1
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Chen H, Fan S, Stone J, Thompson DJ, Douglas J, Li S, Scott C, Bolla MK, Wang Q, Dennis J, Michailidou K, Li C, Peters U, Hopper JL, Southey MC, Nguyen-Dumont T, Nguyen TL, Fasching PA, Behrens A, Cadby G, Murphy RA, Aronson K, Howell A, Astley S, Couch F, Olson J, Milne RL, Giles GG, Haiman CA, Maskarinec G, Winham S, John EM, Kurian A, Eliassen H, Andrulis I, Evans DG, Newman WG, Hall P, Czene K, Swerdlow A, Jones M, Pollan M, Fernandez-Navarro P, McConnell DS, Kristensen VN, Rothstein JH, Wang P, Habel LA, Sieh W, Dunning AM, Pharoah PDP, Easton DF, Gierach GL, Tamimi RM, Vachon CM, Lindström S. Genome-wide and transcriptome-wide association studies of mammographic density phenotypes reveal novel loci. Breast Cancer Res 2022; 24:27. [PMID: 35414113 PMCID: PMC9006574 DOI: 10.1186/s13058-022-01524-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 04/02/2022] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Mammographic density (MD) phenotypes, including percent density (PMD), area of dense tissue (DA), and area of non-dense tissue (NDA), are associated with breast cancer risk. Twin studies suggest that MD phenotypes are highly heritable. However, only a small proportion of their variance is explained by identified genetic variants. METHODS We conducted a genome-wide association study, as well as a transcriptome-wide association study (TWAS), of age- and BMI-adjusted DA, NDA, and PMD in up to 27,900 European-ancestry women from the MODE/BCAC consortia. RESULTS We identified 28 genome-wide significant loci for MD phenotypes, including nine novel signals (5q11.2, 5q14.1, 5q31.1, 5q33.3, 5q35.1, 7p11.2, 8q24.13, 12p11.2, 16q12.2). Further, 45% of all known breast cancer SNPs were associated with at least one MD phenotype at p < 0.05. TWAS further identified two novel genes (SHOX2 and CRISPLD2) whose genetically predicted expression was significantly associated with MD phenotypes. CONCLUSIONS Our findings provided novel insight into the genetic background of MD phenotypes, and further demonstrated their shared genetic basis with breast cancer.
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Affiliation(s)
- Hongjie Chen
- grid.34477.330000000122986657Department of Epidemiology, School of Public Health, University of Washington, 3980 15th Ave NE, Box 351619, Seattle, WA 98195 USA
| | - Shaoqi Fan
- grid.48336.3a0000 0004 1936 8075Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD USA
| | - Jennifer Stone
- grid.1012.20000 0004 1936 7910School of Population and Global Health, University of Western Australia, Crawley, Australia
| | - Deborah J. Thompson
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Julie Douglas
- grid.214458.e0000000086837370Department of Human Genetics, University of Michigan Medical School, Ann Arbor, MI USA ,grid.60094.3b0000 0001 2270 6467Department of Mathematics and Statistics, Skidmore College, Saratoga Springs, NY USA
| | - Shuai Li
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK ,grid.1008.90000 0001 2179 088XCentre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC Australia ,grid.1002.30000 0004 1936 7857Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC Australia
| | - Christopher Scott
- grid.66875.3a0000 0004 0459 167XDepartment of Health Sciences Research, Mayo Clinic, Rochester, MN USA
| | - Manjeet K. Bolla
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Qin Wang
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Joe Dennis
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Kyriaki Michailidou
- grid.417705.00000 0004 0609 0940Biostatistics Unit, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus ,grid.417705.00000 0004 0609 0940Cyprus School of Molecular Medicine, Nicosia, Cyprus
| | - Christopher Li
- grid.34477.330000000122986657Department of Epidemiology, School of Public Health, University of Washington, 3980 15th Ave NE, Box 351619, Seattle, WA 98195 USA ,grid.270240.30000 0001 2180 1622Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA
| | - Ulrike Peters
- grid.34477.330000000122986657Department of Epidemiology, School of Public Health, University of Washington, 3980 15th Ave NE, Box 351619, Seattle, WA 98195 USA ,grid.270240.30000 0001 2180 1622Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA
| | - John L. Hopper
- grid.1008.90000 0001 2179 088XCentre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC Australia
| | - Melissa C. Southey
- grid.1002.30000 0004 1936 7857Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC Australia
