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Barnes DR, Tyrer JP, Dennis J, Leslie G, Bolla MK, Lush M, Aeilts AM, Aittomäki K, Andrieu N, Andrulis IL, Anton-Culver H, Arason A, Arun BK, Balmaña J, Bandera EV, Barkardottir RB, Berger LP, de Gonzalez AB, Berthet P, Białkowska K, Bjørge L, Blanco AM, Blok MJ, Bobolis KA, Bogdanova NV, Brenton JD, Butz H, Buys SS, Caligo MA, Campbell I, Castillo C, Claes KB, Colonna SV, Cook LS, Daly MB, Dansonka-Mieszkowska A, de la Hoya M, deFazio A, DePersia A, Ding YC, Domchek SM, Dörk T, Einbeigi Z, Engel C, Evans DG, Foretova L, Fortner RT, Fostira F, Foti MC, Friedman E, Frone MN, Ganz PA, Gentry-Maharaj A, Glendon G, Godwin AK, González-Neira A, Greene MH, Gronwald J, Guerrieri-Gonzaga A, Hamann U, Hansen TV, Harris HR, Hauke J, Heitz F, Hogervorst FB, Hooning MJ, Hopper JL, Huff CD, Huntsman DG, Imyanitov EN, Izatt L, Jakubowska A, James PA, Janavicius R, John EM, Kar S, Karlan BY, Kennedy CJ, Kiemeney LA, Konstantopoulou I, Kupryjanczyk J, Laitman Y, Lavie O, Lawrenson K, Lester J, Lesueur F, Lopez-Pleguezuelos C, Mai PL, Manoukian S, May T, McNeish IA, Menon U, Milne RL, Modugno F, Mongiovi JM, Montagna M, Moysich KB, Neuhausen SL, Nielsen FC, Noguès C, Oláh E, Olopade OI, Osorio A, Papi L, Pathak H, Pearce CL, Pedersen IS, Peixoto A, Pejovic T, Peng PC, Peshkin BN, Peterlongo P, Powell CB, Prokofyeva D, Pujana MA, Radice P, Rashid MU, Rennert G, Richenberg G, Sandler DP, Sasamoto N, Setiawan VW, Sharma P, Sieh W, Singer CF, Snape K, Sokolenko AP, Soucy P, Southey MC, Stoppa-Lyonnet D, Sutphen R, Sutter C, Teixeira MR, Terry KL, Thomsen LCV, Tischkowitz M, Toland AE, Van Gorp T, Vega A, Velez Edwards DR, Webb PM, Weitzel JN, Wentzensen N, Whittemore AS, Winham SJ, Wu AH, Yadav S, Yu Y, Ziogas A, Berchuck A, Couch FJ, Goode EL, Goodman MT, Monteiro AN, Offit K, Ramus SJ, Risch HA, Schildkraut JM, Thomassen M, Simard J, Easton DF, Jones MR, Chenevix-Trench G, Gayther SA, Antoniou AC, Pharoah PD. Large-scale genome-wide association study of 398,238 women unveils seven novel loci associated with high-grade serous epithelial ovarian cancer risk. medRxiv 2024:2024.02.29.24303243. [PMID: 38496424 PMCID: PMC10942532 DOI: 10.1101/2024.02.29.24303243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Background Nineteen genomic regions have been associated with high-grade serous ovarian cancer (HGSOC). We used data from the Ovarian Cancer Association Consortium (OCAC), Consortium of Investigators of Modifiers of BRCA1/BRCA2 (CIMBA), UK Biobank (UKBB), and FinnGen to identify novel HGSOC susceptibility loci and develop polygenic scores (PGS). Methods We analyzed >22 million variants for 398,238 women. Associations were assessed separately by consortium and meta-analysed. OCAC and CIMBA data were used to develop PGS which were trained on FinnGen data and validated in UKBB and BioBank Japan. Results Eight novel variants were associated with HGSOC risk. An interesting discovery biologically was finding that TP53 3'-UTR SNP rs78378222 was associated with HGSOC (per T allele relative risk (RR)=1.44, 95%CI:1.28-1.62, P=1.76×10-9). The optimal PGS included 64,518 variants and was associated with an odds ratio of 1.46 (95%CI:1.37-1.54) per standard deviation in the UKBB validation (AUROC curve=0.61, 95%CI:0.59-0.62). Conclusions This study represents the largest GWAS for HGSOC to date. The results highlight that improvements in imputation reference panels and increased sample sizes can identify HGSOC associated variants that previously went undetected, resulting in improved PGS. The use of updated PGS in cancer risk prediction algorithms will then improve personalized risk prediction for HGSOC.
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Affiliation(s)
- Daniel R. Barnes
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Jonathan P. Tyrer
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Joe Dennis
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Goska Leslie
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Manjeet K. Bolla
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Michael Lush
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Amber M. Aeilts
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH, USA
| | - Kristiina Aittomäki
- Department of Clinical Genetics, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Nadine Andrieu
- Inserm U900, Paris, France
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- PSL Research University, Paris, France
| | - Irene L. Andrulis
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Canada
| | - Hoda Anton-Culver
- Department of Epidemiology, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Adalgeir Arason
- Department of Pathology, Landspitali - the National University Hospital of Iceland, Reykjavik, Iceland
- BMC (Biomedical Centre), Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Banu K. Arun
- Department of Breast Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Judith Balmaña
- Hereditary Cancer Genetics Group, Vall d’Hebron Institute of Oncology (VHIO), Barcelona, Spain
- Department of Medical Oncology, University Hospital of Vall d’Hebron, Barcelona, Spain
| | - Elisa V. Bandera
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Rosa B. Barkardottir
- Department of Pathology, Landspitali - the National University Hospital of Iceland, Reykjavik, Iceland
- BMC (Biomedical Centre), Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Lieke P.V. Berger
- University Medical Center Groningen, Department of Genetics, University of Groningen, Groningen, The Netherlands
| | | | - Pascaline Berthet
- Département de Biopathologie, Centre François Baclesse, Caen, France
| | - Katarzyna Białkowska
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Line Bjørge
- Department of Obstetrics and Gynecology, Haukeland University Hospital, Bergen, Norway
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Amie M. Blanco
- Cancer Genetics and Prevention Program, University of California San Francisco, San Francisco, CA, USA
| | - Marinus J. Blok
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Kristie A. Bobolis
- City of Hope Clinical Cancer Genetics Community Research Network, Duarte, CA, USA
| | - Natalia V. Bogdanova
- Department of Radiation Oncology, Hannover Medical School, Hannover, Germany
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
| | - James D. Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Henriett Butz
- Department of Molecular Genetics, National Institute of Oncology, Budapest, Hungary
- National Tumour Biology Laboratory, National Institute of Oncology, Budapest, Hungary
- Department of Oncology Biobank, National Institute of Oncology, Budapest, Hungary
| | - Saundra S. Buys
- Department of Medicine, Huntsman Cancer Institute, University of Utah Health, Salt Lake City, UT, USA
| | | | - Ian Campbell
- Cancer Genetics Laboratory, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Carmen Castillo
- Hereditary Cancer Program, IDIBELL (Bellvitge Biomedical Research Institute), Catalan Institute of Oncology, Barcelona, Spain
| | - Kathleen B.M. Claes
- Centre for Medical Genetics, Ghent University, Gent, Belgium
- Department of Biomolecular Medicine, University of Ghent, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
| | | | - EMBRACE Collaborators
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Sarah V. Colonna
- Department of Internal Medicine, Huntsman Cancer Institute, University of Utah Health, Salt Lake City, UT, USA
| | - Linda S. Cook
- Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, CO, USA
| | - Mary B. Daly
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Agnieszka Dansonka-Mieszkowska
- Department of Pathology and Laboratory Medicine, Institute of Oncology and Maria Sklodowska-Curie Cancer Center, Warsaw, Poland
| | - Miguel de la Hoya
- Molecular Oncology Laboratory, CIBERONC, Hospital Clinico San Carlos, IdISSC (Instituto de Investigación Sanitaria del Hospital Clínico San Carlos), Madrid, Spain
| | - Anna deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, New South Wales, Australia
| | - Allison DePersia
- Center for Medical Genetics, NorthShore University HealthSystem, Evanston, IL, USA
- The University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - Yuan Chun Ding
- Department of Population Sciences, Beckman Research Institute of City of Hope, Duarte, CA, USA
| | - Susan M. Domchek
- Basser Center for BRCA, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, USA
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Zakaria Einbeigi
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Christoph Engel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - D. Gareth Evans
- Genomic Medicine, Division of Evolution and Genomic Sciences, The University of Manchester, Manchester Academic Health Science Centre, Manchester Universities Foundation Trust, St. Mary’s Hospital, Manchester, UK
- Genomic Medicine, North West Genomics hub, Manchester Academic Health Science Centre, Manchester Universities Foundation Trust, St. Mary’s Hospital, Manchester, UK
| | - Lenka Foretova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Renée T. Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Registry of Norway, Norwegian Institute of Public Health, Oslo, Norway
| | - Florentia Fostira
- Molecular Diagnostics Laboratory, INRASTES, National Centre for Scientific Research ‘Demokritos’, Athens, Greece
| | | | - Eitan Friedman
- Sackler Faculty of Medicine, Tel Aviv University, Ramat Aviv, Israel
- The Susanne Levy Gertner Oncogenetics Unit, Chaim Sheba Medical Center, Ramat Gan, Israel
- Assuta Medical Center, Tel-Aviv, Israel
| | - Megan N. Frone
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Patricia A. Ganz
- Schools of Medicine and Public Health, Division of Cancer Prevention & Control Research, Jonsson Comprehensive Cancer Centre, UCLA, Los Angeles, CA, USA
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Gord Glendon
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Canada
| | - Andrew K. Godwin
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Anna González-Neira
- Human Genotyping Unit-CeGen, Spanish National Cancer Research Centre, Madrid, Spain
- Spanish Network on Rare Diseases, Madrid, Spain
| | - Mark H. Greene
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Jacek Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Aliana Guerrieri-Gonzaga
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Ute Hamann
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Thomas v.O. Hansen
- Department of Clinical Genetics, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Jan Hauke
- Center for Familial Breast and Ovarian Cancer, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Integrated Oncology (CIO), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte, Essen, Germany
| | - Frans B.L. Hogervorst
- Family Cancer Clinic, The Netherlands Cancer Institute - Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands
| | - Maartje J. Hooning
- 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, University of Melbourne, Melbourne, Victoria, Australia
| | - Chad D Huff
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - David G. Huntsman
- British Columbia’s Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC, Canada
| | - Evgeny N. Imyanitov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St. Petersburg, Russia
| | - kConFab Investigators
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | - Louise Izatt
- Clinical Genetics, Guy’s and St Thomas’ NHS Foundation Trust, London, UK
| | - Anna Jakubowska
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
- Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University, Szczecin, Poland
| | - Paul A. James
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Center and the Royal Melbourne Hospital, Melbourne, Victoria, Australia
| | - Ramunas Janavicius
- State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania
- Hematology, Oncology and Transfusion Medicine Center, Oncogenetics Unit, Vilnius University Hospital Santaros Clinics, Vilnius, Lithuania
- Department of Human and Medical Genetics, Faculty of Medicine, Vilnius University, Vilnius, Lithuania
| | - Esther M. John
- Department of Epidemiology & Population Sciences, Stanford University School of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine (Oncology), Stanford University School of Medicine, Stanford University, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford University, Stanford, CA, USA
| | - Siddhartha Kar
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Beth Y. Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
- Women’s Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Catherine J. Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | | | - Irene Konstantopoulou
- Molecular Diagnostics Laboratory, INRASTES, National Centre for Scientific Research ‘Demokritos’, Athens, Greece
| | - Jolanta Kupryjanczyk
- Department of Pathology and Laboratory Medicine, Institute of Oncology and Maria Sklodowska-Curie Cancer Center, Warsaw, Poland
| | - Yael Laitman
- The Susanne Levy Gertner Oncogenetics Unit, Chaim Sheba Medical Center, Ramat Gan, Israel
| | - Ofer Lavie
- Technion-Israel Institute of Technology, Haifa, Israel
- Carmel Medical Center, Haifa, Israel
| | - Kate Lawrenson
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Women’s Cancer Program at the Samuel Oschin Cancer Institute Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
- Women’s Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Fabienne Lesueur
- Inserm U900, Paris, France
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- PSL Research University, Paris, France
| | - Carlos Lopez-Pleguezuelos
- Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
- Escola de Doutoramento Internacional, Universidade de Santiago, Santiago de Compostela, Spain
| | - Phuong L. Mai
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Siranoush Manoukian
- Unit of Medical Genetics, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Taymaa May
- Princess Margaret Cancer Center, Toronto, Canada
| | - Iain A. McNeish
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Usha Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Roger L. Milne
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Francesmary Modugno
- Womens Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Jennifer M. Mongiovi
- Department of Obstetrics and Gynecology, Brigham and Women’s Hospital, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Marco Montagna
- Immunology and Molecular Oncology Unit, Veneto Institute of Oncology IOV - IRCCS, Padua, Italy
| | | | - Susan L. Neuhausen
- Department of Population Sciences, Beckman Research Institute of City of Hope, Duarte, CA, USA
| | - Finn C. Nielsen
- Center for Genomic Medicine, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Catherine Noguès
- Département d’Anticipation et de Suivi des Cancers, Oncogénétique Clinique, Institut Paoli-Calmettes, Marseille, France
- Aix Marseille Université, INSERM, IRD, SESSTIM, Marseille, France
| | - Edit Oláh
- Department of Molecular Genetics, National Institute of Oncology, Budapest, Hungary
| | | | - Ana Osorio
- Spanish Network on Rare Diseases, Madrid, Spain
- Familial Cancer Clinical Unit, Human Cancer Genetics Programme, Madrid, Spain
| | - Laura Papi
- Department of Experimental and Clinical Biomedical Sciences ‘Mario Serio’, Medical Genetics Unit, University of Florence, Florence, Italy
| | - Harsh Pathak
