Breast cancer risks associated with missense variants in breast cancer susceptibility genes

Background Protein truncating variants in ATM, BRCA1, BRCA2, CHEK2, and PALB2 are associated with increased breast cancer risk, but risks associated with missense variants in these genes are uncertain. Methods We analyzed data on 59,639 breast cancer cases and 53,165 controls from studies participat...

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Main Authors: Dorling, Leila, Carvalho, Sara, Allen, Jamie, Parsons, Michael T., Fortuno, Cristina, Gonzalez-Neira, Anna, Heijl, Stephan M., Adank, Muriel A., Ahearn, Thomas U., Andrulis, Irene L., Auvinen, Paivi, Becher, Heiko, Beckmann, Matthias W., Behrens, Sabine, Bermisheva, Marina, Bogdanova, Natalia V., Bojesen, Stig E., Bolla, Manjeet K., Bremer, Michael, Briceno, Ignacio, Camp, Nicola J., Campbell, Archie, Castelao, Jose E., Chang-Claude, Jenny, Chanock, Stephen J., Chenevix-Trench, Georgia, Collee, J. Margriet, Czene, Kamila, Dennis, Joe, Dork, Thilo, Eriksson, Mikael, Evans, D. Gareth, Fasching, Peter A., Figueroa, Jonine, Flyger, Henrik, Gabrielson, Marike, Gago-Dominguez, Manuela, Garcia-Closas, Montserrat, Giles, Graham G., Glendon, Gord, Guenel, Pascal, Gundert, Melanie, Hadjisavvas, Andreas, Hahnen, Eric, Hall, Per, Hamann, Ute, Harkness, Elaine F., Hartman, Mikael, Hogervorst, Frans B. L., Hollestelle, Antoinette, Hoppe, Reiner, Howell, Anthony, Jakubowska, Anna, Jung, Audrey, Khusnutdinova, Elza, Kim, Sung-Won, Ko, Yon-Dschun, Kristensen, Vessela N., Lakeman, Inge M. M., Li, Jingmei, Lindblom, Annika, Loizidou, Maria A., Lophatananon, Artitaya, Lubinski, Jan, Luccarini, Craig, Madsen, Michael J., Mannermaa, Arto, Manoochehri, Mehdi, Margolin, Sara, Mavroudis, Dimitrios, Milne, Roger L., Mohd Taib, Nur Aishah, Muir, Kenneth, Nevanlinna, Heli, Newman, William G., Oosterwijk, Jan C., Park, Sue K., Peterlongo, Paolo, Radice, Paolo, Saloustros, Emmanouil, Sawyer, Elinor J., Schmutzler, Rita K., Shah, Mitul, Sim, Xueling, Southey, Melissa C., Surowy, Harald, Suvanto, Maija, Tomlinson, Ian, Torres, Diana, Truong, Therese, van Asperen, Christi J., Waltes, Regina, Wang, Qin, Yang, Xiaohong R., Pharoah, Paul D. P., Schmidt, Marjanka K., Benitez, Javier, Vroling, Bas, Dunning, Alison M., Teo, Soo Hwang, Kvist, Anders, de la Hoya, Miguel, Devilee, Peter, Spurdle, Amanda B., Vreeswijk, Maaike P. G., Easton, Douglas F., Collaborators, NBCS, Investigators, KConFab, Investigators, SGBCC
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Published: BMC 2022
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Online Access:http://eprints.um.edu.my/42810/
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record_format eprints
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content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic R Medicine
spellingShingle R Medicine
Dorling, Leila
Carvalho, Sara
Allen, Jamie
Parsons, Michael T.
Fortuno, Cristina
Gonzalez-Neira, Anna
Heijl, Stephan M.
Adank, Muriel A.
Ahearn, Thomas U.
Andrulis, Irene L.
Auvinen, Paivi
Becher, Heiko
Beckmann, Matthias W.
Behrens, Sabine
Bermisheva, Marina
Bogdanova, Natalia V.
Bojesen, Stig E.
Bolla, Manjeet K.
Bremer, Michael
Briceno, Ignacio
Camp, Nicola J.
Campbell, Archie
Castelao, Jose E.
Chang-Claude, Jenny
Chanock, Stephen J.
Chenevix-Trench, Georgia
Collee, J. Margriet
Czene, Kamila
Dennis, Joe
Dork, Thilo
Eriksson, Mikael
Evans, D. Gareth
Fasching, Peter A.
Figueroa, Jonine
Flyger, Henrik
Gabrielson, Marike
Gago-Dominguez, Manuela
Garcia-Closas, Montserrat
Giles, Graham G.
