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Page EC, Bancroft EK, Brook MN, Assel M, Hassan Al Battat M, Thomas S, Taylor N, Chamberlain A, Pope J, Raghallaigh HN, Evans DG, Rothwell J, Maehle L, Grindedal EM, James P, Mascarenhas L, McKinley J, Side L, Thomas T, van Asperen C, Vasen H, Kiemeney LA, Ringelberg J, Jensen TD, Osther PJS, Helfand BT, Genova E, Oldenburg RA, Cybulski C, Wokolorczyk D, Ong KR, Huber C, Lam J, Taylor L, Salinas M, Feliubadaló L, Oosterwijk JC, van Zelst-Stams W, Cook J, Rosario DJ, Domchek S, Powers J, Buys S, O'Toole K, Ausems MGEM, Schmutzler RK, Rhiem K, Izatt L, Tripathi V, Teixeira MR, Cardoso M, Foulkes WD, Aprikian A, van Randeraad H, Davidson R, Longmuir M, Ruijs MWG, Helderman van den Enden ATJM, Adank M, Williams R, Andrews L, Murphy DG, Halliday D, Walker L, Liljegren A, Carlsson S, Azzabi A, Jobson I, Morton C, Shackleton K, Snape K, Hanson H, Harris M, Tischkowitz M, Taylor A, Kirk J, Susman R, Chen-Shtoyerman R, Spigelman A, Pachter N, Ahmed M, Ramon Y Cajal T, Zgajnar J, Brewer C, Gadea N, Brady AF, van Os T, Gallagher D, Johannsson O, Donaldson A, Barwell J, Nicolai N, Friedman E, Obeid E, Greenhalgh L, Murthy V, Copakova L, Saya S, McGrath J, Cooke P, Rønlund K, Richardson K, Henderson A, Teo SH, Arun B, Kast K, Dias A, Aaronson NK, Ardern-Jones A, Bangma CH, Castro E, Dearnaley D, Eccles DM, Tricker K, Eyfjord J, Falconer A, Foster C, Gronberg H, Hamdy FC, Stefansdottir V, Khoo V, Lindeman GJ, Lubinski J, Axcrona K, Mikropoulos C, Mitra A, Moynihan C, Rennert G, Suri M, Wilson P, Dudderidge T, Offman J, Kote-Jarai Z, Vickers A, Lilja H, Eeles RA. Interim Results from the IMPACT Study: Evidence for Prostate-specific Antigen Screening in BRCA2 Mutation Carriers. Eur Urol 2019; 76:831-842. [PMID: 31537406 PMCID: PMC6880781 DOI: 10.1016/j.eururo.2019.08.019] [Citation(s) in RCA: 82] [Impact Index Per Article: 16.4] [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: 03/27/2019] [Accepted: 08/12/2019] [Indexed: 01/07/2023]
Abstract
BACKGROUND Mutations in BRCA2 cause a higher risk of early-onset aggressive prostate cancer (PrCa). The IMPACT study is evaluating targeted PrCa screening using prostate-specific-antigen (PSA) in men with germline BRCA1/2 mutations. OBJECTIVE To report the utility of PSA screening, PrCa incidence, positive predictive value of PSA, biopsy, and tumour characteristics after 3 yr of screening, by BRCA status. DESIGN, SETTING, AND PARTICIPANTS Men aged 40-69 yr with a germline pathogenic BRCA1/2 mutation and male controls testing negative for a familial BRCA1/2 mutation were recruited. Participants underwent PSA screening for 3 yr, and if PSA > 3.0 ng/ml, men were offered prostate biopsy. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS PSA levels, PrCa incidence, and tumour characteristics were evaluated. Statistical analyses included Poisson regression offset by person-year follow-up, chi-square tests for proportion t tests for means, and Kruskal-Wallis for medians. RESULTS AND LIMITATIONS A total of 3027 patients (2932 unique individuals) were recruited (919 BRCA1 carriers, 709 BRCA1 noncarriers, 902 BRCA2 carriers, and 497 BRCA2 noncarriers). After 3 yr of screening, 527 men had PSA > 3.0 ng/ml, 357 biopsies were performed, and 112 PrCa cases were diagnosed (31 BRCA1 carriers, 19 BRCA1 noncarriers, 47 BRCA2 carriers, and 15 BRCA2 noncarriers). Higher compliance with biopsy was observed in BRCA2 carriers compared with noncarriers (73% vs 60%). Cancer incidence rate per 1000 person years was higher in BRCA2 carriers than in noncarriers (19.4 vs 12.0; p = 0.03); BRCA2 carriers were diagnosed at a younger age (61 vs 64 yr; p = 0.04) and were more likely to have clinically significant disease than BRCA2 noncarriers (77% vs 40%; p = 0.01). No differences in age or tumour characteristics were detected between BRCA1 carriers and BRCA1 noncarriers. The 4 kallikrein marker model discriminated better (area under the curve [AUC] = 0.73) for clinically significant cancer at biopsy than PSA alone (AUC = 0.65). CONCLUSIONS After 3 yr of screening, compared with noncarriers, BRCA2 mutation carriers were associated with a higher incidence of PrCa, younger age of diagnosis, and clinically significant tumours. Therefore, systematic PSA screening is indicated for men with a BRCA2 mutation. Further follow-up is required to assess the role of screening in BRCA1 mutation carriers. PATIENT SUMMARY We demonstrate that after 3 yr of prostate-specific antigen (PSA) testing, we detect more serious prostate cancers in men with BRCA2 mutations than in those without these mutations. We recommend that male BRCA2 carriers are offered systematic PSA screening.