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Celeste L. Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Inge S. Pedersen
- Molecular Diagnostics, Aalborg University Hospital, Aalborg, Denmark
- Clinical Cancer Research Center, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Ana Peixoto
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center, Porto, Portugal
- Cancer Genetics Group, IPO Porto Research Center (CI-IPOP) / RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center, Porto, Portugal
| | - Tanja Pejovic
- Department of Obstetrics & Gynecology, Providence Medical Center, Medford, OR, USA
- Providence Cancer Center, Medford, OR, USA
| | - Pei-Chen Peng
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Beth N. Peshkin
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA
- Jess and Mildred Fisher Center for Hereditary Cancer and Clinical Genomics Research, Georgetown University, Washington, DC, USA
| | - Paolo Peterlongo
- Genome Diagnostics Program, IFOM - the FIRC Institute of Molecular Oncology, Milan, Italy
| | - C. Bethan Powell
- Hereditary Cancer Program, Kaiser Permanente Northern California, San Francisco, CA, USA
| | | | - Miquel Angel Pujana
- ProCURE, IDIBELL (Bellvitge Biomedical Research Institute), Catalan Institute of Oncology, Barcelona, Spain
- ProCURE, IDIBGI (Girona Biomedical Research Institute), Catalan Institute of Oncology, Girona, Spain
| | - Paolo Radice
- Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Research, Fondazione IRCCS Istituto Nazionale dei Tumori (INT), Milan, Italy
| | - Muhammad U. Rashid
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Basic Sciences, Shaukat Khanum Memorial Cancer Hospital and Research Centre (SKMCH & RC), Lahore, Pakistan
| | - Gad Rennert
- Technion-Israel Institute of Technology, Haifa, Israel
- The Association for Promotion of Research in Precision Medicine, Haifa, Israel
| | - George Richenberg
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Dale P. Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Rockville, MD, USA
| | - Naoko Sasamoto
- Department of Obstetrics and Gynecology, Brigham and Women’s Hospital, Boston, MA, USA
- Department of Obstetrics, Gynecology and Reproductive Biology, Harvard Medical School, Boston, MA, USA
| | - Veronica W. Setiawan
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Priyanka Sharma
- Department of Internal Medicine, Division of Medical Oncology, University of Kansas Medical Center, Westwood, KS, USA
| | - Weiva Sieh
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christian F. Singer
- Dept of OB/GYN and Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria
| | - Katie Snape
- Medical Genetics Unit, St George’s, University of London, London, UK
| | - Anna P. Sokolenko
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St. Petersburg, Russia
| | - Penny Soucy
- Genomics Center, Centre Hospitalier Universitaire de Québec – Université Laval Research Center, Québec City, QC, Canada
| | - Melissa C. Southey
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
- Department of Clinical Pathology, Melbourne Medical School, University of Melbourne, Parkville, Victoria, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, East Melbourne, Victoria, Australia
| | - Dominique Stoppa-Lyonnet
- Genetics Department, Institut Curie, Paris, France
- Unité INSERM U830, Paris, France
- Université Paris Cité, Paris, France
| | - Rebecca Sutphen
- Health Informatics Institute, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Christian Sutter
- Institute of Human Genetics, University Hospital Heidelberg, Heidelberg, Germany
| | - Manuel R. Teixeira
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center, Porto, Portugal
- Cancer Genetics Group, IPO Porto Research Center (CI-IPOP) / RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center, Porto, Portugal
- Department of Pathology and Molecular Immunology, School of Medicine and Biomedical Sciences (ICBAS), University of Porto, Porto, Portugal
| | - Kathryn L. Terry
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Liv Cecilie V. Thomsen
- Department of Obstetrics and Gynecology, Haukeland University Hospital, Bergen, Norway
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, University of Bergen, Bergen, Norway
- Medical Birth Registry of Norway, Norwegian Institute of Public Health, Norway
| | - Marc Tischkowitz
- Program in Cancer Genetics, Departments of Human Genetics and Oncology, McGill University, Montréal, QC, Canada
- Department of Medical Genetics, National Institute for Health Research Cambridge Biomedical Research Centre, University of Cambridge, Cambridge, UK
| | - Amanda E. Toland
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH, USA
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA
| | - Toon Van Gorp
- Division of Gynecologic Oncology, University Hospital Leuven, Leuven, Belgium
- Leuven Cancer Institute, University of Leuven, Leuven, Belgium
| | - Ana Vega
- Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
| | - Digna R. Velez Edwards
- Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Penelope M. Webb
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Alice S. Whittemore
- Department of Epidemiology & Population Sciences, Stanford University School of Medicine, Stanford University, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Anna H. Wu
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Yao Yu
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Argyrios Ziogas
- Department of Epidemiology, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, NC, USA
| | - Fergus J. Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Marc T. Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Alvaro N. Monteiro
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Kenneth Offit
- Clinical Genetics Research Lab, Department of Cancer Biology and Genetics, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- Clinical Genetics Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- AnaNeo Therapeutics, New York, NY, USA
| | - Susan J. Ramus
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Harvey A. Risch
- Chronic Disease Epidemiology, Yale School of Medicine, New Haven, CT, USA
| | | | - Mads Thomassen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Clinical Genome Center, Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Jacques Simard
- Genomics Center, Centre Hospitalier Universitaire de Québec – Université Laval Research Center, Québec City, QC, Canada
- Department of Molecular Medicine, Faculty of Medicine, Université Laval, Québec City, QC, Canada
| | - Douglas F. Easton
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Michelle R. Jones
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Georgia Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Simon A. Gayther
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Antonis C. Antoniou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Paul D.P. Pharoah
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
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David SP, Dunnenberger HM, Choi S, DePersia A, Ilbawi N, Ward C, Wake DT, Khandekar JD, Shannon Y, Hughes K, Miller N, Mangold KA, Sabatini LM, Helseth DL, Xu J, Sanders A, Kaul KL, Hulick PJ. Personalized medicine in a community health system: the NorthShore experience. Front Genet 2023; 14:1308738. [PMID: 38090148 PMCID: PMC10713750 DOI: 10.3389/fgene.2023.1308738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 11/06/2023] [Indexed: 02/01/2024] Open
Abstract
Genomic and personalized medicine implementation efforts have largely centered on specialty care in tertiary health systems. There are few examples of fully integrated care systems that span the healthcare continuum. In 2014, NorthShore University HealthSystem launched the Center for Personalized Medicine to catalyze the delivery of personalized medicine. Successful implementation required the development of a scalable family history collection tool, the Genetic and Wellness Assessment (GWA) and Breast Health Assessment (BHA) tools; integrated pharmacogenomics programming; educational programming; electronic medical record integration; and robust clinical decision support tools. To date, more than 225,000 patients have been screened for increased hereditary conditions, such as cancer risk, through these tools in primary care. More than 35,000 patients completed clinical genetic testing following GWA or BHA completion. An innovative program trained more than 100 primary care providers in genomic medicine, activated with clinical decision support and access to patient genetic counseling services and digital healthcare tools. The development of a novel bioinformatics platform (FLYPE) enabled the incorporation of genomics data into electronic medical records. To date, over 4,000 patients have been identified to have a pathogenic or likely pathogenic variant in a gene with medical management implications. Over 33,000 patients have clinical pharmacogenomics data incorporated into the electronic health record supported by clinical decision support tools. This manuscript describes the evolution, strategy, and successful multispecialty partnerships aligned with health system leadership that enabled the implementation of a comprehensive personalized medicine program with measurable patient outcomes through a genomics-enabled learning health system model that utilizes implementation science frameworks.
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Affiliation(s)
- Sean P. David
- Department of Family Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Family Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Outcomes Research Network, NorthShore University HealthSystem, Evanston, IL, United States
| | - Henry M. Dunnenberger
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Sarah Choi
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Allison DePersia
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Outcomes Research Network, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Nadim Ilbawi
- Department of Family Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Family Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Christopher Ward
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Dyson T. Wake
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Janardan D. Khandekar
- Department of Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Kellogg Cancer Center, NorthShore University HealthSystem, Evanston, IL, United States
| | - Yvette Shannon
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Kristen Hughes
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Nicholas Miller
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Kathy A. Mangold
- Department of Pathology, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Linda M. Sabatini
- Department of Pathology, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Donald L. Helseth
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Jianfeng Xu
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
| | - Alan Sanders
- Center for Psychiatric Genetics, Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, IL, United States
- Departments of Psychiatry and Behavioral Neuroscience, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Karen L. Kaul
- Outcomes Research Network, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Pathology, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
- Department of Pathology, NorthShore University HealthSystem, Evanston, IL, United States
| | - Peter J. Hulick
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Outcomes Research Network, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, NorthShore University HealthSystem, Evanston, IL, United States
- Department of Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
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Stolarova L, Kleiblova P, Zemankova P, Stastna B, Janatova M, Soukupova J, Achatz MI, Ambrosone C, Apostolou P, Arun BK, Auer P, Barnard M, Bertelsen B, Blok MJ, Boddicker N, Brunet J, Burnside ES, Calvello M, Campbell I, Chan SH, Chen F, Chiang JB, Coppa A, Cortesi L, Crujeiras-González A, De Leeneer K, De Putter R, DePersia A, Devereux L, Domchek S, Efremidis A, Engel C, Ernst C, Evans DGR, Feliubadaló L, Fostira F, Fuentes-Ríos O, Gómez-García EB, González S, Haiman C, Hansen TVO, Hauke J, Hodge J, Hu C, Huang H, Ishak NDB, Iwasaki Y, Konstantopoulou I, Kraft P, Lacey J, Lázaro C, Li N, Lim WK, Lindstrom S, Lori A, Martinez E, Martins A, Matsuda K, Matullo G, McInerny S, Michailidou K, Montagna M, Monteiro AN, Mori L, Nathanson K, Neuhausen SL, Nevanlinna H, Olson JE, Palmer J, Pasini B, Patel A, Piane M, Poppe B, Radice P, Renieri A, Resta N, Richardson ME, Rosseel T, Ruddy KJ, Santamariña M, Dos Santos ES, Teras L, Toland AE, Trentham-Dietz A, Vachon CM, Volk AE, Weber-Lassalle N, Weitzel JN, Wiesmuller L, Winham S, Yadav S, Yannoukakos D, Yao S, Zampiga V, Zethoven M, Zhang ZW, Zima T, Spurdle AB, Vega A, Rossing M, Del Valle J, De Nicolo A, Hahnen E, Claes KB, Ngeow J, Momozawa Y, James PA, Couch FJ, Macurek L, Kleibl Z. ENIGMA CHEK2gether Project: A Comprehensive Study Identifies Functionally Impaired CHEK2 Germline Missense Variants Associated with Increased Breast Cancer Risk. Clin Cancer Res 2023; 29:3037-3050. [PMID: 37449874 PMCID: PMC10425727 DOI: 10.1158/1078-0432.ccr-23-0212] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Revised: 04/06/2023] [Accepted: 06/14/2023] [Indexed: 07/18/2023]
Abstract
PURPOSE Germline pathogenic variants in CHEK2 confer moderately elevated breast cancer risk (odds ratio, OR ∼ 2.5), qualifying carriers for enhanced breast cancer screening. Besides pathogenic variants, dozens of missense CHEK2 variants of uncertain significance (VUS) have been identified, hampering the clinical utility of germline genetic testing (GGT). EXPERIMENTAL DESIGN We collected 460 CHEK2 missense VUS identified by the ENIGMA consortium in 15 countries. Their functional characterization was performed using CHEK2-complementation assays quantifying KAP1 phosphorylation and CHK2 autophosphorylation in human RPE1-CHEK2-knockout cells. Concordant results in both functional assays were used to categorize CHEK2 VUS from 12 ENIGMA case-control datasets, including 73,048 female patients with breast cancer and 88,658 ethnicity-matched controls. RESULTS A total of 430/460 VUS were successfully analyzed, of which 340 (79.1%) were concordant in both functional assays and categorized as functionally impaired (N = 102), functionally intermediate (N = 12), or functionally wild-type (WT)-like (N = 226). We then examined their association with breast cancer risk in the case-control analysis. The OR and 95% CI (confidence intervals) for carriers of functionally impaired, intermediate, and WT-like variants were 2.83 (95% CI, 2.35-3.41), 1.57 (95% CI, 1.41-1.75), and 1.19 (95% CI, 1.08-1.31), respectively. The meta-analysis of population-specific datasets showed similar results. CONCLUSIONS We determined the functional consequences for the majority of CHEK2 missense VUS found in patients with breast cancer (3,660/4,436; 82.5%). Carriers of functionally impaired missense variants accounted for 0.5% of patients with breast cancer and were associated with a moderate risk similar to that of truncating CHEK2 variants. In contrast, 2.2% of all patients with breast cancer carried functionally wild-type/intermediate missense variants with no clinically relevant breast cancer risk in heterozygous carriers.