Glendon, Gord
Guenel, Pascal
Gundert, Melanie
Hadjisavvas, Andreas
Hahnen, Eric
Hall, Per
Hamann, Ute
Harkness, Elaine F.
Hartman, Mikael
Hogervorst, Frans B. L.
Hollestelle, Antoinette
Hoppe, Reiner
Howell, Anthony
Jakubowska, Anna
Jung, Audrey
Khusnutdinova, Elza
Kim, Sung-Won
Ko, Yon-Dschun
Kristensen, Vessela N.
Lakeman, Inge M. M.
Li, Jingmei
Lindblom, Annika
Loizidou, Maria A.
Lophatananon, Artitaya
Lubinski, Jan
Luccarini, Craig
Madsen, Michael J.
Mannermaa, Arto
Manoochehri, Mehdi
Margolin, Sara
Mavroudis, Dimitrios
Milne, Roger L.
Mohd Taib, Nur Aishah
Muir, Kenneth
Nevanlinna, Heli
Newman, William G.
Oosterwijk, Jan C.
Park, Sue K.
Peterlongo, Paolo
Radice, Paolo
Saloustros, Emmanouil
Sawyer, Elinor J.
Schmutzler, Rita K.
Shah, Mitul
Sim, Xueling
Southey, Melissa C.
Surowy, Harald
Suvanto, Maija
Tomlinson, Ian
Torres, Diana
Truong, Therese
van Asperen, Christi J.
Waltes, Regina
Wang, Qin
Yang, Xiaohong R.
Pharoah, Paul D. P.
Schmidt, Marjanka K.
Benitez, Javier
Vroling, Bas
Dunning, Alison M.
Teo, Soo Hwang
Kvist, Anders
de la Hoya, Miguel
Devilee, Peter
Spurdle, Amanda B.
Vreeswijk, Maaike P. G.
Easton, Douglas F.
Collaborators, NBCS
Investigators, KConFab
Investigators, SGBCC
Breast cancer risks associated with missense variants in breast cancer susceptibility genes
description Background Protein truncating variants in ATM, BRCA1, BRCA2, CHEK2, and PALB2 are associated with increased breast cancer risk, but risks associated with missense variants in these genes are uncertain. Methods We analyzed data on 59,639 breast cancer cases and 53,165 controls from studies participating in the Breast Cancer Association Consortium BRIDGES project. We sampled training (80%) and validation (20%) sets to analyze rare missense variants in ATM (1146 training variants), BRCA1 (644), BRCA2 (1425), CHEK2 (325), and PALB2 (472). We evaluated breast cancer risks according to five in silico prediction-of-deleteriousness algorithms, functional protein domain, and frequency, using logistic regression models and also mixture models in which a subset of variants was assumed to be risk-associated. Results The most predictive in silico algorithms were Helix (BRCA1, BRCA2 and CHEK2) and CADD (ATM). Increased risks appeared restricted to functional protein domains for ATM (FAT and PIK domains) and BRCA1 (RING and BRCT domains). For ATM, BRCA1, and BRCA2, data were compatible with small subsets (approximately 7%, 2%, and 0.6%, respectively) of rare missense variants giving similar risk to those of protein truncating variants in the same gene. For CHEK2, data were more consistent with a large fraction (approximately 60%) of rare missense variants giving a lower risk (OR 1.75, 95% CI (1.47-2.08)) than CHEK2 protein truncating variants. There was little evidence for an association with risk for missense variants in PALB2. The best fitting models were well calibrated in the validation set. Conclusions These results will inform risk prediction models and the selection of candidate variants for functional assays and could contribute to the clinical reporting of gene panel testing for breast cancer susceptibility.
format Article
author Dorling, Leila
Carvalho, Sara
Allen, Jamie
Parsons, Michael T.
Fortuno, Cristina
Gonzalez-Neira, Anna
Heijl, Stephan M.
Adank, Muriel A.
Ahearn, Thomas U.
Andrulis, Irene L.
Auvinen, Paivi
Becher, Heiko
Beckmann, Matthias W.
Behrens, Sabine
Bermisheva, Marina
Bogdanova, Natalia V.
Bojesen, Stig E.
Bolla, Manjeet K.
Bremer, Michael
Briceno, Ignacio
Camp, Nicola J.
Campbell, Archie
Castelao, Jose E.
Chang-Claude, Jenny
Chanock, Stephen J.
Chenevix-Trench, Georgia
Collee, J. Margriet
Czene, Kamila
Dennis, Joe
Dork, Thilo
Eriksson, Mikael
Evans, D. Gareth
Fasching, Peter A.