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Affiliation(s)
| | - Elizabeth K Bancroft
- Oncogenetics Team, Institute of Cancer Research, London, UK; Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK
| | - Mark N Brook
- Oncogenetics Team, Institute of Cancer Research, London, UK
| | - Melissa Assel
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, NY, USA
| | | | - Sarah Thomas
- Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK
| | - Natalie Taylor
- Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK
| | | | - Jennifer Pope
- Oncogenetics Team, Institute of Cancer Research, London, UK
| | | | - D Gareth Evans
- Genetic Medicine, Manchester Academic Health Sciences Centre, Central Manchester University Hospitals NHS Foundation Trust, Manchester, UK
| | - Jeanette Rothwell
- Genetic Medicine, Manchester Academic Health Sciences Centre, Central Manchester University Hospitals NHS Foundation Trust, Manchester, UK
| | - Lovise Maehle
- Department of medical genetics, Oslo University Hospital, 0424 Oslo, Norway
| | | | - Paul James
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; The Sir Peter MacCallum Department of Oncology, University of Melbourne, VIC, Australia; Genetic Medicine, The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Lyon Mascarenhas
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Joanne McKinley
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Lucy Side
- Wessex Clinical Genetics Service, Princess Anne Hospital, Southampton, UK
| | - Tessy Thomas
- Wessex Clinical Genetics Service, Princess Anne Hospital, Southampton, UK
| | | | - Hans Vasen
- The Foundation for the Detection of Hereditary Cancer, Leiden, The Netherlands
| | | | - Janneke Ringelberg
- The Foundation for the Detection of Hereditary Cancer, Leiden, The Netherlands
| | | | | | - Brian T Helfand
- John and Carol Walter Center for Urological Health, Division of Urology, NorthShore University HealthSystem, Evanston, IL, USA
| | - Elena Genova
- John and Carol Walter Center for Urological Health, Division of Urology, NorthShore University HealthSystem, Evanston, IL, USA
| | - Rogier A Oldenburg
- Department of clinical genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Cezary Cybulski
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Poland
| | - Dominika Wokolorczyk
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Poland
| | - Kai-Ren Ong
- Clinical Genetics Unit, Birmingham Women's Hospital, Birmingham, UK
| | - Camilla Huber
- Clinical Genetics Unit, Birmingham Women's Hospital, Birmingham, UK
| | - Jimmy Lam
- Department of Urology, Flinders Medical Centre, Bedford Park, SA, Australia
| | - Louise Taylor
- Department of Urology, Repatriation General Hospital, Daw Park, SA, Australia
| | - Monica Salinas
- Hereditary Cancer Program, ICO-IDIBELL (Bellvitge Biomedical Research Institute, Catalan Institute of Oncology), CIBERONC, Barcelona, Spain
| | - Lidia Feliubadaló
- Hereditary Cancer Program, ICO-IDIBELL (Bellvitge Biomedical Research Institute, Catalan Institute of Oncology), CIBERONC, Barcelona, Spain
| | - Jan C Oosterwijk
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Jackie Cook
- Sheffield Clinical Genetics Service, Sheffield Children's Hospital, Sheffield, UK
| | | | - Susan Domchek
- Basser Research Center, University of Pennsylvania, Philadelphia, PA, USA
| | - Jacquelyn Powers
- Basser Research Center, University of Pennsylvania, Philadelphia, PA, USA
| | - Saundra Buys
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Karen O'Toole
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Margreet G E M Ausems
- Division of Laboratories, Pharmacy and Biomedical Genetics, Department of Genetics, University Medical Centre, Utrecht, The Netherlands
| | - Rita K Schmutzler
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Kerstin Rhiem
- Center for Familial Breast and Ovarian Cancer, Center for Integrated Oncology (CIO), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Louise Izatt
