore Khan, Jane C. Shahid, Humma Moore, Anthony T. McGrath, J. Allie Laux, Reneé Brantley, Milam A. Agarwal, Anita Ersoy, Lebriz Caramoy, Albert Langmann, Thomas Saksens, Nicole T. M. de Jong, Eiko K. Hoyng, Carel B. Cain, Melinda S. Richardson, Andrea J. Martin, Tammy M. Blangero, John Weeks, Daniel E. Dhillon, Bal van Duijn, Cornelia M. Doheny, Kimberly F. Romm, Jane Klaver, Caroline C. W. Hayward, Caroline Gorin, Michael B. Klein, Michael L. Baird, Paul N. den Hollander, Anneke I. Fauser, Sascha Yates, John R. W. Allikmets, Rando Wang, Jie Jin Schaumberg, Debra A. Klein, Barbara E. K. Hagstrom, Stephanie A. Chowers, Itay Lotery, Andrew J. Léveillard, Thierry Zhang, Kang Brilliant, Murray H. Hewitt, Alex W. Swaroop, Anand Chew, Emily Y. Pericak-Vance, Margaret A. DeAngelis, Margaret Stambolian, Dwight Haines, Jonathan L. Iyengar, Sudha K. Weber, Bernhard H. F. Abecasis, Gonçalo R. Heid, Iris M. Nat Genet Article Advanced age-related macular degeneration (AMD) is the leading cause of blindness in the elderly with limited therapeutic options. Here, we report on a study of >12 million variants including 163,714 directly genotyped, most rare, protein-altering variant. Analyzing 16,144 patients and 17,832 controls, we identify 52 independently associated common and rare variants (P < 5×10(–8)) distributed across 34 loci. While wet and dry AMD subtypes exhibit predominantly shared genetics, we identify the first signal specific to wet AMD, near MMP9 (difference-P = 4.1×10(–10)). Very rare coding variants (frequency < 0.1%) in CFH, CFI, and TIMP3 suggest causal roles for these genes, as does a splice variant in SLC16A8. Our results support the hypothesis that rare coding variants can pinpoint causal genes within known genetic loci and illustrate that applying the approach systematically to detect new loci requires extremely large sample sizes. 2015-12-21 2016-02 /pmc/articles/PMC4745342/ /pubmed/26691988 http://dx.doi.org/10.1038/ng.3448 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download 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
Fritsche, Lars G.
Igl, Wilmar
Cooke Bailey, Jessica N.
Grassmann, Felix
Sengupta, Sebanti
Bragg-Gresham, Jennifer L.
Burdon, Kathryn P.
Hebbring, Scott J.
Wen, Cindy
Gorski, Mathias
Kim, Ivana K.
Cho, David
Zack, Donald
Souied, Eric
Scholl, Hendrik P. N.
Bala, Elisa
Lee, Kristine E.
Hunter, David J.
Sardell, Rebecca J.
Mitchell, Paul
Merriam, Joanna E.
Cipriani, Valentina
Hoffman, Joshua D.
Schick, Tina
Lechanteur, Yara T. E.
Guymer, Robyn H.
Johnson, Matthew P.
Jiang, Yingda
Stanton, Chloe M.
Buitendijk, Gabriëlle H. S.
Zhan, Xiaowei
Kwong, Alan M.
Boleda, Alexis
Brooks, Matthew
Gieser, Linn
Ratnapriya, Rinki
Branham, Kari E.
Foerster, Johanna R.
Heckenlively, John R.
Othman, Mohammad I.
Vote, Brendan J.
Liang, Helena Hai
Souzeau, Emmanuelle
McAllister, Ian L.
Isaacs, Timothy
Hall, Janette
Lake, Stewart
Mackey, David A.
Constable, Ian J.
Craig, Jamie E.
Kitchner, Terrie E.
Yang, Zhenglin
Su, Zhiguang
Luo, Hongrong
Chen, Daniel
Ouyang, Hong
Flagg, Ken
Lin, Danni
Mao, Guanping
Ferreyra, Henry
Stark, Klaus
von Strachwitz, Claudia N.
Wolf, Armin
Brandl, Caroline
Rudolph, Guenther
Olden, Matthias
Morrison, Margaux A.
Morgan, Denise J.
Schu, Matthew
Ahn, Jeeyun
Silvestri, Giuliana
Tsironi, Evangelia E.
Park, Kyu Hyung
Farrer, Lindsay A.
Orlin, Anton
Brucker, Alexander
Li, Mingyao
Curcio, Christine
Mohand-Saïd, Saddek
Sahel, José-Alain
Audo, Isabelle
Benchaboune, Mustapha
Cree, Angela J.
Rennie, Christina A.
Goverdhan, Srinivas V.
Grunin, Michelle
Hagbi-Levi, Shira
Campochiaro, Peter
Katsanis, Nicholas
Holz, Frank G.
Blond, Frédéric
Blanché, Hélène
Deleuze, Jean-François
Igo, Robert P.
Truitt, Barbara
Peachey, Neal S.
Meuer, Stacy M.
Myers, Chelsea E.
Moore, Emily L.
Klein, Ronald
Hauser, Michael A.
Postel, Eric A.
Courtenay, Monique D.
Schwartz, Stephen G.
Kovach, Jaclyn L.
Scott, William K.
Liew, Gerald
Tƒan, Ava G.
Gopinath, Bamini
Merriam, John C.
Smith, R. Theodore
Khan, Jane C.
Shahid, Humma
Moore, Anthony T.
McGrath, J. Allie
Laux, Reneé
Brantley, Milam A.
Agarwal, Anita
Ersoy, Lebriz
Caramoy, Albert
Langmann, Thomas
Saksens, Nicole T. M.
de Jong, Eiko K.
Hoyng, Carel B.
Cain, Melinda S.
Richardson, Andrea J.
Martin, Tammy M.
Blangero, John
Weeks, Daniel E.
Dhillon, Bal
van Duijn, Cornelia M.
Doheny, Kimberly F.
Romm, Jane
Klaver, Caroline C. W.
Hayward, Caroline
Gorin, Michael B.
Klein, Michael L.
Baird, Paul N.
den Hollander, Anneke I.
Fauser, Sascha
Yates, John R. W.
Allikmets, Rando
Wang, Jie Jin
Schaumberg, Debra A.
Klein, Barbara E. K.
Hagstrom, Stephanie A.
Chowers, Itay
Lotery, Andrew J.
Léveillard, Thierry
Zhang, Kang
Brilliant, Murray H.
Hewitt, Alex W.
Swaroop, Anand
Chew, Emily Y.
Pericak-Vance, Margaret A.
DeAngelis, Margaret
Stambolian, Dwight
Haines, Jonathan L.
Iyengar, Sudha K.
Weber, Bernhard H. F.
Abecasis, Gonçalo R.
Heid, Iris M.
A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title_full A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title_fullStr A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title_full_unstemmed A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title_short A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
title_sort large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4745342/
https://www.ncbi.nlm.nih.gov/pubmed/26691988
http://dx.doi.org/10.1038/ng.3448
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