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Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants
BACKGROUND: Data for multiple common susceptibility alleles for breast cancer may be combined to identify women at different levels of breast cancer risk. Such stratification could guide preventive and screening strategies. However, empirical evidence for genetic risk stratification is lacking. METH...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4754625/ https://www.ncbi.nlm.nih.gov/pubmed/25855707 http://dx.doi.org/10.1093/jnci/djv036 |
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author | Mavaddat, Nasim Pharoah, Paul D. P. Michailidou, Kyriaki Tyrer, Jonathan Brook, Mark N. Bolla, Manjeet K. Wang, Qin Dennis, Joe Dunning, Alison M. Shah, Mitul Luben, Robert Brown, Judith Bojesen, Stig E. Nordestgaard, Børge G. Nielsen, Sune F. Flyger, Henrik Czene, Kamila Darabi, Hatef Eriksson, Mikael Peto, Julian dos-Santos-Silva, Isabel Dudbridge, Frank Johnson, Nichola Schmidt, Marjanka K. Broeks, Annegien Verhoef, Senno Rutgers, Emiel J. Swerdlow, Anthony Ashworth, Alan Orr, Nick Schoemaker, Minouk J. Figueroa, Jonine Chanock, Stephen J. Brinton, Louise Lissowska, Jolanta Couch, Fergus J. Olson, Janet E. Vachon, Celine Pankratz, Vernon S. Lambrechts, Diether Wildiers, Hans Van Ongeval, Chantal van Limbergen, Erik Kristensen, Vessela Grenaker Alnæs, Grethe Nord, Silje Borresen-Dale, Anne-Lise Nevanlinna, Heli Muranen, Taru A. Aittomäki, Kristiina Blomqvist, Carl Chang-Claude, Jenny Rudolph, Anja Seibold, Petra Flesch-Janys, Dieter Fasching, Peter A. Haeberle, Lothar Ekici, Arif B. Beckmann, Matthias W. Burwinkel, Barbara Marme, Frederik Schneeweiss, Andreas Sohn, Christof Trentham-Dietz, Amy Newcomb, Polly Titus, Linda Egan, Kathleen M. Hunter, David J. Lindstrom, Sara Tamimi, Rulla M. Kraft, Peter Rahman, Nazneen Turnbull, Clare Renwick, Anthony Seal, Sheila Li, Jingmei Liu, Jianjun Humphreys, Keith Benitez, Javier Pilar Zamora, M. Arias Perez, Jose Ignacio Menéndez, Primitiva Jakubowska, Anna Lubinski, Jan Jaworska-Bieniek, Katarzyna Durda, Katarzyna Bogdanova, Natalia V. Antonenkova, Natalia N. Dörk, Thilo Anton-Culver, Hoda Neuhausen, Susan L. Ziogas, Argyrios Bernstein, Leslie Devilee, Peter Tollenaar, Robert A. E. M. Seynaeve, Caroline van Asperen, Christi J. Cox, Angela Cross, Simon S. Reed, Malcolm W. R. Khusnutdinova, Elza Bermisheva, Marina Prokofyeva, Darya Takhirova, Zalina Meindl, Alfons Schmutzler, Rita K. Sutter, Christian Yang, Rongxi Schürmann, Peter Bremer, Michael Christiansen, Hans Park-Simon, Tjoung-Won Hillemanns, Peter Guénel, Pascal Truong, Thérèse Menegaux, Florence Sanchez, Marie Radice, Paolo Peterlongo, Paolo Manoukian, Siranoush Pensotti, Valeria Hopper, John L. Tsimiklis, Helen Apicella, Carmel Southey, Melissa C. Brauch, Hiltrud Brüning, Thomas Ko, Yon-Dschun Sigurdson, Alice J. Doody, Michele M. Hamann, Ute Torres, Diana Ulmer, Hans-Ulrich Försti, Asta Sawyer, Elinor J. Tomlinson, Ian Kerin, Michael J. Miller, Nicola Andrulis, Irene L. Knight, Julia A. Glendon, Gord Marie Mulligan, Anna Chenevix-Trench, Georgia Balleine, Rosemary Giles, Graham G. Milne, Roger L. McLean, Catriona Lindblom, Annika Margolin, Sara Haiman, Christopher A. Henderson, Brian E. Schumacher, Fredrick Le Marchand, Loic Eilber, Ursula Wang-Gohrke, Shan Hooning, Maartje J. Hollestelle, Antoinette van den Ouweland, Ans M. W. Koppert, Linetta B. Carpenter, Jane