| | - Tu Nguyen-Dumont
- grid.1002.30000 0004 1936 7857Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC Australia
| | - Tuong L. Nguyen
- grid.1008.90000 0001 2179 088XCentre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC Australia
| | - Peter A. Fasching
- grid.411668.c0000 0000 9935 6525Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Annika Behrens
- grid.411668.c0000 0000 9935 6525Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Gemma Cadby
- grid.1012.20000 0004 1936 7910School of Population and Global Health, University of Western Australia, Crawley, Australia
| | - Rachel A. Murphy
- grid.17091.3e0000 0001 2288 9830Cancer Control Research, BC Cancer and School of Population and Public Health, University of British Columbia, Vancouver, Canada
| | - Kristan Aronson
- grid.410356.50000 0004 1936 8331Public Health Sciences, Queen’s University, Kingston, Canada
| | - Anthony Howell
- grid.5379.80000000121662407Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Susan Astley
- grid.5379.80000000121662407Division of Informatics, Imaging and Data Sciences, University of Manchester, Manchester, UK
| | - Fergus Couch
- grid.66875.3a0000 0004 0459 167XDepartment of Health Sciences Research, Mayo Clinic, Rochester, MN USA
| | - Janet Olson
- grid.66875.3a0000 0004 0459 167XDepartment of Health Sciences Research, Mayo Clinic, Rochester, MN USA
| | - Roger L. Milne
- grid.1008.90000 0001 2179 088XCentre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC Australia ,grid.1002.30000 0004 1936 7857Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC Australia ,Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC Australia
| | - Graham G. Giles
- grid.1008.90000 0001 2179 088XCentre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC Australia ,grid.5379.80000000121662407Division of Informatics, Imaging and Data Sciences, University of Manchester, Manchester, UK ,Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC Australia
| | - Christopher A. Haiman
- grid.42505.360000 0001 2156 6853Center for Genetic Epidemiology, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA USA
| | - Gertraud Maskarinec
- grid.410445.00000 0001 2188 0957Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI USA
| | - Stacey Winham
- grid.66875.3a0000 0004 0459 167XDepartment of Health Sciences Research, Mayo Clinic, Rochester, MN USA
| | - Esther M. John
- grid.168010.e0000000419368956Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Medicine (Oncology), Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA USA
| | - Allison Kurian
- grid.168010.e0000000419368956Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Medicine (Oncology), Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA USA
| | - Heather Eliassen
- grid.38142.3c000000041936754XDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA USA ,grid.62560.370000 0004 0378 8294Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA USA
| | - Irene Andrulis
- grid.250674.20000 0004 0626 6184Fred A. Litwin Center for Cancer Genetics, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, Canada ,grid.17063.330000 0001 2157 2938Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - D. Gareth Evans
- grid.5379.80000000121662407Division of Evolution and Genomic Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK ,grid.462482.e0000 0004 0417 0074Genomic Medicine, St Mary’s Hospital, Manchester Centre for Genomic Medicine, Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK ,grid.498924.a0000 0004 0430 9101NIHR Manchester Biomedical Research Centre, Manchester Academic Health Science Centre, Manchester University NHS Foundation Trust, Manchester, UK
| | - William G. Newman
- grid.5379.80000000121662407Division of Evolution and Genomic Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
| | - Per Hall
- grid.4714.60000 0004 1937 0626Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Kamila Czene
- grid.4714.60000 0004 1937 0626Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anthony Swerdlow
- grid.18886.3fDivision of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Michael Jones
- grid.18886.3fDivision of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Marina Pollan
- grid.413448.e0000 0000 9314 1427Cancer and Environmental Epidemiology Unit, National Center for Epidemiology, Carlos III Institute of Health, Madrid, Spain
| | - Pablo Fernandez-Navarro
- grid.413448.e0000 0000 9314 1427Cancer and Environmental Epidemiology Unit, National Center for Epidemiology, Carlos III Institute of Health, Madrid, Spain
