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Ramachandran D, Tyrer JP, Kommoss S, DeFazio A, Riggan MJ, Webb PM, Fasching PA, Lambrechts D, García MJ, Rodríguez-Antona C, Goodman MT, Modugno F, Moysich KB, Karlan BY, Lester J, Kjaer SK, Jensen A, Høgdall E, Goode EL, Cliby WA, Kumar A, Wang C, Cunningham JM, Winham SJ, Monteiro AN, Schildkraut JM, Cramer DW, Terry KL, Titus L, Bjorge L, Thomsen LCV, Pejovic T, Høgdall CK, McNeish IA, May T, Huntsman DG, Pfisterer J, Canzler U, Park-Simon TW, Schröder W, Belau A, Hanker L, Harter P, Sehouli J, Kimmig R, de Gregorio N, Schmalfeldt B, Baumann K, Hilpert F, Burges A, Winterhoff B, Schürmann P, Speith LM, Hillemanns P, Berchuck A, Johnatty SE, Ramus SJ, Chenevix-Trench G, Pharoah PDP, Dörk T, Heitz F. Genome-wide association analyses of ovarian cancer patients undergoing primary debulking surgery identify candidate genes for residual disease. NPJ Genom Med 2024; 9:19. [PMID: 38443389 PMCID: PMC10915171 DOI: 10.1038/s41525-024-00395-y] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 01/15/2024] [Indexed: 03/07/2024] Open
Abstract
Survival from ovarian cancer depends on the resection status after primary surgery. We performed genome-wide association analyses for resection status of 7705 ovarian cancer patients, including 4954 with high-grade serous carcinoma (HGSOC), to identify variants associated with residual disease. The most significant association with resection status was observed for rs72845444, upstream of MGMT, in HGSOC (p = 3.9 × 10-8). In gene-based analyses, PPP2R5C was the most strongly associated gene in HGSOC after stage adjustment. In an independent set of 378 ovarian tumours from the AGO-OVAR 11 study, variants near MGMT and PPP2R5C correlated with methylation and transcript levels, and PPP2R5C mRNA levels predicted progression-free survival in patients with residual disease. MGMT encodes a DNA repair enzyme, and PPP2R5C encodes the B56γ subunit of the PP2A tumour suppressor. Our results link heritable variation at these two loci with resection status in HGSOC.
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Grants
- K05 CA154337 NCI NIH HHS
- R01 CA058598 NCI NIH HHS
- UL1 TR000124 NCATS NIH HHS
- P50 CA105009 NCI NIH HHS
- K07 CA080668 NCI NIH HHS
- P30 CA076292 NCI NIH HHS
- R01 CA076016 NCI NIH HHS
- R01 CA248288 NCI NIH HHS
- U19 CA148112 NCI NIH HHS
- R01 CA149429 NCI NIH HHS
- Wellcome Trust
- P50 CA136393 NCI NIH HHS
- R21 CA267050 NCI NIH HHS
- M01 RR000056 NCRR NIH HHS
- R01 CA095023 NCI NIH HHS
- R01 CA054419 NCI NIH HHS
- P30 CA015083 NCI NIH HHS
- Deutsche Forschungsgemeinschaft (German Research Foundation)
- The Ovarian Cancer Association Consortium is funded by generous contributions from its research investigators and through anonymous donations. OCAC was funded by a grant from the Ovarian Cancer Research Fund (OCRF). The OCAC OncoArray genotyping project was funded through grants from the U.S. National Institutes of Health (CA1X01HG007491-01 (C.I.A.), U19-CA148112 (T.A.S.), R01-CA149429 (C.M.P.) and R01-CA058598 (M.T.G.); Canadian Institutes of Health Research (MOP-86727 (L.E.K.) and the Ovarian Cancer Research Fund (A.B.). The COGS project was funded through a European Commission’s Seventh Framework Programme grant (agreement number 223175 - HEALTH-F2-2009-223175) and in part by the US National Cancer Institute GAME-ON Post-GWAS Initiative (U19-CA148112). This study made use of data generated by the Wellcome Trust Case Control consortium that was funded by the Wellcome Trust under award 076113. The results published are in part based upon data generated by The Cancer Genome Atlas Pilot Project established by the National Cancer Institute and National Human Genome Research Institute (dbGap accession number phs000178.v8.p7). Funding for individual studies: AUS: The Australian Ovarian Cancer Study (AOCS) was supported by the U.S. Army Medical Research and Materiel Command (DAMD17-01-1-0729), National Health & Medical Research Council of Australia (199600, 400413 and 400281), Cancer Councils of New South Wales, Victoria, Queensland, South Australia and Tasmania and Cancer Foundation of Western Australia (Multi-State Applications 191, 211 and 182). AOCS gratefully acknowledges additional support from Ovarian Cancer Australia and the Peter MacCallum Foundation; BAV: ELAN Funds of the University of Erlangen-Nuremberg; BEL: National Kankerplan; CNI: Instituto de Salud Carlos III (PI 19/01730); Ministerio de Economía y Competitividad (SAF2012); HAW: U.S. National Institutes of Health (R01-CA58598, N01-CN-55424 and N01-PC-67001); HOP: University of Pittsburgh School of Medicine Dean’s Faculty Advancement Award (F. Modugno), Department of Defense (DAMD17-02-1-0669, OC20085) and United States National Cancer Institute (R21-CA267050, K07-CA080668, R01-CA95023, MO1-RR000056); LAX: American Cancer Society Early Detection Professorship (SIOP-06-258-01-COUN) and the National Center for Advancing Translational Sciences (NCATS), Grant UL1TR000124; MAC: National Institutes of Health (R01-CA2482288, P30-CA15083, P50-CA136393); Mayo Foundation; Minnesota Ovarian Cancer Alliance; Fred C. and Katherine B. Andersen Foundation; Fraternal Order of Eagles; MAL: Funding for this study was provided by research grant R01- CA61107 from the National Cancer Institute, Bethesda, MD, research grant 94 222 52 from the Danish Cancer Society, Copenhagen, Denmark, the Mermaid I project; and the Mermaid III project; MAY: National Institutes of Health (R01-CA2482288, P30-CA15083, P50-CA136393); Mayo Foundation; Minnesota Ovarian Cancer Alliance; Fred C. and Katherine B. Andersen Foundation; MOF: Moffitt Cancer Center, Merck Pharmaceuticals, the state of Florida, Hillsborough County, and the city of Tampa; NCO: National Institutes of Health (R01-CA76016) and the Department of Defense (DAMD17-02-1-0666); NEC: National Institutes of Health R01-CA54419 and P50-CA105009 and Department of Defense W81XWH-10-1-02802; NOR: Helse Vest, The Norwegian Cancer Society, The Research Council of Norway; OPL: National Health and Medical Research Council (NHMRC) of Australia (APP1025142, APP1120431) and Brisbane Women’s Club; ORE: Sherie Hildreth Ovarian Cancer (SHOC) Foundation; PVD: Canadian Cancer Society and Cancer Research Society GRePEC Program; SRO: Cancer Research UK (C536/A13086, C536/A6689) and Imperial Experimental Cancer Research Centre (C1312/A15589); UHN: Princess Margaret Cancer Centre Foundation-Bridge for the Cure; VAN: BC Cancer Foundation, VGH & UBC Hospital Foundation; VTL: NIH K05-CA154337; WMH: National Health and Medical Research Council of Australia, Enabling Grants ID 310670 & ID 628903. Cancer Institute NSW Grants 12/RIG/1-17 & 15/RIG/1-16. The AGO-OVAR 11 study was funded by Roche Pharma AG.
- National Health and Medical Research Council (NHMRC) of Australia (APP1025142, APP1120431) and Brisbane Women’s Club
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Affiliation(s)
| | - Jonathan P Tyrer
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Stefan Kommoss
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - Anna DeFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, University of Sydney, Sydney, NSW, Australia
- Discipline of Obstetrics and Gynaecology, The University of Sydney, Sydney, NSW, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, NSW, Australia
| | - Marjorie J Riggan
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - Penelope M Webb
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
| | - María J García
- Biochemistry and Molecular Biology area, Department of Basic Health Sciences, Faculty of Health Sciences, Rey Juan Carlos University, Madrid, Spain
| | - Cristina Rodríguez-Antona
- Hereditary Endocrine Cancer Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Marc T Goodman
- Cancer Prevention and Control Program, Cedars-Sinai Cancer, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Francesmary Modugno
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Women's Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
| | - Kirsten B Moysich
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, 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
| | - Susanne K Kjaer
- Department of Virus, Lifestyle and Genes, Danish Cancer Institute, Copenhagen, Denmark
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Allan Jensen
- Department of Virus, Lifestyle and Genes, Danish Cancer Institute, Copenhagen, Denmark
| | - Estrid Høgdall
- Department of Pathology, Herlev Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - William A Cliby
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Mayo Clinic, Rochester, MN, USA
| | - Amanika Kumar
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Mayo Clinic, Rochester, MN, USA
| | - Chen Wang
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Alvaro N Monteiro
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Daniel W Cramer
- Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics and Gyneclogy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kathryn L Terry
- Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics and Gyneclogy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Linda Titus
- Norris Cotton Cancer Center, Lebanon, NH, USA
| | - Line Bjorge
- Department of Obstetrics and Gynecology, Haukeland University Hospital, Bergen, Norway
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Liv Cecilie Vestrheim 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
| | - Tanja Pejovic
- Department of ObGyn, Providence Medical Center, Medford, OR, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Claus K Høgdall
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - 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
| | - Taymaa May
- Division of Gynecologic Oncology, University Health Network, Princess Margaret Hospital, Toronto, ON, Canada
| | - David G Huntsman
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC, Canada
| | | | - Ulrich Canzler
- University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
- National Center for Tumor Diseases (NCT), Partner Site Dresden, Dresden, Germany
| | | | - Willibald Schröder
- Klinikum Bremen-Mitte, Bremen, Germany
- Gynaekologicum Bremen, Bremen, Germany
| | - Antje Belau
- University Hospital Greifswald, Greifswald, Germany
- Frauenarztpraxis Belau, Greifswald, Germany
| | - Lars Hanker
- University Hospital Frankfurt, Frankfurt, Germany
- University Hospital Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Philipp Harter
- Department of Gynecology and Gynecologic Oncology, Evangelische Kliniken Essen-Mitte (KEM), Essen, Germany
| | - Jalid Sehouli
- Charité - Universitätsmedizin Berlin, Campus Virchow Klinikum, Berlin, Germany
| | - Rainer Kimmig
- University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Nikolaus de Gregorio
- University Hospital Ulm, Ulm, Germany
- SLK-Kliniken Heilbronn, Klinikum am Gesundbrunnen, Heilbronn, Germany
| | | | - Klaus Baumann
- University Hospital Gießen and Marburg, Site Marburg, Marburg, Germany
- Klinikum Ludwigshafen, Ludwigshafen, Germany
| | - Felix Hilpert
- University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
- Krankenhaus Jerusalem, Mammazentrum Hamburg, Hamburg, Germany
| | | | - Boris Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, Division of Gynecologic Oncology, University of Minnesota, Minneapolis, MN, USA
| | - Peter Schürmann
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Lisa-Marie Speith
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Peter Hillemanns
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - Sharon E Johnatty
- Cancer Division, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Susan J Ramus
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
| | | | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany.
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Evangelische Kliniken Essen-Mitte (KEM), Essen, Germany.
- Charité - Universitätsmedizin Berlin, Campus Virchow Klinikum, Berlin, Germany.
- Department of Gynecology and Gynecological Oncology, HSK, Dr. Horst-Schmidt Klinik, Wiesbaden, Wiesbaden, Germany.
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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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Chen J, Epstein MP, Schildkraut JM, Kar SP. Mapping inherited genetic variation with opposite effects on autoimmune disease and cancer identifies candidate drug targets associated with the anti-tumor immune response. medRxiv 2023:2023.12.23.23300491. [PMID: 38234717 PMCID: PMC10793537 DOI: 10.1101/2023.12.23.23300491] [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: 01/19/2024]
Abstract
Background Germline alleles near genes that encode certain immune checkpoints (CTLA4, CD200) are associated with autoimmune/autoinflammatory disease and cancer but in opposite directions. This motivates a systematic search for additional germline alleles which demonstrate this pattern with the aim of identifying potential cancer immunotherapeutic targets using human genetic evidence. Methods Pairwise fixed effect cross-disorder meta-analyses combining genome-wide association studies (GWAS) for breast, prostate, ovarian and endometrial cancers (240,540 cases/317,000 controls) and seven autoimmune/autoinflammatory diseases (112,631 cases/895,386 controls) coupled with in silico follow-up. To ensure detection of alleles with opposite effects on cancer and autoimmune/autoinflammatory disease, the signs on the beta coefficients in the autoimmune/autoinflammatory GWAS were reversed prior to meta-analyses. Results Meta-analyses followed by linkage disequilibrium clumping identified 312 unique, independent lead variants with Pmeta<5x10-8 associated with at least one of the cancer types at Pcancer<10-3 and one of the autoimmune/autoinflammatory diseases at Pauto<10-3. At each lead variant, the allele that conferred autoimmune/autoinflammatory disease risk was protective for cancer. Mapping each lead variant to its nearest gene as its putative functional target and focusing on genes with established immunological effects implicated 32 of the nearest genes. Tumor bulk RNA-Seq data highlighted that the tumor expression of 5/32 genes (IRF1, IKZF1, SPI1, SH2B3, LAT) were each strongly correlated (Spearman's ρ>0.5) with at least one intra-tumor T/myeloid cell infiltration marker (CD4, CD8A, CD11B, CD45) in every one of the cancer types. Tumor single-cell RNA-Seq data from all cancer types showed that the five genes were more likely to be expressed in intra-tumor immune versus malignant cells. The five lead SNPs corresponding to these genes were linked to them via expression quantitative trait locus mechanisms and at least one additional line of functional evidence. Proteins encoded by the genes were predicted to be druggable. Conclusion We provide population-scale germline genetic and functional genomic evidence to support further evaluation of the proteins encoded by IRF1, IKZF1, SPI1, SH2B3, and LAT as possible targets for cancer immunotherapy.
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Affiliation(s)
- Junyu Chen
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Michael P Epstein
- Department of Human Genetics, School of Medicine, Emory University, Atlanta, GA, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Siddhartha P Kar
- Early Cancer Institute, Department of Oncology, University of Cambridge, Cambridge, UK
- Ovarian Cancer Programme, Cancer Research UK Cambridge Centre, Cambridge, UK
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Davidson NR, Barnard ME, Hippen AA, Campbell A, Johnson CE, Way GP, Dalley BK, Berchuck A, Salas LA, Peres LC, Marks JR, Schildkraut JM, Greene CS, Doherty JA. Molecular subtypes of high-grade serous ovarian cancer across racial groups and gene expression platforms. bioRxiv 2023:2023.11.01.565179. [PMID: 37961178 PMCID: PMC10635053 DOI: 10.1101/2023.11.01.565179] [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: 11/15/2023]
Abstract
Introduction High-grade serous carcinoma (HGSC) gene expression subtypes are associated with differential survival. We characterized HGSC gene expression in Black individuals and considered whether gene expression differences by race may contribute to poorer HGSC survival among Black versus non-Hispanic White individuals. Methods We included newly generated RNA-Seq data from Black and White individuals, and array-based genotyping data from four existing studies of White and Japanese individuals. We assigned subtypes using K-means clustering. Cluster- and dataset-specific gene expression patterns were summarized by moderated t-scores. We compared cluster-specific gene expression patterns across datasets by calculating the correlation between the summarized vectors of moderated t-scores. Following mapping to The Cancer Genome Atlas (TCGA)-derived HGSC subtypes, we used Cox proportional hazards models to estimate subtype-specific survival by dataset. Results Cluster-specific gene expression was similar across gene expression platforms. Comparing the Black study population to the White and Japanese study populations, the immunoreactive subtype was more common (39% versus 23%-28%) and the differentiated subtype less common (7% versus 22%-31%). Patterns of subtype-specific survival were similar between the Black and White populations with RNA-Seq data; compared to mesenchymal cases, the risk of death was similar for proliferative and differentiated cases and suggestively lower for immunoreactive cases (Black population HR=0.79 [0.55, 1.13], White population HR=0.86 [0.62, 1.19]). Conclusions A single, platform-agnostic pipeline can be used to assign HGSC gene expression subtypes. While the observed prevalence of HGSC subtypes varied by race, subtype-specific survival was similar.
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Affiliation(s)
- Natalie R. Davidson
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Mollie E. Barnard
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Slone Epidemiology Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ariel A. Hippen
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Amy Campbell
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Courtney E. Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Gregory P. Way
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Brian K. Dalley
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Duke University, Durham, NC
| | - Lucas A. Salas
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Jeffrey R. Marks
- Department of Surgery, Duke University School of Medicine, Durham, NC 27710, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Casey S. Greene
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jennifer A. Doherty
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
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5
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Petrick JL, Joslin CE, Johnson CE, Camacho TF, Peres LC, Bandera EV, Barnard ME, Beeghly A, Bethea TN, Dempsey LF, Guertin K, Harris HR, Moorman PG, Myers ER, Ochs-Balcom HM, Rosenow W, Setiawan VW, Wu AH, Schildkraut JM, Rosenberg L. Menopausal hormone therapy use and risk of ovarian cancer by race: the ovarian cancer in women of African ancestry consortium. Br J Cancer 2023; 129:1956-1967. [PMID: 37865688 PMCID: PMC10703895 DOI: 10.1038/s41416-023-02407-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 11/28/2022] [Revised: 08/01/2023] [Accepted: 08/17/2023] [Indexed: 10/23/2023] Open
Abstract
BACKGROUND Most studies examining post-menopausal menopausal hormone therapy (MHT) use and ovarian cancer risk have focused on White women and few have included Black women. METHODS We evaluated MHT use and ovarian cancer risk in Black (n = 800 cases, 1783 controls) and White women (n = 2710 cases, 8556 controls), using data from the Ovarian Cancer in Women of African Ancestry consortium. Logistic regression was used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) for the association of MHT use with ovarian cancer risk, examining histotype, MHT type and duration of use. RESULTS Long-term MHT use, ≥10 years, was associated with an increased ovarian cancer risk for White women (OR = 1.38, 95%CI: 1.22-1.57) and the association was consistent for Black women (OR = 1.20, 95%CI: 0.81-1.78, pinteraction = 0.4). For White women, the associations between long-term unopposed estrogen or estrogen plus progesterone use and ovarian cancer risk were similar; the increased risk associated with long-term MHT use was confined to high-grade serous and endometroid tumors. Based on smaller numbers for Black women, the increased ovarian cancer risk associated with long-term MHT use was apparent for unopposed estrogen use and was predominately confined to other epithelial histotypes. CONCLUSION The association between long-term MHT use and ovarian cancer risk was consistent for Black and White women.
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Affiliation(s)
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine, Chicago, IL, USA
- Division of Epidemiology and Biostatistics, University of Illinois at Chicago School of Public Health, Chicago, IL, USA
| | - Courtney E Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - T Fabian Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | | | - Alicia Beeghly
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Traci N Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, DC, USA
| | - Lauren F Dempsey
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Kristin Guertin
- Department of Public Health Sciences, University of Connecticut School of Medicine, Farmington, CT, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Patricia G Moorman
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Evan R Myers
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, NC, USA
| | - Heather M Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, NY, USA
| | - Will Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - V Wendy Setiawan
- University of Southern California Norris Comprehensive Cancer Center and Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Anna H Wu
- University of Southern California Norris Comprehensive Cancer Center and Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, MA, USA
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6
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Saner FAM, Takahashi K, Budden T, Pandey A, Ariyaratne D, Zwimpfer TA, Meagher NS, Fereday S, Twomey L, Pishas KI, Hoang T, Bolithon A, Traficante N, Alsop K, Christie EL, Kang EY, Nelson GS, Ghatage P, Lee CH, Riggan MJ, Alsop J, Beckmann MW, Boros J, Brand AH, Brooks-Wilson A, Carney ME, Coulson P, Courtney-Brooks M, Cushing-Haugen KL, Cybulski C, El-Bahrawy MA, Elishaev E, Erber R, Gayther SA, Gentry-Maharaj A, Blake Gilks C, Harnett PR, Harris HR, Hartmann A, Hein A, Hendley J, Hernandez BY, Jakubowska A, Jimenez-Linan M, Jones ME, Kaufmann SH, Kennedy CJ, Kluz T, Koziak JM, Kristjansdottir B, Le ND, Lener M, Lester J, Lubiński J, Mateoiu C, Orsulic S, Ruebner M, Schoemaker MJ, Shah M, Sharma R, Sherman ME, Shvetsov YB, Singh N, Rinda Soong T, Steed H, Sukumvanich P, Talhouk A, Taylor SE, Vierkant RA, Wang C, Widschwendter M, Wilkens LR, Winham SJ, Anglesio MS, Berchuck A, Brenton JD, Campbell I, Cook LS, Doherty JA, Fasching PA, Fortner RT, Goodman MT, Gronwald J, Huntsman DG, Karlan BY, Kelemen LE, Menon U, Modugno F, Pharoah PD, Schildkraut JM, Sundfeldt K, Swerdlow AJ, Goode EL, DeFazio A, Köbel M, Ramus SJ, Bowtell DDL, Garsed DW. Concurrent RB1 loss and BRCA-deficiency predicts enhanced immunological response and long-term survival in tubo-ovarian high-grade serous carcinoma. medRxiv 2023:2023.11.09.23298321. [PMID: 37986741 PMCID: PMC10659507 DOI: 10.1101/2023.11.09.23298321] [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: 11/22/2023]
Abstract
Background Somatic loss of the tumour suppressor RB1 is a common event in tubo-ovarian high-grade serous carcinoma (HGSC), which frequently co-occurs with alterations in homologous recombination DNA repair genes including BRCA1 and BRCA2 (BRCA). We examined whether tumour expression of RB1 was associated with survival across ovarian cancer histotypes (HGSC, endometrioid (ENOC), clear cell (CCOC), mucinous (MOC), low-grade serous carcinoma (LGSC)), and how co-occurrence of germline BRCA pathogenic variants and RB1 loss influences long-term survival in a large series of HGSC. Patients and methods RB1 protein expression patterns were classified by immunohistochemistry in epithelial ovarian carcinomas of 7436 patients from 20 studies participating in the Ovarian Tumor Tissue Analysis consortium and assessed for associations with overall survival (OS), accounting for patient age at diagnosis and FIGO stage. We examined RB1 expression and germline BRCA status in a subset of 1134 HGSC, and related genotype to survival, tumour infiltrating CD8+ lymphocyte counts and transcriptomic subtypes. Using CRISPR-Cas9, we deleted RB1 in HGSC cell lines with and without BRCA1 mutations to model co-loss with treatment response. We also performed genomic analyses on 126 primary HGSC to explore the molecular characteristics of concurrent homologous recombination deficiency and RB1 loss. Results RB1 protein loss was most frequent in HGSC (16.4%) and was highly correlated with RB1 mRNA expression. RB1 loss was associated with longer OS in HGSC (hazard ratio [HR] 0.74, 95% confidence interval [CI] 0.66-0.83, P = 6.8 ×10-7), but with poorer prognosis in ENOC (HR 2.17, 95% CI 1.17-4.03, P = 0.0140). Germline BRCA mutations and RB1 loss co-occurred in HGSC (P < 0.0001). Patients with both RB1 loss and germline BRCA mutations had a superior OS (HR 0.38, 95% CI 0.25-0.58, P = 5.2 ×10-6) compared to patients with either alteration alone, and their median OS was three times longer than non-carriers whose tumours retained RB1 expression (9.3 years vs. 3.1 years). Enhanced sensitivity to cisplatin (P < 0.01) and paclitaxel (P < 0.05) was seen in BRCA1 mutated cell lines with RB1 knockout. Among 126 patients with whole-genome and transcriptome sequence data, combined RB1 loss and genomic evidence of homologous recombination deficiency was correlated with transcriptional markers of enhanced interferon response, cell cycle deregulation, and reduced epithelial-mesenchymal transition in primary HGSC. CD8+ lymphocytes were most prevalent in BRCA-deficient HGSC with co-loss of RB1. Conclusions Co-occurrence of RB1 loss and BRCA mutation was associated with exceptionally long survival in patients with HGSC, potentially due to better treatment response and immune stimulation.