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Affiliation(s)
- Lenka Stolarova
- Laboratory of Cancer Cell Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czech Republic
| | - Petra Kleiblova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Petra Zemankova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Department of Pathophysiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Barbora Stastna
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Marketa Janatova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Jana Soukupova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Maria Isabel Achatz
- A.C. Camargo Cancer Center and Oncology Center, Hospital Sirio-Libanes, Sao Paulo, Brazil
| | - Christine Ambrosone
- Department of Cancer Prevention & Control, Roswell Park Cancer Center, Buffalo, New York
- WCHS Inc., Baltimore, Maryland
| | - Paraskevi Apostolou
- Human Molecular Genetics Laboratory, INRaSTES, National Center for Scientific Research "Demokritos," Athens, Greece
| | - Banu K. Arun
- Department of Breast Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Paul Auer
- Division of Biostatistics, Institute for Health and Equity, and Cancer Center, Medical College of Wisconsin, Milwaukee, Wisconsin
- WHI, USA
| | - Mollie Barnard
- Slone Epidemiology Center, Boston University, Boston, Massachusetts
| | - Birgitte Bertelsen
- Center for Genomic Medicine, Copenhagen University Hospital, Copenhagen, Denmark
| | - Marinus J. Blok
- Department of Clinical Genetics, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Nicholas Boddicker
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
- CARRIERS, USA
| | - Joan Brunet
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL-IGTP-IDIBGI, L'Hospitalet, Barcelona, Spain
| | - Elizabeth S. Burnside
- School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin
- WWHS, Charlotte, North Carolina
| | - Mariarosaria Calvello
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology, IRCCS, Milan, Italy
| | - Ian Campbell
- Cancer Genomics Laboratory, Peter MacCallum Cancer Centre, Melbourne, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Sock Hoai Chan
- Cancer Genetics Service, National Cancer Centre, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Fei Chen
- Keck School of Medicine, University of Southern California, Los Angeles, California
- MEC, USA
| | - Jian Bang Chiang
- Cancer Genetics Service, National Cancer Centre, Singapore, Singapore
| | - Anna Coppa
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Laura Cortesi
- Department of Oncology and Haematology, Modena University Hospital, Modena, Italy
| | - Ana Crujeiras-González
- Fundacion Publica Galega de Medicina Xenomica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Kim De Leeneer
- Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Robin De Putter
- Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Allison DePersia
- Center for Medical Genetics, NorthShore University Health System, Evanston, Illinois
| | - Lisa Devereux
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
- Lifepool, Peter MacCallum Cancer Centre, Melbourne, Australia
| | - Susan Domchek
- CARRIERS, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Anna Efremidis
- Clinical Cancer Genetics and Family Consultants, CLINICAGENE, Athens Medical Center, Athens, Greece
| | - Christoph Engel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Corinna Ernst
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - D. Gareth R. Evans
- Manchester Centre for Genomic Medicine, Division of Evolution and Genomic Sciences, University of Manchester, Manchester, United Kingdom
| | - Lidia Feliubadaló
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL-IGTP-IDIBGI, L'Hospitalet, Barcelona, Spain
| | - Florentia Fostira
- Molecular Diagnostics Laboratory, INRaSTES, National Center for Scientific Research "Demokritos," Athens, Greece
| | - Olivia Fuentes-Ríos
- Fundacion Publica Galega de Medicina Xenomica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - Encarna B. Gómez-García
- Department of Clinical Genetics, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Sara González
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL-IGTP-IDIBGI, L'Hospitalet, Barcelona, Spain
| | - Christopher Haiman
- Keck School of Medicine, University of Southern California, Los Angeles, California
- MEC, USA
| | - Thomas van Overeem Hansen
- Department of Clinical Genetics, Copenhagen University Hospital, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen, Denmark
| | - Jan Hauke
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - James Hodge
- Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, Georgia
- CPS3, Kennesaw, Georgia
| | - Chunling Hu
- CARRIERS, USA
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Hongyan Huang
- T.H. Chan School of Public Health, Harvard University, Cambridge, Massachusetts
- NHS, Reston, Virginia
| | | | - Yusuke Iwasaki
- Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Irene Konstantopoulou
- Molecular Diagnostics Laboratory, INRaSTES, National Center for Scientific Research "Demokritos," Athens, Greece
| | - Peter Kraft
- T.H. Chan School of Public Health, Harvard University, Cambridge, Massachusetts
- NHS, Reston, Virginia
| | - James Lacey
- Beckman Research Institute, City of Hope Cancer Center, Duarte, California
- CTS, USA
| | - Conxi Lázaro
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL-IGTP-IDIBGI, L'Hospitalet, Barcelona, Spain
| | - Na Li
- Cancer Genomics Laboratory, Peter MacCallum Cancer Centre, Melbourne, Australia
| | | | - Sara Lindstrom
- WHI, USA
- Department of Epidemiology, University of Washington, Seattle, Washington
| | - Adriana Lori
- Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, Georgia
- American Cancer Society, Atlanta, Georgia
| | - Elana Martinez
- Duke-NUS Medical School, Singapore, Singapore
- Department of Family Medicine and Public Health, University of California San Diego, San Diego, California
| | - Alexandra Martins
- Inserm UMR1245, UNIROUEN, Normandy Centre for Genomic and Personalized Medicine, Normandie University, Rouen, France
| | - Koichi Matsuda
- Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Giuseppe Matullo
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Simone McInerny
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, and Royal Melbourne Hospital, Melbourne, Australia
| | - Kyriaki Michailidou
- Biostatistics Unit, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Marco Montagna
- Immunology and Molecular Oncology Unit, Veneto Institute of Oncology, Padua, Italy
| | - Alvaro N.A. Monteiro
- Cancer Epidemiology Program, Division of Population Sciences, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida
| | - Luigi Mori
- Endocrine and Metabolic Disease Unit, ASST Spedali Civili of Brescia, Brescia, Italia
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Katherine Nathanson
- CARRIERS, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Susan L. Neuhausen
- Department of Population Sciences, Beckman Research Institute of City of Hope, Duarte, California
| | - Heli Nevanlinna
- Department of Obstetrics and Gynecology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Janet E. Olson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
- MCBCS, USA
| | - Julie Palmer
- Slone Epidemiology Center, Boston University, Boston, Massachusetts
| | - Barbara Pasini
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Alpa Patel
- Department of Population Science, American Cancer Society, Atlanta, Georgia
- CPS-II, USA
| | - Maria Piane
- Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy
| | - Bruce Poppe
- Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Paolo Radice
- Department of Experimental Oncology, Molecular Bases of Genetic Risk and Genetic Testing Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | | | - Nicoletta Resta
- Department of Precision and Regenerative Medicine and Ionian Area, Medical Genetics Unit, University of Bari, Bari, Italy
| | | | - Toon Rosseel
- Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Kathryn J. Ruddy
- MCBCS, USA
- Department of Oncology, Mayo Clinic, Rochester, Minnesota
| | - Marta Santamariña
- Fundacion Publica Galega de Medicina Xenomica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Santiago de Compostela, Spain
| | | | - Lauren Teras
- Department of Population Science, American Cancer Society, Atlanta, Georgia
- CPS-II, USA
| | - Amanda E. Toland
- Department of Cancer Biology & Genetics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Amy Trentham-Dietz
- WWHS, Charlotte, North Carolina
- University of Wisconsin, Madison, Wisconsin
| | | | - Alexander E. Volk
- Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Nana Weber-Lassalle
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | | | - Lisa Wiesmuller
- Department of Obstetrics and Gynecology, Ulm University, Ulm, Germany
| | - Stacey Winham
- MMHS, USA
- Department Quantitative Sciences, Mayo Clinic, Rochester, Minnesota
| | - Siddhartha Yadav
- CARRIERS, USA
- Department of Medical Oncology, Mayo Clinic, Rochester, Minnesota
| | - Drakoulis Yannoukakos
- Molecular Diagnostics Laboratory, INRaSTES, National Center for Scientific Research "Demokritos," Athens, Greece
| | - Song Yao
- WCHS Inc., Baltimore, Maryland
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Valentina Zampiga
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori," Meldola, Italy
| | - Magnus Zethoven
- Cancer Genomics Laboratory, Peter MacCallum Cancer Centre, Melbourne, Australia
| | - Ze Wen Zhang
- Cancer Genetics Service, National Cancer Centre, Singapore, Singapore
| | - Tomas Zima
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Amanda B. Spurdle
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Ana Vega
- Fundacion Publica Galega de Medicina Xenomica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Santiago de Compostela, Spain
| | - Maria Rossing
- Center for Genomic Medicine, Copenhagen University Hospital, Copenhagen, Denmark
| | - Jesús Del Valle
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL-IGTP-IDIBGI, L'Hospitalet, Barcelona, Spain
| | - Arcangela De Nicolo
- Center for Omics Sciences, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Eric Hahnen
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Kathleen B.M. Claes
- Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Joanne Ngeow
- Cancer Genetics Service, National Cancer Centre, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Yukihide Momozawa
- Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Paul A. James
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
- Inserm UMR1245, UNIROUEN, Normandy Centre for Genomic and Personalized Medicine, Normandie University, Rouen, France
| | - Fergus J. Couch
- CARRIERS, USA
- Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, Georgia
| | - Libor Macurek
- Laboratory of Cancer Cell Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Prague, Czech Republic
| | - Zdenek Kleibl
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Department of Pathophysiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
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4
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Saha P, Aller A, Deliere A, Hulick P, Yao K, Kuchta K, Sullivan M, DePersia A. Abstract P5-03-15: Application of 21-gene Breast Recurrence Score® assay to evaluate prognosis and benefit of adjuvant chemotherapy in BRCA1 and BRCA2 pathogenic variant carriers with early stage, estrogen receptor positive breast cancer. Cancer Res 2023. [DOI: 10.1158/1538-7445.sabcs22-p5-03-15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
Abstract
Abstract
Background: Minimal data exists for the utilization of the Oncotype Dx® assay specifically in breast cancers associated with BRCA1/2 pathogenic variants (PVs). It is unknown whether estrogen receptor positive (ER+) breast cancer associated with an inherited BRCA1 or BRCA2 (BRCA1/2) PV is more aggressive than disease seen in patients who do not carry an inherited PV, and whether there are differences between BRCA1 and BRCA2. In prostate cancer patients with inherited cancer predisposition due to a BRCA2 PV, more aggressive cancers are observed, which influences first-line treatment. Limited data exists for the optimal management of early stage ER+ breast cancer in BRCA1/2 PV carriers. Comparing Recurrence Score® (RS) results in ER+ breast cancer patients with an inherited BRCA1/2 PV (cases) versus matched patients who test negative for a PV in BRCA1/2 (controls) may inform whether biologically more aggressive breast cancer is seen in BRCA1/2 carriers and optimal treatment approaches. Methods: A retrospective case control study was performed to compare RS results in women with breast cancer with an inherited BRCA1/2 PV versus patients who tested negative for an inherited BRCA1/2 PV. Female breast cancer patients seen between 2005-2020 at NorthShore University Health System with ER+Her2- early stage invasive breast cancer with 0-3 lymph nodes who completed genetic testing for BRCA1/2 were eligible for enrollment. BRCA1/2 cases were defined as individuals with an inherited PV in BRCA1/2 and controls were negative for BRCA1/2 or other known breast cancer risk gene PVs tested. Subjects were excluded if they had neoadjuvant therapy (hormonal or cytotoxic chemotherapy). Eligible cases were matched to control patients by age, grade, and stage. The Recurrence Score result was obtained by chart review; if not previously evaluated, Oncotype Dx assay was performed by Exact Sciences. Statistical analysis of the primary outcome used the paired t-test to determine mean difference in RS results between BRCA1/2 PV carriers and patients negative for a PV in BRCA1/2 using a 1:1 matched pairs design. Results: A total of 46 matched cases and controls were analyzed. Median age was 50 with a range of 28-74. Of the cases, 18 had a BRCA1 PV and 28 had a BRCA2 PV. Cases and controls were well matched for age (> 50 and ≤ 50); race, grade, stage, and progesterone receptor status. As expected, a higher number of BRCA1/2 carriers were treated with mastectomy while more of the controls received breast-conserving surgery. Chemotherapy was utilized more frequently in the cases (67.4%) versus the controls (54.4%). The average RS result was higher in the cases (27) than the controls (21.3) by a mean difference of 5.7 (p = 0.0195). Using Oncotype Dx cutoffs of low < 18, intermediate 18-30 and high ≥ 31, a statistically significant difference in RS result was noted in the cases versus controls. For cases in the highest risk group (Oncotype Dx ≥ 31), only 20% of their matches also had a score in the highest risk group while 35% had a score in the lowest risk group. Subgroup analysis showed that the cases had the largest difference in RS result from their controls in premenopausal women (age ≤ 50), BRCA1 carriers, and the node negative population. Conclusion We present one of the largest data sets available to date of a well-matched cohort of cases and controls which shows that BRCA1/2 PV carriers are more likely to have a higher Recurrence Score result than their matched controls when matched for age, grade, and stage. These findings suggest ER+ breast cancer in BRCA1/2 PV carriers is biologically more aggressive. Further investigation is warranted to evaluate how this important finding impacts adjuvant therapy recommendations for BRCA1/2 PV carriers.
Citation Format: Poornima Saha, Ashley Aller, Amanda Deliere, Peter Hulick, Katharine Yao, Kristine Kuchta, Megan Sullivan, Allison DePersia. Application of 21-gene Breast Recurrence Score® assay to evaluate prognosis and benefit of adjuvant chemotherapy in BRCA1 and BRCA2 pathogenic variant carriers with early stage, estrogen receptor positive breast cancer [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P5-03-15.
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DePersia A, Choi S, Yao K, Dunnenberger H, Hulick P. Abstract P6-02-03: Breast Health Assessment: A family health history tool using the electronic health record and clinical decision support to facilitate guidelines-driven hereditary breast cancer genetic testing at the time of screening mammogram. Cancer Res 2023. [DOI: 10.1158/1538-7445.sabcs22-p6-02-03] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
Abstract
Abstract
Background: Genetic testing (GT) is recommended for women who have a personal or family history of breast cancer and are at increased risk of carrying an inherited breast cancer risk gene pathogenic variant (PV) as defined by the National Comprehensive Cancer Network (NCCN) guidelines. Data shows that traditional GT workflows do not reach a large proportion of women eligible for GT. NorthShore University HealthSystem previously implemented the Genetic Wellness Assessment, a family health history (FHH) screening tool utilizing the electronic health record (EHR) and clinical decision support, to identify individual and familial risks to health conditions and personalize screening and prevention practices in primary care. To increase access to hereditary breast cancer GT, we implemented a similar FHH screening tool called the Breast Health Assessment (BHA) for patients completing routine screening mammogram. We describe uptake and results from implementation of the BHA in conjunction with routine screening mammogram. Methods: Patients scheduled for screening mammogram were assigned the BHA prior to their mammogram via the EHR portal. BHA questions addressed personal and family history of breast cancer and other cancer types associated with hereditary breast cancer syndromes. Upon completion of the BHA, patients who screened positive, i.e. identified as having a high-risk personal or family cancer history based on NCCN guidelines, were offered a comprehensive hereditary cancer panel (HCP). HCP included 38 genes associated with common cancer types, including all high and moderate risk breast cancer genes for which there are NCCN management guidelines. Individuals who were not identified as high-risk were offered a genetic health screen, which consisted of 148 genes associated with common cancer types, genetic forms of heart disease, medication response, and other health conditions. Saliva sample collection for GT occurred at the time of the patient’s screening mammogram appointment. Results: From August 2021 through May 2022, 32,438 patients were assigned the BHA prior to screening mammogram. Of these patients, 14,128/32,438 (44%) completed the BHA questionnaire. Based on BHA reponse, 3,490/14,128 (25%) screened positive and met NCCN criteria for GT for hereditary breast cancer risk genes and 529/3,490 (15%) completed GT. Additionally, 713/10,638 (7%) patients who screened negative on the BHA completed testing. In total, 1,242/14,128 patients (9%) completed GT and 78/1,242 (6%) were found to carry an inherited PV in a cancer risk gene, 35 of which were in an NCCN guidelines breast cancer risk gene. Of the 78 patients with a positive GT result, 57/78 (73%) had not been previously recommended for a genetics evaluation and/or received a genetics referral. Conclusion: The BHA is a novel FHH tool which increases access to hereditary breast cancer GT at the time of screening mammogram. Nearly half of women who completed screening mammogram completed the BHA and learned valuable information about their breast cancer risk and were invited to complete GT. Genetic testing completed through the BHA identified 78 patients with an actionable inherited PV in a cancer risk gene. This invaluable information will lead to potentially lifesaving personalized cancer screening and risk reduction and help identify additional at risk family members. Notably, 73% of patients who carried an inherited PV had not been previously recommended by their medical teams for genetic counseling and/or testing. The BHA has the potential to help close the care gap in GT for women at increased risk of breast cancer.