Clarke, Christine Scott, Rodney Mannermaa, Arto Kataja, Vesa Kosma, Veli-Matti Hartikainen, Jaana M. Brenner, Hermann Arndt, Volker Stegmaier, Christa Karina Dieffenbach, Aida Winqvist, Robert Pylkäs, Katri Jukkola-Vuorinen, Arja Grip, Mervi Offit, Kenneth Vijai, Joseph Robson, Mark Rau-Murthy, Rohini Dwek, Miriam Swann, Ruth Annie Perkins, Katherine Goldberg, Mark S. Labrèche, France Dumont, Martine Eccles, Diana M. Tapper, William J. Rafiq, Sajjad John, Esther M. Whittemore, Alice S. Slager, Susan Yannoukakos, Drakoulis Toland, Amanda E. Yao, Song Zheng, Wei Halverson, Sandra L. González-Neira, Anna Pita, Guillermo Rosario Alonso, M. Álvarez, Nuria Herrero, Daniel Tessier, Daniel C. Vincent, Daniel Bacot, Francois Luccarini, Craig Baynes, Caroline Ahmed, Shahana Maranian, Mel Healey, Catherine S. Simard, Jacques Hall, Per Easton, Douglas F. Garcia-Closas, Montserrat |
author_facet | Mavaddat, Nasim Pharoah, Paul D. P. Michailidou, Kyriaki Tyrer, Jonathan Brook, Mark N. Bolla, Manjeet K. Wang, Qin Dennis, Joe Dunning, Alison M. Shah, Mitul Luben, Robert Brown, Judith Bojesen, Stig E. Nordestgaard, Børge G. Nielsen, Sune F. Flyger, Henrik Czene, Kamila Darabi, Hatef Eriksson, Mikael Peto, Julian dos-Santos-Silva, Isabel Dudbridge, Frank Johnson, Nichola Schmidt, Marjanka K. Broeks, Annegien Verhoef, Senno Rutgers, Emiel J. Swerdlow, Anthony Ashworth, Alan Orr, Nick Schoemaker, Minouk J. Figueroa, Jonine Chanock, Stephen J. Brinton, Louise Lissowska, Jolanta Couch, Fergus J. Olson, Janet E. Vachon, Celine Pankratz, Vernon S. Lambrechts, Diether Wildiers, Hans Van Ongeval, Chantal van Limbergen, Erik Kristensen, Vessela Grenaker Alnæs, Grethe Nord, Silje Borresen-Dale, Anne-Lise Nevanlinna, Heli Muranen, Taru A. Aittomäki, Kristiina Blomqvist, Carl Chang-Claude, Jenny Rudolph, Anja Seibold, Petra Flesch-Janys, Dieter Fasching, Peter A. Haeberle, Lothar Ekici, Arif B. Beckmann, Matthias W. Burwinkel, Barbara Marme, Frederik Schneeweiss, Andreas Sohn, Christof Trentham-Dietz, Amy Newcomb, Polly Titus, Linda Egan, Kathleen M. Hunter, David J. Lindstrom, Sara Tamimi, Rulla M. Kraft, Peter Rahman, Nazneen Turnbull, Clare Renwick, Anthony Seal, Sheila Li, Jingmei Liu, Jianjun Humphreys, Keith Benitez, Javier Pilar Zamora, M. Arias Perez, Jose Ignacio Menéndez, Primitiva Jakubowska, Anna Lubinski, Jan Jaworska-Bieniek, Katarzyna Durda, Katarzyna Bogdanova, Natalia V. Antonenkova, Natalia N. Dörk, Thilo Anton-Culver, Hoda Neuhausen, Susan L. Ziogas, Argyrios Bernstein, Leslie Devilee, Peter Tollenaar, Robert A. E. M. Seynaeve, Caroline van Asperen, Christi J. Cox, Angela Cross, Simon S. Reed, Malcolm W. R. Khusnutdinova, Elza Bermisheva, Marina Prokofyeva, Darya Takhirova, Zalina Meindl, Alfons Schmutzler, Rita K. Sutter, Christian Yang, Rongxi Schürmann, Peter Bremer, Michael Christiansen, Hans Park-Simon, Tjoung-Won Hillemanns, Peter Guénel, Pascal Truong, Thérèse Menegaux, Florence Sanchez, Marie Radice, Paolo Peterlongo, Paolo Manoukian, Siranoush Pensotti, Valeria Hopper, John L. Tsimiklis, Helen Apicella, Carmel Southey, Melissa C. Brauch, Hiltrud Brüning, Thomas Ko, Yon-Dschun Sigurdson, Alice J. Doody, Michele M. Hamann, Ute Torres, Diana Ulmer, Hans-Ulrich Försti, Asta Sawyer, Elinor J. Tomlinson, Ian Kerin, Michael J. Miller, Nicola Andrulis, Irene L. Knight, Julia A. Glendon, Gord Marie Mulligan, Anna Chenevix-Trench, Georgia Balleine, Rosemary Giles, Graham