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Affiliation(s)
- Flurina A. M. Saner
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Obstetrics and Gynecology, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Kazuaki Takahashi
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Tokyo, Japan
| | - Timothy Budden
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
- Skin Cancer and Ageing Lab, Cancer Research United Kingdom Manchester Institute, The University of Manchester, Manchester, UK
| | - Ahwan Pandey
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | | | | | - Nicola S. Meagher
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW 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
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Laura Twomey
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Kathleen I. Pishas
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Therese Hoang
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Adelyn Bolithon
- School of Clinical Medicine, UNSW 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
| | - Nadia Traficante
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Kathryn Alsop
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Elizabeth L. Christie
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Eun-Young Kang
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Gregg S. Nelson
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Prafull Ghatage
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Cheng-Han Lee
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Marjorie J. Riggan
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Matthias W. Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Jessica Boros
- 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
- The University of Sydney, Sydney, New South Wales, Australia
| | - Alison H. Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- The University of Sydney, Sydney, New South Wales, Australia
| | | | - Michael E. Carney
- Department of Obstetrics and Gynecology, John A. Burns School of Medicine, University of Hawaii, Honolulu, HI, USA
| | - Penny Coulson
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Madeleine Courtney-Brooks
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Kara L. Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Cezary Cybulski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Mona A. El-Bahrawy
- Department of Metabolism, Digestion and Reproduction, Imperial College London, Hammersmith Hospital, London, UK
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Ramona Erber
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Simon A. Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, UK
- Department of Women’s Cancer, Elizabeth Garrett Anderson Institute for Women’s Health, University College London, London, UK
| | - C. Blake Gilks
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Paul R. Harnett
- The University of Sydney, Sydney, New South Wales, Australia
- Crown Princess Mary Cancer Centre, Westmead Hospital, Sydney, New South Wales, Australia
| | - 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
| | - Arndt Hartmann
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Alexander Hein
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Joy Hendley
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - AOCS Group
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Anna Jakubowska
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
- Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University, Szczecin, Poland
| | | | - Michael E. Jones
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Scott H. Kaufmann
- Division of Oncology Research, Department of Oncology, Mayo Clinic, Rochester, MN, USA
| | - Catherine J. Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- The University of Sydney, Sydney, New South Wales, Australia
| | - Tomasz Kluz
- Department of Gynecology and Obstetrics, Gynecology Oncology and Obstetrics, Institute of Medical Sciences, Medical College of Rzeszow University, Rzeszów, Poland
| | | | - Björg Kristjansdottir
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Nhu D. Le
- Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada
| | - Marcin Lener
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Poland
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Jan Lubiński
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | | | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Minouk J. Schoemaker
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Mitul Shah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Raghwa Sharma
- Tissue Pathology and Diagnostic Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Mark E. Sherman
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | | | - Naveena Singh
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - T. Rinda Soong
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Alberta, Edmonton, Alberta, Canada
- Section of Gynecologic Oncology Surgery, North Zone, Alberta Health Services, Edmonton, Alberta, Canada
| | - Paniti Sukumvanich
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Aline Talhouk
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, BC, Canada
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
| | - Sarah E. Taylor
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Robert A. Vierkant
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Chen Wang
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Stacey J. Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Michael S. Anglesio
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, BC, Canada
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - James D. Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Ian Campbell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Linda S. Cook
- Epidemiology, School of Public Health, University of Colorado, Aurora, CO, USA
- Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Jennifer A. Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Peter A. Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Renée T. Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Research, Cancer Registry of Norway, Oslo, Norway
| | - Marc T. Goodman
- Cancer Prevention and Control Program, Cedars-Sinai Cancer, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jacek Gronwald
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - David G. Huntsman
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, 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
| | - Beth Y. Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Linda E. Kelemen
- Division of Acute Disease Epidemiology, South Carolina Department of Health & Environmental Control, Columbia, SC, USA
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, UK
| | - Francesmary Modugno
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
- Women’s Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
| | - Paul D.P. Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Karin Sundfeldt
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Anthony J. Swerdlow
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Division of Breast Cancer Research, The Institute of Cancer Research, London, UK
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Anna DeFazio
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, New South Wales, Australia
- 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
- The University of Sydney, Sydney, New South Wales, Australia
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Susan J. Ramus
- School of Clinical Medicine, UNSW 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
| | - David D. L. Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Dale W. Garsed
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
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7
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Richenberg G, Francis A, Owen CN, Gray V, Robinson T, Gabriel AAG, Lawrenson K, Crosbie EJ, Schildkraut JM, Mckay JD, Gaunt TR, Relton CL, Vincent EE, Kar SP. The tumor multi-omic landscape of endometrial cancers developed on a germline genetic background of adiposity. medRxiv 2023:2023.10.09.23296765. [PMID: 37873386 PMCID: PMC10592984 DOI: 10.1101/2023.10.09.23296765] [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: 10/25/2023]
Abstract
High body mass index (BMI) is a causal risk factor for endometrial cancer but the tumor molecular mechanisms affected by adiposity and their therapeutic relevance remain poorly understood. Here we characterize the tumor multi-omic landscape of endometrial cancers that have developed on a background of lifelong germline genetic exposure to elevated BMI. We built a polygenic score (PGS) for BMI in women using data on independent, genome-wide significant variants associated with adult BMI in 434,794 women. We performed germline (blood) genotype quality control and imputation on data from 354 endometrial cancer cases from The Cancer Genome Atlas (TCGA). We assigned each case in this TCGA cohort their genetically predicted life-course BMI based on the BMI PGS. Multivariable generalized linear models adjusted for age, stage, microsatellite status and genetic principal components were used to test for associations between the BMI germline PGS and endometrial cancer tumor genome-wide genomic, transcriptomic, proteomic, epigenomic and immune traits in TCGA. High BMI germline PGS was associated with (i) upregulated tumor gene expression in the IL6-JAK-STAT3 pathway (FDR=4.2×10-7); (ii) increased estimated intra-tumor activated mast cell infiltration (FDR=0.008); (iii) increased single base substitution (SBS) mutational signatures 1 (FDR=0.03) and 5 (FDR=0.09) and decreased SBS13 (FDR=0.09), implicating age-related and APOBEC mutagenesis, respectively; and (iv) decreased tumor EGFR protein expression (FDR=0.07). Alterations in IL6-JAK-STAT3 signaling gene and EGFR protein expression were, in turn, significantly associated with both overall survival and progression-free interval. Thus, we integrated germline and somatic data using a novel study design to identify associations between genetically predicted lifelong exposure to higher BMI and potentially actionable endometrial cancer tumor molecular features. These associations inform our understanding of how high BMI may influence the development and progression of this cancer, impacting endometrial tumor biology and clinical outcomes.
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Affiliation(s)
- George Richenberg
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Amy Francis
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Carina N. Owen
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- Bristol Cancer Institute, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - Victoria Gray
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Timothy Robinson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- Bristol Cancer Institute, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - Aurélie AG Gabriel
- Department of Oncology, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
| | - Kate Lawrenson
- Women’s Cancer Research Program at the Samuel Oschin Comprehensive Cancer Center, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Emma J. Crosbie
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Department of Obstetrics and Gynaecology, Manchester University NHS Foundation Trust, St. Mary’s Hospital, Manchester, UK
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - James D. Mckay
- Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization (IARC/WHO), Lyon, France
| | - Tom R. Gaunt
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Caroline L. Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Emma E. Vincent
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Siddhartha P. Kar
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- Early Cancer Institute, University of Cambridge, Cambridge, UK
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8
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Johnson CE, Alberg AJ, Bandera EV, Peres LC, Akonde M, Collin LJ, Cote ML, Hastert TA, Hébert JR, Peters ES, Qin B, Terry P, Schwartz AG, Bondy M, Epstein MP, Mandle HB, Marks JR, Lawson AB, Schildkraut JM. Association of inflammation-related exposures and ovarian cancer survival in a multi-site cohort study of Black women. Br J Cancer 2023; 129:1119-1125. [PMID: 37537254 PMCID: PMC10539498 DOI: 10.1038/s41416-023-02385-w] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 07/25/2023] [Accepted: 07/26/2023] [Indexed: 08/05/2023] Open
Abstract
BACKGROUND An association was observed between an inflammation-related risk score (IRRS) and worse overall survival (OS) among a cohort of mostly White women with invasive epithelial ovarian cancer (EOC). Herein, we evaluated the association between the IRRS and OS among Black women with EOC, a population with higher frequencies of pro-inflammatory exposures and worse survival. METHODS The analysis included 592 Black women diagnosed with EOC from the African American Cancer Epidemiology Study (AACES). Cox proportional hazards models were used to compute hazard ratios (HRs) and 95% confidence intervals (CIs) for the association of the IRRS and OS, adjusting for relevant covariates. Additional inflammation-related exposures, including the energy-adjusted Dietary Inflammatory Index (E-DIITM), were evaluated. RESULTS A dose-response trend was observed showing higher IRRS was associated with worse OS (per quartile HR: 1.11, 95% CI: 1.01-1.22). Adding the E-DII to the model attenuated the association of IRRS with OS, and increasing E-DII, indicating a more pro-inflammatory diet, was associated with shorter OS (per quartile HR: 1.12, 95% CI: 1.02-1.24). Scoring high on both indices was associated with shorter OS (HR: 1.54, 95% CI: 1.16-2.06). CONCLUSION Higher levels of inflammation-related exposures were associated with decreased EOC OS among Black women.
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Affiliation(s)
- Courtney E Johnson
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Anthony J Alberg
- Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, SC, USA
| | - Elisa V Bandera
- Cancer and Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Maxwell Akonde
- Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, SC, USA
| | - Lindsay J Collin
- Department of Population Health Sciences, University of Utah Huntsman Cancer Institute, Salt Lake City, UT, USA
| | - Michele L Cote
- Melvin and Bren Simon Comprehensive Cancer Center, Indiana University, Bloomington, IN, USA
| | - Theresa A Hastert
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI, USA
| | - James R Hébert
- Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, SC, USA
| | - Edward S Peters
- Department of Epidemiology, University of Nebraska Medical Center College of Public Health, Omaha, NE, USA
| | - Bonnie Qin
- Cancer and Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Paul Terry
- Department of Medicine, University of Tennessee Medical Center-Knoxville, Knoxville, TN, USA
| | - Ann G Schwartz
- Department of Oncology, Wayne State University School of Medicine Karmanos Cancer Institute, Detroit, MI, USA
| | - Melissa Bondy
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
| | - Michael P Epstein
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA
| | - Hannah B Mandle
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Jeffrey R Marks
- Department of Surgery, Duke University School of Medicine, Durham, NC, USA
| | - Andrew B Lawson
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, USA
- Usher Institute, School of Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Joellen M Schildkraut
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA.
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9
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Gomez SL, Chirikova E, McGuire V, Collin LJ, Dempsey L, Inamdar PP, Lawson-Michod K, Peters ES, Kushi LH, Kavecansky J, Shariff-Marco S, Peres LC, Terry P, Bandera EV, Schildkraut JM, Doherty JA, Lawson A. Role of neighborhood context in ovarian cancer survival disparities: current research and future directions. Am J Obstet Gynecol 2023; 229:366-376.e8. [PMID: 37116824 PMCID: PMC10538437 DOI: 10.1016/j.ajog.2023.04.026] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 04/01/2023] [Accepted: 04/20/2023] [Indexed: 04/30/2023]
Abstract
Ovarian cancer is the fifth leading cause of cancer-associated mortality among US women with survival disparities seen across race, ethnicity, and socioeconomic status, even after accounting for histology, stage, treatment, and other clinical factors. Neighborhood context can play an important role in ovarian cancer survival, and, to the extent to which minority racial and ethnic groups and populations of lower socioeconomic status are more likely to be segregated into neighborhoods with lower quality social, built, and physical environment, these contextual factors may be a critical component of ovarian cancer survival disparities. Understanding factors associated with ovarian cancer outcome disparities will allow clinicians to identify patients at risk for worse outcomes and point to measures, such as social support programs or transportation aid, that can help to ameliorate such disparities. However, research on the impact of neighborhood contextual factors in ovarian cancer survival and in disparities in ovarian cancer survival is limited. This commentary focuses on the following neighborhood contextual domains: structural and institutional context, social context, physical context represented by environmental exposures, built environment, rurality, and healthcare access. The research conducted to date is presented and clinical implications and recommendations for future interventions and studies to address disparities in ovarian cancer outcomes are proposed.
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Affiliation(s)
- Scarlett L Gomez
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA.
| | - Ekaterina Chirikova
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Valerie McGuire
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Lindsay J Collin
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Lauren Dempsey
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA
| | - Pushkar P Inamdar
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Katherine Lawson-Michod
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Edward S Peters
- Department of Epidemiology, University of Nebraska Medical Center College of Public Health, Omaha, NE
| | - Lawrence H Kushi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA
| | - Juraj Kavecansky
- Department of Hematology and Oncology, Kaiser Permanente Northern California, Antioch, CA
| | - Salma Shariff-Marco
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Paul Terry
- Department of Medicine, University of Tennessee, Knoxville, TN
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, Robert Wood Johnson Medical School, New Brunswick, NJ
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA
| | - Jennifer A Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Andrew Lawson
- Department of Public Health Sciences, College of Medicine, Medical University of South Carolina, Charleston, SC; Usher Institute, School of Medicine, University of Edinburgh, Edinburgh, United Kingdom
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10
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Gregga I, Pharoah PDP, Gayther SA, Manichaikul A, Im HK, Kar SP, Schildkraut JM, Wheeler HE. Predicted Proteome Association Studies of Breast, Prostate, Ovarian, and Endometrial Cancers Implicate Plasma Protein Regulation in Cancer Susceptibility. Cancer Epidemiol Biomarkers Prev 2023; 32:1198-1207. [PMID: 37409955 PMCID: PMC10528410 DOI: 10.1158/1055-9965.epi-23-0309] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 05/30/2023] [Accepted: 06/28/2023] [Indexed: 07/07/2023] Open
Abstract
BACKGROUND Predicting protein levels from genotypes for proteome-wide association studies (PWAS) may provide insight into the mechanisms underlying cancer susceptibility. METHODS We performed PWAS of breast, endometrial, ovarian, and prostate cancers and their subtypes in several large European-ancestry discovery consortia (effective sample size: 237,483 cases/317,006 controls) and tested the results for replication in an independent European-ancestry GWAS (31,969 cases/410,350 controls). We performed PWAS using the cancer GWAS summary statistics and two sets of plasma protein prediction models, followed by colocalization analysis. RESULTS Using Atherosclerosis Risk in Communities (ARIC) models, we identified 93 protein-cancer associations [false discovery rate (FDR) < 0.05]. We then performed a meta-analysis of the discovery and replication PWAS, resulting in 61 significant protein-cancer associations (FDR < 0.05). Ten of 15 protein-cancer pairs that could be tested using Trans-Omics for Precision Medicine (TOPMed) protein prediction models replicated with the same directions of effect in both cancer GWAS (P < 0.05). To further support our results, we applied Bayesian colocalization analysis and found colocalized SNPs for SERPINA3 protein levels and prostate cancer (posterior probability, PP = 0.65) and SNUPN protein levels and breast cancer (PP = 0.62). CONCLUSIONS We used PWAS to identify potential biomarkers of hormone-related cancer risk. SNPs in SERPINA3 and SNUPN did not reach genome-wide significance for cancer in the original GWAS, highlighting the power of PWAS for novel locus discovery, with the added advantage of providing directions of protein effect. IMPACT PWAS and colocalization are promising methods to identify potential molecular mechanisms underlying complex traits.
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Affiliation(s)
- Isabelle Gregga
- Department of Biology, Loyola University Chicago, Chicago, IL, USA
- Program in Bioinformatics, Loyola University Chicago, Chicago, IL, USA
| | - Paul D. P. Pharoah
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Simon A. Gayther
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Ani Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Hae Kyung Im
- Section of Genetic Medicine, The University of Chicago, Chicago, IL, USA
| | - Siddhartha P. Kar
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Heather E. Wheeler
- Department of Biology, Loyola University Chicago, Chicago, IL, USA
- Program in Bioinformatics, Loyola University Chicago, Chicago, IL, USA
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11
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Harris HR, Peres LC, Johnson CE, Guertin KA, Beeghly A, Bandera EV, Bethea TN, Joslin CE, Wu AH, Moorman PG, Ochs-Balcom HM, Petrick JL, Setiawan VW, Rosenberg L, Schildkraut JM, Myers E. Racial Differences in the Association of Endometriosis and Uterine Leiomyomas With the Risk of Ovarian Cancer. Obstet Gynecol 2023; 141:1124-1138. [PMID: 37159277 PMCID: PMC10440275 DOI: 10.1097/aog.0000000000005191] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 11/17/2022] [Accepted: 03/02/2023] [Indexed: 05/10/2023]
Abstract
OBJECTIVE To evaluate associations between endometriosis and uterine leiomyomas with ovarian cancer risk by race and the effect of hysterectomy on these associations. METHODS We used data from four case-control studies and two case-control studies nested within prospective cohorts in the OCWAA (Ovarian Cancer in Women of African Ancestry) consortium. The study population included 3,124 Black participants and 5,458 White participants, of whom 1,008 Black participants and 2,237 White participants had ovarian cancer. Logistic regression was used to calculate odds ratios (ORs) and 95% CIs for the associations of endometriosis and leiomyomas with ovarian cancer risk, by race, stratified by histotype and hysterectomy. RESULTS The prevalences of endometriosis and leiomyomas were 6.4% and 43.2% among Black participants and 7.0% and 21.5% among White participants, respectively. Endometriosis was associated with an increased risk of endometrioid and clear-cell ovarian cancer in both racial groups (eg, OR for endometrioid tumors for Black and White participants 7.06 [95% CI 3.86-12.91] and 2.17 [95% CI 1.36-3.45], respectively, Phetereogeneity =.003). The association between endometriosis and ovarian cancer risk in White participants was stronger in those without hysterectomy, but no difference was observed in Black participants (all Pinteraction ≥.05). Leiomyomas were associated with an elevated risk of ovarian cancer only in those without hysterectomy in both Black (OR 1.34, 95% CI 1.11-1.62) and White (OR 1.22, 95% CI 1.05-1.41) participants (all Pinteraction ≥.05). CONCLUSIONS Black and White participants with endometriosis had a higher risk of ovarian cancer, and hysterectomy modified this association among White participants. Leiomyomas were associated with an increased risk of ovarian cancer in both racial groups, with hysterectomy modifying the risk in both groups. Understanding how racial differences in access to care and treatment options (eg, hysterectomy) may help guide future risk reduction strategies.
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Affiliation(s)
- Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Courtney E. Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Kristin A. Guertin
- Department of Public Health Sciences, University of Connecticut School of Medicine, Farmington, CT, USA
| | - Alicia Beeghly
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Elisa V. Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Traci N. Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, DC, USA
| | - Charlotte E. Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine, Chicago, IL, USA
- Division of Epidemiology and Biostatistics, University of Illinois at Chicago School of Public Health, Chicago, IL, USA
| | - Anna H. Wu
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Patricia G. Moorman
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Heather M. Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, NY, USA
| | | | - Veronica W. Setiawan
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, MA, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Evan Myers
- Department of Family Medicine and Community Health, Durham, NC, USA
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12
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Fu Z, Brooks MM, Irvin S, Jordan S, Aben KKH, Anton-Culver H, Bandera EV, Beckmann MW, Berchuck A, Brooks-Wilson A, Chang-Claude J, Cook LS, Cramer DW, Cushing-Haugen KL, Doherty JA, Ekici AB, Fasching PA, Fortner RT, Gayther SA, Gentry-Maharaj A, Giles GG, Goode EL, Goodman MT, Harris HR, Hein A, Kaaks R, Kiemeney LA, Köbel M, Kotsopoulos J, Le ND, Lee AW, Matsuo K, McGuire V, McLaughlin JR, Menon U, Milne RL, Moysich KB, Pearce CL, Pike MC, Qin B, Ramus SJ, Riggan MJ, Rothstein JH, Schildkraut JM, Sieh W, Sutphen R, Terry KL, Thompson PJ, Titus L, van Altena AM, White E, Whittemore AS, Wu AH, Zheng W, Ziogas A, Taylor SE, Tang L, Songer T, Wentzensen N, Webb PM, Risch HA, Modugno F. Lifetime ovulatory years and risk of epithelial ovarian cancer: a multinational pooled analysis. J Natl Cancer Inst 2023; 115:539-551. [PMID: 36688720 PMCID: PMC10165492 DOI: 10.1093/jnci/djad011] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [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: 06/27/2022] [Revised: 11/10/2022] [Accepted: 01/06/2023] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND The role of ovulation in epithelial ovarian cancer (EOC) is supported by the consistent protective effects of parity and oral contraceptive use. Whether these factors protect through anovulation alone remains unclear. We explored the association between lifetime ovulatory years (LOY) and EOC. METHODS LOY was calculated using 12 algorithms. Odds ratios (ORs) and 95% confidence intervals (CIs) estimated the association between LOY or LOY components and EOC among 26 204 control participants and 21 267 case patients from 25 studies. To assess whether LOY components act through ovulation suppression alone, we compared beta coefficients obtained from regression models with expected estimates assuming 1 year of ovulation suppression has the same effect regardless of source. RESULTS LOY was associated with increased EOC risk (OR per year increase = 1.014, 95% CI = 1.009 to 1.020 to OR per year increase = 1.044, 95% CI = 1.041 to 1.048). Individual LOY components, except age at menarche, also associated with EOC. The estimated model coefficient for oral contraceptive use and pregnancies were 4.45 times and 12- to 15-fold greater than expected, respectively. LOY was associated with high-grade serous, low-grade serous, endometrioid, and clear cell histotypes (ORs per year increase = 1.054, 1.040, 1.065, and 1.098, respectively) but not mucinous tumors. Estimated coefficients of LOY components were close to expected estimates for high-grade serous but larger than expected for low-grade serous, endometrioid, and clear cell histotypes. CONCLUSIONS LOY is positively associated with nonmucinous EOC. Differences between estimated and expected model coefficients for LOY components suggest factors beyond ovulation underlie the associations between LOY components and EOC in general and for non-HGSOC.