| | - Daniel S. McConnell
- grid.214458.e0000000086837370Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI USA
| | - Vessela N. Kristensen
- grid.55325.340000 0004 0389 8485Department of Medical Genetics, Oslo University Hospital and University of Oslo, Oslo, Norway
| | | | - Joseph H. Rothstein
- grid.59734.3c0000 0001 0670 2351Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY USA ,grid.59734.3c0000 0001 0670 2351Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Pei Wang
- grid.59734.3c0000 0001 0670 2351Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Laurel A. Habel
- grid.280062.e0000 0000 9957 7758Division of Research, Kaiser Permanente Northern California, Oakland, CA USA
| | - Weiva Sieh
- grid.59734.3c0000 0001 0670 2351Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY USA ,grid.59734.3c0000 0001 0670 2351Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Alison M. Dunning
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Paul D. P. Pharoah
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Douglas F. Easton
- grid.5335.00000000121885934Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Gretchen L. Gierach
- grid.48336.3a0000 0004 1936 8075Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD USA
| | - Rulla M. Tamimi
- grid.5386.8000000041936877XDivision of Epidemiology, Population Health Science, Weill Cornell Medicine, New York, NY USA
| | - Celine M. Vachon
- grid.66875.3a0000 0004 0459 167XDepartment of Health Sciences Research, Mayo Clinic, Rochester, MN USA
| | - Sara Lindström
- grid.34477.330000000122986657Department of Epidemiology, School of Public Health, University of Washington, 3980 15th Ave NE, Box 351619, Seattle, WA 98195 USA ,grid.270240.30000 0001 2180 1622Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA
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2
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Muranen TA, Greco D, Blomqvist C, Aittomäki K, Khan S, Hogervorst F, Verhoef S, Pharoah PD, Dunning AM, Shah M, Luben R, Bojesen SE, Nordestgaard BG, Schoemaker M, Swerdlow A, García-Closas M, Figueroa J, Dörk T, Bogdanova NV, Hall P, Li J, Khusnutdinova E, Bermisheva M, Kristensen V, Borresen-Dale AL, Peto J, dos Santos Silva I, Couch FJ, Olson JE, Hillemans P, Park-Simon TW, Brauch H, Hamann U, Burwinkel B, Marme F, Meindl A, Schmutzler RK, Cox A, Cross SS, Sawyer EJ, Tomlinson I, Lambrechts D, Moisse M, Lindblom A, Margolin S, Hollestelle A, Martens JW, Fasching PA, Beckmann MW, Andrulis IL, Knight JA, Anton-Culver H, Ziogas A, Giles GG, Milne RL, Brenner H, Arndt V, Mannermaa A, Kosma VM, Chang-Claude J, Rudolph A, Devilee P, Seynaeve C, Hopper JL, Southey MC, John EM, Whittemore AS, Bolla MK, Wang Q, Michailidou K, Dennis J, Easton DF, Schmidt MK, Nevanlinna H. Genetic modifiers of CHEK2*1100delC-associated breast cancer risk. Genet Med 2017; 19:599-603. [PMID: 27711073 PMCID: PMC5382131 DOI: 10.1038/gim.2016.147] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2016] [Accepted: 07/27/2016] [Indexed: 01/06/2023] Open
Abstract
PURPOSE CHEK2*1100delC is a founder variant in European populations that confers a two- to threefold increased risk of breast cancer (BC). Epidemiologic and family studies have suggested that the risk associated with CHEK2*1100delC is modified by other genetic factors in a multiplicative fashion. We have investigated this empirically using data from the Breast Cancer Association Consortium (BCAC). METHODS Using genotype data from 39,139 (624 1100delC carriers) BC patients and 40,063 (224) healthy controls from 32 BCAC studies, we analyzed the combined risk effects of CHEK2*1100delC and 77 common variants in terms of a polygenic risk score (PRS) and pairwise interaction. RESULTS The PRS conferred odds ratios (OR) of 1.59 (95% CI: 1.21-2.09) per standard deviation for BC for CHEK2*1100delC carriers and 1.58 (1.55-1.62) for noncarriers. No evidence of deviation from the multiplicative model was found. The OR for the highest quintile of the PRS was 2.03 (0.86-4.78) for CHEK2*1100delC carriers, placing them in the high risk category according to UK NICE guidelines. The OR for the lowest quintile was 0.52 (0.16-1.74), indicating a lifetime risk close to the population average. CONCLUSION Our results confirm the multiplicative nature of risk effects conferred by CHEK2*1100delC and the common susceptibility variants. Furthermore, the PRS could identify carriers at a high lifetime risk for clinical actions.Genet Med advance online publication 06 October 2016.