Citation Format: Allison DePersia, Sarah Choi, Katharine Yao, Henry Dunnenberger, Peter Hulick. Breast Health Assessment: A family health history tool using the electronic health record and clinical decision support to facilitate guidelines-driven hereditary breast cancer genetic testing at the time of screening mammogram [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P6-02-03.
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Dareng EO, Tyrer JP, Barnes DR, Jones MR, Yang X, Aben KKH, Adank MA, Agata S, Andrulis IL, Anton-Culver H, Antonenkova NN, Aravantinos G, Arun BK, Augustinsson A, Balmaña J, Bandera EV, Barkardottir RB, Barrowdale D, Beckmann MW, Beeghly-Fadiel A, Benitez J, Bermisheva M, Bernardini MQ, Bjorge L, Black A, Bogdanova NV, Bonanni B, Borg A, Brenton JD, Budzilowska A, Butzow R, Buys SS, Cai H, Caligo MA, Campbell I, Cannioto R, Cassingham H, Chang-Claude J, Chanock SJ, Chen K, Chiew YE, Chung WK, Claes KBM, Colonna S, Cook LS, Couch FJ, Daly MB, Dao F, Davies E, de la Hoya M, de Putter R, Dennis J, DePersia A, Devilee P, Diez O, Ding YC, Doherty JA, Domchek SM, Dörk T, du Bois A, Dürst M, Eccles DM, Eliassen HA, Engel C, Evans GD, Fasching PA, Flanagan JM, Fortner RT, Machackova E, Friedman E, Ganz PA, Garber J, Gensini F, Giles GG, Glendon G, Godwin AK, Goodman MT, Greene MH, Gronwald J, Hahnen E, Haiman CA, Håkansson N, Hamann U, Hansen TVO, Harris HR, Hartman M, Heitz F, Hildebrandt MAT, Høgdall E, Høgdall CK, Hopper JL, Huang RY, Huff C, Hulick PJ, Huntsman DG, Imyanitov EN, Isaacs C, Jakubowska A, James PA, Janavicius R, Jensen A, Johannsson OT, John EM, Jones ME, Kang D, Karlan BY, Karnezis A, Kelemen LE, Khusnutdinova E, Kiemeney LA, Kim BG, Kjaer SK, Komenaka I, Kupryjanczyk J, Kurian AW, Kwong A, Lambrechts D, Larson MC, Lazaro C, Le ND, Leslie G, Lester J, Lesueur F, Levine DA, Li L, Li J, Loud JT, Lu KH, Lubiński J, Mai PL, Manoukian S, Marks JR, Matsuno RK, Matsuo K, May T, McGuffog L, McLaughlin JR, McNeish IA, Mebirouk N, Menon U, Miller A, Milne RL, Minlikeeva A, Modugno F, Montagna M, Moysich KB, Munro E, Nathanson KL, Neuhausen SL, Nevanlinna H, Yie JNY, Nielsen HR, Nielsen FC, Nikitina-Zake L, Odunsi K, Offit K, Olah E, Olbrecht S, Olopade OI, Olson SH, Olsson H, Osorio A, Papi L, Park SK, Parsons MT, Pathak H, Pedersen IS, Peixoto A, Pejovic T, Perez-Segura P, Permuth JB, Peshkin B, Peterlongo P, Piskorz A, Prokofyeva D, Radice P, Rantala J, Riggan MJ, Risch HA, Rodriguez-Antona C, Ross E, Rossing MA, Runnebaum I, Sandler DP, Santamariña M, Soucy P, Schmutzler RK, Setiawan VW, Shan K, Sieh W, Simard J, Singer CF, Sokolenko AP, Song H, Southey MC, Steed H, Stoppa-Lyonnet D, Sutphen R, Swerdlow AJ, Tan YY, Teixeira MR, Teo SH, Terry KL, Terry MB, Thomassen M, Thompson PJ, Thomsen LCV, Thull DL, Tischkowitz M, Titus L, Toland AE, Torres D, Trabert B, Travis R, Tung N, Tworoger SS, Valen E, van Altena AM, van der Hout AH, Van Nieuwenhuysen E, van Rensburg EJ, Vega A, Edwards DV, Vierkant RA, Wang F, Wappenschmidt B, Webb PM, Weinberg CR, Weitzel JN, Wentzensen N, White E, Whittemore AS, Winham SJ, Wolk A, Woo YL, Wu AH, Yan L, Yannoukakos D, Zavaglia KM, Zheng W, Ziogas A, Zorn KK, Kleibl Z, Easton D, Lawrenson K, DeFazio A, Sellers TA, Ramus SJ, Pearce CL, Monteiro AN, Cunningham J, Goode EL, Schildkraut JM, Berchuck A, Chenevix-Trench G, Gayther SA, Antoniou AC, Pharoah PDP. Correction: Polygenic risk modeling for prediction of epithelial ovarian cancer risk. Eur J Hum Genet 2022; 30:630-631. [PMID: 35314806 PMCID: PMC9090804 DOI: 10.1038/s41431-022-01085-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Eileen O Dareng
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Jonathan P Tyrer
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK
| | - Daniel R Barnes
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Michelle R Jones
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Xin Yang
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Katja K H Aben
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
- Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Muriel A Adank
- The Netherlands Cancer Institute-Antoni van Leeuwenhoek hospital, Family Cancer Clinic, Amsterdam, The Netherlands
| | - Simona Agata
- Veneto Institute of Oncology IOV-IRCCS, Immunology and Molecular Oncology Unit, Padua, Italy
| | - Irene L Andrulis
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Fred A. Litwin Center for Cancer Genetics, Toronto, ON, Canada
- University of Toronto, Department of Molecular Genetics, Toronto, ON, Canada
| | - Hoda Anton-Culver
- University of California Irvine, Department of Epidemiology, Genetic Epidemiology Research Institute, Irvine, CA, USA
| | - Natalia N Antonenkova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
| | | | - Banu K Arun
- University of Texas MD Anderson Cancer Center, Department of Breast Medical Oncology, Houston, TX, USA
| | - Annelie Augustinsson
- Lund University, Department of Cancer Epidemiology, Clinical Sciences, Lund, Sweden
| | - Judith Balmaña
- Vall d'Hebron Institute of Oncology, Hereditary cancer Genetics Group, Barcelona, Spain
- University Hospital of Vall d'Hebron, Department of Medical Oncology, Barcelona, Spain
| | - Elisa V Bandera
- Rutgers Cancer Institute of New Jersey, Cancer Prevention and Control Program, New Brunswick, NJ, USA
| | - Rosa B Barkardottir
- Landspitali University Hospital, Department of Pathology, Reykjavik, Iceland
- University of Iceland, BMC (Biomedical Centre), Faculty of Medicine, Reykjavik, Iceland
| | - Daniel Barrowdale
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Matthias W Beckmann
- University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, Erlangen, Germany
| | - Alicia Beeghly-Fadiel
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Javier Benitez
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Marina Bermisheva
- Ufa Federal Research Centre of the Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russia
| | - Marcus Q Bernardini
- Princess Margaret Hospital, Division of Gynecologic Oncology, University Health Network, Toronto, ON, Canada
| | - Line Bjorge
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Amanda Black
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Natalia V Bogdanova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
- Hannover Medical School, Department of Radiation Oncology, Hannover, Germany
- Hannover Medical School, Gynaecology Research Unit, Hannover, Germany
| | - Bernardo Bonanni
- IEO, European Institute of Oncology IRCCS, Division of Cancer Prevention and Genetics, Milan, Italy
| | - Ake Borg
- Lund University and Skåne University Hospital, Department of Oncology, Lund, Sweden
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Agnieszka Budzilowska
- Maria Sklodowska-Curie National Research Institute of Oncology, Department of Pathology and Laboratory Diagnostics, Warsaw, Poland
| | - Ralf Butzow
- University of Helsinki, Department of Pathology, Helsinki University Hospital, Helsinki, Finland
| | - Saundra S Buys
- Huntsman Cancer Institute, Department of Medicine, Salt Lake City, UT, USA
| | - Hui Cai
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Maria A Caligo
- University Hospital, SOD Genetica Molecolare, Pisa, Italy
| | - Ian Campbell
- Peter MacCallum Cancer Center, Melbourne, VIC, Australia
- The University of Melbourne, Sir Peter MacCallum Department of Oncology, Melbourne, VIC, Australia
| | - Rikki Cannioto
- Roswell Park Cancer Institute, Cancer Pathology & Prevention, Division of Cancer Prevention and Population Sciences, Buffalo, NY, USA
| | - Hayley Cassingham
- Division of Human Genetics, The Ohio State University, Department of Internal Medicine, Columbus, OH, USA
| | - Jenny Chang-Claude
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
- University Medical Center Hamburg-Eppendorf, Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), Hamburg, Germany
| | - Stephen J Chanock
- National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Kexin Chen
- Tianjin Medical University Cancer Institute and Hospital, Department of Epidemiology, Tianjin, China
| | - Yoke-Eng Chiew
- The University of Sydney, Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
- Westmead Hospital, Department of Gynaecological Oncology, Sydney, NSW, Australia
| | - Wendy K Chung
- Columbia University, Departments of Pediatrics and Medicine, New York, NY, USA
| | | | - Sarah Colonna
- Huntsman Cancer Institute, Department of Medicine, Salt Lake City, UT, USA
| | - Linda S Cook
- University of New Mexico, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
- Alberta Health Services, Department of Cancer Epidemiology and Prevention Research, Calgary, AB, Canada
| | - Fergus J Couch
- Mayo Clinic, Department of Laboratory Medicine and Pathology, Rochester, MN, USA
| | - Mary B Daly
- Fox Chase Cancer Center, Department of Clinical Genetics, Philadelphia, PA, USA
| | - Fanny Dao
- Memorial Sloan Kettering Cancer Center, Gynecology Service, Department of Surgery, New York, NY, USA
| | | | - Miguel de la Hoya
- CIBERONC, Hospital Clinico San Carlos, IdISSC (Instituto de Investigación Sanitaria del Hospital Clínico San Carlos), Molecular Oncology Laboratory, Madrid, Spain
| | - Robin de Putter
- Ghent University, Centre for Medical Genetics, Gent, Belgium
| | - Joe Dennis
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Allison DePersia
- NorthShore University Health System, Center for Medical Genetics, Evanston, IL, USA
- The University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - Peter Devilee
- Leiden University Medical Center, Department of Pathology, Leiden, The Netherlands
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands
| | - Orland Diez
- Vall dHebron Institute of Oncology (VHIO), Oncogenetics Group, Barcelona, Spain
- University Hospital Vall dHebron, Clinical and Molecular Genetics Area, Barcelona, Spain
| | - Yuan Chun Ding
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Jennifer A Doherty
- University of Utah, Huntsman Cancer Institute, Department of Population Health Sciences, Salt Lake City, UT, USA
| | - Susan M Domchek
- University of Pennsylvania, Basser Center for BRCA, Abramson Cancer Center, Philadelphia, PA, USA
| | - Thilo Dörk
- Hannover Medical School, Gynaecology Research Unit, Hannover, Germany
| | - Andreas du Bois
- Ev. Kliniken Essen-Mitte (KEM), Department of Gynecology and Gynecologic Oncology, Essen, Germany
- Dr. Horst Schmidt Kliniken Wiesbaden, Department of Gynecology and Gynecologic Oncology, Wiesbaden, Germany
| | - Matthias Dürst
- Jena University Hospital-Friedrich Schiller University, Department of Gynaecology, Jena, Germany
| | - Diana M Eccles
- University of Southampton, Faculty of Medicine, Southampton, UK
| | - Heather A Eliassen
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Brigham and Women's Hospital and Harvard Medical School, Channing Division of Network Medicine, Boston, MA, USA
| | - Christoph Engel
- University of Leipzig, Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany
- University of Leipzig, LIFE-Leipzig Research Centre for Civilization Diseases, Leipzig, Germany
| | - Gareth D Evans
- University of Manchester, Manchester Academic Health Science Centre, Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester, UK
- St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester, UK
| | - Peter A Fasching
- University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, Erlangen, Germany
- University of California at Los Angeles, David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, Los Angeles, CA, USA
| | - James M Flanagan
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, London, UK
| | - Renée T Fortner
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Eva Machackova
- Masaryk Memorial Cancer Institute, Department of Cancer Epidemiology and Genetics, Brno, Czech Republic
| | - Eitan Friedman
- Chaim Sheba Medical Center, The Susanne Levy Gertner Oncogenetics Unit, Ramat Gan, Israel
- Tel Aviv University, Sackler Faculty of Medicine, Ramat Aviv, Israel
| | - Patricia A Ganz
- Jonsson Comprehensive Cancer Centre, UCLA, Schools of Medicine and Public Health, Division of Cancer Prevention & Control Research, Los Angeles, CA, USA
| | - Judy Garber
- Dana-Farber Cancer Institute, Cancer Risk and Prevention Clinic, Boston, MA, USA
| | - Francesca Gensini
- University of Florence, Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', Medical Genetics Unit, Florence, Italy
| | - Graham G Giles
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
| | - Gord Glendon
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Fred A. Litwin Center for Cancer Genetics, Toronto, ON, Canada
| | - Andrew K Godwin
- University of Kansas Medical Center, Department of Pathology and Laboratory Medicine, Kansas City, KS, USA
| | - Marc T Goodman
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, CA, USA
| | - Mark H Greene
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Jacek Gronwald
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
| | - Eric Hahnen
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
| | - Christopher A Haiman
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Niclas Håkansson
- Karolinska Institutet, Institute of Environmental Medicine, Stockholm, Sweden
| | - Ute Hamann
- German Cancer Research Center (DKFZ), Molecular Genetics of Breast Cancer, Heidelberg, Germany
| | - Thomas V O Hansen
