3
|
Ho PJ, Loo CKY, Goh MH, Abubakar M, Ahearn TU, Andrulis IL, Antonenkova NN, Aronson KJ, Augustinsson A, Behrens S, Bodelon C, Bogdanova NV, Bolla MK, Brantley K, Brenner H, Byers H, Camp NJ, Castelao JE, Cessna MH, Chang-Claude J, Chanock SJ, Chenevix-Trench G, Choi JY, Colonna SV, Czene K, Daly MB, Derouane F, Dörk T, Eliassen AH, Engel C, Eriksson M, Evans DG, Fletcher O, Fritschi L, Gago-Dominguez M, Genkinger JM, Geurts-Giele WRR, Glendon G, Hall P, Hamann U, Ho CYS, Ho WK, Hooning MJ, Hoppe R, Howell A, Humphreys K, Ito H, Iwasaki M, Jakubowska A, Jernström H, John EM, Johnson N, Kang D, Kim SW, Kitahara CM, Ko YD, Kraft P, Kwong A, Lambrechts D, Larsson S, Li S, Lindblom A, Linet M, Lissowska J, Lophatananon A, MacInnis RJ, Mannermaa A, Manoukian S, Margolin S, Matsuo K, Michailidou K, Milne RL, Taib NAM, Muir K, Murphy RA, Newman WG, O'Brien KM, Obi N, Olopade OI, Panayiotidis MI, Park SK, Park-Simon TW, Patel AV, Peterlongo P, Plaseska-Karanfilska D, Pylkäs K, Rashid MU, Rennert G, Rodriguez J, Saloustros E, Sandler DP, Sawyer EJ, Scott CG, Shahi S, Shu XO, Shulman K, Simard J, Southey MC, Stone J, Taylor JA, et alHo PJ, Loo CKY, Goh MH, Abubakar M, Ahearn TU, Andrulis IL, Antonenkova NN, Aronson KJ, Augustinsson A, Behrens S, Bodelon C, Bogdanova NV, Bolla MK, Brantley K, Brenner H, Byers H, Camp NJ, Castelao JE, Cessna MH, Chang-Claude J, Chanock SJ, Chenevix-Trench G, Choi JY, Colonna SV, Czene K, Daly MB, Derouane F, Dörk T, Eliassen AH, Engel C, Eriksson M, Evans DG, Fletcher O, Fritschi L, Gago-Dominguez M, Genkinger JM, Geurts-Giele WRR, Glendon G, Hall P, Hamann U, Ho CYS, Ho WK, Hooning MJ, Hoppe R, Howell A, Humphreys K, Ito H, Iwasaki M, Jakubowska A, Jernström H, John EM, Johnson N, Kang D, Kim SW, Kitahara CM, Ko YD, Kraft P, Kwong A, Lambrechts D, Larsson S, Li S, Lindblom A, Linet M, Lissowska J, Lophatananon A, MacInnis RJ, Mannermaa A, Manoukian S, Margolin S, Matsuo K, Michailidou K, Milne RL, Taib NAM, Muir K, Murphy RA, Newman WG, O'Brien KM, Obi N, Olopade OI, Panayiotidis MI, Park SK, Park-Simon TW, Patel AV, Peterlongo P, Plaseska-Karanfilska D, Pylkäs K, Rashid MU, Rennert G, Rodriguez J, Saloustros E, Sandler DP, Sawyer EJ, Scott CG, Shahi S, Shu XO, Shulman K, Simard J, Southey MC, Stone J, Taylor JA, Teo SH, Teras LR, Terry MB, Torres D, Vachon CM, Van Houdt M, Verhoeven J, Weinberg CR, Wolk A, Yamaji T, Yip CH, Zheng W, Hartman M, Li J. Overlap of high-risk individuals across family history, genetic & non-genetic breast cancer risk models: Analysis of 180,398 women from European & Asian ancestries. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.02.27.25323002. [PMID: 40093266 PMCID: PMC11908272 DOI: 10.1101/2025.02.27.25323002] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Background Breast cancer is multifactorial. Focusing on limited risk factors may miss high-risk individuals. Methods We assessed the performance and overlap of various risk factors in identifying high-risk individuals for invasive breast cancer (BrCa) and ductal carcinoma in situ (DCIS) in 161,849 European-ancestry and 18,549 Asian-ancestry women. Discriminatory ability was evaluated using the area under the receiver operating characteristic curve (AUC). High-risk criteria included: 5-year absolute risk ≥1·66% by the Gail model [GAILbinary]; first-degree family history of breast cancer [FHbinary]; 5-year absolute risk ≥1·66% by a 313-variants polygenic risk score [PRSbinary]; and carriers of pathogenic variants in breast cancer predisposition genes [PTVbinary]. Findings The 5-year absolute risk by PRS outperformed the Gail model in predicting BrCa (Europeansvs controls: AUCPRS=0·635 [0·632-0·638] vs AUCGail=0·492 [0·489-0·495]; Asiansvs controls: AUCPRS=0·564 [0·556-0·573] vs AUCGail=0·506 [0·497-0·514]). PRSbinary and GAILbinary identified more high-risk European than Asia individuals. High-risk proportions were higher among BrCa (16-26%) and DCIS (20-33%) compared to controls (9-15%) among young Europeans and all Asians. Fewer than 7% of BrCa, 10% of DCIS, and 3% of controls were classified as high-risk by multiple risk classifiers. Overlap between PRSbinary and PTVbinary was minimal (<0·65% Europeans, <0·15% Asians) compared to the proportion at high risk using PTVbinary alone (Europeans: 4·6%, Asians: 4·4%) and PRSbinary alone (Europeans: 13·9%, Asians: 8·5%). PRSbinary and FHbinary uniquely identified 5-6% and 9-11% of young BrCa, respectively. Interpretation The incomplete overlap between high-risk individuals identified by PRSbinary, GAILbinary, FHbinary, and PTVbinary highlights the need for a comprehensive approach to breast cancer risk prediction.