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Affiliation(s)
- Taru A. Muranen
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Dario Greco
- Unit of Systems Toxicology, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Carl Blomqvist
- Department of Oncology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Kristiina Aittomäki
- Department of Clinical Genetics, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Sofia Khan
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Frans Hogervorst
- Netherlands Cancer Institute, Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands
| | - Senno Verhoef
- Netherlands Cancer Institute, Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands
| | - Paul D.P. Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Alison M. Dunning
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Mitul Shah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Robert Luben
- Clinical Gerontology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Stig E. Bojesen
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Børge G. Nordestgaard
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Minouk Schoemaker
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Anthony Swerdlow
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Division of Breast Cancer Research, The Institute of Cancer Research, London, UK
| | - Montserrat García-Closas
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Jonine Figueroa
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | | | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jingmei Li
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Elza Khusnutdinova
- Department of Genetics and Fundamental Medicine, Bashkir State University, Ufa, Russia
- Institute of Biochemistry and Genetics, Ufa Scientific Center of Russian Academy of Sciences, Ufa, Russia
| | - Marina Bermisheva
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
- Institute of Biochemistry and Genetics, Ufa Scientific Center of Russian Academy of Sciences, Ufa, Russia
| | - Vessela Kristensen
- Department of Genetics, Institute for Cancer Research, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- Department of Clinical Molecular Biology, Oslo University Hospital, University of Oslo, Oslo, Norway
- K.G. Jebsen Center for Breast Cancer Research, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Anne-Lise Borresen-Dale
- Department of Genetics, Institute for Cancer Research, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- K.G. Jebsen Center for Breast Cancer Research, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - NBCS Investigators
- Department of Genetics, Institute for Cancer Research, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- Department of Oncology, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- Department of Radiology, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- National Resource Centre for Long-term Studies after Cancer, Cancer Clinic, Radiumhospitalet, Oslo University Hospital, University of Oslo, Oslo, Norway
- Department of Clinical Molecular Biology, Oslo University Hospital, University of Oslo, Oslo, Norway
- K.G. Jebsen Center for Breast Cancer Research, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Department of Breast and Endocrine Surgery, Institute for Clinical Medicine, Ullevaal University Hospital, University of Oslo, Oslo, Norway
- Department of Clinical Molecular Biology, Institute of Clinical Medicine, Akershus University Hospital, University of Oslo, Oslo, Norway
- Department of Oncology, Ullevaal University Hospital, University of Oslo, Oslo, Norway
- Department of Pathology, Akershus University Hospital, Lørenskog, Norway
- Department of Surgery, Akershus University Hospital, Lørenskog, Norway
- Department of Oncology, Haukeland University Hospital, Bergen, Norway
- Section of Oncology, Institute of Medicine, University of Bergen, Bergen, Norway
- Norwegian Centre for Integrated Care and Telemedicine, University Hospital of North Norway, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø - The Arctic University of Norway, Tromsø, Norway
| | - Julian Peto
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Isabel dos Santos Silva
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Fergus J. Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Janet E. Olson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Peter Hillemans
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | | | - Hiltrud Brauch
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tübingen, Tübingen, Germany
| | - Ute Hamann
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Barbara Burwinkel
- Molecular Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Obstetrics and Gynecology, University of Heidelberg, Heidelberg, Germany
| | - Frederik Marme
- Department of Obstetrics and Gynecology, University of Heidelberg, Heidelberg, Germany
- National Center for Tumor Diseases, University of Heidelberg, Heidelberg, Germany
| | - Alfons Meindl
- Division of Gynaecology and Obstetrics, Technische Universität München, Munich, Germany
| | - Rita K. Schmutzler
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
- Center for Hereditary Breast and Ovarian Cancer, University Hospital of Cologne, Cologne, Germany
- Center for Integrated Oncology (CIO), University Hospital of Cologne, Cologne, Germany
| | - Angela Cox
- Sheffield Cancer Research, Department of Oncology, University of Sheffield, Sheffield, UK
| | - Simon S. Cross
- Academic Unit of Pathology, Department of Neuroscience, University of Sheffield, Sheffield, UK
| | - Elinor J. Sawyer
- Research Oncology, Guy’s Hospital, King's College London, London, UK
| | - Ian Tomlinson
- Wellcome Trust Centre for Human Genetics and Oxford NIHR Biomedical Research Centre, University of Oxford, Oxford, UK
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Oncology, University of Leuven, Leuven, Belgium
- Vesalius Research Center, VIB, Leuven, Belgium
| | - Matthieu Moisse
- Laboratory for Translational Genetics, Department of Oncology, University of Leuven, Leuven, Belgium
| | - Annika Lindblom
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Sara Margolin
- Department of Oncology - Pathology, Karolinska Institutet, Stockholm, Sweden
| | - Antoinette Hollestelle
- Department of Medical Oncology, Family Cancer Clinic, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - John W.M. Martens
- Department of Medical Oncology, Family Cancer Clinic, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Peter A. Fasching
- Department of Gynaecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Matthias W. Beckmann
- Department of Gynaecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
| | - Irene L. Andrulis
- Department of Molecular Genetics, University of Toronto, Toronto, Canada
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, Canada
| | - Julia A. Knight
- Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
- Prosserman Centre for Health Research, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, Canada