- Rigshospitalet, Copenhagen University Hospital, Department of Clinical Genetics, Copenhagen, Denmark
| | - Holly R Harris
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, WA, USA
- University of Washington, Department of Epidemiology, Seattle, WA, USA
| | - Mikael Hartman
- National University of Singapore and National University Health System, Saw Swee Hock School of Public Health, Singapore, Singapore
- National University Health System, Department of Surgery, Singapore, Singapore
| | - Florian Heitz
- Ev. Kliniken Essen-Mitte (KEM), Department of Gynecology and Gynecologic Oncology, Essen, Germany
- Dr. Horst Schmidt Kliniken Wiesbaden, Department of Gynecology and Gynecologic Oncology, Wiesbaden, Germany
- Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department for Gynecology with the Center for Oncologic Surgery Charité Campus Virchow-Klinikum, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Berlin, Germany
| | | | - Estrid Høgdall
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
- University of Copenhagen, Molecular Unit, Department of Pathology, Herlev Hospital, Copenhagen, Denmark
| | - Claus K Høgdall
- University of Copenhagen, Department of Gynaecology, Rigshospitalet, Copenhagen, Denmark
| | - John L Hopper
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
| | - Ruea-Yea Huang
- Roswell Park Cancer Institute, Center For Immunotherapy, Buffalo, NY, USA
| | - Chad Huff
- University of Texas MD Anderson Cancer Center, Department of Epidemiology, Houston, TX, USA
| | - Peter J Hulick
- NorthShore University Health System, Center for Medical Genetics, Evanston, IL, USA
- The University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - David G Huntsman
- BC Cancer, Vancouver General Hospital, and University of British Columbia, British Columbia's Ovarian Cancer Research (OVCARE) Program, Vancouver, BC, Canada
- University of British Columbia, Department of Pathology and Laboratory Medicine, Vancouver, BC, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, BC, Canada
- BC Cancer Research Centre, Department of Molecular Oncology, Vancouver, BC, Canada
| | | | - Claudine Isaacs
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA
| | - Anna Jakubowska
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
- Pomeranian Medical University, Independent Laboratory of Molecular Biology and Genetic Diagnostics, Szczecin, Poland
| | - Paul A James
- The University of Melbourne, Sir Peter MacCallum Department of Oncology, Melbourne, VIC, Australia
- Peter MacCallum Cancer Center, Parkville Familial Cancer Centre, Melbourne, VIC, Australia
| | - Ramunas Janavicius
- Vilnius University Hospital Santariskiu Clinics, Hematology, oncology and transfusion medicine center, Dept. of Molecular and Regenerative Medicine, Vilnius, Lithuania
- State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania
| | - Allan Jensen
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
| | | | - Esther M John
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Department of Medicine, Division of Oncology, Stanford, CA, USA
| | - Michael E Jones
- The Institute of Cancer Research, Division of Genetics and Epidemiology, London, UK
| | - Daehee Kang
- Seoul National University College of Medicine, Department of Preventive Medicine, Seoul, Korea
- Seoul National University Graduate School, Department of Biomedical Sciences, Seoul, Korea
- Seoul National University, Cancer Research Institute, Seoul, Korea
| | - Beth Y Karlan
- University of California at Los Angeles, David Geffen School of Medicine, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Anthony Karnezis
- UC Davis Medical Center, Department of Pathology and Laboratory Medicine, Sacramento, CA, USA
| | - Linda E Kelemen
- Medical University of South Carolina, Hollings Cancer Center, Charleston, SC, USA
| | - Elza Khusnutdinova
- Ufa Federal Research Centre of the Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russia
- Saint Petersburg State University, Saint Petersburg, Russia
| | - Lambertus A Kiemeney
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Byoung-Gie Kim
- Sungkyunkwan University School of Medicine, Department of Obstetrics and Gynecology, Samsung Medical Center, Seoul, Korea
| | - Susanne K Kjaer
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
- University of Copenhagen, Department of Gynaecology, Rigshospitalet, Copenhagen, Denmark
| | - Ian Komenaka
- City of Hope Clinical Cancer Genetics Community Research Network, Duarte, CA, USA
| | - Jolanta Kupryjanczyk
- Maria Sklodowska-Curie National Research Institute of Oncology, Department of Pathology and Laboratory Diagnostics, Warsaw, Poland
| | - Allison W Kurian
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Department of Medicine, Division of Oncology, Stanford, CA, USA
| | - Ava Kwong
- Cancer Genetics Centre, Hong Kong Hereditary Breast Cancer Family Registry, Happy Valley, Hong Kong
- The University of Hong Kong, Department of Surgery, Pok Fu Lam, Hong Kong
- Hong Kong Sanatorium and Hospital, Department of Surgery, Happy Valley, Hong Kong
| | - Diether Lambrechts
- VIB Center for Cancer Biology, Leuven, Belgium
- University of Leuven, Laboratory for Translational Genetics, Department of Human Genetics, Leuven, Belgium
| | - Melissa C Larson
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Conxi Lazaro
- ONCOBELL-IDIBELL-IGTP, Catalan Institute of Oncology, CIBERONC, Hereditary Cancer Program, Barcelona, Spain
| | - Nhu D Le
- BC Cancer, Cancer Control Research, Vancouver, BC, Canada
| | - Goska Leslie
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Jenny Lester
- University of California at Los Angeles, David Geffen School of Medicine, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Fabienne Lesueur
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- Inserm U900, Genetic Epidemiology of Cancer team, Paris, France
| | - Douglas A Levine
- Memorial Sloan Kettering Cancer Center, Gynecology Service, Department of Surgery, New York, NY, USA
- NYU Langone Medical Center, Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, New York, NY, USA
| | - Lian Li
- Tianjin Medical University Cancer Institute and Hospital, Department of Epidemiology, Tianjin, China
| | - Jingmei Li
- Genome Institute of Singapore, Human Genetics Division, Singapore, Singapore
| | - Jennifer T Loud
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Karen H Lu
- University of Texas MD Anderson Cancer Center, Department of Gynecologic Oncology and Clinical Cancer Genetics Program, Houston, TX, USA
| | - Jan Lubiński
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
| | - Phuong L Mai
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Siranoush Manoukian
- Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Unit of Medical Genetics, Department of Medical Oncology and Hematology, Milan, Italy
| | - Jeffrey R Marks
- Duke University Hospital, Department of Surgery, Durham, NC, USA
| | - Rayna Kim Matsuno
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, HI, USA
| | - Keitaro Matsuo
- Aichi Cancer Center Research Institute, Division of Cancer Epidemiology and Prevention, Nagoya, Japan
- Nagoya University Graduate School of Medicine, Division of Cancer Epidemiology, Nagoya, Japan
| | - Taymaa May
- Princess Margaret Hospital, Division of Gynecologic Oncology, University Health Network, Toronto, ON, Canada
| | - Lesley McGuffog
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - John R McLaughlin
- Samuel Lunenfeld Research Institute, Public Health Ontario, Toronto, ON, Canada
| | - Iain A McNeish
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, UK
- University of Glasgow, Institute of Cancer Sciences, Glasgow, UK
| | - Noura Mebirouk
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- Inserm U900, Genetic Epidemiology of Cancer team, Paris, France
| | - Usha Menon
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, UK
| | - Austin Miller
- Roswell Park Cancer Institute, NRG Oncology, Statistics and Data Management Center, Buffalo, NY, USA
| | - Roger L Milne
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
| | - Albina Minlikeeva
- Roswell Park Cancer Institute, Division of Cancer Prevention and Control, Buffalo, NY, USA
| | - Francesmary Modugno
- Magee-Womens Research Institute and Hillman Cancer Center, Womens Cancer Research Center, Pittsburgh, PA, USA
- University of Pittsburgh School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, Pittsburgh, PA, USA
| | - Marco Montagna
- Veneto Institute of Oncology IOV-IRCCS, Immunology and Molecular Oncology Unit, Padua, Italy
| | - Kirsten B Moysich
- Roswell Park Cancer Institute, Division of Cancer Prevention and Control, Buffalo, NY, USA
| | - Elizabeth Munro
- Oregon Health & Science University, Department of Obstetrics and Gynecology, Portland, OR, USA
- Oregon Health & Science University, Knight Cancer Institute, Portland, OR, USA
| | - Katherine L Nathanson
- University of Pennsylvania, Basser Center for BRCA, Abramson Cancer Center, Philadelphia, PA, USA
| | - Susan L Neuhausen
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Heli Nevanlinna
- University of Helsinki, Department of Obstetrics and Gynecology, Helsinki University Hospital, Helsinki, Finland
| | - Joanne Ngeow Yuen Yie
- National Cancer Centre, Cancer Genetics Service, Singapore, Singapore
- Nanyang Technological University, Lee Kong Chian School of Medicine, Singapore, Singapore
| | | | - Finn C Nielsen
- Rigshospitalet, Copenhagen University Hospital, Department of Clinical Genetics, Copenhagen, Denmark
| | | | - Kunle Odunsi
- Roswell Park Cancer Institute, Department of Gynecologic Oncology, Buffalo, NY, USA
| | - Kenneth Offit
- Memorial Sloan Kettering Cancer Center, Clinical Genetics Research Lab, Department of Cancer Biology and Genetics, New York, NY, USA
- Memorial Sloan Kettering Cancer Center, Clinical Genetics Service, Department of Medicine, New York, NY, USA
| | - Edith Olah
- National Institute of Oncology, Department of Molecular Genetics, Budapest, Hungary
| | - Siel Olbrecht
- University Hospitals Leuven, Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology and Leuven Cancer Institute, Leuven, Belgium
| | | | - Sara H Olson
- Memorial Sloan-Kettering Cancer Center, Department of Epidemiology and Biostatistics, New York, NY, USA
| | - Håkan Olsson
- Lund University, Department of Cancer Epidemiology, Clinical Sciences, Lund, Sweden
| | - Ana Osorio
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
| | - Laura Papi
- University of Florence, Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', Medical Genetics Unit, Florence, Italy
| | - Sue K Park
- Seoul National University College of Medicine, Department of Preventive Medicine, Seoul, Korea
- Seoul National University Graduate School, Department of Biomedical Sciences, Seoul, Korea
- Seoul National University, Cancer Research Institute, Seoul, Korea
| | - Michael T Parsons
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, QLD, Australia
| | - Harsha Pathak
- University of Kansas Medical Center, Department of Pathology and Laboratory Medicine, Kansas City, KS, USA
| | - Inge Sokilde Pedersen
- Aalborg University Hospital, Molecular Diagnostics, Aalborg, Denmark
- Aalborg University Hospital, Clinical Cancer Research Center, Aalborg, Denmark
- Aalborg University, Department of Clinical Medicine, Aalborg, Denmark
| | - Ana Peixoto
- Portuguese Oncology Institute, Department of Genetics, Porto, Portugal
| | - Tanja Pejovic
- Oregon Health & Science University, Department of Obstetrics and Gynecology, Portland, OR, USA
- Oregon Health & Science University, Knight Cancer Institute, Portland, OR, USA
| | - Pedro Perez-Segura
- CIBERONC, Hospital Clinico San Carlos, IdISSC (Instituto de Investigación Sanitaria del Hospital Clínico San Carlos), Molecular Oncology Laboratory, Madrid, Spain
| | - Jennifer B Permuth
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Beth Peshkin
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA
| | - Paolo Peterlongo
- IFOM-the FIRC Institute of Molecular Oncology, Genome Diagnostics Program, Milan, Italy
| | - Anna Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Darya Prokofyeva
- Bashkir State University, Department of Genetics and Fundamental Medicine, Ufa, Russia
| | - Paolo Radice
- Fondazione IRCCS Istituto Nazionale dei Tumori (INT), Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Research, Milan, Italy
| | | | - Marjorie J Riggan
- Duke University Hospital, Department of Gynecologic Oncology, Durham, NC, USA
| | - Harvey A Risch
- Yale School of Public Health, Chronic Disease Epidemiology, New Haven, CT, USA
| | - Cristina Rodriguez-Antona
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Eric Ross
- Fox Chase Cancer Center, Population Studies Facility, Philadelphia, PA, USA
| | - Mary Anne Rossing
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, WA, USA
- University of Washington, Department of Epidemiology, Seattle, WA, USA
| | - Ingo Runnebaum
- Jena University Hospital-Friedrich Schiller University, Department of Gynaecology, Jena, Germany
| | - Dale P Sandler
- National Institute of Environmental Health Sciences, NIH, Epidemiology Branch, Research Triangle Park, NC, USA
| | - Marta Santamariña
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Fundación Pública Galega Medicina Xenómica, Santiago De Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela, Santiago De Compostela, Spain
| | - Penny Soucy