G. Milne, Roger L. McLean, Catriona Lindblom, Annika Margolin, Sara Haiman, Christopher A. Henderson, Brian E. Schumacher, Fredrick Le Marchand, Loic Eilber, Ursula Wang-Gohrke, Shan Hooning, Maartje J. Hollestelle, Antoinette van den Ouweland, Ans M. W. Koppert, Linetta B. Carpenter, Jane Clarke, Christine Scott, Rodney Mannermaa, Arto Kataja, Vesa Kosma, Veli-Matti Hartikainen, Jaana M. Brenner, Hermann Arndt, Volker Stegmaier, Christa Karina Dieffenbach, Aida Winqvist, Robert Pylkäs, Katri Jukkola-Vuorinen, Arja Grip, Mervi Offit, Kenneth Vijai, Joseph Robson, Mark Rau-Murthy, Rohini Dwek, Miriam Swann, Ruth Annie Perkins, Katherine Goldberg, Mark S. Labrèche, France Dumont, Martine Eccles, Diana M. Tapper, William J. Rafiq, Sajjad John, Esther M. Whittemore, Alice S. Slager, Susan Yannoukakos, Drakoulis Toland, Amanda E. Yao, Song Zheng, Wei Halverson, Sandra L. González-Neira, Anna Pita, Guillermo Rosario Alonso, M. Álvarez, Nuria Herrero, Daniel Tessier, Daniel C. Vincent, Daniel Bacot, Francois Luccarini, Craig Baynes, Caroline Ahmed, Shahana Maranian, Mel Healey, Catherine S. Simard, Jacques Hall, Per Easton, Douglas F. Garcia-Closas, Montserrat |
author_sort | Mavaddat, Nasim |
collection | PubMed |
description | BACKGROUND: Data for multiple common susceptibility alleles for breast cancer may be combined to identify women at different levels of breast cancer risk. Such stratification could guide preventive and screening strategies. However, empirical evidence for genetic risk stratification is lacking. METHODS: We investigated the value of using 77 breast cancer-associated single nucleotide polymorphisms (SNPs) for risk stratification, in a study of 33 673 breast cancer cases and 33 381 control women of European origin. We tested all possible pair-wise multiplicative interactions and constructed a 77-SNP polygenic risk score (PRS) for breast cancer overall and by estrogen receptor (ER) status. Absolute risks of breast cancer by PRS were derived from relative risk estimates and UK incidence and mortality rates. RESULTS: There was no strong evidence for departure from a multiplicative model for any SNP pair. Women in the highest 1% of the PRS had a three-fold increased risk of developing breast cancer compared with women in the middle quintile (odds ratio [OR] = 3.36, 95% confidence interval [CI] = 2.95 to 3.83). The ORs for ER-positive and ER-negative disease were 3.73 (95% CI = 3.24 to 4.30) and 2.80 (95% CI = 2.26 to 3.46), respectively. Lifetime risk of breast cancer for women in the lowest and highest quintiles of the PRS were 5.2% and 16.6% for a woman without family history, and 8.6% and 24.4% for a woman with a first-degree family history of breast cancer. CONCLUSIONS: The PRS stratifies breast cancer risk in women both with and without a family history of breast cancer. The observed level of risk discrimination could inform targeted screening and prevention strategies. Further discrimination may be achievable through combining the PRS with lifestyle/environmental factors, although these were not considered in this report. |
format | Online Article Text |
