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Gagno S, D'Andrea MR, Mansutti M, Zanusso C, Puglisi F, Dreussi E, Montico M, Biason P, Cecchin E, Iacono D, Russo S, Cinausero M, Saracchini S, Gasparini G, Sartori D, Bari M, Collovà E, Meo R, Merkabaoui G, Spagnoletti I, Pellegrino A, Gianni L, Sandri P, Cretella E, Vattemi E, Rocca A, Serra P, Fabbri MA, Benedetti G, Foghini L, Medici M, Basso U, Amoroso V, Riccardi F, Baldelli AM, Clerico M, Bonura S, Saggia C, Innocenti F, Toffoli G. A New Genetic Risk Score to Predict the Outcome of Locally Advanced or Metastatic Breast Cancer Patients Treated With First-Line Exemestane: Results From a Prospective Study. Clin Breast Cancer 2019; 19:137-145.e4. [PMID: 30584056 DOI: 10.1016/j.clbc.2018.11.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Accepted: 11/18/2018] [Indexed: 01/08/2023]
Abstract
INTRODUCTION Approximately 50% of locally advanced or metastatic breast cancer (MBC) patients treated with first-line exemestane do not show objective response and currently there are no reliable biomarkers to predict the outcome of patients using this therapy. The constitutive genetic background might be responsible for differences in the outcome of exemestane-treated patients. We designed a prospective study to investigate the role of germ line polymorphisms as biomarkers of survival. PATIENTS AND METHODS Three hundred two locally advanced or MBC patients treated with first-line exemestane were genotyped for 74 germ line polymorphisms in 39 candidate genes involved in drug activity, hormone balance, DNA replication and repair, and cell signaling pathways. Associations with progression-free survival (PFS) and overall survival (OS) were tested with multivariate Cox regression. Bootstrap resampling was used as an internal assessment of results reproducibility. RESULTS Cytochrome P450 19A1-rs10046TC/CC, solute carrier organic anion transporter 1B1-rs4149056TT, adenosine triphosphate binding cassette subfamily G member 2-rs2046134GG, fibroblast growth factor receptor-4-rs351855TT, and X-ray repair cross complementing 3-rs861539TT were significantly associated with PFS and then combined into a risk score (0-1, 2, 3, or 4-6 risk points). Patients with the highest risk score (4-6 risk points) compared with ones with the lowest score (0-1 risk points) had a median PFS of 10 months versus 26.3 months (adjusted hazard ratio [AdjHR], 3.12 [95% confidence interval (CI), 2.18-4.48]; P < .001) and a median OS of 38.9 months versus 63.0 months (AdjHR, 2.41 [95% CI, 1.22-4.79], P = .012), respectively. CONCLUSION In this study we defined a score including 5 polymorphisms to stratify patients for PFS and OS. This score, if validated, might be translated to personalize locally advanced or MBC patient treatment and management.
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Affiliation(s)
- Sara Gagno
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy
| | | | - Mauro Mansutti
- Department of Oncology, University Hospital of Udine, Udine, Italy
| | - Chiara Zanusso
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy
| | - Fabio Puglisi
- Medical Oncology and Cancer Prevention Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy; Medical Oncology, Department of Medicine, University of Udine, Udine, Italy
| | - Eva Dreussi
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy
| | - Marcella Montico
- Scientific Directorate, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy
| | - Paola Biason
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy; Medical Oncology Unit 1, Istituto Oncologico Veneto IOV IRCCS, Padova, Italy
| | - Erika Cecchin
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy
| | - Donatella Iacono
- Department of Oncology, University Hospital of Udine, Udine, Italy
| | - Stefania Russo
- Department of Oncology, University Hospital of Udine, Udine, Italy
| | - Marika Cinausero
- Department of Oncology, University Hospital of Udine, Udine, Italy
| | - Silvana Saracchini
- Medical Oncology Unit, Santa Maria degli Angeli Hospital, Pordenone, Italy
| | | | - Donata Sartori
- Medical Oncology Department, General Hospital, Mirano, Italy
| | - Mario Bari
- Medical Oncology Department, General Hospital, Mirano, Italy
| | - Elena Collovà
- Oncology Operative Unit, ASST Ovest Milanese, Ospedale di Legnano, Legnano, Italy
| | - Rosa Meo
- Medical Oncology Unit, Presidio Ospedaliero Sant'Alfonso Maria dei Liguori, Cerreto Sannita, Italy
| | - Ghassan Merkabaoui
- Medical Oncology Unit, Azienda Ospedaliera Universitaria Federico II di Napoli, Napoli, Italy
| | - Ilaria Spagnoletti
- Medical Oncology Unit, Ospedale Sacro Cuore di Gesù, Fatebenefratelli, Benevento, Italy
| | - Arianna Pellegrino
- Medical Oncology Unit, Ospedale San Pietro Fatebenefratelli, Rome, Italy
| | | | - Paolo Sandri