Collapse
Affiliation(s)
- Peh Joo Ho
- Human Genetics Division, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore City, 138672
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore City, 117549
| | - Christine Kim Yan Loo
- Human Genetics Division, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore City, 138672
| | - Meng Huang Goh
- Human Genetics Division, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore City, 138672
| | - Mustapha Abubakar
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, USA, Bethesda, MD, 20850
| | - Thomas U Ahearn
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, USA, Bethesda, MD, 20850
| | - Irene L Andrulis
- Fred A. Litwin Center for Cancer Genetics, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Canada, Toronto, Ontario, M5G 1×5
- Department of Molecular Genetics, University of Toronto, Canada, Toronto, Ontario, M5S 1A8
| | - Natalia N Antonenkova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Belarus, Minsk, 223040
| | - Kristan J Aronson
- Department of Public Health Sciences, and Sinclair Cancer Research Institute, Queen's University, Canada, Kingston, ON, K7L 3N6
| | - Annelie Augustinsson
- Oncology, Department of Clinical Sciences in Lund, Lund University, Sweden, Lund, 221 85
| | - Sabine Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
| | - Clara Bodelon
- Department of Population Science, American Cancer Society, USA, Atlanta, GA, 30303
| | - Natalia V Bogdanova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Belarus, Minsk, 223040
- Department of Radiation Oncology, Hannover Medical School, Germany, Hannover, 30625
- Gynaecology Research Unit, Hannover Medical School, Germany, Hannover, 30625
| | - Manjeet K Bolla
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, UK, Cambridge, CB1 8RN
| | - Kristen Brantley
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, USA, Boston, MA, 02115
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
| | - Helen Byers
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, UK, Manchester, M13 9WL
| | - Nicola J Camp
- Department of Internal Medicine and Huntsman Cancer Institute, University of Utah, USA, Salt Lake City, UT, 84112
| | - Jose E Castelao
- Oncology and Genetics Unit, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS) Foundation, Complejo Hospitalario Universitario de Santiago, SERGAS, Spain, Vigo, 36312
| | | | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Germany, Hamburg, 20246
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, USA, Bethesda, MD, 20850
| | - Georgia Chenevix-Trench
- Cancer Research Program, QIMR Berghofer Medical Research Institute Vol. Locked Bag 2000, Herston, QLD 4029, Australia, Brisbane, Queensland, 4006
| | - Ji-Yeob Choi
- Department of Biomedical Sciences, Seoul National University Graduate School, Korea, Seoul, 03080
- Cancer Research Institute, Seoul National University, Korea, Seoul, 03080
- Institute of Health Policy and Management, Seoul National University Medical Research Center, Korea, Seoul, 03080
| | - Sarah V Colonna
- Department of Internal Medicine and Huntsman Cancer Institute, University of Utah, USA, Salt Lake City, UT, 84112
| | - Kamila Czene
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden, Stockholm, 171 65
| | - Mary B Daly
- Department of Clinical Genetics, Fox Chase Cancer Center, USA, Philadelphia, PA, 19111
| | - Francoise Derouane
- Leuven Multidisciplinary Breast Center, Department of Oncology, Leuven Cancer Institute, University Hospitals Leuven, Belgium, Leuven, 3000
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Germany, Hannover, 30625
| | - A Heather Eliassen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, USA, Boston, MA, 02115
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, USA, Boston, MA, 02115
- Department of Nutrition, Harvard T.H. Chan School of Public Health, USA, Boston, MA, 02115
| | - Christoph Engel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Germany, Leipzig, 04107
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany, Leipzig, 04103
| | - Mikael Eriksson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden, Stockholm, 171 65
| | - D Gareth Evans
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, UK, Manchester, M13 9WL