| | | | - Hoda Anton-Culver
- Department of Epidemiology, University of California Irvine, Irvine, CA, USA
| | - Argyrios Ziogas
- Department of Epidemiology, University of California Irvine, Irvine, CA, USA
| | - Graham G. Giles
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global health, The University of Melbourne, Melbourne, Australia
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia
| | - Roger L. Milne
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global health, The University of Melbourne, Melbourne, Australia
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia
| | - Hermann Brenner
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Division of Preventive Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Volker Arndt
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Arto Mannermaa
- Institute of Clinical Medicine, Pathology and Forensic Medicine, University of Eastern Finland, Kuopio, Finland
- Cancer Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland
- Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland
| | - Veli-Matti Kosma
- Institute of Clinical Medicine, Pathology and Forensic Medicine, University of Eastern Finland, Kuopio, Finland
- Cancer Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland
- Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Anja Rudolph
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Peter Devilee
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Pathology, Leiden University Medical Center, Leiden, The Netherlands
| | - Caroline Seynaeve
- Department of Medical Oncology, Family Cancer Clinic, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - John L. Hopper
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global health, The University of Melbourne, Melbourne, Australia
| | - Melissa C. Southey
- Genetic Epidemiology Laboratory, Department of Pathology, The University of Melbourne, Melbourne, Australia
| | - Esther M. John
- Department of Epidemiology, Cancer Prevention Institute of California, Fremont, CA, USA
- Department of Health Research and Policy - Epidemiology, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Alice S. Whittemore
- Department of Health Research and Policy - Epidemiology, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Manjeet K. Bolla
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Qin Wang
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Kyriaki Michailidou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Electron Microscopy/Molecular Pathology, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Joe Dennis
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Douglas F. Easton
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Marjanka K. Schmidt
- Netherlands Cancer Institute, Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands
| | - Heli Nevanlinna
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
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3
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Pirie A, Guo Q, Kraft P, Canisius S, Eccles DM, Rahman N, Nevanlinna H, Chen C, Khan S, Tyrer J, Bolla MK, Wang Q, Dennis J, Michailidou K, Lush M, Dunning AM, Shah M, Czene K, Darabi H, Eriksson M, Lambrechts D, Weltens C, Leunen K, van Ongeval C, Nordestgaard BG, Nielsen SF, Flyger H, Rudolph A, Seibold P, Flesch-Janys D, Blomqvist C, Aittomäki K, Fagerholm R, Muranen TA, Olsen JE, Hallberg E, Vachon C, Knight JA, Glendon G, Mulligan AM, Broeks A, Cornelissen S, Haiman CA, Henderson BE, Schumacher F, Le Marchand L, Hopper JL, Tsimiklis H, Apicella C, Southey MC, Cross SS, Reed MWR, Giles GG, Milne RL, McLean C, Winqvist R, Pylkäs K, Jukkola-Vuorinen A, Grip M, Hooning MJ, Hollestelle A, Martens JWM, van den Ouweland AMW, Marme F, Schneeweiss A, Yang R, Burwinkel B, Figueroa J, Chanock SJ, Lissowska J, Sawyer EJ, Tomlinson I, Kerin MJ, Miller N, Brenner H, Butterbach K, Holleczek B, Kataja V, Kosma VM, Hartikainen JM, Li J, Brand JS, Humphreys K, Devilee P, Tollenaar RAEM, Seynaeve C, Radice P, Peterlongo P, Manoukian S, Ficarazzi F, Beckmann MW, Hein A, Ekici AB, Balleine R, Phillips KA, Benitez J, Zamora MP, Perez JIA, Menéndez P, Jakubowska A, Lubinski J, Gronwald J, Durda K, Hamann U, Kabisch M, Ulmer HU, Rüdiger T, Margolin S, Kristensen V, Nord S, Evans DG, Abraham J, Earl H, Poole CJ, Hiller L, Dunn JA, Bowden S, Yang R, Campa D, Diver WR, Gapstur SM, Gaudet MM, Hankinson S, Hoover RN, Hüsing A, Kaaks R, Machiela MJ, Willett W, Barrdahl M, Canzian F, Chin SF, Caldas C, Hunter DJ, Lindstrom S, Garcia-Closas M, Couch FJ, Chenevix-Trench G, Mannermaa A, Andrulis IL, Hall P, Chang-Claude J, Easton DF, Bojesen SE, Cox A, Fasching PA, Pharoah PDP, Schmidt MK. Common germline polymorphisms associated with breast cancer-specific survival. Breast Cancer Res 2015; 17:58. [PMID: 25897948 PMCID: PMC4484708 DOI: 10.1186/s13058-015-0570-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2014] [Accepted: 04/10/2015] [Indexed: 01/23/2023] Open
Abstract
INTRODUCTION Previous studies have identified common germline variants nominally associated with breast cancer survival. These associations have not been widely replicated in further studies. The purpose of this study was to evaluate the association of previously reported SNPs with breast cancer-specific survival using data from a pooled analysis of eight breast cancer survival genome-wide association studies (GWAS) from the Breast Cancer Association Consortium. METHODS A literature review was conducted of all previously published associations between common germline variants and three survival outcomes: breast cancer-specific survival, overall survival and disease-free survival. All associations that reached the nominal significance level of P value <0.05 were included. Single nucleotide polymorphisms that had been previously reported as nominally associated with at least one survival outcome were evaluated in the pooled analysis of over 37,000 breast cancer cases for association with breast cancer-specific survival. Previous associations were evaluated using a one-sided test based on the reported direction of effect. RESULTS Fifty-six variants from 45 previous publications were evaluated in the meta-analysis. Fifty-four of these were evaluated in the full set of 37,954 breast cancer cases with 2,900 events and the two additional variants were evaluated in a reduced sample size of 30,000 samples in order to ensure independence from the previously published studies. Five variants reached nominal significance (P <0.05) in the pooled GWAS data compared to 2.8 expected under the null hypothesis. Seven additional variants were associated (P <0.05) with ER-positive disease. CONCLUSIONS Although no variants reached genome-wide significance (P <5 x 10(-8)), these results suggest that there is some evidence of association between candidate common germline variants and breast cancer prognosis. Larger studies from multinational collaborations are necessary to increase the power to detect associations, between common variants and prognosis, at more stringent significance levels.