- Centre Hospitalier Universitaire de Québec - Université Laval Research Center, Genomics Center, Québec City, QC, Canada
| | - Rita K Schmutzler
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Molecular Medicine Cologne (CMMC), Cologne, Germany
| | - V Wendy Setiawan
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Kang Shan
- Hebei Medical University, Fourth Hospital, Department of Obstetrics and Gynaecology, Shijiazhuang, China
| | - Weiva Sieh
- Icahn School of Medicine at Mount Sinai, Department of Population Health Science and Policy, New York, NY, USA
- Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, New York, NY, USA
| | - Jacques Simard
- Centre Hospitalier Universitaire de Québec-Université Laval Research Center, Genomic Center, Québec City, QC, Canada
| | - Christian F Singer
- Medical University of Vienna, Dept of OB/GYN and Comprehensive Cancer Center, Vienna, Austria
| | | | - Honglin Song
- University of Cambridge, Department of Public Health and Primary Care, Cambridge, UK
| | - Melissa C Southey
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
- The University of Melbourne, Department of Clinical Pathology, Melbourne, VIC, Australia
| | - Helen Steed
- Royal Alexandra Hospital, Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Edmonton, AB, Canada
| | - Dominique Stoppa-Lyonnet
- INSERM U830, Department of Tumour Biology, Paris, France
- Institut Curie, Service de Génétique, Paris, France
- Université Paris Descartes, Paris, France
| | - Rebecca Sutphen
- University of South Florida, Epidemiology Center, College of Medicine, Tampa, FL, USA
| | - Anthony J Swerdlow
- The Institute of Cancer Research, Division of Genetics and Epidemiology, London, UK
- The Institute of Cancer Research, Division of Breast Cancer Research, London, UK
| | - Yen Yen Tan
- Medical University of Vienna, Dept of OB/GYN and Comprehensive Cancer Center, Vienna, Austria
| | - Manuel R Teixeira
- Portuguese Oncology Institute, Department of Genetics, Porto, Portugal
- University of Porto, Biomedical Sciences Institute (ICBAS), Porto, Portugal
| | - Soo Hwang Teo
- Cancer Research Malaysia, Breast Cancer Research Programme, Subang Jaya, Selangor, Malaysia
- University of Malaya, Department of Surgery, Faculty of Medicine, Kuala Lumpur, Malaysia
| | - Kathryn L Terry
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Brigham and Women's Hospital and Harvard Medical School, Obstetrics and Gynecology Epidemiology Center, Boston, MA, USA
| | - Mary Beth Terry
- Columbia University, Department of Epidemiology, Mailman School of Public Health, New York, NY, USA
| | - Mads Thomassen
- Odense University Hospital, Department of Clinical Genetics, Odence C, Denmark
| | - Pamela J Thompson
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, CA, USA
| | - Liv Cecilie Vestrheim Thomsen
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Darcy L Thull
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Department of Medicine, Pittsburgh, PA, USA
| | - Marc Tischkowitz
- McGill University, Program in Cancer Genetics, Departments of Human Genetics and Oncology, Montréal, QC, Canada
- University of Cambridge, Department of Medical Genetics, Cambridge, UK
| | - Linda Titus
- Dartmouth College, Geisel School of Medicine, Hanover, NH, USA
| | - Amanda E Toland
- The Ohio State University, Department of Cancer Biology and Genetics, Columbus, OH, USA
| | - Diana Torres
- German Cancer Research Center (DKFZ), Molecular Genetics of Breast Cancer, Heidelberg, Germany
- Pontificia Universidad Javeriana, Institute of Human Genetics, Bogota, Colombia
| | - Britton Trabert
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Ruth Travis
- University of Oxford, Cancer Epidemiology Unit, Oxford, UK
| | - Nadine Tung
- Beth Israel Deaconess Medical Center, Department of Medical Oncology, Boston, MA, USA
| | - Shelley S Tworoger
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Ellen Valen
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Anne M van Altena
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Annemieke H van der Hout
- University Medical Center Groningen, University Groningen, Department of Genetics, Groningen, The Netherlands
| | - Els Van Nieuwenhuysen
- University Hospitals Leuven, Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology and Leuven Cancer Institute, Leuven, Belgium
| | | | - Ana Vega
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
| | - Digna Velez Edwards
- Vanderbilt University Medical Center, Division of Quantitative Sciences, Department of Obstetrics and Gynecology, Department of Biomedical Sciences, Women's Health Research, Nashville, TN, USA
| | - Robert A Vierkant
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Frances Wang
- Duke Cancer Institute, Cancer Control and Population Sciences, Durham, NC, USA
- Duke University Hospital, Department of Community and Family Medicine, Durham, NC, USA
| | - Barbara Wappenschmidt
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
| | - Penelope M Webb
- QIMR Berghofer Medical Research Institute, Population Health Department, Brisbane, QLD, Australia
| | - Clarice R Weinberg
- National Institute of Environmental Health Sciences, NIH, Biostatistics and Computational Biology Branch, Research Triangle Park, NC, USA
| | | | - Nicolas Wentzensen
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Emily White
- University of Washington, Department of Epidemiology, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Alice S Whittemore
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford University School of Medicine, Department of Biomedical Data Science, Stanford, CA, USA
| | - Stacey J Winham
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Alicja Wolk
- Karolinska Institutet, Institute of Environmental Medicine, Stockholm, Sweden
- Uppsala University, Department of Surgical Sciences, Uppsala, Sweden
| | - Yin-Ling Woo
- University of Malaya, Department of Obstetrics and Gynaecology, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Anna H Wu
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Li Yan
- Hebei Medical University, Fourth Hospital, Department of Molecular Biology, Shijiazhuang, China
| | - Drakoulis Yannoukakos
- National Centre for Scientific Research 'Demokritos', Molecular Diagnostics Laboratory, INRASTES, Athens, Greece
| | | | - Wei Zheng
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Argyrios Ziogas
- University of California Irvine, Department of Epidemiology, Genetic Epidemiology Research Institute, Irvine, CA, USA
| | - Kristin K Zorn
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Zdenek Kleibl
- Institute of Biochemistry and Experimental Oncology, First Faculty od Medicine, Charles University, Prague, Czech Republic
| | - Douglas Easton
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK
| | - Kate Lawrenson
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Centre, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Anna DeFazio
- The University of Sydney, Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
- Westmead Hospital, Department of Gynaecological Oncology, Sydney, NSW, Australia
| | | | - Susan J Ramus
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, NSW, Australia
- University of NSW Sydney, Adult Cancer Program, Lowy Cancer Research Centre, Sydney, NSW, Australia
| | - Celeste L Pearce
- University of Michigan School of Public Health, Department of Epidemiology, Ann Arbor, MI, USA
- University of Southern California Norris Comprehensive Cancer Center, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Alvaro N Monteiro
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Julie Cunningham
- Mayo Clinic, Department of Health Science Research, Division of Epidemiology, Rochester, MN, USA
| | - Ellen L Goode
- Mayo Clinic, Department of Health Science Research, Division of Epidemiology, Rochester, MN, USA
| | - Joellen M Schildkraut
- Emory University, Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA
| | - Andrew Berchuck
- Duke University Hospital, Department of Gynecologic Oncology, Durham, NC, USA
| | - Georgia Chenevix-Trench
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, QLD, Australia
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Antonis C Antoniou
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Paul D P Pharoah
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK.
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK.
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Dareng EO, Tyrer JP, Barnes DR, Jones MR, Yang X, Aben KKH, Adank MA, Agata S, Andrulis IL, Anton-Culver H, Antonenkova NN, Aravantinos G, Arun BK, Augustinsson A, Balmaña J, Bandera EV, Barkardottir RB, Barrowdale D, Beckmann MW, Beeghly-Fadiel A, Benitez J, Bermisheva M, Bernardini MQ, Bjorge L, Black A, Bogdanova NV, Bonanni B, Borg A, Brenton JD, Budzilowska A, Butzow R, Buys SS, Cai H, Caligo MA, Campbell I, Cannioto R, Cassingham H, Chang-Claude J, Chanock SJ, Chen K, Chiew YE, Chung WK, Claes KBM, Colonna S, Cook LS, Couch FJ, Daly MB, Dao F, Davies E, de la Hoya M, de Putter R, Dennis J, DePersia A, Devilee P, Diez O, Ding YC, Doherty JA, Domchek SM, Dörk T, du Bois A, Dürst M, Eccles DM, Eliassen HA, Engel C, Evans GD, Fasching PA, Flanagan JM, Fortner RT, Machackova E, Friedman E, Ganz PA, Garber J, Gensini F, Giles GG, Glendon G, Godwin AK, Goodman MT, Greene MH, Gronwald J, Hahnen E, Haiman CA, Håkansson N, Hamann U, Hansen TVO, Harris HR, Hartman M, Heitz F, Hildebrandt MAT, Høgdall E, Høgdall CK, Hopper JL, Huang RY, Huff C, Hulick PJ, Huntsman DG, Imyanitov EN, Isaacs C, Jakubowska A, James PA, Janavicius R, Jensen A, Johannsson OT, John EM, Jones ME, Kang D, Karlan BY, Karnezis A, Kelemen LE, Khusnutdinova E, Kiemeney LA, Kim BG, Kjaer SK, Komenaka I, Kupryjanczyk J, Kurian AW, Kwong A, Lambrechts D, Larson MC, Lazaro C, Le ND, Leslie G, Lester J, Lesueur F, Levine DA, Li L, Li J, Loud JT, Lu KH, Lubiński J, Mai PL, Manoukian S, Marks JR, Matsuno RK, Matsuo K, May T, McGuffog L, McLaughlin JR, McNeish IA, Mebirouk N, Menon U, Miller A, Milne RL, Minlikeeva A, Modugno F, Montagna M, Moysich KB, Munro E, Nathanson KL, Neuhausen SL, Nevanlinna H, Yie JNY, Nielsen HR, Nielsen FC, Nikitina-Zake L, Odunsi K, Offit K, Olah E, Olbrecht S, Olopade OI, Olson SH, Olsson H, Osorio A, Papi L, Park SK, Parsons MT, Pathak H, Pedersen IS, Peixoto A, Pejovic T, Perez-Segura P, Permuth JB, Peshkin B, Peterlongo P, Piskorz A, Prokofyeva D, Radice P, Rantala J, Riggan MJ, Risch HA, Rodriguez-Antona C, Ross E, Rossing MA, Runnebaum I, Sandler DP, Santamariña M, Soucy P, Schmutzler RK, Setiawan VW, Shan K, Sieh W, Simard J, Singer CF, Sokolenko AP, Song H, Southey MC, Steed H, Stoppa-Lyonnet D, Sutphen R, Swerdlow AJ, Tan YY, Teixeira MR, Teo SH, Terry KL, Terry MB, Thomassen M, Thompson PJ, Thomsen LCV, Thull DL, Tischkowitz M, Titus L, Toland AE, Torres D, Trabert B, Travis R, Tung N, Tworoger SS, Valen E, van Altena AM, van der Hout AH, Van Nieuwenhuysen E, van Rensburg EJ, Vega A, Edwards DV, Vierkant RA, Wang F, Wappenschmidt B, Webb PM, Weinberg CR, Weitzel JN, Wentzensen N, White E, Whittemore AS, Winham SJ, Wolk A, Woo YL, Wu AH, Yan L, Yannoukakos D, Zavaglia KM, Zheng W, Ziogas A, Zorn KK, Kleibl Z, Easton D, Lawrenson K, DeFazio A, Sellers TA, Ramus SJ, Pearce CL, Monteiro AN, Cunningham J, Goode EL, Schildkraut JM, Berchuck A, Chenevix-Trench G, Gayther SA, Antoniou AC, Pharoah PDP. Polygenic risk modeling for prediction of epithelial ovarian cancer risk. Eur J Hum Genet 2022; 30:349-362. [PMID: 35027648 PMCID: PMC8904525 DOI: 10.1038/s41431-021-00987-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 08/09/2021] [Accepted: 09/27/2021] [Indexed: 12/14/2022] Open
Abstract
Polygenic risk scores (PRS) for epithelial ovarian cancer (EOC) have the potential to improve risk stratification. Joint estimation of Single Nucleotide Polymorphism (SNP) effects in models could improve predictive performance over standard approaches of PRS construction. Here, we implemented computationally efficient, penalized, logistic regression models (lasso, elastic net, stepwise) to individual level genotype data and a Bayesian framework with continuous shrinkage, "select and shrink for summary statistics" (S4), to summary level data for epithelial non-mucinous ovarian cancer risk prediction. We developed the models in a dataset consisting of 23,564 non-mucinous EOC cases and 40,138 controls participating in the Ovarian Cancer Association Consortium (OCAC) and validated the best models in three populations of different ancestries: prospective data from 198,101 women of European ancestries; 7,669 women of East Asian ancestries; 1,072 women of African ancestries, and in 18,915 BRCA1 and 12,337 BRCA2 pathogenic variant carriers of European ancestries. In the external validation data, the model with the strongest association for non-mucinous EOC risk derived from the OCAC model development data was the S4 model (27,240 SNPs) with odds ratios (OR) of 1.38 (95% CI: 1.28-1.48, AUC: 0.588) per unit standard deviation, in women of European ancestries; 1.14 (95% CI: 1.08-1.19, AUC: 0.538) in women of East Asian ancestries; 1.38 (95% CI: 1.21-1.58, AUC: 0.593) in women of African ancestries; hazard ratios of 1.36 (95% CI: 1.29-1.43, AUC: 0.592) in BRCA1 pathogenic variant carriers and 1.49 (95% CI: 1.35-1.64, AUC: 0.624) in BRCA2 pathogenic variant carriers. Incorporation of the S4 PRS in risk prediction models for ovarian cancer may have clinical utility in ovarian cancer prevention programs.