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, UK, Manchester, M13 9WL
| | - Olivia Fletcher
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, UK, London, SW7 3RP
| | - Lin Fritschi
- School of Population Health, Curtin University, Australia, Perth, Western Australia, 6102
| | - Manuela Gago-Dominguez
- Cancer Genetics and Epidemiology Group, Genomic Medicine Group, Fundación Instituto de Investigación Sanitaria de Santiago de Compostela (FIDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Spain, Santiago de Compostela, 15706
| | - Jeanine M Genkinger
- Department of Epidemiology, Mailman School of Public Health, Columbia University, USA, New York, NY, 10032
- Herbert Irving Comprehensive Cancer Center, USA, New York, NY
| | - Willemina R R Geurts-Giele
- Department of Clinical Genetics, Erasmus University Medical Center Vol. P.O. Box 2040, 3000 CA, the Netherlands, Rotterdam, 3015 CN
| | - Gord Glendon
- Fred A. Litwin Center for Cancer Genetics, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Canada, Toronto, Ontario, M5G 1×5
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden, Stockholm, 171 65
- Department of Oncology, Södersjukhuset, Sweden, Stockholm, 118 83
| | - Ute Hamann
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
| | - Cecilia Y S Ho
- Department of Molecular Pathology, Hong Kong Sanatorium and Hospital, Hong Kong
| | - Weang-Kee Ho
- School of Mathematical Sciences, Faculty of Science and Engineering, University of Nottingham Malaysia, Malaysia, Semenyih, Selangor, 43500
- Cancer Research Malaysia, Malaysia, Subang Jaya, Selangor, 47500
| | - Maartje J Hooning
- Department of Clinical Genetics, Erasmus University Medical Center Vol. P.O. Box 2040, 3000 CA, the Netherlands, Rotterdam, 3015 CN
- Department of Medical Oncology, Erasmus MC Cancer Institute Vol. P.O. Box 2040, 3000 CA, the Netherlands, Rotterdam, 3015 GD
| | - Reiner Hoppe
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Germany, Stuttgart, 70376
- University of Tübingen, Germany, Tübingen, 72074
| | - Anthony Howell
- Division of Cancer Sciences, University of Manchester, UK, Manchester, M13 9PL
| | - Keith Humphreys
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden, Stockholm, 171 65
| | - Hidemi Ito
- Division of Cancer Information and Control, Aichi Cancer Center Research Institute, Japan, Nagoya, 464-8681
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Japan, Nagoya, 466-8550
| | - Motoki Iwasaki
- Division of Epidemiology, National Cancer Center Institute for Cancer Control, Japan, Tokyo, 104-0045
| | - Anna Jakubowska
- Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University, Poland, Szczecin, 171-252
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Poland, Szczecin, 70-115
| | - Helena Jernström
- Oncology, Department of Clinical Sciences in Lund, Lund University, Sweden, Lund, 221 85
| | - Esther M John
- Department of Epidemiology and Population Health, Stanford University School of Medicine, USA, Stanford, CA, 94305
- Department of Medicine, Division of Oncology, Stanford Cancer Institute, Stanford University School of Medicine, USA, Stanford, CA, 94304
| | - Nichola Johnson
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, UK, London, SW7 3RP
| | - Daehee Kang
- Cancer Research Institute, Seoul National University, Korea, Seoul, 03080
- Department of Preventive Medicine, Seoul National University College of Medicine, Korea, Seoul, 03080
| | - Sung-Won Kim
- Department of Surgery, Daerim Saint Mary's Hospital, Korea, Seoul, 07442
| | - Cari M Kitahara
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, USA, Bethesda, MD, 20892
| | - Yon-Dschun Ko
- Department of Internal Medicine, Johanniter GmbH Bonn, Johanniter Krankenhaus, Germany, Bonn, 53177
| | - Peter Kraft
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, USA, Bethesda, MD, 20850
| | - Ava Kwong
- Hong Kong Hereditary Breast Cancer Family Registry, Hong Kong
- Department of Surgery, The University of Hong Kong, Hong Kong
- Department of Surgery and Cancer Genetics Center, Hong Kong Sanatorium and Hospital, Hong Kong
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Belgium, Leuven, 3000
- VIB Center for Cancer Biology, VIB, Belgium, Leuven, 3001
| | - Susanna Larsson
- Institute of Environmental Medicine, Karolinska Institutet, Sweden, Stockholm, 171 77
- Department of Surgical Sciences, Uppsala University, Sweden, Uppsala, 751 05
| | - Shuai Li