- Medical Oncology Unit, San Vito al Tagliamento Hospital, Pordenone, Italy
| | | | - Emanuela Vattemi
- Medical Oncology, Azienda Sanitaria dell'Alto Adige, Bolzano, Italy
| | - Andrea Rocca
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST), IRCCS, Meldola, Italy
| | - Patrizia Serra
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST), IRCCS, Meldola, Italy
| | - Maria Agnese Fabbri
- Division of Oncology, Complesso Ospedaliero Belcolle, AUSL Viterbo, Viterbo, Italy
| | | | | | - Michele Medici
- Department of Medical Oncology, Azienda ULSS 3 Serenissima, Mestre, Italy
| | - Umberto Basso
- Medical Oncology Unit 1, Istituto Oncologico Veneto IOV IRCCS, Padova, Italy
| | - Vito Amoroso
- Medical Oncology Unit, Spedali Civili Hospital, Brescia, Italy
| | | | - Anna Maria Baldelli
- Medical Oncology Unit, Azienda Ospedaliera Ospedali Riuniti Marche Nord, San Salvatore Hospital, Pesaro, Italy
| | - Mario Clerico
- Department of Oncology, Ospedale degli Infermi, Biella, Italy
| | | | - Chiara Saggia
- Azienda Ospedaliero-Universitaria Maggiore della Carità, Novara, Italy
| | | | - Giuseppe Toffoli
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano, IRCCS, Aviano, Italy.
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4
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Pirie A, Guo Q, Kraft P, Canisius S, Eccles DM, Rahman N, Nevanlinna H, Chen C, Khan S, Tyrer J, Bolla MK, Wang Q, Dennis J, Michailidou K, Lush M, Dunning AM, Shah M, Czene K, Darabi H, Eriksson M, Lambrechts D, Weltens C, Leunen K, van Ongeval C, Nordestgaard BG, Nielsen SF, Flyger H, Rudolph A, Seibold P, Flesch-Janys D, Blomqvist C, Aittomäki K, Fagerholm R, Muranen TA, Olsen JE, Hallberg E, Vachon C, Knight JA, Glendon G, Mulligan AM, Broeks A, Cornelissen S, Haiman CA, Henderson BE, Schumacher F, Le Marchand L, Hopper JL, Tsimiklis H, Apicella C, Southey MC, Cross SS, Reed MWR, Giles GG, Milne RL, McLean C, Winqvist R, Pylkäs K, Jukkola-Vuorinen A, Grip M, Hooning MJ, Hollestelle A, Martens JWM, van den Ouweland AMW, Marme F, Schneeweiss A, Yang R, Burwinkel B, Figueroa J, Chanock SJ, Lissowska J, Sawyer EJ, Tomlinson I, Kerin MJ, Miller N, Brenner H, Butterbach K, Holleczek B, Kataja V, Kosma VM, Hartikainen JM, Li J, Brand JS, Humphreys K, Devilee P, Tollenaar RAEM, Seynaeve C, Radice P, Peterlongo P, Manoukian S, Ficarazzi F, Beckmann MW, Hein A, Ekici AB, Balleine R, Phillips KA, Benitez J, Zamora MP, Perez JIA, Menéndez P, Jakubowska A, Lubinski J, Gronwald J, Durda K, Hamann U, Kabisch M, Ulmer HU, Rüdiger T, Margolin S, Kristensen V, Nord S, Evans DG, Abraham J, Earl H, Poole CJ, Hiller L, Dunn JA, Bowden S, Yang R, Campa D, Diver WR, Gapstur SM, Gaudet MM, Hankinson S, Hoover RN, Hüsing A, Kaaks R, Machiela MJ, Willett W, Barrdahl M, Canzian F, Chin SF, Caldas C, Hunter DJ, Lindstrom S, Garcia-Closas M, Couch FJ, Chenevix-Trench G, Mannermaa A, Andrulis IL, Hall P, Chang-Claude J, Easton DF, Bojesen SE, Cox A, Fasching PA, Pharoah PDP, Schmidt MK. Common germline polymorphisms associated with breast cancer-specific survival. Breast Cancer Res 2015; 17:58. [PMID: 25897948 PMCID: PMC4484708 DOI: 10.1186/s13058-015-0570-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2014] [Accepted: 04/10/2015] [Indexed: 01/23/2023] Open
Abstract
INTRODUCTION Previous studies have identified common germline variants nominally associated with breast cancer survival. These associations have not been widely replicated in further studies. The purpose of this study was to evaluate the association of previously reported SNPs with breast cancer-specific survival using data from a pooled analysis of eight breast cancer survival genome-wide association studies (GWAS) from the Breast Cancer Association Consortium. METHODS A literature review was conducted of all previously published associations between common germline variants and three survival outcomes: breast cancer-specific survival, overall survival and disease-free survival. All associations that reached the nominal significance level of P value <0.05 were included. Single nucleotide polymorphisms that had been previously reported as nominally associated with at least one survival outcome were evaluated in the pooled analysis of over 37,000 breast cancer cases for association with breast cancer-specific survival. Previous associations were evaluated using a one-sided test based on the reported direction of effect. RESULTS Fifty-six variants from 45 previous publications were evaluated in the meta-analysis. Fifty-four of these were evaluated in the full set of 37,954 breast cancer cases with 2,900 events and the two additional variants were evaluated in a reduced sample size of 30,000 samples in order to ensure independence from the previously published studies. Five variants reached nominal significance (P <0.05) in the pooled GWAS data compared to 2.8 expected under the null hypothesis. Seven additional variants were associated (P <0.05) with ER-positive disease. CONCLUSIONS Although no variants reached genome-wide significance (P <5 x 10(-8)), these results suggest that there is some evidence of association between candidate common germline variants and breast cancer prognosis. Larger studies from multinational collaborations are necessary to increase the power to detect associations, between common variants and prognosis, at more stringent significance levels.