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Affiliation(s)
- Zhuxuan Fu
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Maria Mori Brooks
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Sarah Irvin
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Susan Jordan
- The School of Public Health, The University of Queensland, Brisbane, Queensland, Australia
| | - Katja K H Aben
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
- Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Hoda Anton-Culver
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Elisa V Bandera
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (EMN), Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | | | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Linda S Cook
- Epidemiology, School of Public Health, University of Colorado, Aurora, CO, USA
- Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Daniel W Cramer
- Department of Obstetrics and Gynecology, Obstetrics and Gynecology Epidemiology Center, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kara L Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Jennifer A Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Arif B Ekici
- Institute of Human Genetics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (EMN), Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Renée T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Marc T Goodman
- Cancer Prevention and Control Program, Cedars-Sinai Cancer, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Alexander Hein
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (EMN), Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Rudolf Kaaks
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lambertus A Kiemeney
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Joanne Kotsopoulos
- Women’s College Research Institute, Women’s College Hospital, University of Toronto, Toronto, ON, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Nhu D Le
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - Alice W Lee
- Department of Health Science, California State University, Fullerton, Fullerton, CA, USA
| | - Keitaro Matsuo
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, Japan
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Valerie McGuire
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
| | - John R McLaughlin
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Kirsten B Moysich
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Malcolm C Pike
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- Department of Population Health and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Bo Qin
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Susan J Ramus
- School of Clinical Medicine, University of New South Wales Medicine and Health, University of New South Wales Sydney, Sydney, New South Wales, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales Sydney, Sydney, New South Wales, Australia
| | - Marjorie J Riggan
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Joseph H Rothstein
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Weiva Sieh
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Rebecca Sutphen
- Epidemiology Center, College of Medicine, University of South Florida, Tampa, FL, USA
| | - Kathryn L Terry
- Department of Obstetrics and Gynecology, Obstetrics and Gynecology Epidemiology Center, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Pamela J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Linda Titus
- Muskie School of Public Policy, Public Health, Portland, ME, USA
| | - Anne M van Altena
- Department of Obstetrics and Gynaecology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Emily White
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Alice S Whittemore
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Anna H Wu
- Department of Population Health and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Argyrios Ziogas
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Sarah E Taylor
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Lu Tang
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Thomas Songer
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
| | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Penelope M Webb
- The School of Public Health, The University of Queensland, Brisbane, Queensland, Australia
| | - AOCS Group
- Cancer Genetics Laboratory, Research Division, Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Harvey A Risch
- Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | - Francesmary Modugno
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Women’s Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
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13
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Köbel M, Kang E, Weir A, Rambau PF, Lee C, Nelson GS, Ghatage P, Meagher NS, Riggan MJ, Alsop J, Anglesio MS, Beckmann MW, Bisinotto C, Boisen M, Boros J, Brand AH, Brooks‐Wilson A, Carney ME, Coulson P, Courtney‐Brooks M, Cushing‐Haugen KL, Cybulski C, Deen S, El‐Bahrawy MA, Elishaev E, Erber R, Fereday S, Fischer A, Gayther SA, Barquin‐Garcia A, Gentry‐Maharaj A, Gilks CB, Gronwald H, Grube M, Harnett PR, Harris HR, Hartkopf AD, Hartmann A, Hein A, Hendley J, Hernandez BY, Huang Y, Jakubowska A, Jimenez‐Linan M, Jones ME, Kennedy CJ, Kluz T, Koziak JM, Lesnock J, Lester J, Lubiński J, Longacre TA, Lycke M, Mateoiu C, McCauley BM, McGuire V, Ney B, Olawaiye A, Orsulic S, Osorio A, Paz‐Ares L, Ramón y Cajal T, Rothstein JH, Ruebner M, Schoemaker MJ, Shah M, Sharma R, Sherman ME, Shvetsov YB, Singh N, Steed H, Storr SJ, Talhouk A, Traficante N, Wang C, Whittemore AS, Widschwendter M, Wilkens LR, Winham SJ, Benitez J, Berchuck A, Bowtell DD, Candido dos Reis FJ, Campbell I, Cook LS, DeFazio A, Doherty JA, Fasching PA, Fortner RT, García MJ, Goodman MT, Goode EL, Gronwald J, Huntsman DG, Karlan BY, Kelemen LE, Kommoss S, Le ND, Martin SG, Menon U, Modugno F, Pharoah PDP, Schildkraut JM, Sieh W, Staebler A, Sundfeldt K, Swerdlow AJ, Ramus SJ, Brenton JD. p53 and ovarian carcinoma survival: an Ovarian Tumor Tissue Analysis consortium study. J Pathol Clin Res 2023; 9:208-222. [PMID: 36948887 PMCID: PMC10073933 DOI: 10.1002/cjp2.311] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 01/06/2023] [Accepted: 01/11/2023] [Indexed: 03/24/2023]
Abstract
Our objective was to test whether p53 expression status is associated with survival for women diagnosed with the most common ovarian carcinoma histotypes (high-grade serous carcinoma [HGSC], endometrioid carcinoma [EC], and clear cell carcinoma [CCC]) using a large multi-institutional cohort from the Ovarian Tumor Tissue Analysis (OTTA) consortium. p53 expression was assessed on 6,678 cases represented on tissue microarrays from 25 participating OTTA study sites using a previously validated immunohistochemical (IHC) assay as a surrogate for the presence and functional effect of TP53 mutations. Three abnormal expression patterns (overexpression, complete absence, and cytoplasmic) and the normal (wild type) pattern were recorded. Survival analyses were performed by histotype. The frequency of abnormal p53 expression was 93.4% (4,630/4,957) in HGSC compared to 11.9% (116/973) in EC and 11.5% (86/748) in CCC. In HGSC, there were no differences in overall survival across the abnormal p53 expression patterns. However, in EC and CCC, abnormal p53 expression was associated with an increased risk of death for women diagnosed with EC in multivariate analysis compared to normal p53 as the reference (hazard ratio [HR] = 2.18, 95% confidence interval [CI] 1.36-3.47, p = 0.0011) and with CCC (HR = 1.57, 95% CI 1.11-2.22, p = 0.012). Abnormal p53 was also associated with shorter overall survival in The International Federation of Gynecology and Obstetrics stage I/II EC and CCC. Our study provides further evidence that functional groups of TP53 mutations assessed by abnormal surrogate p53 IHC patterns are not associated with survival in HGSC. In contrast, we validate that abnormal p53 IHC is a strong independent prognostic marker for EC and demonstrate for the first time an independent prognostic association of abnormal p53 IHC with overall survival in patients with CCC.
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Affiliation(s)
- Martin Köbel
- Department of Pathology and Laboratory MedicineUniversity of Calgary, Foothills Medical CenterCalgaryABCanada
| | - Eun‐Young Kang
- Department of Pathology and Laboratory MedicineUniversity of Calgary, Foothills Medical CenterCalgaryABCanada
| | - Ashley Weir
- School of Clinical MedicineUNSW Medicine and Health, University of NSW SydneySydneyNew South WalesAustralia
- Adult Cancer Program, Lowy Cancer Research CentreUniversity of NSW SydneySydneyNew South WalesAustralia
- The Walter and Eliza Hall Institute of Medical ResearchParkvilleVictoriaAustralia
| | - Peter F Rambau
- Department of Pathology and Laboratory MedicineUniversity of Calgary, Foothills Medical CenterCalgaryABCanada
- Pathology DepartmentCatholic University of Health and Allied Sciences‐BugandoMwanzaTanzania
| | - Cheng‐Han Lee
- Department of Pathology and Laboratory MedicineUniversity of AlbertaEdmontonABCanada
| | - Gregg S Nelson
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of MedicineUniversity of CalgaryCalgaryABCanada
| | - Prafull Ghatage
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of MedicineUniversity of CalgaryCalgaryABCanada
| | - Nicola S Meagher
- School of Clinical MedicineUNSW Medicine and Health, University of NSW SydneySydneyNew South WalesAustralia
- The Daffodil CentreThe University of Sydney, a Joint Venture with Cancer Council NSWSydneyNew South WalesAustralia
| | - Marjorie J Riggan
- Department of Obstetrics and Gynecology, Division of Gynecologic OncologyDuke University Medical CenterDurhamNCUSA
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of OncologyUniversity of CambridgeCambridgeUK
| | - Michael S Anglesio
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBCCanada
- British Columbia's Gynecological Cancer Research Team (OVCARE)University of British Columbia, BC Cancer, and Vancouver General HospitalVancouverBCCanada
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Christiani Bisinotto
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical SchoolUniversity of São PauloRibeirão PretoBrazil
| | - Michelle Boisen
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPAUSA
| | - Jessica Boros
- Centre for Cancer ResearchThe Westmead Institute for Medical Research, University of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Alison H Brand
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | | | - Michael E Carney
- Department of Obstetrics and Gynecology, John A. Burns School of MedicineUniversity of HawaiiHonoluluHIUSA
| | - Penny Coulson
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
| | - Madeleine Courtney‐Brooks
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPAUSA
| | - Kara L Cushing‐Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research CenterSeattleWAUSA
| | - Cezary Cybulski
- Department of Genetics and Pathology, International Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - Suha Deen
- Department of HistopathologyNottingham University Hospitals NHS Trust, Queen's Medical CentreNottinghamUK
| | - Mona A El‐Bahrawy
- Department of Metabolism, Digestion and ReproductionImperial College London, Hammersmith HospitalLondonUK
| | - Esther Elishaev
- Department of PathologyUniversity of Pittsburgh School of MedicinePittsburghPAUSA
| | - Ramona Erber
- Institute of Pathology, Comprehensive Cancer Center Erlangen‐EMN, Friedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Sian Fereday
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - AOCS Group
- Centre for Cancer ResearchThe Westmead Institute for Medical Research, University of SydneySydneyNew South WalesAustralia
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- QIMR Berghofer Medical Research InstituteBrisbaneQueenslandAustralia
| | - Anna Fischer
- Institute of Pathology and Neuropathology, Tuebingen University HospitalTuebingenGermany
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars‐Sinai Medical CenterLos AngelesCAUSA
| | | | - Aleksandra Gentry‐Maharaj
- MRC Clinical Trials UnitInstitute of Clinical Trials & Methodology, University College LondonLondonUK
| | - C Blake Gilks
- Department of Pathology and Laboratory MedicineUniversity of British ColumbiaVancouverBCCanada
| | - Helena Gronwald
- Department of Propaedeutics, Physical Diagnostics and Dental PhysiotherapyPomeranian Medical UniversitySzczecinPoland
| | - Marcel Grube
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
| | - Paul R Harnett
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
- Crown Princess Mary Cancer CentreWestmead HospitalSydneyNew South WalesAustralia
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research CenterSeattleWAUSA
- Department of EpidemiologyUniversity of WashingtonSeattleWAUSA
| | - Andreas D Hartkopf
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
- Department of Gynecology and ObstetricsUniversity Hospital of UlmUlmGermany
| | - Arndt Hartmann
- Institute of Pathology, Comprehensive Cancer Center Erlangen‐EMN, Friedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Alexander Hein
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Joy Hendley
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | - Brenda Y Hernandez
- Cancer Epidemiology ProgramUniversity of Hawaii Cancer CenterHonoluluHIUSA
| | - Yajue Huang
- Department of Laboratory Medicine and Pathology, Mayo ClinicRochesterMNUSA
| | - Anna Jakubowska
- Department of Genetics and Pathology, International Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
- Independent Laboratory of Molecular Biology and Genetic DiagnosticsPomeranian Medical UniversitySzczecinPoland
| | | | - Michael E Jones
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
| | - Catherine J Kennedy
- Centre for Cancer ResearchThe Westmead Institute for Medical Research, University of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Tomasz Kluz
- Department of Gynecology and ObstetricsInstitute of Medical Sciences, Medical College of Rzeszow UniversityRzeszówPoland
| | | | - Jaime Lesnock
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPAUSA
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCAUSA
| | - Jan Lubiński
- Department of Genetics and Pathology, International Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - Teri A Longacre
- Department of PathologyStanford University School of MedicineStanfordCAUSA
| | - Maria Lycke
- Department of Obstetrics and GynecologyInstitute of Clinical Science, Sahlgrenska University Hospital, University of GothenburgGothenburgSweden
| | | | - Bryan M McCauley
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo ClinicRochesterMNUSA
| | - Valerie McGuire
- Department of Epidemiology and Population HealthStanford University School of MedicineStanfordCAUSA
| | - Britta Ney
- Institute of Pathology and Neuropathology, Tuebingen University HospitalTuebingenGermany
| | - Alexander Olawaiye
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPAUSA
| | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCAUSA
| | - Ana Osorio
- Genetics Service, Fundación Jiménez DíazMadridSpain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER)Instituto de Salud Carlos IIIMadridSpain
| | - Luis Paz‐Ares
- H12O‐CNIO Lung Cancer Clinical Research Unit, Spanish National Cancer Research Centre (CNIO)MadridSpain
- Oncology DepartmentHospital Universitario 12 de OctubreMadridSpain
| | | | - Joseph H Rothstein
- Department of Genetics and Genomic SciencesIcahn School of Medicine at Mount SinaiNew YorkNYUSA
- Department of Population Health Science and PolicyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Minouk J Schoemaker
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
| | - Mitul Shah
- Centre for Cancer Genetic Epidemiology, Department of OncologyUniversity of CambridgeCambridgeUK
| | - Raghwa Sharma
- Tissue Pathology and Diagnostic OncologyWestmead HospitalSydneyNew South WalesAustralia
| | - Mark E Sherman
- Department of Health Sciences Research, Mayo ClinicJacksonvilleFLUSA
| | - Yurii B Shvetsov
- Cancer Epidemiology ProgramUniversity of Hawaii Cancer CenterHonoluluHIUSA
| | - Naveena Singh
- Department of Pathology and Laboratory MedicineUniversity of British ColumbiaVancouverBCCanada
| | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and GynecologyUniversity of AlbertaEdmontonABCanada
- Section of Gynecologic Oncology Surgery, North Zone, Alberta Health ServicesEdmontonABCanada
| | - Sarah J Storr
- Nottingham Breast Cancer Research CentreBiodiscovery Institute, University of NottinghamNottinghamUK
| | - Aline Talhouk
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBCCanada
- British Columbia's Gynecological Cancer Research Team (OVCARE)University of British Columbia, BC Cancer, and Vancouver General HospitalVancouverBCCanada
| | - Nadia Traficante
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Chen Wang
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo ClinicRochesterMNUSA
| | - Alice S Whittemore
- Department of Epidemiology and Population HealthStanford University School of MedicineStanfordCAUSA
- Department of Biomedical Data ScienceStanford University School of MedicineStanfordCAUSA
| | | | - Lynne R Wilkens
- Cancer Epidemiology ProgramUniversity of Hawaii Cancer CenterHonoluluHIUSA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo ClinicRochesterMNUSA
| | - Javier Benitez
- Centre for Biomedical Network Research on Rare Diseases (CIBERER)Instituto de Salud Carlos IIIMadridSpain
- Human Genetics Group, Spanish National Cancer Research Centre (CNIO)MadridSpain
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Division of Gynecologic OncologyDuke University Medical CenterDurhamNCUSA
| | - David D Bowtell
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Francisco J Candido dos Reis
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical SchoolUniversity of São PauloRibeirão PretoBrazil
| | - Ian Campbell
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Linda S Cook
- Epidemiology, School of Public HealthUniversity of ColoradoAuroraCOUSA
- Community Health Sciences, University of CalgaryCalgaryABCanada
| | - Anna DeFazio
- The Daffodil CentreThe University of Sydney, a Joint Venture with Cancer Council NSWSydneyNew South WalesAustralia
- Centre for Cancer ResearchThe Westmead Institute for Medical Research, University of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Jennifer A Doherty
- Huntsman Cancer Institute, Department of Population Health SciencesUniversity of UtahSalt Lake CityUTUSA
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐Nuremberg, University Hospital ErlangenErlangenGermany
| | - Renée T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ)HeidelbergGermany
- Department of Research, Cancer Registry of NorwayOsloNorway
| | - María J García
- Computational Oncology Group, Structural Biology Programme, Spanish National Cancer Research Centre (CNIO)MadridSpain
| | - Marc T Goodman
- Cancer Prevention and Control Program, Cedars‐Sinai Cancer, Cedars‐Sinai Medical CenterLos AngelesCAUSA
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo ClinicRochesterMNUSA
| | - Jacek Gronwald
- Department of Genetics and Pathology, International Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - David G Huntsman
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBCCanada
- Department of Molecular Oncology, BC Cancer Research CentreVancouverBCCanada
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCAUSA
| | - Linda E Kelemen
- Division of Acute Disease Epidemiology, South Carolina Department of Health & Environmental ControlColumbiaSCUSA
| | - Stefan Kommoss
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
| | - Nhu D Le
- Cancer Control Research, BC Cancer AgencyVancouverBCCanada
| | - Stewart G Martin
- Nottingham Breast Cancer Research CentreBiodiscovery Institute, University of NottinghamNottinghamUK
| | - Usha Menon
- MRC Clinical Trials UnitInstitute of Clinical Trials & Methodology, University College LondonLondonUK
| | - Francesmary Modugno
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPAUSA
- Department of EpidemiologyUniversity of Pittsburgh School of Public HealthPittsburghPAUSA
- Women's Cancer Research CenterMagee‐Womens Research Institute and Hillman Cancer CenterPittsburghPAUSA
| | - Paul DP Pharoah
- Centre for Cancer Genetic Epidemiology, Department of OncologyUniversity of CambridgeCambridgeUK
- Department of Computational Biomedicine, Cedars‐Sinai Medical CenterWest HollywoodCAUSA
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary CareUniversity of CambridgeCambridgeUK
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public HealthEmory UniversityAtlantaGAUSA
| | - Weiva Sieh
- Department of Genetics and Genomic SciencesIcahn School of Medicine at Mount SinaiNew YorkNYUSA
- Department of Population Health Science and PolicyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
| | - Annette Staebler
- Institute of Pathology and Neuropathology, Tuebingen University HospitalTuebingenGermany
| | - Karin Sundfeldt
- Department of Obstetrics and Gynecology, Institute of Clinical ScienceSahlgrenska Center for Cancer Research, University of GothenburgGothenburgSweden
| | - Anthony J Swerdlow
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
- Division of Breast Cancer ResearchThe Institute of Cancer ResearchLondonUK
| | - Susan J Ramus
- School of Clinical MedicineUNSW Medicine and Health, University of NSW SydneySydneyNew South WalesAustralia
- Adult Cancer Program, Lowy Cancer Research CentreUniversity of NSW SydneySydneyNew South WalesAustralia
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of CambridgeCambridgeUK
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14
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Kang E, Weir A, Meagher NS, Farrington K, Nelson GS, Ghatage P, Lee C, Riggan MJ, Bolithon A, Popovic G, Leung B, Tang K, Lambie N, Millstein J, Alsop J, Anglesio MS, Ataseven B, Barlow E, Beckmann MW, Berger J, Bisinotto C, Bösmüller H, Boros J, Brand AH, Brooks‐Wilson A, Brucker SY, Carney ME, Casablanca Y, Cazorla‐Jiménez A, Cohen PA, Conrads TP, Cook LS, Coulson P, Courtney‐Brooks M, Cramer DW, Crowe P, Cunningham JM, Cybulski C, Darcy KM, El‐Bahrawy MA, Elishaev E, Erber R, Farrell R, Fereday S, Fischer A, García MJ, Gayther SA, Gentry‐Maharaj A, Gilks CB, Grube M, Harnett PR, Harrington SP, Harter P, Hartmann A, Hecht JL, Heikaus S, Hein A, Heitz F, Hendley J, Hernandez BY, Polo SH, Heublein S, Hirasawa A, Høgdall E, Høgdall CK, Horlings HM, Huntsman DG, Huzarski T, Jewell A, Jimenez‐Linan M, Jones ME, Kaufmann SH, Kennedy CJ, Khabele D, Kommoss FKF, Kruitwagen RFPM, Lambrechts D, Le ND, Lener M, Lester J, Leung Y, Linder A, Loverix L, Lubiński J, Madan R, Maxwell GL, Modugno F, Neuhausen SL, Olawaiye A, Olbrecht S, Orsulic S, Palacios J, Pearce CL, Pike MC, Quinn CM, Mohan GR, Rodríguez‐Antona C, Ruebner M, Ryan A, Salfinger SG, Sasamoto N, Schildkraut JM, Schoemaker MJ, Shah M, Sharma R, Shvetsov YB, Singh N, Sonke GS, Steele L, Stewart CJR, Sundfeldt K, Swerdlow AJ, Talhouk A, Tan A, Taylor SE, Terry KL, Tołoczko A, Traficante N, Van de Vijver KK, van der Aa MA, Van Gorp T, Van Nieuwenhuysen E, van‐Wagensveld L, Vergote I, Vierkant RA, Wang C, Wilkens LR, Winham SJ, Wu AH, Benitez J, Berchuck A, Candido dos Reis FJ, DeFazio A, Fasching PA, Goode EL, Goodman MT, Gronwald J, Karlan BY, Kommoss S, Menon U, Sinn H, Staebler A, Brenton JD, Bowtell DD, Pharoah PDP, Ramus SJ, Köbel M. CCNE1 and survival of patients with tubo-ovarian high-grade serous carcinoma: An Ovarian Tumor Tissue Analysis consortium study. Cancer 2023; 129:697-713. [PMID: 36572991 PMCID: PMC10107112 DOI: 10.1002/cncr.34582] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 09/14/2022] [Accepted: 09/30/2022] [Indexed: 12/28/2022]
Abstract
BACKGROUND Cyclin E1 (CCNE1) is a potential predictive marker and therapeutic target in tubo-ovarian high-grade serous carcinoma (HGSC). Smaller studies have revealed unfavorable associations for CCNE1 amplification and CCNE1 overexpression with survival, but to date no large-scale, histotype-specific validation has been performed. The hypothesis was that high-level amplification of CCNE1 and CCNE1 overexpression, as well as a combination of the two, are linked to shorter overall survival in HGSC. METHODS Within the Ovarian Tumor Tissue Analysis consortium, amplification status and protein level in 3029 HGSC cases and mRNA expression in 2419 samples were investigated. RESULTS High-level amplification (>8 copies by chromogenic in situ hybridization) was found in 8.6% of HGSC and overexpression (>60% with at least 5% demonstrating strong intensity by immunohistochemistry) was found in 22.4%. CCNE1 high-level amplification and overexpression both were linked to shorter overall survival in multivariate survival analysis adjusted for age and stage, with hazard stratification by study (hazard ratio [HR], 1.26; 95% CI, 1.08-1.47, p = .034, and HR, 1.18; 95% CI, 1.05-1.32, p = .015, respectively). This was also true for cases with combined high-level amplification/overexpression (HR, 1.26; 95% CI, 1.09-1.47, p = .033). CCNE1 mRNA expression was not associated with overall survival (HR, 1.00 per 1-SD increase; 95% CI, 0.94-1.06; p = .58). CCNE1 high-level amplification is mutually exclusive with the presence of germline BRCA1/2 pathogenic variants and shows an inverse association to RB1 loss. CONCLUSION This study provides large-scale validation that CCNE1 high-level amplification is associated with shorter survival, supporting its utility as a prognostic biomarker in HGSC.