- Clinical Genetics Service, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Vishakha Tripathi
- Clinical Genetics Service, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Manuel R Teixeira
- Genetics Department and Research Center, Portuguese Oncology Institute (IPO Porto), Porto, Portugal; Biomedical Sciences Institute (ICBAS), Porto University, Porto, Portugal
| | - Marta Cardoso
- Genetics Department and Research Center, Portuguese Oncology Institute (IPO Porto), Porto, Portugal
| | - William D Foulkes
- Cancer Research Program, Research Institute of McGill University Health Centre, Montreal, Quebec, Canada; Lady Davis Institute, Jewish General Hospital, McGill University, Montreal, QC, Canada
| | - Armen Aprikian
- Cancer Research Program, Research Institute of McGill University Health Centre, Montreal, Quebec, Canada
| | | | - Rosemarie Davidson
- West of Scotland Genetic Service, Queen Elizabeth University Hospital, Glasgow, UK
| | - Mark Longmuir
- West of Scotland Genetic Service, Queen Elizabeth University Hospital, Glasgow, UK
| | | | | | - Muriel Adank
- VU University Medical Center, Amsterdam, The Netherlands
| | - Rachel Williams
- Hereditary Cancer Centre, Prince of Wales Hospital, Randwick, NSW, Australia; Prince of Wales Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Lesley Andrews
- Hereditary Cancer Centre, Prince of Wales Hospital, Randwick, NSW, Australia; Prince of Wales Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Declan G Murphy
- The Sir Peter MacCallum Department of Oncology, University of Melbourne, VIC, Australia; Division of Cancer Surgery, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Dorothy Halliday
- Oxford Centre for Genomic Medicine, Oxford University Hospitals NHS Trust, Oxford, UK
| | - Lisa Walker
- Oxford Centre for Genomic Medicine, Oxford University Hospitals NHS Trust, Oxford, UK
| | - Annelie Liljegren
- Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden
| | - Stefan Carlsson
- Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden
| | - Ashraf Azzabi
- Northern Genetics Service, Newcastle upon Tyne Hospitals, UK
| | - Irene Jobson
- Northern Genetics Service, Newcastle upon Tyne Hospitals, UK
| | - Catherine Morton
- Familial Cancer Centre, The Royal Melbourne Hospital, Grattan St, Parkville, VIC, Australia
| | - Kylie Shackleton
- Familial Cancer Centre, The Royal Melbourne Hospital, Grattan St, Parkville, VIC, Australia
| | | | | | - Marion Harris
- Familial Cancer Centre, Monash Health, Clayton, VIC, Australia
| | - Marc Tischkowitz
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Trust, Cambridge, UK; Academic Department of Medical Genetics, NIHR Cambridge Biomedical Research Centre, Level 6 Addenbrooke's Treatment Centre, Cambridge Biomedical Campus, University of Cambridge, Cambridge, UK
| | - Amy Taylor
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Trust, Cambridge, UK
| | - Judy Kirk
- Familial Cancer Service, Crown Princess Mary Cancer Centre, Westmead Hospital, Westmead, Sydney, NSW, Australia; Sydney Medical School, University of Sydney, Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Sydney, NSW, Australia
| | - Rachel Susman
- Genetic Health Queensland, Royal Brisbane & Women's Hospital, Herston, QLD, Australia
| | | | - Allan Spigelman
- Hunter Family Cancer Service, Waratah, NSW, Australia; University of New South Wales, St Vincent's Clinical School, NSW, Australia; Cancer Genetics Clinic, The Kinghorn Cancer Centre, St Vincent's Hospital, Sydney, NSW, Australia
| | - Nicholas Pachter
- Genetic Services of WA, King Edward Memorial Hospital, Subiaco, WA, Australia; Department of Paediatrics, University of Western Australia, Perth, WA, Australia
| | - Munaza Ahmed
- NE Thames Regional Genetics Service, Institute of Child Health, London, UK
| | | | | | - Carole Brewer
- Peninsular Genetics, Derriford Hospital, Plymouth, UK; Royal Devon and Exeter Hospital, Exeter, UK
| | - Neus Gadea
- Hospital Vall d'Hebron, Barcelona, Spain
| | - Angela F Brady