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Affiliation(s)
- Ailith Pirie
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Qi Guo
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Peter Kraft
- />Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sander Canisius
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Diana M Eccles
- />Faculty of Medicine, University of Southampton, Highfield Campus, Southampton, SO17 1BJ UK
| | - Nazneen Rahman
- />Division of Genetics and Epidemiology, Institute of Cancer Research, 15 Cotswold Road, Sutton, SM2 5NG Surrey, UK
| | - Heli Nevanlinna
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Constance Chen
- />Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sofia Khan
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Jonathan Tyrer
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Manjeet K Bolla
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Qin Wang
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Joe Dennis
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Kyriaki Michailidou
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Michael Lush
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Alison M Dunning
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Mitul Shah
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Kamila Czene
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Hatef Darabi
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Mikael Eriksson
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Dieter Lambrechts
- />Vesalius Research Center (VRC), Vib, Herestraat 49, 3000 Leuven, Belgium
- />Laboratory for Translational Genetics, Department of Oncology, University of Leuven, Herestraat 49, 3000 Leuven, Belgium
| | - Caroline Weltens
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Karin Leunen
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Chantal van Ongeval
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Børge G Nordestgaard
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3, DK-2220 Copenhagen, Denmark
| | - Sune F Nielsen
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
| | - Henrik Flyger
- />Department of Breast Surgery, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
| | - Anja Rudolph
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Petra Seibold
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Dieter Flesch-Janys
- />Department of Cancer Epidemiology/Clinical Cancer Registry and Institute for Medical Biometrics and Epidemiology, University Clinic Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
| | - Carl Blomqvist
- />Department of Oncology, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Kristiina Aittomäki
- />Department of Clinical Genetics, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Rainer Fagerholm
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
- />Department of Oncology, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
- />Department of Clinical Genetics, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Taru A Muranen
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Janet E Olsen
- />Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Emily Hallberg
- />Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Celine Vachon
- />Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Julia A Knight
- />Prosserman Centre for Health Research, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
- />Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON M5T 3M7 Canada
| | - Gord Glendon
- />Ontario Cancer Genetics Network, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
| | - Anna Marie Mulligan
- />Department of Laboratory Medicine and Pathobiology, University of Toronto, 1 King’s College Circle, Toronto, ON M5S 1A8 Canada
- />Laboratory Medicine Program, University Health Network, 200 Elizabeth Street, Toronto, ON M5G 2C4 Canada
| | - Annegien Broeks
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Sten Cornelissen
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Christopher A Haiman
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Brian E Henderson
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Frederick Schumacher
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Loic Le Marchand
- />Cancer Research Center of Hawaii, University of Hawaii, 701 Ilalo Street, Honolulu, HI 96813 USA
| | - John L Hopper
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Helen Tsimiklis
- />Department of Pathology, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Carmel Apicella
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Melissa C Southey
- />Department of Pathology, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Simon S Cross
- />Academic Unit of Pathology, Department of Neuroscience, University of Sheffield, 385a Glossop Road, Sheffield, S10 2HQ UK
| | - Malcolm WR Reed
- />CRUK/YCR Sheffield Cancer Research Centre, Department of Oncology, University of Sheffield, Beech Hill Road, Sheffield, S10 2RX UK
| | - Graham G Giles
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Cancer Epidemiology Centre, The Cancer Council Victoria, 615 St Kilda Road, Melbourne, VIC 3004 Australia
| | - Roger L Milne
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Cancer Epidemiology Centre, The Cancer Council Victoria, 615 St Kilda Road, Melbourne, VIC 3004 Australia
| | - Catriona McLean
- />Anatomical Pathology, The Alfred Hospital, Commercial Road, Melbourne, VIC 3007 Australia
| | - Robert Winqvist
- />Laboratory of Cancer Genetics and Tumor Biology, Department of Clinical Genetics and Biocenter Oulu, University of Oulu, Oulu University Hospital, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Katri Pylkäs