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Affiliation(s)
- Eileen O Dareng
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Jonathan P Tyrer
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK
| | - Daniel R Barnes
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Michelle R Jones
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Xin Yang
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Katja K H Aben
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
- Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Muriel A Adank
- The Netherlands Cancer Institute-Antoni van Leeuwenhoek hospital, Family Cancer Clinic, Amsterdam, The Netherlands
| | - Simona Agata
- Veneto Institute of Oncology IOV-IRCCS, Immunology and Molecular Oncology Unit, Padua, Italy
| | - Irene L Andrulis
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Fred A. Litwin Center for Cancer Genetics, Toronto, ON, Canada
- University of Toronto, Department of Molecular Genetics, Toronto, ON, Canada
| | - Hoda Anton-Culver
- University of California Irvine, Department of Epidemiology, Genetic Epidemiology Research Institute, Irvine, CA, USA
| | - Natalia N Antonenkova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
| | | | - Banu K Arun
- University of Texas MD Anderson Cancer Center, Department of Breast Medical Oncology, Houston, TX, USA
| | - Annelie Augustinsson
- Lund University, Department of Cancer Epidemiology, Clinical Sciences, Lund, Sweden
| | - Judith Balmaña
- Vall d'Hebron Institute of Oncology, Hereditary cancer Genetics Group, Barcelona, Spain
- University Hospital of Vall d'Hebron, Department of Medical Oncology, Barcelona, Spain
| | - Elisa V Bandera
- Rutgers Cancer Institute of New Jersey, Cancer Prevention and Control Program, New Brunswick, NJ, USA
| | - Rosa B Barkardottir
- Landspitali University Hospital, Department of Pathology, Reykjavik, Iceland
- University of Iceland, BMC (Biomedical Centre), Faculty of Medicine, Reykjavik, Iceland
| | - Daniel Barrowdale
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Matthias W Beckmann
- University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, Erlangen, Germany
| | - Alicia Beeghly-Fadiel
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Javier Benitez
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Marina Bermisheva
- Ufa Federal Research Centre of the Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russia
| | - Marcus Q Bernardini
- Princess Margaret Hospital, Division of Gynecologic Oncology, University Health Network, Toronto, ON, Canada
| | - Line Bjorge
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Amanda Black
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Natalia V Bogdanova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
- Hannover Medical School, Department of Radiation Oncology, Hannover, Germany
- Hannover Medical School, Gynaecology Research Unit, Hannover, Germany
| | - Bernardo Bonanni
- IEO, European Institute of Oncology IRCCS, Division of Cancer Prevention and Genetics, Milan, Italy
| | - Ake Borg
- Lund University and Skåne University Hospital, Department of Oncology, Lund, Sweden
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Agnieszka Budzilowska
- Maria Sklodowska-Curie National Research Institute of Oncology, Department of Pathology and Laboratory Diagnostics, Warsaw, Poland
| | - Ralf Butzow
- University of Helsinki, Department of Pathology, Helsinki University Hospital, Helsinki, Finland
| | - Saundra S Buys
- Huntsman Cancer Institute, Department of Medicine, Salt Lake City, UT, USA
| | - Hui Cai
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Maria A Caligo
- University Hospital, SOD Genetica Molecolare, Pisa, Italy
| | - Ian Campbell
- Peter MacCallum Cancer Center, Melbourne, VIC, Australia
- The University of Melbourne, Sir Peter MacCallum Department of Oncology, Melbourne, VIC, Australia
| | - Rikki Cannioto
- Roswell Park Cancer Institute, Cancer Pathology & Prevention, Division of Cancer Prevention and Population Sciences, Buffalo, NY, USA
| | - Hayley Cassingham
- Division of Human Genetics, The Ohio State University, Department of Internal Medicine, Columbus, OH, USA
| | - Jenny Chang-Claude
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
- University Medical Center Hamburg-Eppendorf, Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), Hamburg, Germany
| | - Stephen J Chanock
- National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Kexin Chen
- Tianjin Medical University Cancer Institute and Hospital, Department of Epidemiology, Tianjin, China
| | - Yoke-Eng Chiew
- The University of Sydney, Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
- Westmead Hospital, Department of Gynaecological Oncology, Sydney, NSW, Australia
| | - Wendy K Chung
- Columbia University, Departments of Pediatrics and Medicine, New York, NY, USA
| | | | - Sarah Colonna
- Huntsman Cancer Institute, Department of Medicine, Salt Lake City, UT, USA
| | - Linda S Cook
- University of New Mexico, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
- Alberta Health Services, Department of Cancer Epidemiology and Prevention Research, Calgary, AB, Canada
| | - Fergus J Couch
- Mayo Clinic, Department of Laboratory Medicine and Pathology, Rochester, MN, USA
| | - Mary B Daly
- Fox Chase Cancer Center, Department of Clinical Genetics, Philadelphia, PA, USA
| | - Fanny Dao
- Memorial Sloan Kettering Cancer Center, Gynecology Service, Department of Surgery, New York, NY, USA
| | | | - Miguel de la Hoya
- CIBERONC, Hospital Clinico San Carlos, IdISSC (Instituto de Investigación Sanitaria del Hospital Clínico San Carlos), Molecular Oncology Laboratory, Madrid, Spain
| | - Robin de Putter
- Ghent University, Centre for Medical Genetics, Gent, Belgium
| | - Joe Dennis
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Allison DePersia
- NorthShore University Health System, Center for Medical Genetics, Evanston, IL, USA
- The University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - Peter Devilee
- Leiden University Medical Center, Department of Pathology, Leiden, The Netherlands
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands
| | - Orland Diez
- Vall dHebron Institute of Oncology (VHIO), Oncogenetics Group, Barcelona, Spain
- University Hospital Vall dHebron, Clinical and Molecular Genetics Area, Barcelona, Spain
| | - Yuan Chun Ding
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Jennifer A Doherty
- University of Utah, Huntsman Cancer Institute, Department of Population Health Sciences, Salt Lake City, UT, USA
| | - Susan M Domchek
- University of Pennsylvania, Basser Center for BRCA, Abramson Cancer Center, Philadelphia, PA, USA
| | - Thilo Dörk
- Hannover Medical School, Gynaecology Research Unit, Hannover, Germany
| | - Andreas du Bois
- Ev. Kliniken Essen-Mitte (KEM), Department of Gynecology and Gynecologic Oncology, Essen, Germany
- Dr. Horst Schmidt Kliniken Wiesbaden, Department of Gynecology and Gynecologic Oncology, Wiesbaden, Germany
| | - Matthias Dürst
- Jena University Hospital-Friedrich Schiller University, Department of Gynaecology, Jena, Germany
| | - Diana M Eccles
- University of Southampton, Faculty of Medicine, Southampton, UK
| | - Heather A Eliassen
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Brigham and Women's Hospital and Harvard Medical School, Channing Division of Network Medicine, Boston, MA, USA
| | - Christoph Engel
- University of Leipzig, Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany
- University of Leipzig, LIFE-Leipzig Research Centre for Civilization Diseases, Leipzig, Germany
| | - Gareth D Evans
- University of Manchester, Manchester Academic Health Science Centre, Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester, UK
- St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester, UK
| | - Peter A Fasching
- University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, Erlangen, Germany
- University of California at Los Angeles, David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, Los Angeles, CA, USA
| | - James M Flanagan
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, London, UK
| | - Renée T Fortner
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Eva Machackova
- Masaryk Memorial Cancer Institute, Department of Cancer Epidemiology and Genetics, Brno, Czech Republic
| | - Eitan Friedman
- Chaim Sheba Medical Center, The Susanne Levy Gertner Oncogenetics Unit, Ramat Gan, Israel
- Tel Aviv University, Sackler Faculty of Medicine, Ramat Aviv, Israel
| | - Patricia A Ganz
- Jonsson Comprehensive Cancer Centre, UCLA, Schools of Medicine and Public Health, Division of Cancer Prevention & Control Research, Los Angeles, CA, USA
| | - Judy Garber
- Dana-Farber Cancer Institute, Cancer Risk and Prevention Clinic, Boston, MA, USA
| | - Francesca Gensini
- University of Florence, Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', Medical Genetics Unit, Florence, Italy
| | - Graham G Giles
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
| | - Gord Glendon
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Fred A. Litwin Center for Cancer Genetics, Toronto, ON, Canada
| | - Andrew K Godwin
- University of Kansas Medical Center, Department of Pathology and Laboratory Medicine, Kansas City, KS, USA
| | - Marc T Goodman
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, CA, USA
| | - Mark H Greene
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Jacek Gronwald
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
| | - Eric Hahnen
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
| | - Christopher A Haiman
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Niclas Håkansson
- Karolinska Institutet, Institute of Environmental Medicine, Stockholm, Sweden
| | - Ute Hamann
- German Cancer Research Center (DKFZ), Molecular Genetics of Breast Cancer, Heidelberg, Germany
| | - Thomas V O Hansen
- Rigshospitalet, Copenhagen University Hospital, Department of Clinical Genetics, Copenhagen, Denmark
| | - Holly R Harris
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, WA, USA
- University of Washington, Department of Epidemiology, Seattle, WA, USA
| | - Mikael Hartman
- National University of Singapore and National University Health System, Saw Swee Hock School of Public Health, Singapore, Singapore
- National University Health System, Department of Surgery, Singapore, Singapore
| | - Florian Heitz
- Ev. Kliniken Essen-Mitte (KEM), Department of Gynecology and Gynecologic Oncology, Essen, Germany
- Dr. Horst Schmidt Kliniken Wiesbaden, Department of Gynecology and Gynecologic Oncology, Wiesbaden, Germany
- Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department for Gynecology with the Center for Oncologic Surgery Charité Campus Virchow-Klinikum, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Berlin, Germany
| | | | - Estrid Høgdall
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
- University of Copenhagen, Molecular Unit, Department of Pathology, Herlev Hospital, Copenhagen, Denmark
| | - Claus K Høgdall
- University of Copenhagen, Department of Gynaecology, Rigshospitalet, Copenhagen, Denmark
| | - John L Hopper
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
| | - Ruea-Yea Huang
- Roswell Park Cancer Institute, Center For Immunotherapy, Buffalo, NY, USA
| | - Chad Huff
- University of Texas MD Anderson Cancer Center, Department of Epidemiology, Houston, TX, USA
| | - Peter J Hulick
- NorthShore University Health System, Center for Medical Genetics, Evanston, IL, USA
- The University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - David G Huntsman
- BC Cancer, Vancouver General Hospital, and University of British Columbia, British Columbia's Ovarian Cancer Research (OVCARE) Program, Vancouver, BC, Canada
- University of British Columbia, Department of Pathology and Laboratory Medicine, Vancouver, BC, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, BC, Canada
- BC Cancer Research Centre, Department of Molecular Oncology, Vancouver, BC, Canada
| | | | - Claudine Isaacs
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA
| | - Anna Jakubowska
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
- Pomeranian Medical University, Independent Laboratory of Molecular Biology and Genetic Diagnostics, Szczecin, Poland
| | - Paul A James
- The University of Melbourne, Sir Peter MacCallum Department of Oncology, Melbourne, VIC, Australia
- Peter MacCallum Cancer Center, Parkville Familial Cancer Centre, Melbourne, VIC, Australia
| | - Ramunas Janavicius
- Vilnius University Hospital Santariskiu Clinics, Hematology, oncology and transfusion medicine center, Dept. of Molecular and Regenerative Medicine, Vilnius, Lithuania
- State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania
| | - Allan Jensen
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
| | | | - Esther M John
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Department of Medicine, Division of Oncology, Stanford, CA, USA
| | - Michael E Jones
- The Institute of Cancer Research, Division of Genetics and Epidemiology, London, UK
| | - Daehee Kang
- Seoul National University College of Medicine, Department of Preventive Medicine, Seoul, Korea
- Seoul National University Graduate School, Department of Biomedical Sciences, Seoul, Korea
- Seoul National University, Cancer Research Institute, Seoul, Korea
| | - Beth Y Karlan
- University of California at Los Angeles, David Geffen School of Medicine, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Anthony Karnezis
- UC Davis Medical Center, Department of Pathology and Laboratory Medicine, Sacramento, CA, USA
| | - Linda E Kelemen
- Medical University of South Carolina, Hollings Cancer Center, Charleston, SC, USA
| | - Elza Khusnutdinova
- Ufa Federal Research Centre of the Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russia
- Saint Petersburg State University, Saint Petersburg, Russia
| | - Lambertus A Kiemeney
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Byoung-Gie Kim
- Sungkyunkwan University School of Medicine, Department of Obstetrics and Gynecology, Samsung Medical Center, Seoul, Korea
| | - Susanne K Kjaer
- Danish Cancer Society Research Center, Department of Virus, Lifestyle and Genes, Copenhagen, Denmark
- University of Copenhagen, Department of Gynaecology, Rigshospitalet, Copenhagen, Denmark
| | - Ian Komenaka
- City of Hope Clinical Cancer Genetics Community Research Network, Duarte, CA, USA
| | - Jolanta Kupryjanczyk
- Maria Sklodowska-Curie National Research Institute of Oncology, Department of Pathology and Laboratory Diagnostics, Warsaw, Poland
| | - Allison W Kurian
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Department of Medicine, Division of Oncology, Stanford, CA, USA
| | - Ava Kwong
- Cancer Genetics Centre, Hong Kong Hereditary Breast Cancer Family Registry, Happy Valley, Hong Kong
- The University of Hong Kong, Department of Surgery, Pok Fu Lam, Hong Kong
- Hong Kong Sanatorium and Hospital, Department of Surgery, Happy Valley, Hong Kong
| | - Diether Lambrechts
- VIB Center for Cancer Biology, Leuven, Belgium
- University of Leuven, Laboratory for Translational Genetics, Department of Human Genetics, Leuven, Belgium
| | - Melissa C Larson
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Conxi Lazaro
- ONCOBELL-IDIBELL-IGTP, Catalan Institute of Oncology, CIBERONC, Hereditary Cancer Program, Barcelona, Spain
| | - Nhu D Le
- BC Cancer, Cancer Control Research, Vancouver, BC, Canada
| | - Goska Leslie
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Jenny Lester
- University of California at Los Angeles, David Geffen School of Medicine, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Fabienne Lesueur
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- Inserm U900, Genetic Epidemiology of Cancer team, Paris, France
| | - Douglas A Levine
- Memorial Sloan Kettering Cancer Center, Gynecology Service, Department of Surgery, New York, NY, USA
- NYU Langone Medical Center, Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, New York, NY, USA
| | - Lian Li
- Tianjin Medical University Cancer Institute and Hospital, Department of Epidemiology, Tianjin, China
| | - Jingmei Li
- Genome Institute of Singapore, Human Genetics Division, Singapore, Singapore
| | - Jennifer T Loud
- National Cancer Institute, Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Karen H Lu
- University of Texas MD Anderson Cancer Center, Department of Gynecologic Oncology and Clinical Cancer Genetics Program, Houston, TX, USA