Figueroa, Jonine
Flyger, Henrik
Gabrielson, Marike
Gago-Dominguez, Manuela
Garcia-Closas, Montserrat
Giles, Graham G.
Glendon, Gord
Guenel, Pascal
Gundert, Melanie
Hadjisavvas, Andreas
Hahnen, Eric
Hall, Per
Hamann, Ute
Harkness, Elaine F.
Hartman, Mikael
Hogervorst, Frans B. L.
Hollestelle, Antoinette
Hoppe, Reiner
Howell, Anthony
Jakubowska, Anna
Jung, Audrey
Khusnutdinova, Elza
Kim, Sung-Won
Ko, Yon-Dschun
Kristensen, Vessela N.
Lakeman, Inge M. M.
Li, Jingmei
Lindblom, Annika
Loizidou, Maria A.
Lophatananon, Artitaya
Lubinski, Jan
Luccarini, Craig
Madsen, Michael J.
Mannermaa, Arto
Manoochehri, Mehdi
Margolin, Sara
Mavroudis, Dimitrios
Milne, Roger L.
Mohd Taib, Nur Aishah
Muir, Kenneth
Nevanlinna, Heli
Newman, William G.
Oosterwijk, Jan C.
Park, Sue K.
Peterlongo, Paolo
Radice, Paolo
Saloustros, Emmanouil
Sawyer, Elinor J.
Schmutzler, Rita K.
Shah, Mitul
Sim, Xueling
Southey, Melissa C.
Surowy, Harald
Suvanto, Maija
Tomlinson, Ian
Torres, Diana
Truong, Therese
van Asperen, Christi J.
Waltes, Regina
Wang, Qin
Yang, Xiaohong R.
Pharoah, Paul D. P.
Schmidt, Marjanka K.
Benitez, Javier
Vroling, Bas
Dunning, Alison M.
Teo, Soo Hwang
Kvist, Anders
de la Hoya, Miguel
Devilee, Peter
Spurdle, Amanda B.
Vreeswijk, Maaike P. G.
Easton, Douglas F.
Collaborators, NBCS
Investigators, KConFab
Investigators, SGBCC
author_facet Dorling, Leila
Carvalho, Sara
Allen, Jamie
Parsons, Michael T.
Fortuno, Cristina
Gonzalez-Neira, Anna
Heijl, Stephan M.
Adank, Muriel A.
Ahearn, Thomas U.
Andrulis, Irene L.
Auvinen, Paivi
Becher, Heiko
Beckmann, Matthias W.
Behrens, Sabine
Bermisheva, Marina
Bogdanova, Natalia V.
Bojesen, Stig E.
Bolla, Manjeet K.
Bremer, Michael
Briceno, Ignacio
Camp, Nicola J.
Campbell, Archie
Castelao, Jose E.
Chang-Claude, Jenny
Chanock, Stephen J.
Chenevix-Trench, Georgia
Collee, J. Margriet
Czene, Kamila
Dennis, Joe
Dork, Thilo
Eriksson, Mikael
Evans, D. Gareth
Fasching, Peter A.
Figueroa, Jonine
Flyger, Henrik
Gabrielson, Marike
Gago-Dominguez, Manuela
Garcia-Closas, Montserrat
Giles, Graham G.
Glendon, Gord
Guenel, Pascal
Gundert, Melanie
Hadjisavvas, Andreas
Hahnen, Eric
Hall, Per
Hamann, Ute
Harkness, Elaine F.
Hartman, Mikael
Hogervorst, Frans B. L.
Hollestelle, Antoinette
Hoppe, Reiner
Howell, Anthony
Jakubowska, Anna
Jung, Audrey
Khusnutdinova, Elza
Kim, Sung-Won
Ko, Yon-Dschun
Kristensen, Vessela N.
Lakeman, Inge M. M.
Li, Jingmei
Lindblom, Annika
Loizidou, Maria A.
Lophatananon, Artitaya
Lubinski, Jan
Luccarini, Craig
Madsen, Michael J.
Mannermaa, Arto
Manoochehri, Mehdi
Margolin, Sara
Mavroudis, Dimitrios
Milne, Roger L.
Mohd Taib, Nur Aishah
Muir, Kenneth
Nevanlinna, Heli
Newman, William G.
Oosterwijk, Jan C.
Park, Sue K.
Peterlongo, Paolo
Radice, Paolo
Saloustros, Emmanouil
Sawyer, Elinor J.
Schmutzler, Rita K.
Shah, Mitul
Sim, Xueling
Southey, Melissa C.
Surowy, Harald
Suvanto, Maija
Tomlinson, Ian
Torres, Diana
Truong, Therese
van Asperen, Christi J.