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Affiliation(s)
- Eun‐Young Kang
- Department of Pathology and Laboratory MedicineUniversity of CalgaryFoothills Medical CenterCalgaryAlbertaCanada
| | - Ashley Weir
- School of Clinical MedicineUNSW Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
- Adult Cancer ProgramLowy Cancer Research CentreUniversity of NSW SydneySydneyNew South WalesAustralia
- The Walter and Eliza Hall Institute of Medical ResearchParkvilleVictoriaAustralia
| | - Nicola S. Meagher
- School of Clinical MedicineUNSW Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
- The Daffodil CentreThe University of SydneyA Joint Venture With Cancer Council NSWSydneyNew South WalesAustralia
| | - Kyo Farrington
- Department of Pathology and Laboratory MedicineUniversity of CalgaryFoothills Medical CenterCalgaryAlbertaCanada
| | - Gregg S. Nelson
- Department of OncologyDivision of Gynecologic OncologyCumming School of MedicineUniversity of CalgaryCalgaryAlbertaCanada
| | - Prafull Ghatage
- Department of OncologyDivision of Gynecologic OncologyCumming School of MedicineUniversity of CalgaryCalgaryAlbertaCanada
| | - Cheng‐Han Lee
- Department of Pathology and Laboratory MedicineUniversity of AlbertaEdmontonAlbertaCanada
| | - Marjorie J. Riggan
- Department of Obstetrics and GynecologyDivision of Gynecologic OncologyDuke University Medical CenterDurhamNorth CarolinaUSA
| | - Adelyn Bolithon
- Adult Cancer ProgramLowy Cancer Research CentreUniversity of NSW SydneySydneyNew South WalesAustralia
- School of Women's and Children's HealthFaculty of Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
| | - Gordana Popovic
- Stats CentralMark Wainwright Analytical CentreUniversity of NSW SydneySydneyNew South WalesAustralia
| | - Betty Leung
- Prince of Wales Clinical SchoolUNSW Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
| | - Katrina Tang
- Department of Anatomical PathologyPrince of Wales HospitalSydneyNew South WalesAustralia
| | - Neil Lambie
- Canterbury Health LaboratoriesChristchurchNew Zealand
| | - Joshua Millstein
- Division of BiostatisticsDepartment of Population and Public Health SciencesKeck School of MedicineUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
| | - Jennifer Alsop
- Department of OncologyCentre for Cancer Genetic EpidemiologyUniversity of CambridgeCambridgeUK
| | - Michael S. Anglesio
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
- British Columbia's Gynecological Cancer Research Team (OVCARE)University of British ColumbiaBC Cancerand Vancouver General HospitalVancouverBritish ColumbiaCanada
| | - Beyhan Ataseven
- Department of Gynecology and Gynecologic OncologyEvangelische Kliniken Essen‐Mitte (KEM)EssenGermany
- Department of Obstetrics and GynecologyLudwig Maximilian University MunichMunichGermany
| | - Ellen Barlow
- Gynaecological Cancer CentreRoyal Hospital for WomenSydneyNew South WalesAustralia
| | - Matthias W. Beckmann
- Department of Gynecology and ObstetricsComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Jessica Berger
- Division of Gynecologic OncologyDepartment of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Christiani Bisinotto
- Department of Gynecology and ObstetricsRibeirão Preto Medical SchoolUniversity of São PauloRibeirão PretoBrazil
| | - Hans Bösmüller
- Institute of Pathology and NeuropathologyTuebingen University HospitalTuebingenGermany
| | - Jessica Boros
- Centre for Cancer ResearchThe Westmead Institute for Medical ResearchUniversity of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Alison H. Brand
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Angela Brooks‐Wilson
- Canada's Michael Smith Genome Sciences CentreBC CancerVancouverBritish ColumbiaCanada
| | - Sara Y. Brucker
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
| | - Michael E. Carney
- Department of Obstetrics and GynecologyJohn A. Burns School of MedicineUniversity of HawaiiHonoluluHawaiiUSA
| | - Yovanni Casablanca
- Uniformed Services of the Health Sciences Gynecologic Cancer Center of ExcellenceBethesdaMarylandUSA
| | | | - Paul A. Cohen
- Department of Gynaecological OncologySt John of God Subiaco HospitalSubiacoWestern AustraliaAustralia
- Division of Obstetrics and GynaecologyMedical SchoolUniversity of Western AustraliaCrawleyWestern AustraliaAustralia
| | - Thomas P. Conrads
- Women's Health Integrated Research CenterInova Health SystemFalls ChurchVirginiaUSA
| | - Linda S. Cook
- EpidemiologySchool of Public HealthUniversity of ColoradoAuroraColoradoUSA
- Community Health SciencesUniversity of CalgaryCalgaryAlbertaCanada
| | - Penny Coulson
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
| | - Madeleine Courtney‐Brooks
- Division of Gynecologic OncologyDepartment of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Daniel W. Cramer
- Obstetrics and Gynecology Epidemiology CenterDepartment of Obstetrics and GynecologyBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
- Department of EpidemiologyHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA
| | - Philip Crowe
- Prince of Wales Clinical SchoolUNSW Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
- Department of SurgeryPrince of Wales Private HospitalRandwickNew South WalesAustralia
| | - Julie M. Cunningham
- Department of Laboratory Medicine and PathologyMayo ClinicRochesterMinnesotaUSA
| | - Cezary Cybulski
- Department of Genetics and PathologyInternational Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - Kathleen M. Darcy
- Gynecologic Cancer Center of ExcellenceDepartment of Gynecologic Surgery and ObstetricsUniformed Services University of the Health SciencesWalter Reed National Military Medical CenterBethesdaMarylandUSA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, IncBethesdaMarylandUSA
| | - Mona A. El‐Bahrawy
- Department of Metabolism, Digestion and ReproductionImperial College LondonHammersmith HospitalLondonUK
| | - Esther Elishaev
- Department of PathologyUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Ramona Erber
- Institute of PathologyComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Rhonda Farrell
- Prince of Wales Private HospitalRandwickNew South WalesAustralia
| | - Sian Fereday
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Anna Fischer
- Institute of Pathology and NeuropathologyTuebingen University HospitalTuebingenGermany
| | - María J. García
- Computational Oncology GroupStructural Biology ProgrammeSpanish National Cancer Research Centre (CNIO)MadridSpain
| | - Simon A. Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics CoreCedars‐Sinai Medical CenterLos AngelesCaliforniaUSA
| | | | - C. Blake Gilks
- Department of Pathology and Laboratory MedicineUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - AOCS Group
- Centre for Cancer ResearchThe Westmead Institute for Medical ResearchUniversity of SydneySydneyNew South WalesAustralia
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- QIMR Berghofer Medical Research InstituteBrisbaneQueenslandAustralia
| | - Marcel Grube
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
| | - Paul R. Harnett
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
- Crown Princess Mary Cancer CentreWestmead HospitalSydneyNew South WalesAustralia
| | - Shariska Petersen Harrington
- Division of Gynecologic OncologyDepartment of Obstetrics and GynecologyThe University of Kansas Medical CenterKansas CityKansasUSA
| | - Philipp Harter
- Department of Gynecology and Gynecologic OncologyEvangelische Kliniken Essen‐Mitte (KEM)EssenGermany
- Department of Gynecology and Gynecological OncologyHSK, Dr. Horst‐Schmidt KlinikWiesbadenWiesbadenGermany
| | - Arndt Hartmann
- Institute of PathologyComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Jonathan L. Hecht
- Department of PathologyBeth Israel Deaconess Medical Center and Harvard Medical SchoolBostonMassachusettsUSA
| | | | - Alexander Hein
- Department of Gynecology and ObstetricsComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Florian Heitz
- Department of Gynecology and Gynecologic OncologyEvangelische Kliniken Essen‐Mitte (KEM)EssenGermany
- Department of Gynecology and Gynecological OncologyHSK, Dr. Horst‐Schmidt KlinikWiesbadenWiesbadenGermany
- Center for PathologyEvangelische Kliniken Essen‐MitteEssenGermany
| | - Joy Hendley
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | | | | | - Sabine Heublein
- Department of Obstetrics and GynecologyUniversity Hospital HeidelbergHeidelbergGermany
| | - Akira Hirasawa
- Department of Clinical Genomic MedicineGraduate School of Medicine, Dentistry and Pharmaceutical SciencesOkayama UniversityOkayamaJapan
| | - Estrid Høgdall
- Department of PathologyHerlev HospitalUniversity of CopenhagenCopenhagenDenmark
| | - Claus K. Høgdall
- Department of GynaecologyRigshospitaletUniversity of CopenhagenCopenhagenDenmark
| | - Hugo M. Horlings
- Division of Molecular PathologyThe Netherlands Cancer InstituteAmsterdamThe Netherlands
| | - David G. Huntsman
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
- Department of Molecular OncologyBC Cancer Research CentreVancouverBritish ColumbiaCanada
| | - Tomasz Huzarski
- Department of Genetics and PathologyInternational Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
- Department of Genetics and PathologyUniversity of Zielona GoraZielona GoraPoland
| | - Andrea Jewell
- Division of Gynecologic OncologyDepartment of Obstetrics and GynecologyThe University of Kansas Medical CenterKansas CityKansasUSA
| | | | - Michael E. Jones
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
| | - Scott H. Kaufmann
- Division of Oncology Research and Department of Molecular Pharmacology & Experimental TherapeuticsMayo ClinicRochesterMinnesotaUSA
| | - Catherine J. Kennedy
- Centre for Cancer ResearchThe Westmead Institute for Medical ResearchUniversity of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Dineo Khabele
- Division of Gynecologic OncologyDepartment of Obstetrics and GynecologyWashington University in St. LouisSt. LouisMissouriUSA
| | | | - Roy F. P. M. Kruitwagen
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtThe Netherlands
- GROW – School for Oncology and ReproductionMaastricht University Medical CenterMaastrichtThe Netherlands
| | - Diether Lambrechts
- Department of Human GeneticsLaboratory for Translational GeneticsKU LeuvenLeuvenBelgium
- VIB Center for Cancer BiologyVIBLeuvenBelgium
| | - Nhu D. Le
- Cancer Control ResearchBC Cancer AgencyVancouverBritish ColumbiaCanada
| | - Marcin Lener
- International Hereditary Cancer CenterDepartment of Genetics and PathologyPomeranian Medical University in SzczecinSzczecinPoland
| | - Jenny Lester
- David Geffen School of MedicineDepartment of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCaliforniaUSA
| | - Yee Leung
- Division of Obstetrics and GynaecologyFaculty of Health and Medical SciencesUniversity of Western AustraliaCrawleyWestern AustraliaAustralia
- Department of Gynaecological OncologyKing Edward Memorial HospitalSubiacoWestern AustraliaAustralia
- Australia New Zealand Gynaecological Oncology GroupCamperdownAustralia
| | - Anna Linder
- Department of Obstetrics and GynecologyInst of Clinical Science, Sahlgrenska Center for Cancer ResearchUniversity of GothenburgGothenburgSweden
| | - Liselore Loverix
- Division of Gynecologic OncologyDepartment of Gynecology and ObstetricsLeuven Cancer InstituteLeuvenBelgium
| | - Jan Lubiński
- Department of Genetics and PathologyInternational Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - Rashna Madan
- Department of Pathology and Laboratory MedicineThe University of Kansas Medical CenterKansas CityKansasUSA
| | | | - Francesmary Modugno
- Division of Gynecologic OncologyDepartment of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of EpidemiologyUniversity of Pittsburgh School of Public HealthPittsburghPennsylvaniaUSA
- Women's Cancer Research CenterMagee‐Womens Research Institute and Hillman Cancer CenterPittsburghPennsylvaniaUSA
| | - Susan L. Neuhausen
- Department of Population SciencesBeckman Research Institute of City of HopeDuarteCaliforniaUSA
| | - Alexander Olawaiye
- Division of Gynecologic OncologyDepartment of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Siel Olbrecht
- Division of Gynecologic OncologyDepartment of Gynecology and ObstetricsLeuven Cancer InstituteLeuvenBelgium
| | - Sandra Orsulic
- David Geffen School of MedicineDepartment of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCaliforniaUSA
| | - José Palacios
- Department of PathologyHospital Ramón y CajalInstituto Ramon y Cajal de Investigación Sanitaria (IRyCIS)CIBERONCUniversidad de AlcaláMadridSpain
| | - Celeste Leigh Pearce
- Department of EpidemiologyUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Malcolm C. Pike
- Department of Epidemiology and BiostatisticsMemorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
- Department of Population Health and Public Health SciencesKeck School of MedicineUniversity of Southern California Norris Comprehensive Cancer CenterLos AngelesCaliforniaUSA
| | - Carmel M. Quinn
- The Health Precincts BiobankUNSW Biospecimen ServicesMark Wainwright Analytical CentreUniversity of NSW SydneySydneyNew South WalesAustralia
| | - Ganendra Raj Mohan
- Department of Gynaecological OncologySt John of God Subiaco HospitalSubiacoWestern AustraliaAustralia
- Department of Gynaecological OncologyKing Edward Memorial HospitalSubiacoWestern AustraliaAustralia
| | - Cristina Rodríguez‐Antona
- Hereditary Endocrine Cancer GroupSpanish National Cancer Research Center (CNIO)MadridSpain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER)Instituto de Salud Carlos IIIMadridSpain
| | - Matthias Ruebner
- Department of Gynecology and ObstetricsComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Andy Ryan
- MRC Clinical Trials UnitInstitute of Clinical Trials & MethodologyUniversity College LondonLondonUK
- Women's CancerInstitute for Women's HealthUniversity College LondonLondonUK
| | - Stuart G. Salfinger
- Department of Gynaecological OncologySt John of God Subiaco HospitalSubiacoWestern AustraliaAustralia
| | - Naoko Sasamoto
- Obstetrics and Gynecology Epidemiology CenterDepartment of Obstetrics and GynecologyBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Joellen M. Schildkraut
- Department of EpidemiologyRollins School of Public HealthEmory UniversityAtlantaGeorgiaUSA
| | | | - Mitul Shah
- Department of OncologyCentre for Cancer Genetic EpidemiologyUniversity of CambridgeCambridgeUK
| | - Raghwa Sharma
- Tissue Pathology and Diagnostic OncologyWestmead HospitalSydneyNew South WalesAustralia
| | | | - Naveena Singh
- Department of PathologyBarts Health National Health Service TrustLondonUK
| | - Gabe S. Sonke
- Department of Medical OncologyThe Netherlands Cancer Institute ‐ Antoni van Leeuwenhoek HospitalAmsterdamThe Netherlands
| | - Linda Steele
- Department of Population SciencesBeckman Research Institute of City of HopeDuarteCaliforniaUSA
| | - Colin J. R. Stewart
- School for Women's and Infants' HealthUniversity of Western AustraliaPerthAustralia
| | - Karin Sundfeldt
- Department of Obstetrics and GynecologyInst of Clinical Science, Sahlgrenska Center for Cancer ResearchUniversity of GothenburgGothenburgSweden
| | - Anthony J. Swerdlow
- Division of Genetics and EpidemiologyThe Institute of Cancer ResearchLondonUK
- Division of Breast Cancer ResearchThe Institute of Cancer ResearchLondonUK
| | - Aline Talhouk
- Department of Obstetrics and GynecologyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
- British Columbia's Gynecological Cancer Research Team (OVCARE)University of British ColumbiaBC Cancerand Vancouver General HospitalVancouverBritish ColumbiaCanada
| | - Adeline Tan
- Division of Obstetrics and GynaecologyFaculty of Health and Medical SciencesUniversity of Western AustraliaCrawleyWestern AustraliaAustralia
- Gynaepath WAClinipath (Sonic Healthcare)Osbourne ParkAustralia
| | - Sarah E. Taylor
- Division of Gynecologic OncologyDepartment of Obstetrics, Gynecology and Reproductive SciencesUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Kathryn L. Terry
- Obstetrics and Gynecology Epidemiology CenterDepartment of Obstetrics and GynecologyBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
- Department of EpidemiologyHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA
| | - Aleksandra Tołoczko
- Department of Genetics and PathologyPomeranian Medical UniversitySzczecinPoland
| | - Nadia Traficante
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Koen K. Van de Vijver
- Department of PathologyGhent University HospitalCancer Research Institute Ghent (CRIG)GhentBelgium
- Department of PathologyAntwerp University HospitalAntwerpBelgium
| | - Maaike A. van der Aa
- Department of ResearchNetherlands Comprehensive Cancer Organization (IKNL)UtrechtThe Netherlands
| | - Toon Van Gorp
- Division of Gynecologic OncologyDepartment of Gynecology and ObstetricsLeuven Cancer InstituteLeuvenBelgium
| | - Els Van Nieuwenhuysen
- Division of Gynecologic OncologyDepartment of Gynecology and ObstetricsLeuven Cancer InstituteLeuvenBelgium
| | - Lilian van‐Wagensveld
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtThe Netherlands
- GROW – School for Oncology and ReproductionMaastricht University Medical CenterMaastrichtThe Netherlands
- Department of ResearchNetherlands Comprehensive Cancer Organization (IKNL)UtrechtThe Netherlands
| | - Ignace Vergote
- Division of Gynecologic OncologyDepartment of Gynecology and ObstetricsLeuven Cancer InstituteLeuvenBelgium
| | - Robert A. Vierkant
- Department of Quantitative Health SciencesDivision of Clinical Trials and BiostatisticsMayo ClinicRochesterMinnesotaUSA
| | - Chen Wang
- Department of Quantitative Health SciencesDivision of Computational BiologyMayo ClinicRochesterMinnesotaUSA
| | | | - Stacey J. Winham
- Department of Quantitative Health SciencesDivision of Computational BiologyMayo ClinicRochesterMinnesotaUSA
| | - Anna H. Wu
- Department of Population Health and Public Health SciencesKeck School of MedicineUniversity of Southern California Norris Comprehensive Cancer CenterLos AngelesCaliforniaUSA
| | - Javier Benitez
- Centre for Biomedical Network Research on Rare Diseases (CIBERER)Instituto de Salud Carlos IIIMadridSpain
- Human Genetics GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
| | - Andrew Berchuck
- Department of Obstetrics and GynecologyDivision of Gynecologic OncologyDuke University Medical CenterDurhamNorth CarolinaUSA
| | | | - Anna DeFazio
- The Daffodil CentreThe University of SydneyA Joint Venture With Cancer Council NSWSydneyNew South WalesAustralia
- Centre for Cancer ResearchThe Westmead Institute for Medical ResearchUniversity of SydneySydneyNew South WalesAustralia
- Department of Gynaecological OncologyWestmead HospitalSydneyNew South WalesAustralia
- Discipline of Obstetrics and GynaecologyThe University of SydneySydneyNew South WalesAustralia
| | - Peter A. Fasching
- Department of Gynecology and ObstetricsComprehensive Cancer Center Erlangen‐EMNFriedrich‐Alexander University Erlangen‐NurembergUniversity Hospital ErlangenErlangenGermany
| | - Ellen L. Goode
- Department of Quantitative Health SciencesDivision of EpidemiologyMayo ClinicRochesterMinnesotaUSA
| | - Marc T. Goodman
- Cancer Prevention and Control ProgramCedars‐Sinai CancerCedars‐Sinai Medical CenterLos AngelesCaliforniaUSA
| | - Jacek Gronwald
- Department of Genetics and PathologyInternational Hereditary Cancer CenterPomeranian Medical UniversitySzczecinPoland
| | - Beth Y. Karlan
- David Geffen School of MedicineDepartment of Obstetrics and GynecologyUniversity of California at Los AngelesLos AngelesCaliforniaUSA
| | - Stefan Kommoss
- Department of Women's HealthTuebingen University HospitalTuebingenGermany
| | - Usha Menon
- MRC Clinical Trials UnitInstitute of Clinical Trials & MethodologyUniversity College LondonLondonUK
| | - Hans‐Peter Sinn
- Institute of PathologyHeidelberg University HospitalHeidelbergGermany
| | - Annette Staebler
- Institute of Pathology and NeuropathologyTuebingen University HospitalTuebingenGermany
| | - James D. Brenton
- Cancer Research UK Cambridge InstituteUniversity of CambridgeCambridgeUK
| | - David D. Bowtell
- Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneParkvilleVictoriaAustralia
| | - Paul D. P. Pharoah
- Department of OncologyCentre for Cancer Genetic EpidemiologyUniversity of CambridgeCambridgeUK
- Department of Public Health and Primary CareCentre for Cancer Genetic EpidemiologyUniversity of CambridgeCambridgeUK
| | - Susan J. Ramus
- School of Clinical MedicineUNSW Medicine and HealthUniversity of NSW SydneySydneyNew South WalesAustralia
- Adult Cancer ProgramLowy Cancer Research CentreUniversity of NSW SydneySydneyNew South WalesAustralia
| | - Martin Köbel
- Department of Pathology and Laboratory MedicineUniversity of CalgaryFoothills Medical CenterCalgaryAlbertaCanada
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15
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Schildkraut JM, Johnson C, Dempsey LF, Qin B, Terry P, Akonde M, Peters ES, Mandle H, Cote ML, Peres L, Moorman P, Schwartz AG, Epstein M, Marks J, Bondy M, Lawson AB, Alberg AJ, Bandera EV. Survival of epithelial ovarian cancer in Black women: a society to cell approach in the African American cancer epidemiology study (AACES). Cancer Causes Control 2023; 34:251-265. [PMID: 36520244 PMCID: PMC9753020 DOI: 10.1007/s10552-022-01660-0] [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] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 12/05/2022] [Indexed: 12/23/2022]
Abstract
PURPOSE The causes for the survival disparity among Black women with epithelial ovarian cancer (EOC) are likely multi-factorial. Here we describe the African American Cancer Epidemiology Study (AACES), the largest cohort of Black women with EOC. METHODS AACES phase 2 (enrolled 2020 onward) is a multi-site, population-based study focused on overall survival (OS) of EOC. Rapid case ascertainment is used in ongoing patient recruitment in eight U.S. states, both northern and southern. Data collection is composed of a survey, biospecimens, and medical record abstraction. Results characterizing the survival experience of the phase 1 study population (enrolled 2010-2015) are presented. RESULTS Thus far, ~ 650 patients with EOC have been enrolled in the AACES. The five-year OS of AACES participants approximates those of Black women in the Surveillance Epidemiology and End Results (SEER) registry who survive at least 10-month past diagnosis and is worse compared to white women in SEER, 49 vs. 60%, respectively. A high proportion of women in AACES have low levels of household income (45% < $25,000 annually), education (51% ≤ high school education), and insurance coverage (32% uninsured or Medicaid). Those followed annually differ from those without follow-up with higher levels of localized disease (28 vs 24%) and higher levels of optimal debulking status (73 vs 67%). CONCLUSION AACES is well positioned to evaluate the contribution of social determinants of health to the poor survival of Black women with EOC and advance understanding of the multi-factorial causes of the ovarian cancer survival disparity in Black women.