- North West Thames Regional Genetics Service, Kennedy-Galton Centre, London North West University Healthcare NHS Trust, Harrow, UK
| | - Theo van Os
- Academic Medical Center, Amsterdam, The Netherlands
| | | | - Oskar Johannsson
- Landspitali-the National University Hospital of Iceland, Reykjavik, Iceland
| | | | - Julian Barwell
- University of Leicester, Leicester, UK; University Hospitals Leicester, Leicester, UK
| | | | | | - Elias Obeid
- Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Lynn Greenhalgh
- Clinical Genetics Service, Liverpool Women's Hospital, Liverpool, UK
| | | | | | - Sibel Saya
- Oncogenetics Team, Institute of Cancer Research, London, UK
| | - John McGrath
- Royal Devon and Exeter Hospital, Exeter, UK; University of Exeter Medical School, St Luke's Campus, Exeter, UK
| | | | - Karina Rønlund
- Department of Clinical Genetics, Vejle Hospital, Vejle, Denmark
| | - Kate Richardson
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Alex Henderson
- Northern Genetics Service, Newcastle upon Tyne Hospitals, UK; West Cumberland Infirmary, Whitehaven, UK
| | - Soo H Teo
- Cancer Research Initiatives Foundation, Subang Jaya Medical Centre, Selangor, Darul Ehsan, Malaysia
| | - Banu Arun
- The University of Texas, MD Anderson Cancer Center, Houston, TX, USA
| | - Karin Kast
- Department of Gynecology and Obstetrics, Medical Faculty and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Alexander Dias
- Oncogenetics Team, Institute of Cancer Research, London, UK; Instituto Nacional de Cancer Jose de Alencar Gomes da Silva (INCA), Rio de Janeiro, Brazil
| | | | - Audrey Ardern-Jones
- Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK
| | - Chris H Bangma
- Department of urology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Elena Castro
- Spanish National Cancer Research Center, Madrid, Spain
| | - David Dearnaley
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, Sutton, UK
| | - Diana M Eccles
- The University of Southampton Medical School, Southampton, UK; Wessex Clinical Genetics Service, Princess Anne Hospital, Southampton, UK
| | - Karen Tricker
- Genetic Medicine, Manchester Academic Health Sciences Centre, Central Manchester University Hospitals NHS Foundation Trust, Manchester, UK
| | - Jorunn Eyfjord
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | | | | | | | - Freddie C Hamdy
- Churchill Hospital, Headington, Oxford, UK; Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | | | - Vincent Khoo
- Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK; St George's Hospital, Tooting, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, Sutton, UK; Department of Medicine, The University of Melbourne, Parkville, VIC, Australia
| | - Geoffrey J Lindeman
- Familial Cancer Centre, The Royal Melbourne Hospital, Grattan St, Parkville, VIC, Australia; Department of Medicine, The University of Melbourne, Parkville, VIC, Australia; Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Jan Lubinski
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Poland
| | - Karol Axcrona
- Department of Urology, Akershus University Hospital, Lørenskog, Norway
| | | | - Anita Mitra
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Clare Moynihan
- Oncogenetics Team, Institute of Cancer Research, London, UK
| | - Gadi Rennert
- CHS National Cancer Control Center, Carmel Medical Center, Haifa, Israel
| | | | | | | | - Judith Offman
- School of Cancer and Pharmaceutical Sciences, Faculty of Life Sciences & Medicine, King's College London, Guy's Cancer Centre, Guy's Hospital, London, UK
| | | | - Andrew Vickers
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, NY, USA
| | - Hans Lilja
- Department of Translational Medicine, Lund University, Malmö, Sweden; Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Departments of Laboratory Medicine, Surgery, and Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Rosalind A Eeles
- Oncogenetics Team, Institute of Cancer Research, London, UK; Cancer Genetics Unit and Academic Urology Unit, Royal Marsden NHS Foundation Trust, London, UK.