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, UK, Cambridge, CB1 8RN
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Australia, Melbourne, Victoria, 3010
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Australia, Clayton, Victoria, 3168
| | - Annika Lindblom
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Sweden, Stockholm, 171 76
- Department of Clinical Genetics and Genomics, Karolinska University Hospital, Sweden, Stockholm, 171 76
| | - Martha Linet
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, USA, Bethesda, MD, 20892
| | - Jolanta Lissowska
- Department of Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Oncology Institute, Poland, Warsaw, 02-034
| | - Artitaya Lophatananon
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, UK, Manchester, M13 9PL
| | - Robert J MacInnis
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Australia, Melbourne, Victoria, 3010
- Cancer Epidemiology Division, Cancer Council Victoria, Australia, Melbourne, Victoria, 3004
| | - Arto Mannermaa
- Translational Cancer Research Area, University of Eastern Finland, Finland, Kuopio, 70210
- Institute of Clinical Medicine, Pathology and Forensic Medicine, University of Eastern Finland, Finland, Kuopio, 70210
- Biobank of Eastern Finland, Kuopio University Hospital, Finland, Kuopio
| | - Siranoush Manoukian
- Unit of Medical Genetics, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Italy, Milan, 20133
| | - Sara Margolin
- Department of Oncology, Södersjukhuset, Sweden, Stockholm, 118 83
- Department of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Sweden, Stockholm, 118 83
| | - Keitaro Matsuo
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Japan, Nagoya, 466-8550
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Japan, Nagoya, 464-8681
| | - Kyriaki Michailidou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, UK, Cambridge, CB1 8RN
- Biostatistics Unit, The Cyprus Institute of Neurology and Genetics Vol. P.O.Box 23462, 1683, Nicosia, Cyprus, Cyprus, Nicosia, 2371
| | - Roger L Milne
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Australia, Melbourne, Victoria, 3010
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Australia, Clayton, Victoria, 3168
- Cancer Epidemiology Division, Cancer Council Victoria, Australia, Melbourne, Victoria, 3004
| | - Nur Aishah Mohd Taib
- Department of Surgery, Faculty of Medicine, University of Malaya, UM Cancer Research Institute, Malaysia, Kuala Lumpur, 50603
| | - Kenneth Muir
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, UK, Manchester, M13 9PL
| | - Rachel A Murphy
- School of Population and Public Health, University of British Columbia, Canada, Vancouver, BC, V6T 1Z4
- Cancer Control Research, BC Cancer Agency, Canada, Vancouver, BC, V5Z 1L3
| | - William G Newman
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, UK, Manchester, M13 9WL
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, UK, Manchester, M13 9WL
| | - Katie M O'Brien
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, USA, Research Triangle Park, NC, 27709
| | - Nadia Obi
- Institute for Occupational and Maritime Medicine, University Medical Center Hamburg-Eppendorf, Germany, Hamburg, 20246
- Institute for Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Germany, Hamburg, 20246
| | | | - Mihalis I Panayiotidis
- Department of Cancer Genetics, Therapeutics and Ultrastructural Pathology, The Cyprus Institute of Neurology & Genetics Vol. P.O.Box 23462, 1683, Nicosia, Cyprus, Cyprus, Nicosia, 2371
| | - Sue K Park
- Cancer Research Institute, Seoul National University, Korea, Seoul, 03080
- Department of Preventive Medicine, Seoul National University College of Medicine, Korea, Seoul, 03080
- Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Korea, Seoul, 03080
| | | | - Alpa V Patel
- Department of Population Science, American Cancer Society, USA, Atlanta, GA, 30303
| | - Paolo Peterlongo
- Genome Diagnostics Program, IFOM ETS - the AIRC Institute of Molecular Oncology, Italy, Milan, 20139
| | - Dijana Plaseska-Karanfilska
- Research Centre for Genetic Engineering and Biotechnology 'Georgi D. Efremov', MASA, Republic of North Macedonia, Skopje, 1000
| | - Katri Pylkäs
- Laboratory of Cancer Genetics and Tumor Biology, Translational Medicine Research Unit, Biocenter Oulu, University of Oulu, Finland, Oulu, 90220
- Laboratory of Cancer Genetics and Tumor Biology, Northern Finland Laboratory Centre Oulu, Finland, Oulu, 90220