id | pubmed-4754625 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-47546252016-02-17 Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants Mavaddat, Nasim Pharoah, Paul D. P. Michailidou, Kyriaki Tyrer, Jonathan Brook, Mark N. Bolla, Manjeet K. Wang, Qin Dennis, Joe Dunning, Alison M. Shah, Mitul Luben, Robert Brown, Judith Bojesen, Stig E. Nordestgaard, Børge G. Nielsen, Sune F. Flyger, Henrik Czene, Kamila Darabi, Hatef Eriksson, Mikael Peto, Julian dos-Santos-Silva, Isabel Dudbridge, Frank Johnson, Nichola Schmidt, Marjanka K. Broeks, Annegien Verhoef, Senno Rutgers, Emiel J. Swerdlow, Anthony Ashworth, Alan Orr, Nick Schoemaker, Minouk J. Figueroa, Jonine Chanock, Stephen J. Brinton, Louise Lissowska, Jolanta Couch, Fergus J. Olson, Janet E. Vachon, Celine Pankratz, Vernon S. Lambrechts, Diether Wildiers, Hans Van Ongeval, Chantal van Limbergen, Erik Kristensen, Vessela Grenaker Alnæs, Grethe Nord, Silje Borresen-Dale, Anne-Lise Nevanlinna, Heli Muranen, Taru A. Aittomäki, Kristiina Blomqvist, Carl Chang-Claude, Jenny Rudolph, Anja Seibold, Petra Flesch-Janys, Dieter Fasching, Peter A. Haeberle, Lothar Ekici, Arif B. Beckmann, Matthias W. Burwinkel, Barbara Marme, Frederik Schneeweiss, Andreas Sohn, Christof Trentham-Dietz, Amy Newcomb, Polly Titus, Linda Egan, Kathleen M. Hunter, David J. Lindstrom, Sara Tamimi, Rulla M. Kraft, Peter Rahman, Nazneen Turnbull, Clare Renwick, Anthony Seal, Sheila Li, Jingmei Liu, Jianjun Humphreys, Keith Benitez, Javier Pilar Zamora, M. Arias Perez, Jose Ignacio Menéndez, Primitiva Jakubowska, Anna Lubinski, Jan Jaworska-Bieniek, Katarzyna Durda, Katarzyna Bogdanova, Natalia V. Antonenkova, Natalia N. Dörk, Thilo Anton-Culver, Hoda Neuhausen, Susan L. Ziogas, Argyrios Bernstein, Leslie Devilee, Peter Tollenaar, Robert A. E. M. Seynaeve, Caroline van Asperen, Christi J. Cox, Angela Cross, Simon S. Reed, Malcolm W. R. Khusnutdinova, Elza Bermisheva, Marina Prokofyeva, Darya Takhirova, Zalina Meindl, Alfons Schmutzler, Rita K. Sutter, Christian Yang, Rongxi Schürmann, Peter Bremer, Michael Christiansen, Hans Park-Simon, Tjoung-Won Hillemanns, Peter Guénel, Pascal Truong, Thérèse Menegaux, Florence Sanchez, Marie Radice, Paolo Peterlongo, Paolo Manoukian, Siranoush Pensotti, Valeria Hopper, John L. Tsimiklis, Helen Apicella, Carmel Southey, Melissa C. Brauch, Hiltrud Brüning, Thomas Ko, Yon-Dschun Sigurdson, Alice J. Doody, Michele M. Hamann, Ute Torres, Diana Ulmer, Hans-Ulrich Försti, Asta Sawyer, Elinor J. Tomlinson, Ian Kerin, Michael J. Miller, Nicola Andrulis, Irene L. Knight, Julia A. Glendon, Gord Marie Mulligan, Anna Chenevix-Trench, Georgia Balleine, Rosemary Giles, Graham G. Milne, Roger L. McLean, Catriona Lindblom, Annika Margolin, Sara Haiman, Christopher A. Henderson, Brian E. Schumacher, Fredrick Le Marchand, Loic Eilber, Ursula Wang-Gohrke, Shan Hooning, Maartje J. Hollestelle, Antoinette van den Ouweland, Ans M. W. Koppert, Linetta B. Carpenter, Jane Clarke, Christine Scott, Rodney Mannermaa, Arto Kataja, Vesa Kosma, Veli-Matti Hartikainen, Jaana M. Brenner, Hermann Arndt, Volker Stegmaier, Christa Karina Dieffenbach, Aida Winqvist, Robert Pylkäs, Katri Jukkola-Vuorinen, Arja Grip, Mervi Offit, Kenneth Vijai, Joseph Robson, Mark Rau-Murthy, Rohini Dwek, Miriam Swann, Ruth Annie Perkins, Katherine Goldberg, Mark S. Labrèche, France Dumont, Martine Eccles, Diana M. Tapper, William J. Rafiq, Sajjad John, Esther M. Whittemore, Alice S. Slager, Susan Yannoukakos, Drakoulis Toland, Amanda E. Yao, Song Zheng, Wei Halverson, Sandra L. González-Neira, Anna Pita, Guillermo Rosario Alonso, M. Álvarez, Nuria Herrero, Daniel Tessier, Daniel C. Vincent, Daniel Bacot, Francois Luccarini, Craig Baynes, Caroline