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Affiliation(s)
- Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA.
| | - Courtney Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Lauren F Dempsey
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Bo Qin
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Paul Terry
- Department of Medicine, University of Tennessee Medical Center-Knoxville, Knoxville, TN, USA
| | - Maxwell Akonde
- Department of Medicine, University of Tennessee Medical Center-Knoxville, Knoxville, TN, USA
| | - Edward S Peters
- Department of Epidemiology, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Hannah Mandle
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Michele L Cote
- Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indiana University, Indianapolis, IN, USA
| | - Lauren Peres
- Department of Cancer Epidemiology, H. Lee Moffit Cancer Center and Research Institute, Tampa, FL, USA
| | - Patricia Moorman
- Department of Family Medicine and Community Health, Duke University School of Medicine, Durham, NC, USA
| | - Ann G Schwartz
- Department of Oncology, Karmanos Cancer Institute, Wayne State University School of Medicine, Detroit, MI, USA
| | - Michael Epstein
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Jeffrey Marks
- Department of Surgery, Duke University School of Medicine, Durham, NC, USA
| | - Melissa Bondy
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
| | - Andrew B Lawson
- Department of Public Health Sciences, College of Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Anthony J Alberg
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
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16
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Hurwitz LM, Webb PM, Jordan SJ, Doherty JA, Harris HR, Goodman MT, Shvetsov YB, Modugno F, Moysich KB, Schildkraut JM, Berchuck A, Anton-Culver H, Ziogas A, Menon U, Ramus SJ, Wu AH, Pearce CL, Wentzensen N, Tworoger SS, Pharoah PDP, Trabert B. Association of Frequent Aspirin Use With Ovarian Cancer Risk According to Genetic Susceptibility. JAMA Netw Open 2023; 6:e230666. [PMID: 36826816 PMCID: PMC9958519 DOI: 10.1001/jamanetworkopen.2023.0666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 12/20/2022] [Indexed: 02/25/2023] Open
Abstract
Importance Frequent aspirin use is associated with reduced ovarian cancer risk, but it is unknown whether genetic factors modify this association. Understanding effect modifiers is important given that any use of aspirin for ovarian cancer chemoprevention will likely need to focus on specific higher-risk subgroups. Objective To evaluate whether the association between frequent aspirin use and ovarian cancer is modified by a polygenic score (PGS) for nonmucinous ovarian cancer. Design, Setting, and Participants We pooled individual-level data from 8 population-based case-control studies from the Ovarian Cancer Association Consortium conducted in the US, UK, and Australia between 1995 and 2009. We included case patients and control participants with both genetic data and data on frequent aspirin use. Case patients with mucinous ovarian cancer were excluded. Data were analyzed between November 1, 2021, and July 31, 2022. Exposures Frequent aspirin use, defined as daily or almost daily use for 6 months or longer. Main Outcomes and Measures The main outcome was nonmucinous epithelial ovarian cancer. We used logistic regression to estimate odds ratios (ORs) and 95% CIs and likelihood ratio tests to investigate effect modification by the PGS. Results There were 4476 case patients with nonmucinous ovarian cancer and 6659 control participants included in this analysis. At study enrollment, the median (IQR) age was 58 (50-66) years for case patients and 57 (49-65) years for control participants. Case patients and control participants self-reported that they were Black (122 [3%] vs 218 [3%]), White (3995 [89%] vs 5851 [88%]), or of other race and ethnicity (348 [8%] vs 580 [9%]; race and ethnicity were unknown for 11 [0%] vs 10 [0%]). There were 575 case patients (13%) and 1030 control participants (15%) who reported frequent aspirin use. The 13% reduction in ovarian cancer risk associated with frequent aspirin use (OR, 0.87 [95% CI, 0.76-0.99]) was not modified by the PGS. Consistent ORs were observed among individuals with a PGS less than (0.85 [0.70-1.02]) and greater than (0.86 [0.74-1.01]) the median. Results were similar by histotype. Conclusions and Relevance The findings of this study suggest that genetic susceptibility to ovarian cancer based on currently identified common genetic variants does not appear to modify the protective association between frequent aspirin use and ovarian cancer risk. Future work should continue to explore the role of aspirin use for ovarian cancer prevention among individuals who are at higher risk for ovarian cancer.
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Affiliation(s)
- Lauren M. Hurwitz
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, Maryland
| | - Penelope M. Webb
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Public Health, University of Queensland, Brisbane, Queensland, Australia
| | - Susan J. Jordan
- School of Public Health, University of Queensland, Brisbane, Queensland, Australia
| | - Jennifer A. Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
- Department of Epidemiology, School of Public Health, University of Washington, Seattle
| | - Marc T. Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California
| | - Yurii B. Shvetsov
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu
| | - Francesmary Modugno
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
- Women’s Cancer Research Program, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania
| | - Kirsten B. Moysich
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Joellen M. Schildkraut
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University Medical Center, Durham, North Carolina
| | | | - Argyrios Ziogas
- Department of Epidemiology, University of California, Irvine
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, United Kingdom
| | - Susan J. Ramus
- School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales, Sydney, Australia
| | - Anna H. Wu
- Keck School of Medicine, Department of Population and Public Health Sciences, University of Southern California, Los Angeles
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor
| | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, Maryland
| | - Shelley S. Tworoger
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Paul D. P. Pharoah
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, United Kingdom
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Britton Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, Maryland
- Huntsman Cancer Institute, Department of Obstetrics and Gynecology, University of Utah, Salt Lake City
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17
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Phung MT, Webb PM, DeFazio A, Fereday S, Lee AW, Bowtell DDL, Fasching PA, Goode EL, Goodman MT, Karlan BY, Lester J, Matsuo K, Modugno F, Brenton JD, Van Gorp T, Pharoah PDP, Schildkraut JM, McLean K, Meza R, Mukherjee B, Richardson J, Grout B, Chase A, McKinnon Deurloo C, Terry KL, Hanley GE, Pike MC, Berchuck A, Ramus SJ, Pearce CL. Lifestyle and personal factors associated with having macroscopic residual disease after ovarian cancer primary cytoreductive surgery. Gynecol Oncol 2023; 168:68-75. [PMID: 36401943 PMCID: PMC10398872 DOI: 10.1016/j.ygyno.2022.10.018] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 10/17/2022] [Accepted: 10/24/2022] [Indexed: 11/18/2022]
Abstract
OBJECTIVE The presence of macroscopic residual disease after primary cytoreductive surgery (PCS) is an important factor influencing survival for patients with high-grade serous ovarian cancer (HGSC). More research is needed to identify factors associated with having macroscopic residual disease. We analyzed 12 lifestyle and personal exposures known to be related to ovarian cancer risk or inflammation to identify those associated with having residual disease after surgery. METHODS This analysis used data on 2054 patients with advanced stage HGSC from the Ovarian Cancer Association Consortium. The exposures were body mass index, breastfeeding, oral contraceptive use, depot-medroxyprogesterone acetate use, endometriosis, first-degree family history of ovarian cancer, incomplete pregnancy, menopausal hormone therapy use, menopausal status, parity, smoking, and tubal ligation. Logistic regression models were fit to assess the association between these exposures and having residual disease following PCS. RESULTS Menopausal estrogen-only therapy (ET) use was associated with 33% lower odds of having macroscopic residual disease compared to never use (OR = 0.67, 95%CI 0.46-0.97, p = 0.033). Compared to nulliparous women, parous women who did not breastfeed had 36% lower odds of having residual disease (OR = 0.64, 95%CI 0.43-0.94, p = 0.022), while there was no association among parous women who breastfed (OR = 0.90, 95%CI 0.65-1.25, p = 0.53). CONCLUSIONS The association between ET and having no macroscopic residual disease is plausible given a strong underlying biologic hypothesis between this exposure and diagnosis with HGSC. If this or the parity finding is replicated, these factors could be included in risk stratification models to determine whether HGSC patients should receive PCS or neoadjuvant chemotherapy.
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Affiliation(s)
- Minh Tung Phung
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Penelope M Webb
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Anna DeFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia; The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, NSW, Australia
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, Australia
| | - Alice W Lee
- Department of Public Health, California State University, Fullerton, Fullerton, CA, USA
| | - David D L Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Peter A Fasching
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, California, USA; Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Marc T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA; Community and Population Health Research Institute, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, 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
| | - Keitaro Matsuo
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, Japan
| | - Francesmary Modugno
- Women's Cancer Research Center, Magee-Women's 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; Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburg, PA, USA
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Toon Van Gorp
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, University Hospital Leuven, Leuven Cancer Institute, Leuven, Belgium
| | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK; Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | | | - Karen McLean
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Rafael Meza
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA; Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Bhramar Mukherjee
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA; Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Jean Richardson
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Patient Advocate
| | | | | | | | - Kathryn L Terry
- Department of Epidemiology, Harvard TH 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
| | - Gillian E Hanley
- University of British Columbia Faculty of Medicine, Department of Obstetrics & Gynecology, Vancouver, Canada
| | - Malcolm C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University School of Medicine, Durham, NC, USA
| | - Susan J Ramus
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW, Sydney, New South Wales, Australia; Adult Cancer Program, Lowy Cancer Research Centre, University of NSW, Sydney, New South Wales, Australia
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA.
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18
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Weir A, Kang EY, Meagher NS, Nelson GS, Ghatage P, Lee CH, Riggan MJ, Gentry-Maharaj A, Ryan A, Singh N, Widschwendter M, Alsop J, Anglesio MS, Beckmann MW, Berger J, Bisinotto C, Boros J, Brand AH, Brenton JD, Brooks-Wilson A, Carney ME, Cunningham JM, Cushing-Haugen KL, Cybulski C, Elishaev E, Erber R, Fereday S, Fischer A, Paz-Ares L, Gayarre J, Gilks BC, Grube M, Harnett PR, Harris HR, Hartmann A, Hein A, Hendley J, Hernandez BY, Heublein S, Huang Y, Huzarski T, Jakubowska A, Jimenez-Linan M, Kennedy CJ, Kommoss FKF, Koziak JM, Kraemer B, Le ND, Lesnock J, Lester J, Lubiński J, Menkiszak J, Ney B, Olawaiye A, Orsulic S, Osorio A, Robles-Díaz L, Ruebner M, Shah M, Sharma R, Shvetsov YB, Steed H, Talhouk A, Taylor SE, Traficante N, Vierkant RA, Wang C, Wilkens LR, Winham SJ, Benitez J, Berchuck A, Bowtell DD, Candido Dos Reis FJ, Cook LS, DeFazio A, Doherty JA, Fasching PA, García MJ, Goode EL, Goodman MT, Gronwald J, Huntsman DG, Karlan BY, Kommoss S, Modugno F, Schildkraut JM, Sinn HP, Staebler A, Kelemen LE, Ford CE, Menon U, Pharoah PDP, Köbel M, Ramus SJ. Increased FOXJ1 protein expression is associated with improved overall survival in high-grade serous ovarian carcinoma: an Ovarian Tumor Tissue Analysis Consortium Study. Br J Cancer 2023; 128:137-147. [PMID: 36323878 DOI: 10.1038/s41416-022-02014-y] [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: 01/25/2022] [Revised: 09/01/2022] [Accepted: 10/04/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND Recently, we showed a >60% difference in 5-year survival for patients with tubo-ovarian high-grade serous carcinoma (HGSC) when stratified by a 101-gene mRNA expression prognostic signature. Given the varied patient outcomes, this study aimed to translate prognostic mRNA markers into protein expression assays by immunohistochemistry and validate their survival association in HGSC. METHODS Two prognostic genes, FOXJ1 and GMNN, were selected based on high-quality antibodies, correlation with protein expression and variation in immunohistochemical scores in a preliminary cohort (n = 134 and n = 80, respectively). Six thousand four hundred and thirty-four (FOXJ1) and 5470 (GMNN) formalin-fixed, paraffin-embedded ovarian neoplasms (4634 and 4185 HGSC, respectively) represented on tissue microarrays from the Ovarian Tumor Tissue Analysis consortium underwent immunohistochemical staining and scoring, then univariate and multivariate survival analysis. RESULTS Consistent with mRNA, FOXJ1 protein expression exhibited a linear, increasing association with improved overall survival in HGSC patients. Women with >50% expression had the most favourable outcomes (HR = 0.78, 95% CI 0.67-0.91, p < 0.0001). GMNN protein expression was not significantly associated with overall HSGC patient survival. However, HGSCs with >35% GMNN expression showed a trend for better outcomes, though this was not significant. CONCLUSION We provide foundational evidence for the prognostic value of FOXJ1 in HGSC, validating the prior mRNA-based prognostic association by immunohistochemistry.
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Affiliation(s)
- Ashley Weir
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Eun-Young Kang
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Nicola S Meagher
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, NSW, Australia
| | - Gregg S Nelson
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Prafull Ghatage
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Cheng-Han Lee
- Department of Pathology and Laboratory Medicine, University of Alberta, Edmonton, AB, Canada
| | - Marjorie J Riggan
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Andy Ryan
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
- Women's Cancer, Institute for Women's Health, University College London, London, UK
| | - Naveena Singh
- Department of Pathology, Barts Health National Health Service Trust, London, UK
| | | | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Michael S Anglesio
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- British Columbia's Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, BC, Canada
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Jessica Berger
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Christiani Bisinotto
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Jessica Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, University of Sydney, Sydney, NSW, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, NSW, Australia
| | - Alison H Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, NSW, Australia
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Michael E Carney
- Department of Obstetrics and Gynecology, John A. Burns School of Medicine, University of Hawaii, Honolulu, HI, USA
| | - Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Kara L Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Cezary Cybulski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Ramona Erber
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC, Australia
| | - Anna Fischer
- Institute of Pathology and Neuropathology, Tuebingen University Hospital, Tuebingen, Germany
| | - Luis Paz-Ares
- H12O-CNIO Lung Cancer Clinical Research Unit, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Oncology Department, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Javier Gayarre
- Human Genetics Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Blake C Gilks
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Marcel Grube
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - Paul R Harnett
- The University of Sydney, Sydney, NSW, Australia
- Crown Princess Mary Cancer Centre, Westmead Hospital, Sydney, NSW, Australia
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Arndt Hartmann
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Alexander Hein
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Joy Hendley
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | | | - Sabine Heublein
- Department of Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany
| | - Yajue Huang
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Tomasz Huzarski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
- Department of Genetics and Pathology, University of Zielona Gora, Zielona Gora, Poland
| | - Anna Jakubowska
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
- Pomeranian Medical University, Independent Laboratory of Molecular Biology and Genetic Diagnostics, Szczecin, Poland
| | | | - Catherine J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, University of Sydney, Sydney, NSW, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, NSW, Australia
| | - Felix K F Kommoss
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Bernhard Kraemer
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - Nhu D Le
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - Jaime Lesnock
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Jan Lubiński
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Janusz Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - Britta Ney
- Institute of Pathology and Neuropathology, Tuebingen University Hospital, Tuebingen, Germany
| | - Alexander Olawaiye
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Ana Osorio
- Human Genetics Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Luis Robles-Díaz
- Familial Cancer Unit and Medical Oncology Department, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Mitul Shah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Raghwa Sharma
- Tissue Pathology and Diagnostic Oncology, Westmead Hospital, Sydney, NSW, Australia
| | | | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Alberta, Edmonton, AB, Canada
- Section of Gynecologic Oncology Surgery, North Zone, Alberta Health Services, Edmonton, AB, Canada
| | - Aline Talhouk
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- British Columbia's Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, BC, Canada
| | - Sarah E Taylor
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Nadia Traficante
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC, Australia
| | - Robert A Vierkant
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Chen Wang
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | | | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Javier Benitez
- Human Genetics Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - David D Bowtell
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC, Australia
| | - Francisco J Candido Dos Reis
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Linda S Cook
- Epidemiology, School of Public Health, University of Colorado, Aurora, CO, USA
- Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Anna DeFazio
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, NSW, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, University of Sydney, Sydney, NSW, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, NSW, Australia
| | - Jennifer A Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - María J García
- Computational Oncology Group, Structural Biology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Marc T Goodman
- Cancer Prevention and Control Program, Cedars-Sinai Cancer, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jacek Gronwald
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - David G Huntsman
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC, Canada
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Stefan Kommoss
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - Francesmary Modugno
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA
- Women's Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Hans-Peter Sinn
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Annette Staebler
- Institute of Pathology and Neuropathology, Tuebingen University Hospital, Tuebingen, Germany
| | - Linda E Kelemen
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, USA
| | - Caroline E Ford
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
- School of Women's and Children's Health, Faculty of Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Susan J Ramus
- School of Clinical Medicine, UNSW Medicine and Health, University of NSW Sydney, Sydney, NSW, Australia.
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia.
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19
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Hurwitz LM, Townsend MK, Jordan SJ, Patel AV, Teras LR, Lacey JV, Doherty JA, Harris HR, Goodman MT, Shvetsov YB, Modugno F, Moysich KB, Robien K, Prizment A, Schildkraut JM, Berchuck A, Fortner RT, Chan AT, Wentzensen N, Hartge P, Sandler DP, O'Brien KM, Anton-Culver H, Ziogas A, Menon U, Ramus SJ, Pearce CL, Wu AH, White E, Peters U, Webb PM, Tworoger SS, Trabert B. Modification of the Association Between Frequent Aspirin Use and Ovarian Cancer Risk: A Meta-Analysis Using Individual-Level Data From Two Ovarian Cancer Consortia. J Clin Oncol 2022; 40:4207-4217. [PMID: 35867953 PMCID: PMC9916035 DOI: 10.1200/jco.21.01900] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [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: 08/04/2021] [Revised: 03/31/2022] [Accepted: 06/17/2022] [Indexed: 12/24/2022] Open
Abstract
PURPOSE Frequent aspirin use has been associated with reduced ovarian cancer risk, but no study has comprehensively assessed for effect modification. We leveraged harmonized, individual-level data from 17 studies to examine the association between frequent aspirin use and ovarian cancer risk, overall and across subgroups of women with other ovarian cancer risk factors. METHODS Nine cohort studies from the Ovarian Cancer Cohort Consortium (n = 2,600 cases) and eight case-control studies from the Ovarian Cancer Association Consortium (n = 5,726 cases) were included. We used Cox regression and logistic regression to assess study-specific associations between frequent aspirin use (≥ 6 days/week) and ovarian cancer risk and combined study-specific estimates using random-effects meta-analysis. We conducted analyses within subgroups defined by individual ovarian cancer risk factors (endometriosis, obesity, family history of breast/ovarian cancer, nulliparity, oral contraceptive use, and tubal ligation) and by number of risk factors (0, 1, and ≥ 2). RESULTS Overall, frequent aspirin use was associated with a 13% reduction in ovarian cancer risk (95% CI, 6 to 20), with no significant heterogeneity by study design (P = .48) or histotype (P = .60). Although no association was observed among women with endometriosis, consistent risk reductions were observed among all other subgroups defined by ovarian cancer risk factors (relative risks ranging from 0.79 to 0.93, all P-heterogeneity > .05), including women with ≥ 2 risk factors (relative risk, 0.81; 95% CI, 0.73 to 0.90). CONCLUSION This study, the largest to-date on aspirin use and ovarian cancer, provides evidence that frequent aspirin use is associated with lower ovarian cancer risk regardless of the presence of most other ovarian cancer risk factors. Risk reductions were also observed among women with multiple risk factors, providing proof of principle that chemoprevention programs with frequent aspirin use could target higher-risk subgroups.
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Affiliation(s)
- Lauren M. Hurwitz
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD
| | - Mary K. Townsend
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Susan J. Jordan
- School of Public Health, University of Queensland, Brisbane, Queensland, Australia
| | - Alpa V. Patel
- Department of Population Science, American Cancer Society, Atlanta, GA
| | - Lauren R. Teras
- Department of Population Science, American Cancer Society, Atlanta, GA
| | - James V. Lacey
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope Comprehensive Cancer Center, Duarte, CA
| | - Jennifer A. Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Marc T. Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Yurii B. Shvetsov
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Francesmary Modugno
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA
| | - Kirsten B. Moysich
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY
| | - Kim Robien
- Department of Exercise and Nutrition Sciences, Milken Institute School of Public Health, George Washington University, Washington, DC
| | - Anna Prizment
- Division of Hematology, Oncology and Transplantation, University of Minnesota Masonic Cancer Center, University of Minnesota, Minneapolis, MN
| | - Joellen M. Schildkraut
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University Medical Center, Durham, NC
| | - Renée T. Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andrew T. Chan
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Boston, MA
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA
| | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD
| | - Patricia Hartge
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD
| | - Dale P. Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, NC
| | - Katie M. O'Brien
- Epidemiology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, NC
| | - Hoda Anton-Culver
- Department of Epidemiology, University of California Irvine, Irvine, CA
| | - Argyrios Ziogas
- Department of Epidemiology, University of California Irvine, Irvine, CA
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology, University College London, London, UK
| | - Susan J. Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI
| | - Anna H. Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Emily White
- Cancer Prevention Program, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Ulrike Peters
- Cancer Prevention Program, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Penelope M. Webb
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Shelley S. Tworoger
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Britton Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD
- Department of Obstetrics and Gynecology, University of Utah, Huntsman Cancer Institute, Salt Lake City, UT
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20
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Meagher NS, Gorringe KL, Wakefield M, Bolithon A, Pang CNI, Chiu DS, Anglesio MS, Mallitt KA, Doherty JA, Harris HR, Schildkraut JM, Berchuck A, Cushing-Haugen KL, Chezar K, Chou A, Tan A, Alsop J, Barlow E, Beckmann MW, Boros J, Bowtell DD, Brand AH, Brenton JD, Campbell I, Cheasley D, Cohen J, Cybulski C, Elishaev E, Erber R, Farrell R, Fischer A, Fu Z, Gilks B, Gill AJ, Gourley C, Grube M, Harnett PR, Hartmann A, Hettiaratchi A, Høgdall CK, Huzarski T, Jakubowska A, Jimenez-Linan M, Kennedy CJ, Kim BG, Kim JW, Kim JH, Klett K, Koziak JM, Lai T, Laslavic A, Lester J, Leung Y, Li N, Liauw W, Lim BW, Linder A, Lubiński J, Mahale S, Mateoiu C, McInerny S, Menkiszak J, Minoo P, Mittelstadt S, Morris D, Orsulic S, Park SY, Pearce CL, Pearson JV, Pike MC, Quinn CM, Mohan GR, Rao J, Riggan MJ, Ruebner M, Salfinger S, Scott CL, Shah M, Steed H, Stewart CJ, Subramanian D, Sung S, Tang K, Timpson P, Ward RL, Wiedenhoefer R, Thorne H, Cohen PA, Crowe P, Fasching PA, Gronwald J, Hawkins NJ, Høgdall E, Huntsman DG, James PA, Karlan BY, Kelemen LE, Kommoss S, Konecny GE, Modugno F, Park SK, Staebler A, Sundfeldt K, Wu AH, Talhouk A, Pharoah PD, Anderson L, DeFazio A, Köbel M, Friedlander ML, Ramus SJ. Gene-Expression Profiling of Mucinous Ovarian Tumors and Comparison with Upper and Lower Gastrointestinal Tumors Identifies Markers Associated with Adverse Outcomes. Clin Cancer Res 2022; 28:5383-5395. [PMID: 36222710 PMCID: PMC9751776 DOI: 10.1158/1078-0432.ccr-22-1206] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 07/22/2022] [Accepted: 10/05/2022] [Indexed: 01/24/2023]
Abstract
PURPOSE Advanced-stage mucinous ovarian carcinoma (MOC) has poor chemotherapy response and prognosis and lacks biomarkers to aid stage I adjuvant treatment. Differentiating primary MOC from gastrointestinal (GI) metastases to the ovary is also challenging due to phenotypic similarities. Clinicopathologic and gene-expression data were analyzed to identify prognostic and diagnostic features. EXPERIMENTAL DESIGN Discovery analyses selected 19 genes with prognostic/diagnostic potential. Validation was performed through the Ovarian Tumor Tissue Analysis consortium and GI cancer biobanks comprising 604 patients with MOC (n = 333), mucinous borderline ovarian tumors (MBOT, n = 151), and upper GI (n = 65) and lower GI tumors (n = 55). RESULTS Infiltrative pattern of invasion was associated with decreased overall survival (OS) within 2 years from diagnosis, compared with expansile pattern in stage I MOC [hazard ratio (HR), 2.77; 95% confidence interval (CI), 1.04-7.41, P = 0.042]. Increased expression of THBS2 and TAGLN was associated with shorter OS in MOC patients (HR, 1.25; 95% CI, 1.04-1.51, P = 0.016) and (HR, 1.21; 95% CI, 1.01-1.45, P = 0.043), respectively. ERBB2 (HER2) amplification or high mRNA expression was evident in 64 of 243 (26%) of MOCs, but only 8 of 243 (3%) were also infiltrative (4/39, 10%) or stage III/IV (4/31, 13%). CONCLUSIONS An infiltrative growth pattern infers poor prognosis within 2 years from diagnosis and may help select stage I patients for adjuvant therapy. High expression of THBS2 and TAGLN in MOC confers an adverse prognosis and is upregulated in the infiltrative subtype, which warrants further investigation. Anti-HER2 therapy should be investigated in a subset of patients. MOC samples clustered with upper GI, yet markers to differentiate these entities remain elusive, suggesting similar underlying biology and shared treatment strategies.