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Affiliation(s)
- Ailith Pirie
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Qi Guo
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Peter Kraft
- />Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sander Canisius
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Diana M Eccles
- />Faculty of Medicine, University of Southampton, Highfield Campus, Southampton, SO17 1BJ UK
| | - Nazneen Rahman
- />Division of Genetics and Epidemiology, Institute of Cancer Research, 15 Cotswold Road, Sutton, SM2 5NG Surrey, UK
| | - Heli Nevanlinna
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Constance Chen
- />Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sofia Khan
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Jonathan Tyrer
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Manjeet K Bolla
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Qin Wang
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Joe Dennis
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Kyriaki Michailidou
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Michael Lush
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Alison M Dunning
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Mitul Shah
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Kamila Czene
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Hatef Darabi
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Mikael Eriksson
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Dieter Lambrechts
- />Vesalius Research Center (VRC), Vib, Herestraat 49, 3000 Leuven, Belgium
- />Laboratory for Translational Genetics, Department of Oncology, University of Leuven, Herestraat 49, 3000 Leuven, Belgium
| | - Caroline Weltens
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Karin Leunen
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Chantal van Ongeval
- />Oncology Department, University Hospital Gasthuisberg, Herestraat 49, 3000 Leuven, Belgium
| | - Børge G Nordestgaard
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3, DK-2220 Copenhagen, Denmark
| | - Sune F Nielsen
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
| | - Henrik Flyger
- />Department of Breast Surgery, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
| | - Anja Rudolph
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Petra Seibold
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Dieter Flesch-Janys
- />Department of Cancer Epidemiology/Clinical Cancer Registry and Institute for Medical Biometrics and Epidemiology, University Clinic Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
| | - Carl Blomqvist
- />Department of Oncology, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Kristiina Aittomäki
- />Department of Clinical Genetics, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Rainer Fagerholm
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
- />Department of Oncology, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
- />Department of Clinical Genetics, Helsinki University Central Hospital, Sairaalatie 8, 08 200 LOHJA Helsinki, Finland
| | - Taru A Muranen
- />Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Haartmaninkatu 8, FIN-00029 HUS Helsinki, Finland
| | - Janet E Olsen
- />Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Emily Hallberg
- />Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Celine Vachon
- />Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Julia A Knight
- />Prosserman Centre for Health Research, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
- />Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON M5T 3M7 Canada
| | - Gord Glendon
- />Ontario Cancer Genetics Network, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
| | - Anna Marie Mulligan
- />Department of Laboratory Medicine and Pathobiology, University of Toronto, 1 King’s College Circle, Toronto, ON M5S 1A8 Canada
- />Laboratory Medicine Program, University Health Network, 200 Elizabeth Street, Toronto, ON M5G 2C4 Canada
| | - Annegien Broeks
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Sten Cornelissen
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Christopher A Haiman
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Brian E Henderson
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Frederick Schumacher