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Vilhjálmsson B, Yang J, Finucane H, Gusev A, Lindström S, Ripke S, Genovese G, Loh PR, Bhatia G, Do R, Hayeck T, Won HH, Kathiresan S, Pato M, Pato C, Tamimi R, Stahl E, Zaitlen N, Pasaniuc B, Belbin G, Kenny EE, Schierup MH, De Jager P, Patsopoulos NA, McCarroll S, Daly M, Purcell S, Chasman D, Neale B, Goddard M, Visscher PM, Kraft P, Patterson N, Price AL, Ripke S, Neale B, Corvin A, Walters J, Farh KH, Holmans P, Lee P, Bulik-Sullivan B, Collier D, Huang H, Pers T, Agartz I, Agerbo E, Albus M, Alexander M, Amin F, Bacanu S, Begemann M, Belliveau R, Bene J, Bergen S, Bevilacqua E, Bigdeli T, Black D, Bruggeman R, Buccola N, Buckner R, Byerley W, Cahn W, Cai G, Campion D, Cantor R, Carr V, Carrera N, Catts S, Chambert K, Chan R, Chen R, Chen E, Cheng W, Cheung E, Chong S, Cloninger C, Cohen D, Cohen N, Cormican P, Craddock N, Crowley J, Curtis D, Davidson M, Davis K, Degenhardt F, Del Favero J, DeLisi L, Demontis D, Dikeos D, Dinan T, Djurovic S, Donohoe G, Drapeau E, Duan J, Dudbridge F, Durmishi N, Eichhammer P, Eriksson J, Escott-Price V, Essioux L, Fanous A, Farrell M, Frank J, Franke L, Freedman R, Freimer N, Friedl M, Friedman J, Fromer M, Genovese G, Georgieva L, Gershon E, Giegling I, Giusti-Rodrguez P, Godard S, Goldstein J, Golimbet V, Gopal S, Gratten J, Grove J, de Haan L, Hammer C, Hamshere M, Hansen M, Hansen T, Haroutunian V, Hartmann A, Henskens F, Herms S, Hirschhorn J, Hoffmann P, Hofman A, Hollegaard M, Hougaard D, Ikeda M, Joa I, Julia A, Kahn R, Kalaydjieva L, Karachanak-Yankova S, Karjalainen J, Kavanagh D, Keller M, Kelly B, Kennedy J, Khrunin A, Kim Y, Klovins J, Knowles J, Konte B, Kucinskas V, Kucinskiene Z, Kuzelova-Ptackova H, Kahler A, Laurent C, Keong J, Lee S, Legge S, Lerer B, Li M, Li T, Liang KY, Lieberman J, Limborska S, Loughland C, Lubinski J, Lnnqvist J, Macek M, Magnusson P, Maher B, Maier W, Mallet J, Marsal S, Mattheisen M, Mattingsdal M, McCarley R, McDonald C, McIntosh A, Meier S, Meijer C, Melegh B, Melle I, Mesholam-Gately R, Metspalu A, Michie P, Milani L, Milanova V, Mokrab Y, Morris D, Mors O, Mortensen P, Murphy K, Murray R, Myin-Germeys I, Mller-Myhsok B, Nelis M, Nenadic I, Nertney D, Nestadt G, Nicodemus K, Nikitina-Zake L, Nisenbaum L, Nordin A, O’Callaghan E, O’Dushlaine C, O’Neill F, Oh SY, Olincy A, Olsen L, Van Os J, Pantelis C, Papadimitriou G, Papiol S, Parkhomenko E, Pato M, Paunio T, Pejovic-Milovancevic M, Perkins D, Pietilinen O, Pimm J, Pocklington A, Powell J, Price A, Pulver A, Purcell S, Quested D, Rasmussen H, Reichenberg A, Reimers M, Richards A, Roffman J, Roussos P, Ruderfer D, Salomaa V, Sanders A, Schall U, Schubert C, Schulze T, Schwab S, Scolnick E, Scott R, Seidman L, Shi J, Sigurdsson E, Silagadze T, Silverman J, Sim K, Slominsky P, Smoller J, So HC, Spencer C, Stahl E, Stefansson H, Steinberg S, Stogmann E, Straub R, Strengman E, Strohmaier J, Stroup T, Subramaniam