| | - Jan Lubiński
- Pomeranian Medical University, Department of Genetics and Pathology, Szczecin, Poland
| | - Phuong L Mai
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Siranoush Manoukian
- Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Unit of Medical Genetics, Department of Medical Oncology and Hematology, Milan, Italy
| | - Jeffrey R Marks
- Duke University Hospital, Department of Surgery, Durham, NC, USA
| | - Rayna Kim Matsuno
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, HI, USA
| | - Keitaro Matsuo
- Aichi Cancer Center Research Institute, Division of Cancer Epidemiology and Prevention, Nagoya, Japan
- Nagoya University Graduate School of Medicine, Division of Cancer Epidemiology, Nagoya, Japan
| | - Taymaa May
- Princess Margaret Hospital, Division of Gynecologic Oncology, University Health Network, Toronto, ON, Canada
| | - Lesley McGuffog
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - John R McLaughlin
- Samuel Lunenfeld Research Institute, Public Health Ontario, Toronto, ON, Canada
| | - Iain A McNeish
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, UK
- University of Glasgow, Institute of Cancer Sciences, Glasgow, UK
| | - Noura Mebirouk
- Institut Curie, Paris, France
- Mines ParisTech, Fontainebleau, France
- Inserm U900, Genetic Epidemiology of Cancer team, Paris, France
| | - Usha Menon
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, UK
| | - Austin Miller
- Roswell Park Cancer Institute, NRG Oncology, Statistics and Data Management Center, Buffalo, NY, USA
| | - Roger L Milne
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- The University of Melbourne, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
| | - Albina Minlikeeva
- Roswell Park Cancer Institute, Division of Cancer Prevention and Control, Buffalo, NY, USA
| | - Francesmary Modugno
- Magee-Womens Research Institute and Hillman Cancer Center, Womens Cancer Research Center, Pittsburgh, PA, USA
- University of Pittsburgh School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, Pittsburgh, PA, USA
| | - Marco Montagna
- Veneto Institute of Oncology IOV-IRCCS, Immunology and Molecular Oncology Unit, Padua, Italy
| | - Kirsten B Moysich
- Roswell Park Cancer Institute, Division of Cancer Prevention and Control, Buffalo, NY, USA
| | - Elizabeth Munro
- Oregon Health & Science University, Department of Obstetrics and Gynecology, Portland, OR, USA
- Oregon Health & Science University, Knight Cancer Institute, Portland, OR, USA
| | - Katherine L Nathanson
- University of Pennsylvania, Basser Center for BRCA, Abramson Cancer Center, Philadelphia, PA, USA
| | - Susan L Neuhausen
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Heli Nevanlinna
- University of Helsinki, Department of Obstetrics and Gynecology, Helsinki University Hospital, Helsinki, Finland
| | - Joanne Ngeow Yuen Yie
- National Cancer Centre, Cancer Genetics Service, Singapore, Singapore
- Nanyang Technological University, Lee Kong Chian School of Medicine, Singapore, Singapore
| | | | - Finn C Nielsen
- Rigshospitalet, Copenhagen University Hospital, Department of Clinical Genetics, Copenhagen, Denmark
| | | | - Kunle Odunsi
- Roswell Park Cancer Institute, Department of Gynecologic Oncology, Buffalo, NY, USA
| | - Kenneth Offit
- Memorial Sloan Kettering Cancer Center, Clinical Genetics Research Lab, Department of Cancer Biology and Genetics, New York, NY, USA
- Memorial Sloan Kettering Cancer Center, Clinical Genetics Service, Department of Medicine, New York, NY, USA
| | - Edith Olah
- National Institute of Oncology, Department of Molecular Genetics, Budapest, Hungary
| | - Siel Olbrecht
- University Hospitals Leuven, Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology and Leuven Cancer Institute, Leuven, Belgium
| | | | - Sara H Olson
- Memorial Sloan-Kettering Cancer Center, Department of Epidemiology and Biostatistics, New York, NY, USA
| | - Håkan Olsson
- Lund University, Department of Cancer Epidemiology, Clinical Sciences, Lund, Sweden
| | - Ana Osorio
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
| | - Laura Papi
- University of Florence, Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', Medical Genetics Unit, Florence, Italy
| | - Sue K Park
- Seoul National University College of Medicine, Department of Preventive Medicine, Seoul, Korea
- Seoul National University Graduate School, Department of Biomedical Sciences, Seoul, Korea
- Seoul National University, Cancer Research Institute, Seoul, Korea
| | - Michael T Parsons
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, QLD, Australia
| | - Harsha Pathak
- University of Kansas Medical Center, Department of Pathology and Laboratory Medicine, Kansas City, KS, USA
| | - Inge Sokilde Pedersen
- Aalborg University Hospital, Molecular Diagnostics, Aalborg, Denmark
- Aalborg University Hospital, Clinical Cancer Research Center, Aalborg, Denmark
- Aalborg University, Department of Clinical Medicine, Aalborg, Denmark
| | - Ana Peixoto
- Portuguese Oncology Institute, Department of Genetics, Porto, Portugal
| | - Tanja Pejovic
- Oregon Health & Science University, Department of Obstetrics and Gynecology, Portland, OR, USA
- Oregon Health & Science University, Knight Cancer Institute, Portland, OR, USA
| | - Pedro Perez-Segura
- CIBERONC, Hospital Clinico San Carlos, IdISSC (Instituto de Investigación Sanitaria del Hospital Clínico San Carlos), Molecular Oncology Laboratory, Madrid, Spain
| | - Jennifer B Permuth
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Beth Peshkin
- Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA
| | - Paolo Peterlongo
- IFOM-the FIRC Institute of Molecular Oncology, Genome Diagnostics Program, Milan, Italy
| | - Anna Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Darya Prokofyeva
- Bashkir State University, Department of Genetics and Fundamental Medicine, Ufa, Russia
| | - Paolo Radice
- Fondazione IRCCS Istituto Nazionale dei Tumori (INT), Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Research, Milan, Italy
| | | | - Marjorie J Riggan
- Duke University Hospital, Department of Gynecologic Oncology, Durham, NC, USA
| | - Harvey A Risch
- Yale School of Public Health, Chronic Disease Epidemiology, New Haven, CT, USA
| | - Cristina Rodriguez-Antona
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Eric Ross
- Fox Chase Cancer Center, Population Studies Facility, Philadelphia, PA, USA
| | - Mary Anne Rossing
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, WA, USA
- University of Washington, Department of Epidemiology, Seattle, WA, USA
| | - Ingo Runnebaum
- Jena University Hospital-Friedrich Schiller University, Department of Gynaecology, Jena, Germany
| | - Dale P Sandler
- National Institute of Environmental Health Sciences, NIH, Epidemiology Branch, Research Triangle Park, NC, USA
| | - Marta Santamariña
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Fundación Pública Galega Medicina Xenómica, Santiago De Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela, Santiago De Compostela, Spain
| | - Penny Soucy
- Centre Hospitalier Universitaire de Québec - Université Laval Research Center, Genomics Center, Québec City, QC, Canada
| | - Rita K Schmutzler
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Molecular Medicine Cologne (CMMC), Cologne, Germany
| | - V Wendy Setiawan
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Kang Shan
- Hebei Medical University, Fourth Hospital, Department of Obstetrics and Gynaecology, Shijiazhuang, China
| | - Weiva Sieh
- Icahn School of Medicine at Mount Sinai, Department of Population Health Science and Policy, New York, NY, USA
- Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, New York, NY, USA
| | - Jacques Simard
- Centre Hospitalier Universitaire de Québec-Université Laval Research Center, Genomic Center, Québec City, QC, Canada
| | - Christian F Singer
- Medical University of Vienna, Dept of OB/GYN and Comprehensive Cancer Center, Vienna, Austria
| | | | - Honglin Song
- University of Cambridge, Department of Public Health and Primary Care, Cambridge, UK
| | - Melissa C Southey
- Cancer Council Victoria, Cancer Epidemiology Division, Melbourne, VIC, Australia
- Monash University, Precision Medicine, School of Clinical Sciences at Monash Health, Clayton, VIC, Australia
- The University of Melbourne, Department of Clinical Pathology, Melbourne, VIC, Australia
| | - Helen Steed
- Royal Alexandra Hospital, Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Edmonton, AB, Canada
| | - Dominique Stoppa-Lyonnet
- INSERM U830, Department of Tumour Biology, Paris, France
- Institut Curie, Service de Génétique, Paris, France
- Université Paris Descartes, Paris, France
| | - Rebecca Sutphen
- University of South Florida, Epidemiology Center, College of Medicine, Tampa, FL, USA
| | - Anthony J Swerdlow
- The Institute of Cancer Research, Division of Genetics and Epidemiology, London, UK
- The Institute of Cancer Research, Division of Breast Cancer Research, London, UK
| | - Yen Yen Tan
- Medical University of Vienna, Dept of OB/GYN and Comprehensive Cancer Center, Vienna, Austria
| | - Manuel R Teixeira
- Portuguese Oncology Institute, Department of Genetics, Porto, Portugal
- University of Porto, Biomedical Sciences Institute (ICBAS), Porto, Portugal
| | - Soo Hwang Teo
- Cancer Research Malaysia, Breast Cancer Research Programme, Subang Jaya, Selangor, Malaysia
- University of Malaya, Department of Surgery, Faculty of Medicine, Kuala Lumpur, Malaysia
| | - Kathryn L Terry
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Brigham and Women's Hospital and Harvard Medical School, Obstetrics and Gynecology Epidemiology Center, Boston, MA, USA
| | - Mary Beth Terry
- Columbia University, Department of Epidemiology, Mailman School of Public Health, New York, NY, USA
| | - Mads Thomassen
- Odense University Hospital, Department of Clinical Genetics, Odence C, Denmark
| | - Pamela J Thompson
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, CA, USA
| | - Liv Cecilie Vestrheim Thomsen
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Darcy L Thull
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Department of Medicine, Pittsburgh, PA, USA
| | - Marc Tischkowitz
- McGill University, Program in Cancer Genetics, Departments of Human Genetics and Oncology, Montréal, QC, Canada
- University of Cambridge, Department of Medical Genetics, Cambridge, UK
| | - Linda Titus
- Dartmouth College, Geisel School of Medicine, Hanover, NH, USA
| | - Amanda E Toland
- The Ohio State University, Department of Cancer Biology and Genetics, Columbus, OH, USA
| | - Diana Torres
- German Cancer Research Center (DKFZ), Molecular Genetics of Breast Cancer, Heidelberg, Germany
- Pontificia Universidad Javeriana, Institute of Human Genetics, Bogota, Colombia
| | - Britton Trabert
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Ruth Travis
- University of Oxford, Cancer Epidemiology Unit, Oxford, UK
| | - Nadine Tung
- Beth Israel Deaconess Medical Center, Department of Medical Oncology, Boston, MA, USA
| | - Shelley S Tworoger
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Ellen Valen
- Haukeland University Hospital, Department of Obstetrics and Gynecology, Bergen, Norway
- University of Bergen, Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, Bergen, Norway
| | - Anne M van Altena
- Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Annemieke H van der Hout
- University Medical Center Groningen, University Groningen, Department of Genetics, Groningen, The Netherlands
| | - Els Van Nieuwenhuysen
- University Hospitals Leuven, Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology and Leuven Cancer Institute, Leuven, Belgium
| | | | - Ana Vega
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
| | - Digna Velez Edwards
- Vanderbilt University Medical Center, Division of Quantitative Sciences, Department of Obstetrics and Gynecology, Department of Biomedical Sciences, Women's Health Research, Nashville, TN, USA
| | - Robert A Vierkant
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Frances Wang
- Duke Cancer Institute, Cancer Control and Population Sciences, Durham, NC, USA
- Duke University Hospital, Department of Community and Family Medicine, Durham, NC, USA
| | - Barbara Wappenschmidt
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Familial Breast and Ovarian Cancer, Cologne, Germany
- Faculty of Medicine and University Hospital Cologne, University of Cologne, Center for Integrated Oncology (CIO), Cologne, Germany
| | - Penelope M Webb
- QIMR Berghofer Medical Research Institute, Population Health Department, Brisbane, QLD, Australia
| | - Clarice R Weinberg
- National Institute of Environmental Health Sciences, NIH, Biostatistics and Computational Biology Branch, Research Triangle Park, NC, USA
| | | | - Nicolas Wentzensen
- National Cancer Institute, Division of Cancer Epidemiology and Genetics, Bethesda, MD, USA
| | - Emily White
- University of Washington, Department of Epidemiology, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Alice S Whittemore
- Stanford University School of Medicine, Department of Epidemiology & Population Health, Stanford, CA, USA
- Stanford University School of Medicine, Department of Biomedical Data Science, Stanford, CA, USA
| | - Stacey J Winham
- Mayo Clinic, Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Rochester, MN, USA
| | - Alicja Wolk
- Karolinska Institutet, Institute of Environmental Medicine, Stockholm, Sweden
- Uppsala University, Department of Surgical Sciences, Uppsala, Sweden
| | - Yin-Ling Woo
- University of Malaya, Department of Obstetrics and Gynaecology, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Anna H Wu
- University of Southern California, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Li Yan
- Hebei Medical University, Fourth Hospital, Department of Molecular Biology, Shijiazhuang, China
| | - Drakoulis Yannoukakos
- National Centre for Scientific Research 'Demokritos', Molecular Diagnostics Laboratory, INRASTES, Athens, Greece
| | | | - Wei Zheng
- Vanderbilt University School of Medicine, Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
| | - Argyrios Ziogas
- University of California Irvine, Department of Epidemiology, Genetic Epidemiology Research Institute, Irvine, CA, USA
| | - Kristin K Zorn
- Magee-Womens Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Zdenek Kleibl
- Institute of Biochemistry and Experimental Oncology, First Faculty od Medicine, Charles University, Prague, Czech Republic
| | - Douglas Easton
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK
| | - Kate Lawrenson
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Centre, Department of Obstetrics and Gynecology, Los Angeles, CA, USA
| | - Anna DeFazio
- The University of Sydney, Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
- Westmead Hospital, Department of Gynaecological Oncology, Sydney, NSW, Australia
| | | | - Susan J Ramus
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, NSW, Australia
- University of NSW Sydney, Adult Cancer Program, Lowy Cancer Research Centre, Sydney, NSW, Australia
| | - Celeste L Pearce
- University of Michigan School of Public Health, Department of Epidemiology, Ann Arbor, MI, USA
- University of Southern California Norris Comprehensive Cancer Center, Department of Preventive Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Alvaro N Monteiro
- Moffitt Cancer Center, Department of Cancer Epidemiology, Tampa, FL, USA
| | - Julie Cunningham
- Mayo Clinic, Department of Health Science Research, Division of Epidemiology, Rochester, MN, USA
| | - Ellen L Goode
- Mayo Clinic, Department of Health Science Research, Division of Epidemiology, Rochester, MN, USA
| | - Joellen M Schildkraut
- Emory University, Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA
| | - Andrew Berchuck
- Duke University Hospital, Department of Gynecologic Oncology, Durham, NC, USA
| | - Georgia Chenevix-Trench
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, QLD, Australia
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Antonis C Antoniou
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK
| | - Paul D P Pharoah
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, Cambridge, UK.
- University of Cambridge, Centre for Cancer Genetic Epidemiology, Department of Oncology, Cambridge, UK.
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