- />Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1975 Zonal Avenue, Los Angeles, CA 90033 USA
| | - Loic Le Marchand
- />Cancer Research Center of Hawaii, University of Hawaii, 701 Ilalo Street, Honolulu, HI 96813 USA
| | - John L Hopper
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Helen Tsimiklis
- />Department of Pathology, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Carmel Apicella
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Melissa C Southey
- />Department of Pathology, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
| | - Simon S Cross
- />Academic Unit of Pathology, Department of Neuroscience, University of Sheffield, 385a Glossop Road, Sheffield, S10 2HQ UK
| | - Malcolm WR Reed
- />CRUK/YCR Sheffield Cancer Research Centre, Department of Oncology, University of Sheffield, Beech Hill Road, Sheffield, S10 2RX UK
| | - Graham G Giles
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Cancer Epidemiology Centre, The Cancer Council Victoria, 615 St Kilda Road, Melbourne, VIC 3004 Australia
| | - Roger L Milne
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Cancer Epidemiology Centre, The Cancer Council Victoria, 615 St Kilda Road, Melbourne, VIC 3004 Australia
| | - Catriona McLean
- />Anatomical Pathology, The Alfred Hospital, Commercial Road, Melbourne, VIC 3007 Australia
| | - Robert Winqvist
- />Laboratory of Cancer Genetics and Tumor Biology, Department of Clinical Genetics and Biocenter Oulu, University of Oulu, Oulu University Hospital, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Katri Pylkäs
- />Laboratory of Cancer Genetics and Tumor Biology, Department of Clinical Genetics and Biocenter Oulu, University of Oulu, Oulu University Hospital, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Arja Jukkola-Vuorinen
- />Department of Oncology, Oulu University Hospital, University of Oulu, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Mervi Grip
- />Department of Surgery, Oulu University Hospital, University of Oulu, Kajaanintie 50, FI-90220 Oulu, Finland
| | - Maartje J Hooning
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Antoinette Hollestelle
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - John WM Martens
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Ans MW van den Ouweland
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Federick Marme
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />National Center for Tumor Diseases, University of Heidelberg, Im Neuenheimer Feld 460, 69120 Heidelberg, Germany
| | - Andreas Schneeweiss
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />National Center for Tumor Diseases, University of Heidelberg, Im Neuenheimer Feld 460, 69120 Heidelberg, Germany
| | - Rongxi Yang
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
| | - Barbara Burwinkel
- />Department of Obstetrics and Gynecology, University of Heidelberg, Voßstrasse 9, 69115 Heidelberg, Germany
- />Molecular Epidemiology Group, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Jonine Figueroa
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Stephen J Chanock
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
- />Core Genotyping Facility, Frederick National Laboratory for Cancer Research, 8717 Grovemont Circle, Gaithersburg, MD 20877 USA
| | - Jolanta Lissowska
- />Department of Cancer Epidemiology and Prevention, M. Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Roentena 5, 02-781 Warsaw, Poland
| | - Elinor J Sawyer
- />Division of Cancer Studies, NIHR Comprehensive Biomedical Research Centre, Guy’s and St. Thomas’ NHS Foundation Trust in Partnership with King’s College London, Guy’s Campus, SE1 1UL London, UK
| | - Ian Tomlinson
- />Wellcome Trust Centre for Human Genetics and Oxford Biomedical Research Centre, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN UK
| | - Michael J Kerin
- />Clinical Science Institute, University Hospital Galway, Newcastle Road, Galway, Ireland
| | - Nicola Miller
- />Clinical Science Institute, University Hospital Galway, Newcastle Road, Galway, Ireland
| | - Hermann Brenner
- />Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 581, 69120 Heidelberg, Germany
- />German Cancer Consortium (DKTK), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Katja Butterbach
- />Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 581, 69120 Heidelberg, Germany
| | - Bernd Holleczek
- />Saarland Cancer Registry, Präsident Baltz Strasse 5, 66119 Saarbrücken, Germany
| | - Vesa Kataja
- />School of Medicine, Institute of Clinical Medicine, Oncology and Cancer Center, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Veli-Matti Kosma
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Jaana M Hartikainen
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Jingmei Li
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Judith S Brand