M, Suvisaari J, Svrakic D, Szatkiewicz J, Sderman E, Thirumalai S, Toncheva D, Tooney P, Tosato S, Veijola J, Waddington J, Walsh D, Wang D, Wang Q, Webb B, Weiser M, Wildenauer D, Williams N, Williams S, Witt S, Wolen A, Wong E, Wormley B, Wu J, Xi H, Zai C, Zheng X, Zimprich F, Wray N, Stefansson K, Visscher P, Adolfsson R, Andreassen O, Blackwood D, Bramon E, Buxbaum J, Børglum A, Cichon S, Darvasi A, Domenici E, Ehrenreich H, Esko T, Gejman P, Gill M, Gurling H, Hultman C, Iwata N, Jablensky A, Jonsson E, Kendler K, Kirov G, Knight J, Lencz T, Levinson D, Li Q, Liu J, Malhotra A, McCarroll S, McQuillin A, Moran J, Mortensen P, Mowry B, Nthen M, Ophoff R, Owen M, Palotie A, Pato C, Petryshen T, Posthuma D, Rietschel M, Riley B, Rujescu D, Sham P, Sklar P, St. Clair D, Weinberger D, Wendland J, Werge T, Daly M, Sullivan P, O’Donovan M, Kraft P, Hunter DJ, Adank M, Ahsan H, Aittomäki K, Baglietto L, Berndt S, Blomquist C, Canzian F, Chang-Claude J, Chanock SJ, Crisponi L, Czene K, Dahmen N, Silva IDS, Easton D, Eliassen AH, Figueroa J, Fletcher O, Garcia-Closas M, Gaudet MM, Gibson L, Haiman CA, Hall P, Hazra A, Hein R, Henderson BE, Hofman A, Hopper JL, Irwanto A, Johansson M, Kaaks R, Kibriya MG, Lichtner P, Lindström S, Liu J, Lund E, Makalic E, Meindl A, Meijers-Heijboer H, Müller-Myhsok B, Muranen TA, Nevanlinna H, Peeters PH, Peto J, Prentice RL, Rahman N, Sánchez MJ, Schmidt DF, Schmutzler RK, Southey MC, Tamimi R, Travis R, Turnbull C, Uitterlinden AG, van der Luijt RB, Waisfisz Q, Wang Z, Whittemore AS, Yang R, Zheng W. Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores. Am J Hum Genet 2015; 97:576-92. [PMID: 26430803 DOI: 10.1016/j.ajhg.2015.09.001] [Citation(s) in RCA: 773] [Impact Index Per Article: 85.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2015] [Accepted: 09/01/2015] [Indexed: 11/24/2022] Open
Abstract
Polygenic risk scores have shown great promise in predicting complex disease risk and will become more accurate as training sample sizes increase. The standard approach for calculating risk scores involves linkage disequilibrium (LD)-based marker pruning and applying a p value threshold to association statistics, but this discards information and can reduce predictive accuracy. We introduce LDpred, a method that infers the posterior mean effect size of each marker by using a prior on effect sizes and LD information from an external reference panel. Theory and simulations show that LDpred outperforms the approach of pruning followed by thresholding, particularly at large sample sizes. Accordingly, predicted R(2) increased from 20.1% to 25.3% in a large schizophrenia dataset and from 9.8% to 12.0% in a large multiple sclerosis dataset. A similar relative improvement in accuracy was observed for three additional large disease datasets and for non-European schizophrenia samples. The advantage of LDpred over existing methods will grow as sample sizes increase.