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Affiliation(s)
- Nicola S. Meagher
- 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.,Corresponding Authors: Nicola S. Meagher, School of Clinical Medicine, The University of New South Wales, Sydney, NSW 2031, Australia. E-mail: ; and Susan J. Ramus, Level 2, Lowy Cancer Research Centre, UNSW Sydney NSW 2052, Australia. Phone: 61-9385-1720; E-mail:
| | - Kylie L. Gorringe
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Sir Peter MacCallum Department of Medical Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Matthew Wakefield
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Melbourne, Victoria, Australia.,Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Adelyn Bolithon
- 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
| | - Chi Nam Ignatius Pang
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, New South Wales, Australia.,Bioinformatics Unit, Children's Medical Research Institute, Westmead, Sydney, Australia
| | - Derek S. Chiu
- British Columbia's Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Michael S. Anglesio
- British Columbia's Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada.,Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Kylie-Ann Mallitt
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia.,Centre for Big Data Research in Health, University of New South Wales Sydney, Sydney, New South Wales, Australia
| | - Jennifer A. Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, Utah
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington.,Department of Epidemiology, University of Washington, Seattle, Washington
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, North Carolina
| | - Kara L. Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Ksenia Chezar
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Alberta, Canada
| | - Angela Chou
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.,Department of Anatomical Pathology, Royal North Shore Hospital, Sydney, New South Wales, Australia.,The University of Sydney, Sydney, New South Wales, Australia
| | - Adeline Tan
- Division of Obstetrics and Gynaecology, Medical School, University of Western Australia, Crawley, Western Australia, Australia.,Western Women's Pathology, Western Diagnostic Pathology, Wembley, Western Australia, Australia
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Ellen Barlow
- Gynaecological Cancer Centre, Royal Hospital for Women, Sydney, New South Wales, Australia
| | - Matthias W. Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Jessica Boros
- The University of Sydney, Sydney, New South Wales, Australia.,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
| | - David D.L. Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Sir Peter MacCallum Department of Medical Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | | | - Alison H. Brand
- The University of Sydney, Sydney, New South Wales, Australia.,Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - James D. Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Ian Campbell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Sir Peter MacCallum Department of Medical Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Dane Cheasley
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Sir Peter MacCallum Department of Medical Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Joshua Cohen
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Cezary Cybulski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Ramona Erber
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander Universität Erlangen-Nürnberg, University Hospital Erlangen, Erlangen, Germany
| | - Rhonda Farrell
- The University of Sydney, Sydney, New South Wales, Australia.,Prince of Wales Private Hospital, Randwick, New South Wales, Australia
| | - Anna Fischer
- Institute of Pathology and Neuropathology, Tübingen University Hospital, Tübingen, Germany
| | - Zhuxuan Fu
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, Pennsylvania
| | - Blake Gilks
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Anthony J. Gill
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.,Department of Anatomical Pathology, Royal North Shore Hospital, Sydney, New South Wales, Australia.,The University of Sydney, Sydney, New South Wales, Australia
| | | | - Charlie Gourley
- Nicola Murray Centre for Ovarian Cancer Research, Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh, United Kingdom
| | - Marcel Grube
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - Paul R. Harnett
- The University of Sydney, Sydney, New South Wales, Australia.,Crown Princess Mary Cancer Centre, Westmead Hospital, Sydney, New South Wales, Australia
| | - Arndt Hartmann
- Institute of Pathology and Neuropathology, Tübingen University Hospital, Tübingen, Germany
| | - Anusha Hettiaratchi
- The Health Precincts Biobank (formerly the Health Science Alliance Biobank), UNSW Biospecimen Services, Mark Wainwright Analytical Centre, University of New South Wales Sydney, Sydney, New South Wales, Australia
| | - Claus K. Høgdall
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Tomasz Huzarski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland.,Department of Genetics and Pathology, University of Zielona Góra, Zielona Góra, Poland
| | - Anna Jakubowska
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland.,Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University, Szczecin, Poland
| | | | - Catherine J. Kennedy
- The University of Sydney, Sydney, New South Wales, Australia.,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
| | - Byoung-Gie Kim
- Department of Obstetrics and Gynecology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jae-Weon Kim
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul, Korea
| | - Jae-Hoon Kim
- Department of Obstetrics and Gynecology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Kayla Klett
- Women's Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania
| | | | - Tiffany Lai
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Angela Laslavic
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Yee Leung
- Division of Obstetrics and Gynaecology, Medical School, University of Western Australia, Crawley, Western Australia, Australia.,Department of Gynaecological Oncology, King Edward Memorial Hospital, Subiaco, Western Australia, Australia.,Australia New Zealand Gynaecological Oncology Group, Camperdown, New South Wales, Australia
| | - Na Li
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Parkville Familial Cancer Centre, The Royal Melbourne Hospital and Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Winston Liauw
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia.,Cancer Care Centre, St George Hospital, Sydney, New South Wales, Australia
| | - Belle W.X. Lim
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Anna Linder
- Department of Obstetrics and Gynecology, Inst of Clinical Science, Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Jan Lubiński
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Sakshi Mahale
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Constantina Mateoiu
- Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Simone McInerny
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Parkville Familial Cancer Centre, The Royal Melbourne Hospital and Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Janusz Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - Parham Minoo
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Alberta, Canada
| | - Suzana Mittelstadt
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - David Morris
- St George and Sutherland Clinical School, University of New South Wales Sydney, Sydney, New South Wales, Australia
| | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Sang-Yoon Park
- Center for Gynecologic Cancer, National Cancer Center Institute for Cancer Control, Goyang, Republic of Korea
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan.,Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
| | - John V. Pearson
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Malcolm C. Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California.,Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Carmel M. Quinn
- The Health Precincts Biobank (formerly the Health Science Alliance Biobank), UNSW Biospecimen Services, Mark Wainwright Analytical Centre, University of New South Wales Sydney, Sydney, New South Wales, Australia
| | - Ganendra Raj Mohan
- Department of Gynaecological Oncology, King Edward Memorial Hospital, Subiaco, Western Australia, Australia.,Department of Gynaecological Oncology, St John of God Subiaco Hospital, Subiaco, Western Australia, Australia.,School of Medicine, University of Notre Dame, Fremantle, Western Australia, Australia
| | - Jianyu Rao
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Marjorie J. Riggan
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Duke University Medical Center, Durham, North Carolina
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Stuart Salfinger
- Department of Gynaecological Oncology, St John of God Subiaco Hospital, Subiaco, Western Australia, Australia
| | - Clare L. Scott
- Sir Peter MacCallum Department of Medical Oncology, The University of Melbourne, Parkville, Victoria, Australia.,The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Melbourne, Victoria, Australia.,Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Mitul Shah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Alberta, Edmonton, Alberta, Canada.,Section of Gynecologic Oncology Surgery, North Zone, Alberta Health Services, Edmonton, Alberta, Canada
| | - Colin J.R. Stewart
- School for Women's and Infants' Health, University of Western Australia, Perth, Western Australia, Australia
| | | | - Soseul Sung
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, Korea.,Cancer Research Institute, Seoul National University, Seoul, Korea.,Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Katrina Tang
- Department of Anatomical Pathology, Prince of Wales Hospital, Sydney, New South Wales, Australia
| | - Paul Timpson
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, New South Wales, Australia
| | - Robyn L. Ward
- The University of Sydney, Sydney, New South Wales, Australia
| | - Rebekka Wiedenhoefer
- Institute of Pathology and Neuropathology, Tübingen University Hospital, Tübingen, Germany
| | - Heather Thorne
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | | | - Paul A. Cohen
- Division of Obstetrics and Gynaecology, Medical School, University of Western Australia, Crawley, Western Australia, Australia.,Department of Gynaecological Oncology, St John of God Subiaco Hospital, Subiaco, Western Australia, Australia
| | - Philip Crowe
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia.,Department of Surgery, Prince of Wales Private Hospital, Randwick, New South Wales, Australia
| | - Peter A. Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Jacek Gronwald
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
| | - Nicholas J. Hawkins
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Estrid Høgdall
- Department of Pathology, Herlev Hospital, University of Copenhagen, Copenhagen, Denmark
| | - David G. Huntsman
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada.,Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Paul A. James
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.,Parkville Familial Cancer Centre, The Royal Melbourne Hospital and Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Beth Y. Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Linda E. Kelemen
- Hollings Cancer Center, Medical University of South Carolina, Charleston, South Carolina
| | - Stefan Kommoss
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - Gottfried E. Konecny
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Francesmary Modugno
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, Pennsylvania.,Women's Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania.,Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Sue K. Park
- Cancer Research Institute, Seoul National University, Seoul, Korea.,Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea.,Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Seoul, South Korea
| | - Annette Staebler
- Institute of Pathology and Neuropathology, Tübingen University Hospital, Tübingen, Germany
| | - Karin Sundfeldt
- Department of Obstetrics and Gynecology, Inst of Clinical Science, Sahlgrenska Center for Cancer Research, University of Gothenburg, Gothenburg, Sweden
| | - Anna H. Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
| | - Aline Talhouk
- British Columbia's Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada.,Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada.,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Paul D.P. Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom.,Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Lyndal Anderson
- The University of Sydney, Sydney, New South Wales, Australia.,Department of Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital and NSW Health Pathology, Sydney, New South Wales, Australia
| | - Anna DeFazio
- The University of Sydney, Sydney, New South Wales, Australia.,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.,The Daffodil Centre, a joint venture with Cancer Council NSW, The University of Sydney, Sydney, New South Wales, Australia
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Alberta, Canada
| | - Michael L. Friedlander
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia.,Gynaecological Cancer Centre, Royal Hospital for Women, Sydney, New South Wales, Australia.,Nelune Comprehensive Cancer Centre, Prince of Wales Hospital, Sydney, New South Wales, Australia
| | - 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.,Corresponding Authors: Nicola S. Meagher, School of Clinical Medicine, The University of New South Wales, Sydney, NSW 2031, Australia. E-mail: ; and Susan J. Ramus, Level 2, Lowy Cancer Research Centre, UNSW Sydney NSW 2052, Australia. Phone: 61-9385-1720; E-mail:
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21
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DeVries AA, Dennis J, Tyrer JP, Peng PC, Coetzee SG, Reyes AL, Plummer JT, Davis BD, Chen SS, Dezem FS, Aben KKH, Anton-Culver H, Antonenkova NN, Beckmann MW, Beeghly-Fadiel A, Berchuck A, Bogdanova NV, Bogdanova-Markov N, Brenton JD, Butzow R, Campbell I, Chang-Claude J, Chenevix-Trench G, Cook LS, DeFazio A, Doherty JA, Dörk T, Eccles DM, Eliassen AH, Fasching PA, Fortner RT, Giles GG, Goode EL, Goodman MT, Gronwald J, Håkansson N, Hildebrandt MAT, Huff C, Huntsman DG, Jensen A, Kar S, Karlan BY, Khusnutdinova EK, Kiemeney LA, Kjaer SK, Kupryjanczyk J, Labrie M, Lambrechts D, Le ND, Lubiński J, May T, Menon U, Milne RL, Modugno F, Monteiro AN, Moysich KB, Odunsi K, Olsson H, Pearce CL, Pejovic T, Ramus SJ, Riboli E, Riggan MJ, Romieu I, Sandler DP, Schildkraut JM, Setiawan VW, Sieh W, Song H, Sutphen R, Terry KL, Thompson PJ, Titus L, Tworoger SS, Van Nieuwenhuysen E, Edwards DV, Webb PM, Wentzensen N, Whittemore AS, Wolk A, Wu AH, Ziogas A, Freedman ML, Lawrenson K, Pharoah PDP, Easton DF, Gayther SA, Jones MR. Copy Number Variants Are Ovarian Cancer Risk Alleles at Known and Novel Risk Loci. J Natl Cancer Inst 2022; 114:1533-1544. [PMID: 36210504 PMCID: PMC9949586 DOI: 10.1093/jnci/djac160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 04/13/2022] [Accepted: 08/18/2022] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Known risk alleles for epithelial ovarian cancer (EOC) account for approximately 40% of the heritability for EOC. Copy number variants (CNVs) have not been investigated as EOC risk alleles in a large population cohort. METHODS Single nucleotide polymorphism array data from 13 071 EOC cases and 17 306 controls of White European ancestry were used to identify CNVs associated with EOC risk using a rare admixture maximum likelihood test for gene burden and a by-probe ratio test. We performed enrichment analysis of CNVs at known EOC risk loci and functional biofeatures in ovarian cancer-related cell types. RESULTS We identified statistically significant risk associations with CNVs at known EOC risk genes; BRCA1 (PEOC = 1.60E-21; OREOC = 8.24), RAD51C (Phigh-grade serous ovarian cancer [HGSOC] = 5.5E-4; odds ratio [OR]HGSOC = 5.74 del), and BRCA2 (PHGSOC = 7.0E-4; ORHGSOC = 3.31 deletion). Four suggestive associations (P < .001) were identified for rare CNVs. Risk-associated CNVs were enriched (P < .05) at known EOC risk loci identified by genome-wide association study. Noncoding CNVs were enriched in active promoters and insulators in EOC-related cell types. CONCLUSIONS CNVs in BRCA1 have been previously reported in smaller studies, but their observed frequency in this large population-based cohort, along with the CNVs observed at BRCA2 and RAD51C gene loci in EOC cases, suggests that these CNVs are potentially pathogenic and may contribute to the spectrum of disease-causing mutations in these genes. CNVs are likely to occur in a wider set of susceptibility regions, with potential implications for clinical genetic testing and disease prevention.
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Grants
- P01 CA017054 NCI NIH HHS
- UM1 CA176726 NCI NIH HHS
- R01 CA058860 NCI NIH HHS
- P50 CA105009 NCI NIH HHS
- R01-CA122443 NIH HHS
- 076113 Wellcome Trust
- G0401527 Medical Research Council
- U19-CA148112 NCI NIH HHS
- N01 CN025403 NCI NIH HHS
- P50 CA136393 NCI NIH HHS
- C490/A10119 C490/A10124 Cancer Research UK
- 1000143 Medical Research Council
- R01-CA54419 NIH HHS
- C8221/A19170 Cancer Research UK
- R01 CA049449 NCI NIH HHS
- P50 CA159981 NCI NIH HHS
- T32 GM118288 NIGMS NIH HHS
- CA1X01HG007491-01 NIH HHS
- Z01-ES044005 NIEHS NIH HHS
- R01 CA106414 NCI NIH HHS
- R01 CA095023 NCI NIH HHS
- N01 PC067010 NCI NIH HHS
- R01 CA058598 NCI NIH HHS
- U01 CA176726 NCI NIH HHS
- S10 RR025141 NCRR NIH HHS
- M01 RR000056 NCRR NIH HHS
- Department of Health
- 5T32GM118288-03 NIH HHS
- MR/N003284/1 Medical Research Council
- P30 CA014089 NCI NIH HHS
- K07-CA080668 NCI NIH HHS
- 14136 Cancer Research UK
- Worldwide Cancer Research
- MR_UU_12023 Medical Research Council
- R01 CA067262 NCI NIH HHS
- UM1 CA186107 NCI NIH HHS
- P30 CA015083 NCI NIH HHS
- G1000143 Medical Research Council
- R01 CA076016 NCI NIH HHS
- NHGRI NIH HHS
- P01 CA087969 NCI NIH HHS
- R01- CA61107 NCI NIH HHS
- R01-CA58598 NIH HHS
- U19 CA148112 NCI NIH HHS
- ULTR000445 NCATS NIH HHS
- R03 CA115195 NCI NIH HHS
- Wellcome Trust
- Breast Cancer Now
- R01 CA160669 NCI NIH HHS
- R01-CA058860 NIH HHS
- MC_UU_00004/01 Medical Research Council
- C570/A16491 Cancer Research UK
- R01-CA76016 NIH HHS
- R01-CA106414-A2 NIH HHS
- 001 World Health Organization
- Z01 ES049033 Intramural NIH HHS
- R01 CA126841 NCI NIH HHS
- MR/M012190/1 Medical Research Council
- 209057 Wellcome Trust
- R03 CA113148 NCI NIH HHS
- R01 CA149429 NCI NIH HHS
- National Institute of General Medical Sciences
- National Institutes of Health
- CSMC Precision Health Initiative
- Tell Every Amazing Lady About Ovarian Cancer Louisa M. McGregor Ovarian Cancer Foundation
- Ovarian Cancer Research Fund thanks
- National Cancer Institute
- National Human Genome Research Institute
- Canadian Institutes of Health Research
- Ovarian Cancer Research Fund
- European Commission’s Seventh Framework Programme
- Army Medical Research and Materiel Command
- National Health & Medical Research Council of Australia
- Cancer Councils of New South Wales, Victoria, Queensland, South Australia and Tasmania and Cancer Foundation of Western Australia
- Ovarian Cancer Australia
- Peter MacCallum Foundation
- University of Erlangen-Nuremberg
- National Kankerplan
- Breast Cancer Now, Institute of Cancer Research
- National Center for Advancing Translational Sciences
- European Commission
- International Agency for Research on Cancer
- Danish Cancer Society
- Ligue Contre le Cancer, Institut Gustave Roussy, Mutuelle Générale de l’Education Nationale
- Institut National de la Santé et de la Recherche Médicale
- German Cancer Aid; German Cancer Research Center
- Federal Ministry of Education and Research
- Hellenic Health Foundation
- Associazione Italiana per la Ricerca sul Cancro-AIRC-Italy
- National Research Council
- Dutch Ministry of Public Health, Welfare and Sports
- Netherlands Cancer Registry
- LK Research Funds
- Dutch Prevention Funds
- World Cancer Research Fund
- Nordforsk, Nordic Centre of Excellence programme on Food, Nutrition and Health
- Health Research Fund
- Regional Governments of Andalucía, Asturias, Basque Country, Murcia and Navarra
- Swedish Cancer Society, Swedish Research Council and County Councils of Skåne and Västerbotten
- German Federal Ministry of Education and Research, Programme of Clinical Biomedical Research
- German Cancer Research Center
- Rudolf-Bartling Foundation
- Helsinki University Hospital Research Fund
- University of Pittsburgh School of Medicine Dean’s Faculty Advancement Award
- Department of Defense
- NCI
- Swedish Cancer Society, Swedish Research Council, Beta Kamprad Foundation
- Danish Cancer Society, Copenhagen
- Mayo Foundation
- Minnesota Ovarian Cancer Alliance
- Fred C. and Katherine B. Andersen Foundation
- VicHealth and Cancer Council Victoria, Cancer Council Victoria
- National Health and Medical Research Council of Australia
- NHMRC
- DOD Ovarian Cancer Research Program
- Moffitt Cancer Center
- Merck Pharmaceuticals
- Radboud University Medical Centre
- UK National Institute for Health Research Biomedical Research Centres at the University of Cambridge
- National Institute of Environmental Health Sciences
- The Swedish Cancer Foundation
- the Swedish Research Council
- American Cancer Society
- Celma Mastry Ovarian Cancer Foundation
- Lon V Smith Foundation
- The Eve Appeal
- National Institute for Health Research University College London Hospitals Biomedical Research Centre
- California Cancer Research Program
- National Science Centre
- NIH
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Affiliation(s)
- Amber A DeVries
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Joe Dennis
- 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 Oncology, University of Cambridge, Cambridge, UK
| | - Pei-Chen Peng
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Simon G Coetzee
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Alberto L Reyes
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jasmine T Plummer
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Applied Genomics, Computation and Translational Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Brian D Davis
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Applied Genomics, Computation and Translational Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Stephanie S Chen
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Applied Genomics, Computation and Translational Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Felipe Segato Dezem
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Katja K H Aben
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
- Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Hoda Anton-Culver
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Natalia N Antonenkova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Alicia Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, NC, USA
| | - Natalia V Bogdanova
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, Minsk, Belarus
- Department of Radiation Oncology, Hannover Medical School, Hannover, Germany
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | | | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Ralf Butzow
- Department of Pathology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Ian Campbell
- Cancer Genetics Laboratory, Research Division, Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Georgia Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Linda S Cook
- Epidemiology, School of Public Health, University of Colorado, Aurora, CO, USA
- Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - 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
- The Daffodil Centre, a joint venture with Cancer Council NSW, The University of Sydney, Sydney, New South Wales, Australia
| | - Jennifer A Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Diana M Eccles
- Faculty of Medicine, University of Southampton, Southampton, UK
| | - A Heather Eliassen
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Renée T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Marc T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jacek Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Niclas Håkansson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | | | - Chad Huff
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - David G Huntsman
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC, Canada
| | - Allan Jensen
- Department of Lifestyle, Reproduction and Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Siddhartha Kar
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Section of Translational Epidemiology, Division of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Elza K Khusnutdinova
- Institute of Biochemistry and Genetics, Ufa Federal Research Centre of the Russian Academy of Sciences, Ufa, Russia
- Saint Petersburg State University, Saint Petersburg, Russia
| | - Lambertus A Kiemeney
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Susanne K Kjaer
- Department of Lifestyle, Reproduction and Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Jolanta Kupryjanczyk
- Department of Pathology and Laboratory Diagnostics, Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Marilyne Labrie
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Diether Lambrechts
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Nhu D Le
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - Jan Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Taymaa May
- Division of Gynecologic Oncology, University Health Network, Princess Margaret Hospital, Toronto, Ontario, Canada
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Francesmary Modugno
- Women's Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Alvaro N Monteiro
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Kirsten B Moysich
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Kunle Odunsi
- Department of Oncology, University of Chicago Medicine Comprehensive Cancer Center, Chicago, IL, USA
- Department of Obstetrics and Gynecology, University of Chicago Medicine Comprehensive Cancer Center, Chicago, IL, USA
| | - Håkan Olsson
- Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - 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
| | - Tanja Pejovic
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
- Department of Obstetrics and Gynecology, Oregon Health & Science University, Portland, OR, USA
| | - Susan J Ramus
- School of Women's and Children's Health, 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
| | | | - Marjorie J Riggan
- Department of Gynecologic Oncology, Duke University Hospital, Durham, NC, USA
| | - Isabelle Romieu
- Nutrition and Metabolism Section, International Agency for Research on Cancer (IARC-WHO), Lyon, France
| | - Dale P Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - V Wendy Setiawan
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Weiva Sieh
- Department of Population 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
| | - Honglin Song
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Rebecca Sutphen
- Epidemiology Center, College of Medicine, University of South Florida, Tampa, FL, USA
| | - 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
| | - Pamela J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Linda Titus
- Muskie School of Public Policy, Public Health, Portland, ME, USA
| | - Shelley S Tworoger
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Els Van Nieuwenhuysen
- Division of Gynecologic Oncology, Department of Gynecology and Obstetrics, Leuven Cancer Institute, Leuven, Belgium
| | - Digna Velez Edwards
- Division of Quantitative Sciences, Department of Obstetrics and Gynecology, Department of Biomedical Sciences, Women's Health Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Penelope M Webb
- Population Health Department, 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 and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Argyrios Ziogas
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Matthew L Freedman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - 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
| | - Paul D P Pharoah
- 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
| | - 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
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Michelle R Jones
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
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22
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Ochs-Balcom HM, Johnson C, Guertin KA, Qin B, Beeghly-Fadiel A, Camacho F, Bethea TN, Dempsey LF, Rosenow W, Joslin CE, Myers E, Moorman PG, Harris HR, Peres LC, Wendy Setiawan V, Wu AH, Rosenberg L, Schildkraut JM, Bandera EV. Racial differences in the association of body mass index and ovarian cancer risk in the OCWAA Consortium. Br J Cancer 2022; 127:1983-1990. [PMID: 36138071 PMCID: PMC9681872 DOI: 10.1038/s41416-022-01981-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 08/30/2022] [Accepted: 09/01/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Obesity disproportionately affects African American (AA) women and has been shown to increase ovarian cancer risk, with some suggestions that the association may differ by race. METHODS We evaluated body mass index (BMI) and invasive epithelial ovarian cancer (EOC) risk in a pooled study of case-control and nested case-control studies including AA and White women. We evaluated both young adult and recent BMI (within the last 5 years). Associations were estimated using multi-level and multinomial logistic regression models. RESULTS The sample included 1078 AA cases, 2582 AA controls, 3240 White cases and 9851 White controls. We observed a higher risk for the non-high-grade serous (NHGS) histotypes for AA women with obesity (ORBMI 30+= 1.62, 95% CI: 1.16, 2.26) and White women with obesity (ORBMI 30+= 1.20, 95% CI: 1.02, 2.42) compared to non-obese. Obesity was associated with higher NHGS risk in White women who never used HT (ORBMI 30+= 1.40, 95% CI: 1.08, 1.82). Higher NHGS ovarian cancer risk was observed for AA women who ever used HT (ORBMI 30+= 2.66, 95% CI: 1.15, 6.13), while in White women, there was an inverse association between recent BMI and risk of EOC and HGS in ever-HT users (EOC ORBMI 30+= 0.81, 95% CI: 0.69, 0.95, HGS ORBMI 30+= 0.73, 95% CI: 0.61, 0.88). CONCLUSION Obesity contributes to NHGS EOC risk in AA and White women, but risk across racial groups studied differs by HT use and histotype.