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Keith Humphreys
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Peter Devilee
- />Department of Human Genetics and Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Robert AEM Tollenaar
- />Department of Surgical Oncology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Caroline Seynaeve
- />Department of Medical Oncology, Family Cancer Clinic, Erasmus McCancer Institute, ’s-Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Paolo Radice
- />Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Preventive and Predictive Medicine, Fondazione IRCCS Istituto Nazionale Dei Tumori (INT), Via Adamello 16, Milan, 20139 Italy
| | - Paolo Peterlongo
- />IFOM, Fondazione Istituto FIRC Di Oncologia Molecolare, Via Adamello 16, 20139 Milan, Italy
| | - Siranoush Manoukian
- />Unit of Medical Genetics, Department of Preventive and Predictive Medicine, Fondazione IRCCS Istituto Nazionale Dei Tumori (INT), Via Adamello 16, Milan, 20139 Italy
| | - Filomena Ficarazzi
- />IFOM, Fondazione Istituto FIRC Di Oncologia Molecolare, Via Adamello 16, 20139 Milan, Italy
- />Cogentech Cancer Genetic Test Laboratory, Via Adamello 16, 20139 Milan, Italy
| | - Matthias W Beckmann
- />Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Alexander Hein
- />Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Arif B Ekici
- />Institute of Human Genetics; University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - Rosemary Balleine
- />Western Sydney and Nepean Blue Mountains Local Health Districts, Westmead Millennium Institute for Medical Research, University of Sydney, 176 Hawkesbury Road, Sydney, NSW 2145 Australia
| | - Kelly-Anne Phillips
- />Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, 207 Bouverie Street, Melbourne, VIC 3010 Australia
- />Peter Maccallum Cancer Center, 2 St Andrews Place, Melbourne, VIC 3002 Australia
- />Sir Peter Maccallum Department of Oncology, University of Melbourne, 2 St Andrews Place, Melbourne, VIC 3002 Australia
| | | | - Javier Benitez
- />Human Genetics Group, Human Cancer Genetics Program, Spanish National Cancer Research Centre (CNIO), Calle de Melchor Fernández, Almagro, 3, 28029 Madrid Spain
- />Centro de Investigación En Red De Enfermedades Raras (CIBERER), Calle de Álvaro de Bazán, 10 Bajo, 46010 Valencia, Spain
| | - M Pilar Zamora
- />Servicio de Oncología Médica, Hospital Universitario La Paz, Paseo de la Castellana, 261, 28046 Madrid, Spain
| | - Jose Ignacio Arias Perez
- />Servicio de Cirugía General y Especialidades, Hospital Monte Naranco, Avenida Doctores Fernández Vega, 107, 33012 Oviedo, Spain
| | - Primitiva Menéndez
- />Servicio de Anatomía Patológica, Hospital Monte Naranco, Avenida Doctores Fernández Vega, 107, 33012 Oviedo, Spain
| | - Anna Jakubowska
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Jan Lubinski
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Jacek Gronwald
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Katarzyna Durda
- />Department of Genetics and Pathology, Pomeranian Medical University, ul. Rybacka 1, Szczecin, Poland
| | - Ute Hamann
- />Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Maria Kabisch
- />Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Hans Ulrich Ulmer
- />Frauenklinik der Stadtklinik Baden-Baden, Balger Strasse 50, 76532 Baden-Baden, Germany
| | - Thomas Rüdiger
- />Institute of Pathology, Städtisches Klinikum Karlsruhe, Moltkestrasse 90, 76133 Karlsruhe, Germany
| | - Sara Margolin
- />Department of Oncology - Pathology, Karolinska Institutet, Tomtebodavägen 23b, Stockholm, 171 65 Sweden
| | - Vessela Kristensen
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
- />Department of Genetics, Institute for Cancer Research, Oslo University Hospital, Radiumhospitalet, Montebello, 0379 Oslo Norway
| | - Siljie Nord
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
- />Department of Genetics, Institute for Cancer Research, Oslo University Hospital, Radiumhospitalet, Montebello, 0379 Oslo Norway
| | - NBCS Investigators
- />Faculty of Medicine (Faculty Division Ahus), University of Oslo (UiO), Problemveien 7, Oslo, 0313 Norway
| | - D Gareth Evans
- />Genomic Medicine, Manchester Academic Health Science Centre, University of Manchester, Central Manchester Foundation Trust, St. Mary’s Hospital, Oxford Road, Manchester, M13 9WL UK
| | - Jean Abraham
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
| | - Helena Earl
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
| | - Christopher J Poole
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Louise Hiller
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Janet A Dunn
- />Warwick Clinical Trials Unit, University of Warwick, Gibbet Hill Campus, Coventry, CV4 7AL UK
| | - Sarah Bowden