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Michailidou K, Hall P, Gonzalez-Neira A, Ghoussaini M, Dennis J, Milne RL, Schmidt MK, Chang-Claude J, Bojesen SE, Bolla MK, Wang Q, Dicks E, Lee A, Turnbull C, Rahman N, Fletcher O, Peto J, Gibson L, Dos Santos Silva I, Nevanlinna H, Muranen TA, Aittomäki K, Blomqvist C, Czene K, Irwanto A, Liu J, Waisfisz Q, Meijers-Heijboer H, Adank M, van der Luijt RB, Hein R, Dahmen N, Beckman L, Meindl A, Schmutzler RK, Müller-Myhsok B, Lichtner P, Hopper JL, Southey MC, Makalic E, Schmidt DF, Uitterlinden AG, Hofman A, Hunter DJ, Chanock SJ, Vincent D, Bacot F, Tessier DC, Canisius S, Wessels LFA, Haiman CA, Shah M, Luben R, Brown J, Luccarini C, Schoof N, Humphreys K, Li J, Nordestgaard BG, Nielsen SF, Flyger H, Couch FJ, Wang X, Vachon C, Stevens KN, Lambrechts D, Moisse M, Paridaens R, Christiaens MR, Rudolph A, Nickels S, Flesch-Janys D, Johnson N, Aitken Z, Aaltonen K, Heikkinen T, Broeks A, Veer LJV, van der Schoot CE, Guénel P, Truong T, Laurent-Puig P, Menegaux F, Marme F, Schneeweiss A, Sohn C, Burwinkel B, Zamora MP, Perez JIA, Pita G, Alonso MR, Cox A, Brock IW, Cross SS, Reed MWR, Sawyer EJ, Tomlinson I, Kerin MJ, Miller N, Henderson BE, Schumacher F, Le Marchand L, Andrulis IL, Knight JA, Glendon G, Mulligan AM, Lindblom A, Margolin S, Hooning MJ, Hollestelle A, van den Ouweland AMW, Jager A, Bui QM, Stone J, Dite GS, Apicella C, Tsimiklis H, Giles GG, Severi G, Baglietto L, Fasching PA, Haeberle L, Ekici AB, Beckmann MW, Brenner H, Müller H, Arndt V, Stegmaier C, Swerdlow A, Ashworth A, Orr N, Jones M, Figueroa J, Lissowska J, Brinton L, Goldberg MS, Labrèche F, Dumont M, Winqvist R, Pylkäs K, Jukkola-Vuorinen A, Grip M, Brauch H, Hamann U, Brüning T, Radice P, Peterlongo P, Manoukian S, Bonanni B, Devilee P, Tollenaar RAEM, Seynaeve C, van Asperen CJ, Jakubowska A, Lubinski J, Jaworska K, Durda K, Mannermaa A, Kataja V, Kosma VM, Hartikainen JM, Bogdanova NV, Antonenkova NN, Dörk T, Kristensen VN, Anton-Culver H, Slager S, Toland AE, Edge S, Fostira F, Kang D, Yoo KY, Noh DY, Matsuo K, Ito H, Iwata H, Sueta A, Wu AH, Tseng CC, Van Den Berg D, Stram DO, Shu XO, Lu W, Gao YT, Cai H, Teo SH, Yip CH, Phuah SY, Cornes BK, Hartman M, Miao H, Lim WY, Sng JH, Muir K, Lophatananon A, Stewart-Brown S, Siriwanarangsan P, Shen CY, Hsiung CN, Wu PE, Ding SL, Sangrajrang S, Gaborieau V, Brennan P, McKay J, Blot WJ, Signorello LB, Cai Q, Zheng W, Deming-Halverson S, Shrubsole M, Long J, Simard J, Garcia-Closas M, Pharoah PDP, Chenevix-Trench G, Dunning AM, Benitez J, Easton DF. Large-scale genotyping identifies 41 new loci associated with breast cancer risk. Nat Genet 2013; 45:353-61, 361e1-2. [PMID: 23535729 PMCID: PMC3771688 DOI: 10.1038/ng.2563] [Citation(s) in RCA: 836] [Impact Index Per Article: 76.0] [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: 05/10/2012] [Accepted: 01/30/2013] [Indexed: 12/14/2022]
Abstract
Breast cancer is the most common cancer among women. Common variants at 27 loci have been identified as associated with susceptibility to breast cancer, and these account for ∼9% of the familial risk of the disease. We report here a meta-analysis of 9 genome-wide association studies, including 10,052 breast cancer cases and 12,575 controls of European ancestry, from which we selected 29,807 SNPs for further genotyping. These SNPs were genotyped in 45,290 cases and 41,880 controls of European ancestry from 41 studies in the Breast Cancer Association Consortium (BCAC). The SNPs were genotyped as part of a collaborative genotyping experiment involving four consortia (Collaborative Oncological Gene-environment Study, COGS) and used a custom Illumina iSelect genotyping array, iCOGS, comprising more than 200,000 SNPs. We identified SNPs at 41 new breast cancer susceptibility loci at genome-wide significance (P < 5 × 10(-8)). Further analyses suggest that more than 1,000 additional loci are involved in breast cancer susceptibility.
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Affiliation(s)
- Kyriaki Michailidou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
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