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Affiliation(s)
- Heather M Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, NY, USA.
| | - Courtney Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Kristin A Guertin
- Department of Public Health Sciences, University of Connecticut School of Medicine, Farmington, CT, USA
| | - Bo Qin
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Alicia Beeghly-Fadiel
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Fabian Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Traci N Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington DC, USA
| | - Lauren F Dempsey
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Will Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine and Division of Epidemiology and Biostatistics, School of Public Health, Chicago, IL, USA
| | - Evan Myers
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Patricia G Moorman
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, NC, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - V Wendy Setiawan
- University of Southern California Norris Comprehensive Cancer Center, and Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Anna H Wu
- University of Southern California Norris Comprehensive Cancer Center, and Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, MA, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
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23
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Harris HR, Guertin KA, Camacho TF, Johnson CE, Wu AH, Moorman PG, Myers E, Bethea TN, Bandera EV, Joslin CE, Ochs-Balcom HM, Peres LC, Rosenow WT, Setiawan VW, Beeghly-Fadiel A, Dempsey LF, Rosenberg L, Schildkraut JM. Racial disparities in epithelial ovarian cancer survival: An examination of contributing factors in the Ovarian Cancer in Women of African Ancestry consortium. Int J Cancer 2022; 151:1228-1239. [PMID: 35633315 PMCID: PMC9420829 DOI: 10.1002/ijc.34141] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 05/02/2022] [Accepted: 05/04/2022] [Indexed: 11/07/2022]
Abstract
Black women diagnosed with epithelial ovarian cancer have poorer survival compared to white women. Factors that contribute to this disparity, aside from socioeconomic status and guideline-adherent treatment, have not yet been clearly identified. We examined data from the Ovarian Cancer in Women of African Ancestry (OCWAA) consortium which harmonized data on 1074 Black women and 3263 white women with ovarian cancer from seven US studies. We selected potential mediators and confounders by examining associations between each variable with race and survival. We then conducted a sequential mediation analysis using an imputation method to estimate total, direct, and indirect effects of race on ovarian cancer survival. Black women had worse survival than white women (HR = 1.30; 95% CI 1.16-1.47) during study follow-up; 67.9% of Black women and 69.8% of white women died. In our final model, mediators of this disparity include college education, nulliparity, smoking status, body mass index, diabetes, diabetes/race interaction, postmenopausal hormone (PMH) therapy duration, PMH duration/race interaction, PMH duration/age interaction, histotype, and stage. These mediators explained 48.8% (SE = 12.1%) of the overall disparity; histotype/stage and PMH duration accounted for the largest fraction. In summary, nearly half of the disparity in ovarian cancer survival between Black and white women in the OCWAA consortium is explained by education, lifestyle factors, diabetes, PMH use, and tumor characteristics. Our findings suggest that several potentially modifiable factors play a role. Further research to uncover additional mediators, incorporate data on social determinants of health, and identify potential avenues of intervention to reduce this disparity is urgently needed.
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Affiliation(s)
- Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Kristin A. Guertin
- Department of Public Health Sciences, University of Connecticut School of Medicine, Farmington, CT, USA
| | - Tareq F Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Courtney E. Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Anna H. Wu
- University of Southern California Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, Los Angeles, California, USA
| | - Patricia G. Moorman
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, North Carolina, USA
| | - Evan Myers
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, North Carolina, USA
| | - Traci N. Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, D.C., USA
| | - Elisa V. Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey, USA
| | - Charlotte E. Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine and Division of Epidemiology and Biostatistics, School of Public Health, Chicago, Illinois, USA
| | - Heather M. Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, New York, USA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Will T. Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Veronica W. Setiawan
- University of Southern California Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, Los Angeles, California, USA
| | - Alicia Beeghly-Fadiel
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Lauren F. Dempsey
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, Massachusetts, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
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Nash R, Johnson CE, Harris HR, Peres LC, Joslin CE, Bethea TN, Bandera EV, Ochs-Balcom HM, Myers ER, Guertin KA, Camacho F, Beeghly-Fadiel A, Moorman PG, Setiawan VW, Rosenberg L, Schildkraut JM, Wu AH. Race Differences in the Associations between Menstrual Cycle Characteristics and Epithelial Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2022; 31:1610-1620. [PMID: 35654411 PMCID: PMC9711941 DOI: 10.1158/1055-9965.epi-22-0115] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 02/03/2022] [Revised: 04/04/2022] [Accepted: 05/31/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Menstrual cycle characteristics-including age at menarche and cycle length- have been associated with ovarian cancer risk in White women. However, the associations between menstrual cycle characteristics and ovarian cancer risk among Black women have been sparsely studied. METHODS Using the Ovarian Cancer in Women of African Ancestry (OCWAA) Consortium that includes 1,024 Black and 2,910 White women diagnosed with epithelial ovarian cancer (EOC) and 2,325 Black and 7,549 White matched controls, we investigated associations between menstrual cycle characteristics (age at menarche, age at menstrual regularity, cycle length, and ever missing three periods) and EOC risk by race and menopausal status. Multivariable logistic regression was used to calculate odds ratios (OR) and 95% confidence intervals (CI). RESULTS Black women were more likely to be <11 years at menarche than White women (controls: 9.9% vs. 6.0%). Compared with ≥15 years at menarche, <11 years was associated with increased EOC risk for White (OR = 1.25; 95% CI, 0.99-1.57) but not Black women (OR = 1.10; 95% CI, 0.80-1.55). Among White women only, the association was greater for premenopausal (OR = 2.20; 95% CI, 1.31-3.68) than postmenopausal women (OR = 1.06; 95% CI, 0.82-1.38). Irregular cycle length was inversely associated with risk for White (OR = 0.78; 95% CI, 0.62-0.99) but not Black women (OR = 1.06; 95% CI, 0.68-1.66). CONCLUSIONS Earlier age at menarche and cycle irregularity are associated with increased EOC risk for White but not Black women. IMPACT Associations between menstrual cycle characteristics and EOC risk were not uniform by race.
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Affiliation(s)
- Rebecca Nash
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta GA
| | - Courtney E Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta GA
| | - Holly R. Harris
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine and Division of Epidemiology and Biostatistics, School of Public Health, Chicago, IL
| | - Traci N. Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, DC
| | - Elisa V. Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ
| | - Heather M. Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, NY
| | - Evan R. Myers
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC
| | - Kristin A Guertin
- Department of Population Health and Prevention Sciences, University of Virginia School of Medicine, Charlottesville, VA
| | - Fabian Camacho
- Department of Population Health and Prevention Sciences, University of Virginia School of Medicine, Charlottesville, VA
| | - Alicia Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Patricia G. Moorman
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, NC
| | - Veronica Wendy Setiawan
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, MA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta GA
| | - Anna H. Wu
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA
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25
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Soupir AC, Wilson CM, Schildkraut JM, Peres LC, Fridley BL. Abstract 2541: Immune cell clustering in ovarian cancer tumors and its association with survival. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2541] [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: 11/16/2022]
Abstract
Abstract
New technologies, such as multiplex immunofluorescence microscopy (mIF), are being developed and used for the assessment and visualization of the tumor immune microenvironment (TIME). These assays produce not only an estimate of the abundance of immune cells in the TIME, but also their spatial locations; however, there are currently few approaches to analyze the spatial context of the TIME. Thus, we have developed a framework for the spatial analysis of the TIME using Ripley’s K, coupled with a permutation-based framework to estimate and measure the departure from complete spatial randomness as a measure of the interactions between immune cells. This approach was applied to mIF data collected on tissue microarrays (TMA) and intratumoral regions of interest (ROIs), defined as >90% tumor cells based on pancytokeratin expression and morphology, selected from whole tissue sections from high-grade serous ovarian carcinoma patients (HGSOC) in the African American Cancer Epidemiology Study (94 subjects on TMAs resulting in 263 tissue cores; 93 subjects with 260 ROIs; 27 subjects included in both TMA and ROIs). Cox proportional hazard models, adjusting for stage and age of diagnosis, were constructed to determine the association of abundance and spatial clustering of tumor-infiltrating lymphocytes (TILs; CD3+), cytotoxic T-cells (CD3+ CD8+), and regulatory T-cells (CD3+ FoxP3+) with overall survival. For all models, the referent group was women with no positive cells for the marker of interest. In the analysis of ROIs, HGSOC patients with high abundance and low spatial clustering of TILs (hazard ratio [HR] = 0.069, 95% confidence interval [CI] = 0.01-0.35) and cytotoxic T-cells (HR and CI not estimable as no deaths observed) had the best survival. This finding of better survival in patients with high abundance and low clustering of TILs and cytotoxic T-cells was replicated in the analysis of TMAs (HR = 0.51, 95% CI = 0.31-0.85 for TILs and HR = 0.11, 95% CI = 0.02-0.53 for cytotoxic T-cells). We also demonstrated the models with both abundance and spatial information was more informative than abundance alone (p < 0.01 for CD3+ and CD3+CD8+ in both ROIs and TMAs). High co-localization of regulatory T-cells and cytotoxic T-cells showed best overall survival on both ROI and TMAs (HR=0.49, 95% CI = 0.28-0.88 and HR = 0.42, 95% CI = 0.25-0.71, respectively). The model with spatial co-occurrence information was significantly better than the model with only abundance (p < 0.05). These findings underscore the prognostic importance of evaluating not only immune cell abundance but also the spatial contexture of the immune cells in the ovarian TIME. The use of our framework for spatial analysis of the TIME and immune cell clustering may be applicable in other cancers and provide a novel approach to identification of biomarkers for predicting patient outcomes.
Citation Format: Alex C. Soupir, Christopher M. Wilson, Joellen M. Schildkraut, Lauren C. Peres, Brooke L. Fridley. Immune cell clustering in ovarian cancer tumors and its association with survival [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2541.
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Phung MT, Berchuck A, Goode EL, Goodman MT, Hanley GE, Richardson J, Grout B, Chase A, Deurloo CM, Karlan BY, Van Gorp T, Matsuo K, McLean K, Pike MC, Schildkraut JM, Terry KL, DeFazio A, Webb PM, Pharoah PDP, Ramus SJ, Pearce CL. Abstract 2248: Environmental factors associated with residual disease after ovarian cancer primary cytoreduction surgery. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2248] [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: 11/16/2022]
Abstract
Abstract
Background: Ovarian cancer is the deadliest gynecologic cancer. Standard treatments for advanced stage high-grade serous ovarian cancer, the most common type, include (1) primary cytoreductive surgery (PCS) followed by adjuvant chemotherapy or (2) neoadjuvant chemotherapy (NACT) with interval debulking surgery. Patients in whom PCS is unlikely to yield optimal cytoreduction to no visible residual disease (R0) or who have medical contraindications to PCS are recommended to undergo NACT. Previous studies on associations between environmental factors and risk of any macroscopic residual disease have yielded inconsistent results. We aimed to (1) comprehensively examine the associations between demographic, lifestyle and reproductive factors and risk of residual disease after PCS; and (2) develop and internally validate a risk prediction model based on these factors.
Methods: We used pooled data on 3,492 women who had PCS following a diagnosis with advanced stage high-grade serous ovarian, fallopian tube or primary peritoneal cancers from the Ovarian Cancer Association Consortium. Fifteen exposures of interest included age at diagnosis, menopausal status, race/ethnicity, education level, first-degree family history of ovarian cancer, endometriosis, smoking, body mass index, parity, incomplete pregnancy, tubal ligation, use of combined oral contraceptives, depot-medroxyprogesterone acetate, estrogen (ET), and combined estrogen-progestin therapy. We fit logistic regression models to examine each exposure-residual disease association in 80% of the data (n=2,794; random selection of participants). We developed a risk prediction model including the factors with p-values ≤0.2. Area under the receiver operating characteristic curve (AUC) was used to assess the model’s discrimination in the remaining 20% of the data (n=698).
Results: Of the 3,492 participants, 2,003 (57%) had residual disease following PCS. Older age at diagnosis was associated with an increased risk of residual disease (OR=1.07 per five years, 95% CI 1.03-1.11). In contrast, a family history of ovarian cancer (OR=0.63, 95% CI 0.42-0.95) or ET use for 5+ years (OR=0.61, 95% CI 0.39-0.96) were associated with achieving R0. These above factors were included in the risk prediction model as were race/ethnicity, personal history of endometriosis, and smoking, whose p-values ≤0.2. The model showed modest performance in the validation set (AUC=0.64).
Conclusions: Younger age at diagnosis, family history of ovarian cancer, and long-term ET use were associated with achieving R0 following PCS. Future studies incorporating genetic and clinical factors to improve the risk prediction for residual disease following PCS are warranted.
Citation Format: Minh Tung Phung, Andrew Berchuck, Ellen L. Goode, Marc T. Goodman, Gillian E. Hanley, Jean Richardson, Bronwyn Grout, Anne Chase, Cindy McKinnon Deurloo, Beth Y. Karlan, Toon Van Gorp, Keitaro Matsuo, Karen McLean, Malcolm C. Pike, Joellen M. Schildkraut, Kathryn L. Terry, Anna DeFazio, Penelope M. Webb, Paul D. P. Pharoah, Susan J. Ramus, Celeste Leigh Pearce. Environmental factors associated with residual disease after ovarian cancer primary cytoreduction surgery [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2248.
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Affiliation(s)
- Minh Tung Phung
- 1University of Michigan School of Public Health, Ann Arbor, MI
| | | | | | - Marc T. Goodman
- 4Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Gillian E. Hanley
- 5University of British Columbia Faculty of Medicine, Vancouver, British Columbia, Canada
| | - Jean Richardson
- 6Keck School of Medicine, University of Southern California, Los Angeles, CA
| | | | | | | | - Beth Y. Karlan
- 8University of California at Los Angeles, Los Angeles, CA
| | - Toon Van Gorp
- 9University Hospital Leuven, Leuven Cancer Institute, Leuven, Belgium
| | | | - Karen McLean
- 11University of Michigan Medical School, Ann Arbor, MI
| | | | | | | | - Anna DeFazio
- 15The Westmead Institute for Medical Research, Sydney, Australia
| | - Penelope M. Webb
- 16QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | | | - Susan J. Ramus
- 18School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia
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Peres LC, Colin-Leitzinger C, Sinha S, Marks JR, Conejo-Garcia JR, Alberg AJ, Bandera EV, Berchuck A, Bondy ML, Christensen BC, Cote ML, Doherty JA, Moorman PG, Peters ES, Segura CM, Nguyen JV, Schwartz AG, Terry PD, Wilson CM, Fridley BL, Schildkraut JM. Racial Differences in the Tumor Immune Landscape and Survival of Women with High-Grade Serous Ovarian Carcinoma. Cancer Epidemiol Biomarkers Prev 2022; 31:1006-1016. [PMID: 35244678 PMCID: PMC9081269 DOI: 10.1158/1055-9965.epi-21-1334] [Citation(s) in RCA: 2] [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: 11/22/2021] [Revised: 01/24/2022] [Accepted: 02/22/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Tumor-infiltrating lymphocytes (TIL) confer a survival benefit among patients with ovarian cancer; however, little work has been conducted in racially diverse cohorts. METHODS The current study investigated racial differences in the tumor immune landscape and survival of age- and stage-matched non-Hispanic Black and non-Hispanic White women with high-grade serous ovarian carcinoma (HGSOC) enrolled in two population-based studies (n = 121 in each racial group). We measured TILs (CD3+), cytotoxic T cells (CD3+CD8+), regulatory T cells (CD3+FoxP3+), myeloid cells (CD11b+), and neutrophils (CD11b+CD15+) via multiplex immunofluorescence. Multivariable Cox proportional hazard regression was used to estimate the association between immune cell abundance and survival overall and by race. RESULTS Overall, higher levels of TILs, cytotoxic T cells, myeloid cells, and neutrophils were associated with better survival in the intratumoral and peritumoral region, irrespective of tissue compartment (tumor, stroma). Improved survival was noted for T-regulatory cells in the peritumoral region and in the stroma of the intratumoral region, but no association for intratumoral T-regulatory cells. Despite similar abundance of immune cells across racial groups, associations with survival among non-Hispanic White women were consistent with the overall findings, but among non-Hispanic Black women, most associations were attenuated and not statistically significant. CONCLUSIONS Our results add to the existing evidence that a robust immune infiltrate confers a survival advantage among women with HGSOC; however, non-Hispanic Black women may not experience the same survival benefit as non-Hispanic White women with HGSOC. IMPACT This study contributes to our understanding of the immunoepidemiology of HGSOC in diverse populations.
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Affiliation(s)
- Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | | | - Sweta Sinha
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Jeffrey R. Marks
- Department of Surgery, Duke University School of Medicine, Durham, North Carolina
| | - Jose R. Conejo-Garcia
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Anthony J. Alberg
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, South Carolina
| | - Elisa V. Bandera
- Department of Population Science, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University School of Medicine, Durham, North Carolina
| | - Melissa L. Bondy
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, California
| | - Brock C. Christensen
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire
- Department of Community and Family Medicine, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire
- Department of Molecular and Systems Biology, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire
| | - Michele L. Cote
- Population Studies and Disparities Research Program, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
- Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan
| | - Jennifer Anne Doherty
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah
- Huntsman Cancer Institute, Salt Lake City, Utah
| | - Patricia G. Moorman
- Department of Community and Family Medicine, Duke University Medical Center, Durham, North Carolina
| | - Edward S. Peters
- Department of Epidemiology, College of Public Health, University of Nebraska Medical Center, Omaha, Nebraska
| | - Carlos Moran Segura
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Jonathan V. Nguyen
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Ann G. Schwartz
- Population Studies and Disparities Research Program, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
- Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan
| | - Paul D. Terry
- Department of Medicine, University of Tennessee Medical Center – Knoxville, Knoxville, Tennessee
| | - Christopher M. Wilson
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Brooke L. Fridley
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
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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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29
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Meagher NS, Hamilton PT, Anglesio MS, Harris HR, Konecny GE, Schildkraut JM, Talhouk A, Friedlander ML, Pearce CL, Pike MC, Köbel M, Doherty JA, Goode EL, Nelson BH, DeFazio A, Ramus SJ. Multi-modal immune profiling of mucinous ovarian carcinoma: analysis from the Ovarian Tumor Tissue Analysis/Multidisciplinary Ovarian Cancer Outcomes Group consortia. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.179.04] [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] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Abstract
Mucinous ovarian carcinoma (MOC) is a rare histotype of ovarian cancer. Women with advanced disease (FIGO stage III/IV) have very poor outcomes, with 5-year survival of <20%. Little is known about the anti-tumor immune response in MOC, limiting potential immunotherapeutic options for patients.
Immune data from 3 platforms were analysed. A NanoString mRNA expression panel with 39 immune-related genes (n=60 MOC, n=4198 other ovarian histotypes), a NanoString mRNA plexset with PD-1, PD-L1 (n=241 MOC, n=115 upper and lower gastrointestinal (GI) cancers), and 2 multicolor immunofluorescence (mcIF) panels (n=121 MOC) for CD68, PD-L1, PD-1, CD8 and FOXP3. Data overlapped all platforms for 22 MOC. Immune marker expression by ovarian cancer histotype was measured. Uni- and multivariable Cox Proportional Hazards assessed overall survival (OS) within MOC. Hierarchical clustering looked for subgroups of patients based on co-expression of immune genes.
Compared to more common high-grade serous ovarian cancer (HGSC) and GI cancers, MOC were less immunologically active. High IGHM expression was associated with poorer OS (HR 1.31 (95% CI 1.02–1.69), p=0.033). High tumor densities of FOXP3 and PD-1 positive cells conferred poorer OS in a model with age, stage and site; however, these and PD-L1 and CD68 were associated with grade. The 39 gene NanoString and mcIF datasets revealed 4 clusters, roughly translating to immune cold, moderate and hot (groups 3,4). mcIF analysis revealed a subset with PD-L1 expression in the absence of T-regulatory cell infiltrates.
This study provides novel insights into the MOC immune landscape. Despite relatively low immune activity overall, immunotherapy could be explored for a subset of patients with MOC.