| | - Muhammad U Rashid
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
- Department of Basic Sciences, Shaukat Khanum Memorial Cancer Hospital and Research Centre (SKMCH & RC), Pakistan, Lahore, 54000
| | - Gad Rennert
- Faculty of Medicine, Technion - Israel Institute of Technology and Association for Promotion of Research in Precision Medicine, Israel, Haifa, 35254
| | - Juan Rodriguez
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden, Stockholm, 171 65
| | - Emmanouil Saloustros
- Division of Oncology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Greece, Larissa, 411 10
| | - Dale P Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, USA, Research Triangle Park, NC, 27709
| | - Elinor J Sawyer
- School of Cancer & Pharmaceutical Sciences, Comprehensive Cancer Centre, Guy's Campus, King's College London, UK, London
| | - Christopher G Scott
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, USA, Rochester, MN, 55905
| | - Shamim Shahi
- School of Population and Public Health, University of British Columbia, Canada, Vancouver, BC, V6T 1Z4
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, USA, Nashville, TN, 37232
| | - Katerina Shulman
- Clalit Regional Oncology Unit, Haifa and Western Galilee District, Israel, Haifa
| | - Jacques Simard
- Genomics Center, Centre Hospitalier Universitaire de Québec - Université Laval Research Center, Canada, Québec City, Québec, G1V 4G2
| | - Melissa C Southey
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Australia, Clayton, Victoria, 3168
- Cancer Epidemiology Division, Cancer Council Victoria, Australia, Melbourne, Victoria, 3004
- Department of Clinical Pathology, The University of Melbourne, Australia, Melbourne, Victoria, 3010
| | - Jennifer Stone
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Australia, Melbourne, Victoria, 3010
- Genetic Epidemiology Group, School of Population and Global Health, University of Western Australia, Australia, Perth, Western Australia, 6009
| | - Jack A Taylor
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, USA, Research Triangle Park, NC, 27709
- Epigenetic and Stem Cell Biology Laboratory, National Institute of Environmental Health Sciences, NIH, USA, Research Triangle Park, NC, 27709
| | - Soo-Hwang Teo
- Cancer Research Malaysia, Malaysia, Subang Jaya, Selangor, 47500
- Department of Surgery, Faculty of Medicine, University of Malaya, UM Cancer Research Institute, Malaysia, Kuala Lumpur, 50603
| | - Lauren R Teras
- Department of Population Science, American Cancer Society, USA, Atlanta, GA, 30303
| | - Mary Beth Terry
- Department of Epidemiology, Mailman School of Public Health, Columbia University, USA, New York, NY, 10032
| | - Diana Torres
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Germany, Heidelberg, 69120
- Institute of Human Genetics, Pontificia Universidad Javeriana, Colombia, Bogota, 110231
| | - Celine M Vachon
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, USA, Rochester, MN, 55905
| | - Maxime Van Houdt
- Leuven Multidisciplinary Breast Center, Department of Oncology, Leuven Cancer Institute, University Hospitals Leuven, Belgium, Leuven, 3000
| | - Jelle Verhoeven
- Leuven Multidisciplinary Breast Center, Department of Oncology, Leuven Cancer Institute, University Hospitals Leuven, Belgium, Leuven, 3000
| | - Clarice R Weinberg
- Biostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, NIH, USA, Research Triangle Park, NC, 27709
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Sweden, Stockholm, 171 77
| | - Taiki Yamaji
- Division of Epidemiology, National Cancer Center Institute for Cancer Control, Japan, Tokyo, 104-0045
| | - Cheng Har Yip
- Department of Surgery, Faculty of Medicine, University of Malaya, UM Cancer Research Institute, Malaysia, Kuala Lumpur, 50603
- Subang Jaya Medical Centre, Malaysia, Subang Jaya, Selangor, 47500
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, USA, Nashville, TN, 37232
| | - Mikael Hartman
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore City, 117549
- Department of Surgery, National University Health System, Singapore, Singapore City, 119228
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore City, 119077
| | - Jingmei Li
- Human Genetics Division, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore City, 138672
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore City, 119077
- National Cancer Centre, Singapore, Singapore City, 168583
| |
Collapse
|