- />Cancer Research UK Clinical Trials Unit, Institute for Cancer Studies, the University of Birmingham, Vincent Drive, Edgbaston, Birmingham, B15 2TT UK
| | - Rose Yang
- />Early Detection Research Group, Division of Cancer Prevention National Cancer Institute, 9609 Medical Center Drive, Bethesda, MD 20892 USA
| | - Daniele Campa
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
- />Department of Biology, University of Pisa, Lungarno Pacinotti 43, 56126 Pisa, Italy
| | - W Ryan Diver
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Susan M Gapstur
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Mia M Gaudet
- />Epidemiology Research Program, American Cancer Society, 250 Williams Street, Atlanta, GA 30303 USA
| | - Susan Hankinson
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Division of Biostatistics and Epidemiology, University of Massachusetts-Amherst School of Public Health and Health Sciences, 715 N Pleasant Street, Amherst, MA 01002 USA
- />Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, 75 Francis Street, Boston, MA 02115 USA
| | - Robert N Hoover
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Anika Hüsing
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Rudolf Kaaks
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Mitchell J Machiela
- />Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9000 Rockville Pike, Bethesda, MD 20892 USA
| | - Walter Willett
- />Department of Nutrition, Harvard School of Public Health, 655 Huntington Avenue, Boston, MA 02115 USA
| | - Myrto Barrdahl
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Federico Canzian
- />Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Suet-Feung Chin
- />Breast Cancer Functional Genomics Laboratory, Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE UK
| | - Carlos Caldas
- />Cambridge Experimental Cancer Medicine Centre, Robinson Way, Cambridge, CB2 0RE UK
- />Cambridge Breast Unit and NIHR Cambridge Biomedical Research Centre, University of Cambridge NHS Foundation Hospitals, Hills Road, Cambridge, CB2 0QQ UK
- />Breast Cancer Functional Genomics Laboratory, Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE UK
| | - David J Hunter
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Program in Molecular and Genetic Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Sara Lindstrom
- />Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
- />Program in Molecular and Genetic Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 USA
| | - Montserrat Garcia-Closas
- />Division of Genetics and Epidemiology, Institute of Cancer Research, 15 Cotswold Road, Sutton, SM2 5NG Surrey, UK
- />Breakthrough Breast Cancer Research Centre, Division of Breast Cancer Research, The Institute of Cancer Research, 123 Old Brompton Road, London, SW7 3RP UK
| | - Fergus J Couch
- />Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 USA
| | - Georgia Chenevix-Trench
- />Department of Genetics, Qimr Berghofer Medical Research Institute, 300 Herston Road, Brisbane, QLD 4006 Australia
| | - Arto Mannermaa
- />School of Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine and Cancer Center of Eastern Finland, University of Eastern Finland, Yliopistonranta 1C, 70210 Kuopio, Finland
- />Imaging Center, Department of Clinical Pathology, Kuopio University Hospital, Puijonlaaksontie 2, 70210 Kuopio, Finland
| | - Irene L Andrulis
- />Ontario Cancer Genetics Network, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON M5G 1X5 Canada
- />Department of Molecular Genetics, University of Toronto, 1 King’s College Circle, Toronto, ON M5S 1A8 Canada
| | - Per Hall
- />Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177 Sweden
| | - Jenny Chang-Claude
- />Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Douglas F Easton
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Stig E Bojesen
- />Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-2730 Herlev, Copenhagen Denmark
- />Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3, DK-2220 Copenhagen, Denmark
| | - Angela Cox
- />CRUK/YCR Sheffield Cancer Research Centre, Department of Oncology, University of Sheffield, Beech Hill Road, Sheffield, S10 2RX UK
| | - Peter A Fasching
- />Institute of Human Genetics; University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-Emn, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
- />David Geffen School of Medicine, Department of Medicine, Division of Hematology and Oncology, University of California at Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90095 USA
| | - Paul DP Pharoah
- />Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
- />Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, 2 Wort’s Causeway, Cambridge, CB1 8RN UK
| | - Marjanka K Schmidt
- />Netherlands Cancer Institute, Antoni Van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
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