- />Laboratory of Cancer Genetics and Tumor Biology, Department of Clinical Genetics and Biocenter Oulu, University of Oulu, Oulu University Hospital, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Arja Jukkola-Vuorinen
- />Department of Oncology, Oulu University Hospital, University of Oulu, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Mervi Grip
- />Department of Surgery, Oulu University Hospital, University of Oulu, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Maartje J Hooning
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Antoinette Hollestelle
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - John WM Martens
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Ans MW van den Ouweland
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Federick Marme
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />National Center for Tumor Diseases, University of Heidelberg, Im Neuenheimer Feld 460, 69120 Heidelberg, Germany
| | - Andreas Schneeweiss
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />National Center for Tumor Diseases, University of Heidelberg, Im Neuenheimer Feld 460, 69120 Heidelberg, Germany
| | - Rongxi Yang
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
| | - Barbara Burwinkel
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />Molecular Epidemiology Group, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Jonine Figueroa
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Stephen J Chanock
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
- />Core Genotyping Facility, Frederick National Laboratory for Cancer Research, 8717 Grovemont Circle, Gaithersburg, MD 20877 USA
| | - Jolanta Lissowska
- />Department of Cancer Epidemiology and Prevention, M. Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Roentena 5, 02-781 Warsaw, Poland
| | - Elinor J Sawyer
- />Division of Cancer Studies, NIHR Comprehensive Biomedical Research Centre, Guy’s and St. Thomas’ NHS Foundation Trust in Partnership with King’s College London, Guy’s Campus, SE1 1UL London, UK
| | - Ian Tomlinson
- />Wellcome Trust Centre for Human Genetics and Oxford Biomedical Research Centre, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN UK
| | - Michael J Kerin
- />Clinical Science Institute, University Hospital Galway, Newcastle Road, Galway, Ireland
| | - Nicola Miller
- />Clinical Science Institute, University Hospital Galway, Newcastle Road, Galway, Ireland
| | - Hermann Brenner
- />Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 581, 69120 Heidelberg, Germany
- />German Cancer Consortium (DKTK), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Katja Butterbach
- />Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 581, 69120 Heidelberg, Germany
| | - Bernd Holleczek
- />Saarland Cancer Registry, Präsident Baltz Strasse 5, 66119 Saarbrücken, Germany
| | - Vesa Kataja
- />School of Medicine, Institute of Clinical Medicine, Oncology and Cancer Center, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Veli-Matti Kosma
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Jaana M Hartikainen
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Jingmei Li
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Judith S Brand
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Keith Humphreys
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Peter Devilee
- />Department of Human Genetics and Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Robert AEM Tollenaar
- />Department of Surgical Oncology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Caroline Seynaeve
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Paolo Radice
- />Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Preventive and Predictive Medicine, Fondazione IRCCS Istituto Nazionale Dei Tumori (INT), Via Adamello 16, Milan, 20139 Italy
| | - Paolo Peterlongo
- />IFOM, Fondazione Istituto FIRC Di Oncologia Molecolare, Via Adamello 16, 20139 Milan, Italy
| | - Siranoush Manoukian
- />Unit of Medical Genetics, Department of Preventive and Predictive Medicine, Fondazione IRCCS Istituto Nazionale Dei Tumori (INT), Via Adamello 16, Milan, 20139 Italy
| | - Filomena Ficarazzi
- />IFOM, Fondazione Istituto FIRC Di Oncologia Molecolare, Via Adamello 16, 20139 Milan, Italy
- />Cogentech Cancer Genetic Test Laboratory, Via Adamello 16, 20139 Milan, Italy
| | - Matthias W Beckmann
- />Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Alexander Hein
- />Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Arif B Ekici
- />Institute of Human Genetics; University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Rosemary Balleine
- />Western Sydney and Nepean Blue Mountains Local Health Districts, Westmead Millennium Institute for Medical Research, University of Sydney, 176 Hawkesbury Road, Sydney, NSW 2145 Australia
| | - Kelly-Anne Phillips
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Peter Maccallum Cancer Center, 2 St Andrews Place, Melbourne, VIC 3002 Australia
- />Sir Peter Maccallum Department of Oncology, University of Melbourne, 2 St Andrews Place, Melbourne, VIC 3002 Australia
| | | | - Javier Benitez
- />Human Genetics Group, Human Cancer Genetics Program, Spanish National Cancer Research Centre (CNIO), Calle de Melchor Fernández, Almagro, 3, 28029 Madrid Spain
- />Centro de Investigación En Red De Enfermedades Raras (CIBERER), Calle de Álvaro de Bazán, 10 Bajo, 46010 Valencia, Spain
| | - M Pilar Zamora
- />Servicio de Oncología Médica, Hospital Universitario La Paz, Paseo de la Castellana, 261, 28046 Madrid, Spain
| | - Jose Ignacio Arias Perez
- />Servicio de Cirugía General y Especialidades, Hospital Monte Naranco, Avenida Doctores Fernández Vega, 107, 33012 Oviedo, Spain
| | - Primitiva Menéndez
- />Servicio de Anatomía Patológica, Hospital Monte Naranco, Avenida Doctores Fernández Vega, 107, 33012 Oviedo, Spain
| | - Anna Jakubowska