Ahmed, Shahana Maranian, Mel Healey, Catherine S. Simard, Jacques Hall, Per Easton, Douglas F. Garcia-Closas, Montserrat J Natl Cancer Inst Article BACKGROUND: Data for multiple common susceptibility alleles for breast cancer may be combined to identify women at different levels of breast cancer risk. Such stratification could guide preventive and screening strategies. However, empirical evidence for genetic risk stratification is lacking. METHODS: We investigated the value of using 77 breast cancer-associated single nucleotide polymorphisms (SNPs) for risk stratification, in a study of 33 673 breast cancer cases and 33 381 control women of European origin. We tested all possible pair-wise multiplicative interactions and constructed a 77-SNP polygenic risk score (PRS) for breast cancer overall and by estrogen receptor (ER) status. Absolute risks of breast cancer by PRS were derived from relative risk estimates and UK incidence and mortality rates. RESULTS: There was no strong evidence for departure from a multiplicative model for any SNP pair. Women in the highest 1% of the PRS had a three-fold increased risk of developing breast cancer compared with women in the middle quintile (odds ratio [OR] = 3.36, 95% confidence interval [CI] = 2.95 to 3.83). The ORs for ER-positive and ER-negative disease were 3.73 (95% CI = 3.24 to 4.30) and 2.80 (95% CI = 2.26 to 3.46), respectively. Lifetime risk of breast cancer for women in the lowest and highest quintiles of the PRS were 5.2% and 16.6% for a woman without family history, and 8.6% and 24.4% for a woman with a first-degree family history of breast cancer. CONCLUSIONS: The PRS stratifies breast cancer risk in women both with and without a family history of breast cancer. The observed level of risk discrimination could inform targeted screening and prevention strategies. Further discrimination may be achievable through combining the PRS with lifestyle/environmental factors, although these were not considered in this report. Oxford University Press 2015-04-02 /pmc/articles/PMC4754625/ /pubmed/25855707 http://dx.doi.org/10.1093/jnci/djv036 Text en © The Author 2015. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Article Mavaddat, Nasim Pharoah, Paul D. P. Michailidou, Kyriaki Tyrer, Jonathan Brook, Mark N. Bolla, Manjeet K. Wang, Qin Dennis, Joe Dunning, Alison M. Shah, Mitul Luben, Robert Brown, Judith Bojesen, Stig E. Nordestgaard, Børge G. Nielsen, Sune F. Flyger, Henrik Czene, Kamila Darabi, Hatef Eriksson, Mikael Peto, Julian dos-Santos-Silva, Isabel Dudbridge, Frank Johnson, Nichola Schmidt, Marjanka K. Broeks, Annegien Verhoef, Senno Rutgers, Emiel J. Swerdlow, Anthony Ashworth, Alan Orr, Nick Schoemaker, Minouk J. Figueroa, Jonine Chanock, Stephen J. Brinton, Louise Lissowska, Jolanta Couch, Fergus J. Olson, Janet E. Vachon, Celine Pankratz, Vernon S. Lambrechts, Diether Wildiers, Hans Van Ongeval, Chantal van Limbergen, Erik Kristensen, Vessela Grenaker Alnæs, Grethe Nord, Silje Borresen-Dale, Anne-Lise Nevanlinna, Heli Muranen, Taru A. Aittomäki, Kristiina Blomqvist, Carl Chang-Claude, Jenny Rudolph, Anja Seibold, Petra Flesch-Janys, Dieter Fasching, Peter A. Haeberle, Lothar Ekici, Arif B. Beckmann, Matthias W. Burwinkel, Barbara Marme, Frederik Schneeweiss, Andreas Sohn, Christof Trentham-Dietz, Amy Newcomb, Polly Titus, Linda Egan, Kathleen M. Hunter, David J. Lindstrom, Sara Tamimi, Rulla M. Kraft, Peter Rahman, Nazneen