Waltes, Regina
Wang, Qin
Yang, Xiaohong R.
Pharoah, Paul D. P.
Schmidt, Marjanka K.
Benitez, Javier
Vroling, Bas
Dunning, Alison M.
Teo, Soo Hwang
Kvist, Anders
de la Hoya, Miguel
Devilee, Peter
Spurdle, Amanda B.
Vreeswijk, Maaike P. G.
Easton, Douglas F.
Collaborators, NBCS
Investigators, KConFab
Investigators, SGBCC
author_sort Dorling, Leila
title Breast cancer risks associated with missense variants in breast cancer susceptibility genes
title_short Breast cancer risks associated with missense variants in breast cancer susceptibility genes
title_full Breast cancer risks associated with missense variants in breast cancer susceptibility genes
title_fullStr Breast cancer risks associated with missense variants in breast cancer susceptibility genes
title_full_unstemmed Breast cancer risks associated with missense variants in breast cancer susceptibility genes
title_sort breast cancer risks associated with missense variants in breast cancer susceptibility genes
publisher BMC
publishDate 2022
url http://eprints.um.edu.my/42810/
_version_ 1776247435460345856
spelling my.um.eprints.428102023-08-28T04:03:51Z http://eprints.um.edu.my/42810/ Breast cancer risks associated with missense variants in breast cancer susceptibility genes Dorling, Leila Carvalho, Sara Allen, Jamie Parsons, Michael T. Fortuno, Cristina Gonzalez-Neira, Anna Heijl, Stephan M. Adank, Muriel A. Ahearn, Thomas U. Andrulis, Irene L. Auvinen, Paivi Becher, Heiko Beckmann, Matthias W. Behrens, Sabine Bermisheva, Marina Bogdanova, Natalia V. Bojesen, Stig E. Bolla, Manjeet K. Bremer, Michael Briceno, Ignacio Camp, Nicola J. Campbell, Archie Castelao, Jose E. Chang-Claude, Jenny Chanock, Stephen J. Chenevix-Trench, Georgia Collee, J. Margriet Czene, Kamila Dennis, Joe Dork, Thilo Eriksson, Mikael Evans, D. Gareth Fasching, Peter A. Figueroa, Jonine Flyger, Henrik Gabrielson, Marike Gago-Dominguez, Manuela Garcia-Closas, Montserrat Giles, Graham G. Glendon, Gord Guenel, Pascal Gundert, Melanie Hadjisavvas, Andreas Hahnen, Eric Hall, Per Hamann, Ute Harkness, Elaine F. Hartman, Mikael Hogervorst, Frans B. L. Hollestelle, Antoinette Hoppe, Reiner Howell, Anthony Jakubowska, Anna Jung, Audrey Khusnutdinova, Elza Kim, Sung-Won Ko, Yon-Dschun Kristensen, Vessela N. Lakeman, Inge M. M. Li, Jingmei Lindblom, Annika Loizidou, Maria A. Lophatananon, Artitaya Lubinski, Jan Luccarini, Craig Madsen, Michael J. Mannermaa, Arto Manoochehri, Mehdi Margolin, Sara Mavroudis, Dimitrios Milne, Roger L. Mohd Taib, Nur Aishah Muir, Kenneth Nevanlinna, Heli Newman, William G. Oosterwijk, Jan C. Park, Sue K. Peterlongo, Paolo Radice, Paolo Saloustros, Emmanouil Sawyer, Elinor J. Schmutzler, Rita K. Shah, Mitul Sim, Xueling Southey, Melissa C. Surowy, Harald Suvanto, Maija Tomlinson, Ian Torres, Diana Truong, Therese van Asperen, Christi J. Waltes, Regina Wang, Qin Yang, Xiaohong R. Pharoah, Paul D. P. Schmidt, Marjanka K. Benitez, Javier Vroling, Bas Dunning, Alison M. Teo, Soo Hwang Kvist, Anders de la Hoya, Miguel Devilee, Peter Spurdle, Amanda B. Vreeswijk, Maaike P. G. Easton, Douglas F. Collaborators, NBCS Investigators, KConFab Investigators, SGBCC R Medicine Background Protein truncating variants in ATM, BRCA1, BRCA2, CHEK2, and PALB2 are associated with increased breast cancer risk, but risks associated with missense variants in these genes are uncertain. Methods We analyzed data on 59,639 breast cancer cases and 53,165 controls from studies participating in the Breast Cancer Association Consortium BRIDGES project. We sampled training (80%) and validation (20%) sets to analyze rare missense variants in ATM (1146 training variants), BRCA1 (644), BRCA2 (1425), CHEK2 (325), and PALB2 (472). We evaluated breast cancer risks according to five in silico prediction-of-deleteriousness algorithms, functional protein