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Jan Lubinski
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Jacek Gronwald
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Katarzyna Durda
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Ute Hamann
- />Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Maria Kabisch
- />Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Hans Ulrich Ulmer
- />Frauenklinik der Stadtklinik Baden-Baden, Balger Strasse 50, 76532 Baden-Baden, Germany
| | - Thomas Rüdiger
- />Institute of Pathology, Städtisches Klinikum Karlsruhe, Moltkestrasse 90, 76133 Karlsruhe, Germany
| | - Sara Margolin
- />Department of Oncology - Pathology, Karolinska Institutet, Tomtebodavägen 23b, Stockholm, 171 65 Sweden
| | - Vessela Kristensen
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
- />Department of Genetics, Institute for Cancer Research, Oslo University Hospital, Radiumhospitalet, Montebello, 0379 Oslo Norway
| | - Siljie Nord
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
- />Department of Genetics, Institute for Cancer Research, Oslo University Hospital, Radiumhospitalet, Montebello, 0379 Oslo Norway
| | - NBCS Investigators
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
| | - D Gareth Evans
- />Genomic Medicine, Manchester Academic Health Science Centre, University of Manchester, Central Manchester Foundation Trust, St. Mary’s Hospital, Oxford Road, Manchester, M13 9WL UK
| | - Jean Abraham
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
| | - Helena Earl
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
| | - Christopher J Poole
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Louise Hiller
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Janet A Dunn
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Sarah Bowden
- />Cancer Research UK Clinical Trials Unit, Institute for Cancer Studies, the University of Birmingham, Vincent Drive, Edgbaston, Birmingham, B15 2TT UK
| | - Rose Yang
- />Early Detection Research Group, Division of Cancer Prevention National Cancer Institute, 9609 Medical Center Drive, Bethesda, MD 20892 USA
| | - Daniele Campa
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
- />Department of Biology, University of Pisa, Lungarno Pacinotti 43, 56126 Pisa, Italy
| | - W Ryan Diver
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Susan M Gapstur
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Mia M Gaudet
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Susan Hankinson
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Division of Biostatistics and Epidemiology, University of Massachusetts-Amherst School of Public Health and Health Sciences, 715 N Pleasant Street, Amherst, MA 01002 USA
- />Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, 75 Francis Street, Boston, MA 02115 USA
| | - Robert N Hoover
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Anika Hüsing
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Rudolf Kaaks
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Mitchell J Machiela
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Walter Willett
- />Department of Nutrition, Harvard School of Public Health, 655 Huntington Avenue, Boston, MA 02115 USA
| | - Myrto Barrdahl
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Federico Canzian
- />Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Suet-Feung Chin
- />Breast Cancer Functional Genomics Laboratory, Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE UK
| | - Carlos Caldas
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
- />Breast Cancer Functional Genomics Laboratory, Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE UK
| | - David J Hunter
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Program in Molecular and Genetic Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sara Lindstrom
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Program in Molecular and Genetic Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Montserrat Garcia-Closas
- />Division of Genetics and Epidemiology, Institute of Cancer Research, 15 Cotswold Road, Sutton, SM2 5NG Surrey, UK
- />Breakthrough Breast Cancer Research Centre, Division of Breast Cancer Research, The Institute of Cancer Research, 123 Old Brompton Road, London, SW7 3RP UK
| | - Fergus J Couch
- />Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Georgia Chenevix-Trench
- />Department of Genetics, Qimr Berghofer Medical Research Institute, 300 Herston Road, Brisbane, QLD 4006 Australia
| | - Arto Mannermaa
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Irene L Andrulis
- />Ontario Cancer Genetics Network, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
- />Department of Molecular Genetics, University of Toronto, 1 King’s College Circle, Toronto, ON M5S 1A8 Canada
| | - Per Hall
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Jenny Chang-Claude
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Douglas F Easton
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Stig E Bojesen
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3, DK-2220 Copenhagen, Denmark
| | - Angela Cox
- />CRUK/YCR Sheffield Cancer Research Centre, Department of Oncology, University of Sheffield, Beech Hill Road, Sheffield, S10 2RX UK
| | - Peter A Fasching
- />Institute of Human Genetics; University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
- />David Geffen School of Medicine, Department of Medicine, Division of Hematology and Oncology, University of California at Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90095 USA
| | - Paul DP Pharoah
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Marjanka K Schmidt
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
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