Turnbull, Clare Renwick, Anthony Seal, Sheila Li, Jingmei Liu, Jianjun Humphreys, Keith Benitez, Javier Pilar Zamora, M. Arias Perez, Jose Ignacio Menéndez, Primitiva Jakubowska, Anna Lubinski, Jan Jaworska-Bieniek, Katarzyna Durda, Katarzyna Bogdanova, Natalia V. Antonenkova, Natalia N. Dörk, Thilo Anton-Culver, Hoda Neuhausen, Susan L. Ziogas, Argyrios Bernstein, Leslie Devilee, Peter Tollenaar, Robert A. E. M. Seynaeve, Caroline van Asperen, Christi J. Cox, Angela Cross, Simon S. Reed, Malcolm W. R. Khusnutdinova, Elza Bermisheva, Marina Prokofyeva, Darya Takhirova, Zalina Meindl, Alfons Schmutzler, Rita K. Sutter, Christian Yang, Rongxi Schürmann, Peter Bremer, Michael Christiansen, Hans Park-Simon, Tjoung-Won Hillemanns, Peter Guénel, Pascal Truong, Thérèse Menegaux, Florence Sanchez, Marie Radice, Paolo Peterlongo, Paolo Manoukian, Siranoush Pensotti, Valeria Hopper, John L. Tsimiklis, Helen Apicella, Carmel Southey, Melissa C. Brauch, Hiltrud Brüning, Thomas Ko, Yon-Dschun Sigurdson, Alice J. Doody, Michele M. Hamann, Ute Torres, Diana Ulmer, Hans-Ulrich Försti, Asta Sawyer, Elinor J. Tomlinson, Ian Kerin, Michael J. Miller, Nicola Andrulis, Irene L. Knight, Julia A. Glendon, Gord Marie Mulligan, Anna Chenevix-Trench, Georgia Balleine, Rosemary Giles, Graham G. Milne, Roger L. McLean, Catriona Lindblom, Annika Margolin, Sara Haiman, Christopher A. Henderson, Brian E. Schumacher, Fredrick Le Marchand, Loic Eilber, Ursula Wang-Gohrke, Shan Hooning, Maartje J. Hollestelle, Antoinette van den Ouweland, Ans M. W. Koppert, Linetta B. Carpenter, Jane Clarke, Christine Scott, Rodney Mannermaa, Arto Kataja, Vesa Kosma, Veli-Matti Hartikainen, Jaana M. Brenner, Hermann Arndt, Volker Stegmaier, Christa Karina Dieffenbach, Aida Winqvist, Robert Pylkäs, Katri Jukkola-Vuorinen, Arja Grip, Mervi Offit, Kenneth Vijai, Joseph Robson, Mark Rau-Murthy, Rohini Dwek, Miriam Swann, Ruth Annie Perkins, Katherine Goldberg, Mark S. Labrèche, France Dumont, Martine Eccles, Diana M. Tapper, William J. Rafiq, Sajjad John, Esther M. Whittemore, Alice S. Slager, Susan Yannoukakos, Drakoulis Toland, Amanda E. Yao, Song Zheng, Wei Halverson, Sandra L. González-Neira, Anna Pita, Guillermo Rosario Alonso, M. Álvarez, Nuria Herrero, Daniel Tessier, Daniel C. Vincent, Daniel Bacot, Francois Luccarini, Craig Baynes, Caroline Ahmed, Shahana Maranian, Mel Healey, Catherine S. Simard, Jacques Hall, Per Easton, Douglas F. Garcia-Closas, Montserrat Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title | Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title_full | Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title_fullStr | Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title_full_unstemmed | Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title_short | Prediction of Breast Cancer Risk Based on Profiling With Common Genetic Variants |
title_sort | prediction of breast cancer risk based on profiling with common genetic variants |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4754625/ https://www.ncbi.nlm.nih.gov/pubmed/25855707 http://dx.doi.org/10.1093/jnci/djv036 |
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predictionofbreastcancerriskbasedonprofilingwithcommongeneticvariants AT eastondouglasf predictionofbreastcancerriskbasedonprofilingwithcommongeneticvariants AT garciaclosasmontserrat predictionofbreastcancerriskbasedonprofilingwithcommongeneticvariants |