domain, and frequency, using logistic regression models and also mixture models in which a subset of variants was assumed to be risk-associated. Results The most predictive in silico algorithms were Helix (BRCA1, BRCA2 and CHEK2) and CADD (ATM). Increased risks appeared restricted to functional protein domains for ATM (FAT and PIK domains) and BRCA1 (RING and BRCT domains). For ATM, BRCA1, and BRCA2, data were compatible with small subsets (approximately 7%, 2%, and 0.6%, respectively) of rare missense variants giving similar risk to those of protein truncating variants in the same gene. For CHEK2, data were more consistent with a large fraction (approximately 60%) of rare missense variants giving a lower risk (OR 1.75, 95% CI (1.47-2.08)) than CHEK2 protein truncating variants. There was little evidence for an association with risk for missense variants in PALB2. The best fitting models were well calibrated in the validation set. Conclusions These results will inform risk prediction models and the selection of candidate variants for functional assays and could contribute to the clinical reporting of gene panel testing for breast cancer susceptibility. BMC 2022-05 Article PeerReviewed Dorling, Leila and Carvalho, Sara and Allen, Jamie and Parsons, Michael T. and Fortuno, Cristina and Gonzalez-Neira, Anna and Heijl, Stephan M. and Adank, Muriel A. and Ahearn, Thomas U. and Andrulis, Irene L. and Auvinen, Paivi and Becher, Heiko and Beckmann, Matthias W. and Behrens, Sabine and Bermisheva, Marina and Bogdanova, Natalia V. and Bojesen, Stig E. and Bolla, Manjeet K. and Bremer, Michael and Briceno, Ignacio and Camp, Nicola J. and Campbell, Archie and Castelao, Jose E. and Chang-Claude, Jenny and Chanock, Stephen J. and Chenevix-Trench, Georgia and Collee, J. Margriet and Czene, Kamila and Dennis, Joe and Dork, Thilo and Eriksson, Mikael and Evans, D. Gareth and Fasching, Peter A. and Figueroa, Jonine and Flyger, Henrik and Gabrielson, Marike and Gago-Dominguez, Manuela and Garcia-Closas, Montserrat and Giles, Graham G. and Glendon, Gord and Guenel, Pascal and Gundert, Melanie and Hadjisavvas, Andreas and Hahnen, Eric and Hall, Per and Hamann, Ute and Harkness, Elaine F. and Hartman, Mikael and Hogervorst, Frans B. L. and Hollestelle, Antoinette and Hoppe, Reiner and Howell, Anthony and Jakubowska, Anna and Jung, Audrey and Khusnutdinova, Elza and Kim, Sung-Won and Ko, Yon-Dschun and Kristensen, Vessela N. and Lakeman, Inge M. M. and Li, Jingmei and Lindblom, Annika and Loizidou, Maria A. and Lophatananon, Artitaya and Lubinski, Jan and Luccarini, Craig and Madsen, Michael J. and Mannermaa, Arto and Manoochehri, Mehdi and Margolin, Sara and Mavroudis, Dimitrios and Milne, Roger L. and Mohd Taib, Nur Aishah and Muir, Kenneth and Nevanlinna, Heli and Newman, William G. and Oosterwijk, Jan C. and Park, Sue K. and Peterlongo, Paolo and Radice, Paolo and Saloustros, Emmanouil and Sawyer, Elinor J. and Schmutzler, Rita K. and Shah, Mitul and Sim, Xueling and Southey, Melissa C. and Surowy, Harald and Suvanto, Maija and Tomlinson, Ian and Torres, Diana and Truong, Therese and van Asperen, Christi J. and Waltes, Regina and Wang, Qin and Yang, Xiaohong R. and Pharoah, Paul D. P. and Schmidt, Marjanka K. and Benitez, Javier and Vroling, Bas and Dunning, Alison M. and Teo, Soo Hwang and Kvist, Anders and de la Hoya, Miguel and Devilee, Peter and Spurdle, Amanda B. and Vreeswijk, Maaike P. G. and Easton, Douglas F. and Collaborators, NBCS and Investigators, KConFab and Investigators, SGBCC (2022) Breast cancer risks associated with missense variants in breast cancer susceptibility genes. Genome Medicine, 14 (1). ISSN 1756-994X, DOI https://doi.org/10.1186/s13073-022-01052-8 <https://doi.org/10.1186/s13073-022-01052-8>. 10.1186/s13073-022-01052-8
score 13.186907