Supported by NSW Ministry of Health and UNSW Sydney, through the NSW Health PhD Scholarship Program 2017-2022; Translational Cancer Research Network top-up scholarship 2021
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Affiliation(s)
- Nicola S Meagher
- 1University of New South Wales, Australia
- 2School of Women’s and Children’s Health, University of New South Wales, Australia
| | | | - Michael S Anglesio
- 4British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, Canada
| | - Holly R Harris
- 5Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center
| | - Gottfried E Konecny
- 6Division of Hematology and Oncology and Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California at Los Angeles
| | | | - Aline Talhouk
- 4British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, Canada
| | | | - Celeste L Pearce
- 10Department of Epidemiology, University of Michigan School of Public Health, University of Michigan
| | - Malcolm C Pike
- 11Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center
| | - Martin Köbel
- 12Department of Pathology and Laboratory Medicine, University of Calgary, Canada
| | - Jennifer A Doherty
- 13Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah
| | - Ellen L Goode
- 14Department of Health Sciences Research, Mayo Clinic Rochester
| | - Brad H Nelson
- 3Deeley Research Centre, BC Cancer Res. Centre, Canada
| | - Anna DeFazio
- 15Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Australia
- 16Department of Gynaecological Oncology, Westmead Hospital, Australia
- 17The Daffodil Centre, a joint venture with Cancer Council NSW, The University of Sydney, Australia
| | - Susan J Ramus
- 2School of Women’s and Children’s Health, University of New South Wales, Australia
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30
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Phung MT, Alimujiang A, Berchuck A, Anton-Culver H, Schildkraut JM, Bandera EV, Chang-Claude J, Chase A, Doherty JA, Grout B, Goodman MT, Hanley GE, Lee AW, Deurloo CM, Menon U, Modugno F, Pharoah PDP, Pike MC, Richardson J, Risch HA, Sieh W, Terry KL, Webb PM, Wentzensen N, Wu AH, Pearce CL. Reproductive Factors Do Not Influence Survival with Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2022; 31:909-913. [PMID: 35064059 PMCID: PMC9444326 DOI: 10.1158/1055-9965.epi-21-1091] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 11/23/2021] [Accepted: 01/18/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Previous studies on the association between reproductive factors and ovarian cancer survival are equivocal, possibly due to small sample sizes. METHODS Using data on 11,175 people diagnosed with primary invasive epithelial ovarian, fallopian tube, or primary peritoneal cancer (ovarian cancer) from 16 studies in the Ovarian Cancer Association Consortium (OCAC), we examined the associations between survival and age at menarche, combined oral contraceptive use, parity, breastfeeding, age at last pregnancy, and menopausal status using Cox proportional hazard models. The models were adjusted for age at diagnosis, race/ethnicity, education level, and OCAC study and stratified on stage and histotype. RESULTS During the mean follow-up of 6.34 years (SD = 4.80), 6,418 patients passed away (57.4%). There was no evidence of associations between the reproductive factors and survival among patients with ovarian cancer overall or by histotype. CONCLUSIONS This study found no association between reproductive factors and survival after an ovarian cancer diagnosis. IMPACT Reproductive factors are well-established risk factors for ovarian cancer, but they are not associated with survival after a diagnosis of ovarian cancer.
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Affiliation(s)
- Minh Tung Phung
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Aliya Alimujiang
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University School of Medicine, Durham, NC, USA
| | - Hoda Anton-Culver
- Department of Medicine, University of California Irvine, Irvine, CA, USA
| | | | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Jennifer Anne Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | | | - Marc T. Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Community and Population Health Research Institute, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Gillian E. Hanley
- University of British Columbia Faculty of Medicine, Department of Obstetrics & Gynecology, Vancouver, Canada
| | - Alice W. Lee
- Department of Public Health, California State University, Fullerton, Fullerton, CA, USA
| | | | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, UCL, London, UK
| | - Francesmary Modugno
- Women’s Cancer Research Center, Magee-Women’s 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
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburg, PA, USA
| | - Paul D. P. Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Malcolm C. Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jean Richardson
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Harvey A. Risch
- Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | - Weiva Sieh
- Department of Population 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
| | - Kathryn L. Terry
- Department of Epidemiology, Harvard TH 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
| | | | - Penelope M. Webb
- Department of Population Health, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Anna H. Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
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31
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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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Brieger KK, Phung MT, Mukherjee B, Bakulski KM, Anton-Culver H, Bandera EV, Bowtell DDL, Cramer DW, deFazio A, Doherty JA, Fereday S, Fortner RT, Gentry-Maharaj A, Goode EL, Goodman MT, Harris HR, Matsuo K, Menon U, Modugno F, Moysich KB, Qin B, Ramus SJ, Risch HA, Rossing MA, Schildkraut JM, Trabert B, Vierkant RA, Winham SJ, Wentzensen N, Wu AH, Ziogas A, Khoja L, Cho KR, McLean K, Richardson J, Grout B, Chase A, Deurloo CM, Odunsi K, Nelson BH, Brenton JD, Terry KL, Pharoah PDP, Berchuck A, Hanley GE, Webb PM, Pike MC, Pearce CL. High Prediagnosis Inflammation-Related Risk Score Associated with Decreased Ovarian Cancer Survival. Cancer Epidemiol Biomarkers Prev 2022; 31:443-452. [PMID: 34789471 PMCID: PMC9281656 DOI: 10.1158/1055-9965.epi-21-0977] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/16/2021] [Accepted: 11/08/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND There is suggestive evidence that inflammation is related to ovarian cancer survival. However, more research is needed to identify inflammation-related factors that are associated with ovarian cancer survival and to determine their combined effects. METHODS This analysis used pooled data on 8,147 women with invasive epithelial ovarian cancer from the Ovarian Cancer Association Consortium. The prediagnosis inflammation-related exposures of interest included alcohol use; aspirin use; other nonsteroidal anti-inflammatory drug use; body mass index; environmental tobacco smoke exposure; history of pelvic inflammatory disease, polycystic ovarian syndrome, and endometriosis; menopausal hormone therapy use; physical inactivity; smoking status; and talc use. Using Cox proportional hazards models, the relationship between each exposure and survival was assessed in 50% of the data. A weighted inflammation-related risk score (IRRS) was developed, and its association with survival was assessed using Cox proportional hazards models in the remaining 50% of the data. RESULTS There was a statistically significant trend of increasing risk of death per quartile of the IRRS [HR = 1.09; 95% confidence interval (CI), 1.03-1.14]. Women in the upper quartile of the IRRS had a 31% higher death rate compared with the lowest quartile (95% CI, 1.11-1.54). CONCLUSIONS A higher prediagnosis IRRS was associated with an increased mortality risk after an ovarian cancer diagnosis. Further investigation is warranted to evaluate whether postdiagnosis exposures are also associated with survival. IMPACT Given that pre- and postdiagnosis exposures are often correlated and many are modifiable, our study results can ultimately motivate the development of behavioral recommendations to enhance survival among patients with ovarian cancer.
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Affiliation(s)
- Katharine K. Brieger
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Minh Tung Phung
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Bhramar Mukherjee
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Kelly M. Bakulski
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Hoda Anton-Culver
- Department of Medicine, University of California Irvine, Irvine, CA, USA
| | - Elisa V. Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - David D. L. Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, Australia
| | - Daniel W. Cramer
- Department of Epidemiology, Harvard TH 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
| | - Anna deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, and The University of Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Westmead, New South Wales, Australia
| | - Jennifer A. Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences. University of Utah. Salt Lake City, UT, USA
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, Australia
| | - Renée T. Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Ellen L. Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Marc T. Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Community and Population Health Research Institute, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
| | - Keitaro Matsuo
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, Japan
- Department of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, UCL, London, UK
| | - Francesmary Modugno
- Women’s Cancer Research Center. Magee-Women’s 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
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburg, PA, USA
| | - Kirsten B. Moysich
- Division of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center. Buffalo, NY, USA
| | - Bo Qin
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Susan J. Ramus
- School of Women’s and Children’s Health, Faculty of Medicine, University of NSW Sydney, Sydney, New South Wales, Australia
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, New South Wales, Australia
| | - Harvey A. Risch
- Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | - Mary Anne Rossing
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
| | | | - Britton Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Robert A. Vierkant
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Anna H. Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Argyrios Ziogas
- Department of Medicine, University of California Irvine, Irvine, CA, USA
| | - Lilah Khoja
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Kathleen R. Cho
- Department of Pathology, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Karen McLean
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Jean Richardson
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | | | | | - Kunle Odunsi
- Department of Gynecological Oncology, Roswell Park Cancer Institute, Buffalo, New York, USA
| | - Brad H. Nelson
- Deeley Research Centre, British Columbia Cancer Agency, Victoria, British Columbia, Canada
| | - James D. Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Kathryn L. Terry
- Department of Epidemiology, Harvard TH 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
| | - Paul D. P. Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology. University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University School of Medicine, Durham, NC, USA
| | - Gillian E. Hanley
- University of British Columbia Faculty of Medicine, Department of Obstetrics & Gynecology, Vancouver, Canada
| | - Penelope M. Webb
- Department of Population Health, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Malcolm C. Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
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Walsh KM, Zhang C, Calvocoressi L, Hansen HM, Berchuck A, Schildkraut JM, Bondy ML, Wrensch M, Wiemels JL, Claus EB. Pleiotropic MLLT10 variation confers risk of meningioma and estrogen-mediated cancers. Neurooncol Adv 2022; 4:vdac044. [PMID: 35702670 PMCID: PMC9187056 DOI: 10.1093/noajnl/vdac044] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Background Risk of tumors of the breast, ovary, and meninges has been associated with hormonal factors and with one another. Genome-wide association studies (GWAS) identified a meningioma risk locus on 10p12 near previous GWAS hits for breast and ovarian cancers, raising the possibility of genetic pleiotropy. Methods We performed imputation-based fine-mapping in three case-control datasets of meningioma (927 cases, 790 controls), female breast cancer (28 108 cases, 22 209 controls), and ovarian cancer (25 509 cases, 40 941 controls). Analyses were stratified by sex (meningioma), estrogen receptor (ER) status (breast), and histotype (ovarian), then combined using subset-based meta-analysis in ASSET. Lead variants were assessed for association with additional traits in UK Biobank to identify potential effect-mediators. Results Two-sided subset-based meta-analysis identified rs7084454, an expression quantitative trait locus (eQTL) near the MLLT10 promoter, as lead variant (5.7 × 10-14). The minor allele was associated with increased risk of meningioma in females (odds ratio (OR) = 1.42, 95% Confidence Interval (95%CI):1.20-1.69), but not males (OR = 1.19, 95%CI: 0.91-1.57). It was positively associated with ovarian (OR = 1.09, 95%CI:1.06-1.12) and ER+ breast (OR = 1.05, 95%CI: 1.02-1.08) cancers, and negatively associated with ER- breast cancer (OR = 0.91, 95%CI: 0.86-0.96). It was also associated with several adiposity traits (P < 5.0 × 10-8), but adjusting for body mass index did not attenuate its association with meningioma. MLLT10 and ESR1 expression were positively correlated in normal meninges (P = .058) and meningioma tumors (P = .0065). Conclusions We identify a MLLT10 eQTL positively associated with risk of female meningioma, ER+ breast cancer, ovarian cancer, and obesity, and implicate a potential estrogenic mechanism underlying this pleiotropy.
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Affiliation(s)
- Kyle M Walsh
- Department of Neurosurgery and Duke Cancer Institute, Duke University School of Medicine. Durham, North Carolina, USA
| | - Chenan Zhang
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, California, USA
| | - Lisa Calvocoressi
- School of Public Health, Yale University, New Haven, Connecticut, USA
| | - Helen M Hansen
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology and Duke Cancer Institute, Duke University School of Medicine. Durham, North Carolina, USA
| | | | - Melissa L Bondy
- Department of Epidemiology and Population Health, Stanford University, Palo Alto, California, USA
| | - Margaret Wrensch
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Joseph L Wiemels
- Center for Genetic Epidemiology, University of Southern California, Los Angeles, California, USA
| | - Elizabeth B Claus
- School of Public Health, Yale University, New Haven, Connecticut, USA
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34
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McBride CM, Pathak S, Johnson CE, Alberg AJ, Bandera EV, Barnholtz-Sloan JS, Bondy ML, Cote ML, Moorman PG, Peres LC, Peters ES, Schwartz AG, Terry PD, Schildkraut JM. Psychosocial factors associated with genetic testing status among African American women with ovarian cancer: Results from the African American Cancer Epidemiology Study. Cancer 2021; 128:1252-1259. [PMID: 34882782 PMCID: PMC9300067 DOI: 10.1002/cncr.34053] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 10/25/2021] [Accepted: 10/27/2021] [Indexed: 12/29/2022]
Abstract
Background Racial disparities in the uptake of cancer genetic services are well documented among African American (AA) women. Understanding the multiple social and psychological factors that can influence the uptake of genetic testing among AA women is needed. Methods Data came from 270 AA women diagnosed with ovarian cancer and participating in a population‐based, case‐control study of ovarian cancer who were asked about genetic testing. Logistic regression analyses tested the associations of predisposing, enabling, and need factors with reported genetic testing uptake. Results One‐third of the sample (35%) reported having had genetic testing. In the multivariable model, AA women with higher incomes had more than double the odds of being tested than those with the lowest income (odds ratio [OR] for $25,000‐$74,999, 2.04; 95% confidence interval [CI], 1.06‐3.99; OR for ≥$75,000, 2.32; 95% CI, 0.92‐5.94). AA women who reported employment discrimination were significantly less likely to report genetic testing than those who did not report job discrimination (OR, 0.39; 95% CI, 0.14‐0.95). Marital status, Medicaid versus other insurance, prayer frequency, and perceived social support were significantly associated with genetic testing uptake in bivariate analyses but were not significant contributors in multivariable analyses. Conclusions Consistent with other studies of AA women, a minority of African American Cancer Epidemiology Study participants had undergone genetic testing. Having a lower income and experiencing job discrimination decreased the likelihood of testing. These results provide foundational evidence supporting the need for interventions to improve the uptake of genetic testing among AA women by reducing cost barriers and providing credible assurances that genetic results will be kept private and not affect social factors such as employability. African American women with lower incomes who have experienced job discrimination are less likely to undergo testing. These results support the need for interventions to reduce cost barriers and provide credible assurances that genetic results will be kept private and not affect social factors such as employability.
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Affiliation(s)
- Colleen M McBride
- Department of Behavioral, Social, and Health Education Sciences, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Sarita Pathak
- Department of Behavioral, Social, and Health Education Sciences, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Courtney E Johnson
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Anthony J Alberg
- Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, South Carolina
| | - Elisa V Bandera
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - Jill S Barnholtz-Sloan
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio.,University Hospitals, Cleveland, Ohio
| | - Melissa L Bondy
- Department of Epidemiology and Population Health, Stanford University, Stanford, California
| | - Michele L Cote
- Department of Oncology, Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, Michigan
| | - Patricia G Moorman
- Department of Community and Family Medicine, Duke University Medical Center, Durham, North Carolina
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Edward S Peters
- Epidemiology Program, Louisiana State University Health Sciences Center School of Public Health, New Orleans, Louisiana
| | - Ann G Schwartz
- Department of Oncology, Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, Michigan
| | - Paul D Terry
- Department of Medicine, University of Tennessee Medical Center-Knoxville, Knoxville, Tennessee
| | - Joellen M Schildkraut
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia
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35
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Quinn MCJ, McCue K, Shi W, Johnatty SE, Beesley J, Civitarese A, O'Mara TA, Glubb DM, Tyrer JP, Armasu SM, Ong JS, Gharahkhani P, Lu Y, Gao B, Patch AM, Fasching PA, Beckmann MW, Lambrechts D, Vergote I, Velez Edwards DR, Beeghly-Fadiel A, Benitez J, Garcia MJ, Goodman MT, Dörk T, Dürst M, Modugno F, Moysich K, du Bois A, Pfisterer J, Bauman K, Karlan BY, Lester J, Cunningham JM, Larson MC, McCauley BM, Kjaer SK, Jensen A, Hogdall CK, Hogdall E, Schildkraut JM, Riggan MJ, Berchuck A, Cramer DW, Terry KL, Bjorge L, Webb PM, Friedlander M, Pejovic T, Moffitt M, Glasspool R, May T, Ene GEV, Huntsman DG, Woo M, Carney ME, Hinsley S, Heitz F, Fereday S, Kennedy CJ, Edwards SL, Winham SJ, deFazio A, Pharoah PDP, Goode EL, MacGregor S, Chenevix-Trench G. Identification of a Locus Near ULK1 Associated With Progression-Free Survival in Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2021; 30:1669-1680. [PMID: 34162658 PMCID: PMC8419101 DOI: 10.1158/1055-9965.epi-20-1817] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 03/28/2021] [Accepted: 06/02/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Many loci have been found to be associated with risk of epithelial ovarian cancer (EOC). However, although there is considerable variation in progression-free survival (PFS), no loci have been found to be associated with outcome at genome-wide levels of significance. METHODS We carried out a genome-wide association study (GWAS) of PFS in 2,352 women with EOC who had undergone cytoreductive surgery and standard carboplatin/paclitaxel chemotherapy. RESULTS We found seven SNPs at 12q24.33 associated with PFS (P < 5 × 10-8), the top SNP being rs10794418 (HR = 1.24; 95% CI, 1.15-1.34; P = 1.47 × 10-8). High expression of a nearby gene, ULK1, is associated with shorter PFS in EOC, and with poor prognosis in other cancers. SNP rs10794418 is also associated with expression of ULK1 in ovarian tumors, with the allele associated with shorter PFS being associated with higher expression, and chromatin interactions were detected between the ULK1 promoter and associated SNPs in serous and endometrioid EOC cell lines. ULK1 knockout ovarian cancer cell lines showed significantly increased sensitivity to carboplatin in vitro. CONCLUSIONS The locus at 12q24.33 represents one of the first genome-wide significant loci for survival for any cancer. ULK1 is a plausible candidate for the target of this association. IMPACT This finding provides insight into genetic markers associated with EOC outcome and potential treatment options.See related commentary by Peres and Monteiro, p. 1604.
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Affiliation(s)
- Michael C J Quinn
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Karen McCue
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Wei Shi
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Sharon E Johnatty
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jonathan Beesley
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Andrew Civitarese
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Tracy A O'Mara
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Dylan M Glubb
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jonathan P Tyrer
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Strangeways Research Laboratory, Cambridge, United Kingdom
| | - Sebastian M Armasu
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Jue-Sheng Ong
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Puya Gharahkhani
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Yi Lu
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Bo Gao
- Crown Princess Mary Cancer Care Centre, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Ann-Marie Patch
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Peter A Fasching
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
| | - Diether Lambrechts
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory for Translational Genetics, Department of Human Genetics, University of Leuven, Leuven, Belgium
| | - Ignace Vergote
- Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology and Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - Digna R Velez Edwards
- Department of Obstetrics and Gynecology, Vanderbilt Epidemiology Center, Vanderbilt Genetics Institute, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Alicia Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center and Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Javier Benitez
- Human Genetics Group, Spanish National Cancer Centre (CNIO), and Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - Maria J Garcia
- Human Genetics Group, Spanish National Cancer Centre (CNIO), and Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
- Computational Oncology Group, Spanish National Cancer Centre (CNIO), Madrid, Spain
| | - Marc T Goodman
- Cancer Prevention and Control, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California
- Department of Biomedical Sciences, Community and Population Health Research Institute, Cedars-Sinai Medical Center, Los Angeles, California
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Matthias Dürst
- Department of Gynecology, Jena University Hospital - Friedrich Schiller University Jena, Jena, Germany
| | - Francesmary Modugno
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
- Womens Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania
| | - Kirsten Moysich
- Division of Cancer Prevention and Population Sciences, Cancer Pathology & Prevention, Roswell Park Cancer Institute, Buffalo, New York
| | - Andreas du Bois
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte, Essen, Germany
- Department of Gynecology and Gynecologic Oncology, Dr. Horst Schmidt Kliniken Wiesbaden, Wiesbaden, Germany
| | | | | | - Beth Y Karlan
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California
| | - Jenny Lester
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California
| | - Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Melissa C Larson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Bryan M McCauley
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Susanne K Kjaer
- Department of Gynecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Allan Jensen
- Department of Lifestyle, Reproduction and Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Claus K Hogdall
- Department of Gynecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Estrid Hogdall
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Lifestyle, Reproduction and Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Marjorie J Riggan
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, North Carolina
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, North Carolina
| | - Daniel W Cramer
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Kathryn L Terry
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts
| | - Line Bjorge
- Department of Gynecology and Obstetrics, Haukeland University Hospital, Bergen, Norway
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, University of Bergen, Bergen, Norway
| | | | - Michael Friedlander
- Prince of Wales Clinical School, University of New South Wales, Sydney, Australia
| | - Tanja Pejovic
- Department of Obstetrics and Gynecology, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Melissa Moffitt
- Department of Obstetrics and Gynecology, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Rosalind Glasspool
- Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, United Kingdom
| | - Taymaa May
- Division of Gynecologic Oncology, Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada
| | - Gabrielle E V Ene
- Division of Gynecologic Oncology, Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada
| | - David G Huntsman
- British Columbia's Ovarian Cancer Research (OVCARE) Program, Vancouver General Hospital, BC Cancer Agency and University of British Columbia, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, The University of British Columbia, Vancouver, British Columbia, Canada
- Department of Obstetrics and Gynaecology, The University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Michelle Woo
- British Columbia's Ovarian Cancer Research (OVCARE) Program, Department of Molecular Oncology, British Columbia Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Michael E Carney
- Department of Obstetrics and Gynecology, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii
| | - Samantha Hinsley
- Cancer Research UK Glasgow Clinical Trials Unit, University of Glasgow, Glasgow, United Kingdom
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte, Essen, Germany
- Department of Gynecology and Gynecologic Oncology, Dr. Horst Schmidt Kliniken Wiesbaden, Wiesbaden, Germany
- Department for Gynecology with the Center for Oncologic Surgery Charité Campus Virchow-Klinikum, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - 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
| | - Stacey L Edwards
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | | | - Paul D P Pharoah
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Strangeways Research Laboratory, Cambridge, United Kingdom
- Strangeways Research Laboratory, Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Worts Causeway, Cambridge, United Kingdom
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Stuart MacGregor
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Georgia Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
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Kar SP, Considine DP, Tyrer JP, Plummer JT, Chen S, Dezem FS, Barbeira AN, Rajagopal PS, Rosenow WT, Moreno F, Bodelon C, Chang-Claude J, Chenevix-Trench G, deFazio A, Dörk T, Ekici AB, Ewing A, Fountzilas G, Goode EL, Hartman M, Heitz F, Hillemanns P, Høgdall E, Høgdall CK, Huzarski T, Jensen A, Karlan BY, Khusnutdinova E, Kiemeney LA, Kjaer SK, Klapdor R, Köbel M, Li J, Liebrich C, May T, Olsson H, Permuth JB, Peterlongo P, Radice P, Ramus SJ, Riggan MJ, Risch HA, Saloustros E, Simard J, Szafron LM, Titus L, Thompson CL, Vierkant RA, Winham SJ, Zheng W, Doherty JA, Berchuck A, Lawrenson K, Im HK, Manichaikul AW, Pharoah PD, Gayther SA, Schildkraut JM. Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer. HGG Adv 2021; 2:100042. [PMID: 34317694 PMCID: PMC8312632 DOI: 10.1016/j.xhgg.2021.100042] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Accepted: 06/04/2021] [Indexed: 12/12/2022] Open
Abstract
Familial, sequencing, and genome-wide association studies (GWASs) and genetic correlation analyses have progressively unraveled the shared or pleiotropic germline genetics of breast and ovarian cancer. In this study, we aimed to leverage this shared germline genetics to improve the power of transcriptome-wide association studies (TWASs) to identify candidate breast cancer and ovarian cancer susceptibility genes. We built gene expression prediction models using the PrediXcan method in 681 breast and 295 ovarian tumors from The Cancer Genome Atlas and 211 breast and 99 ovarian normal tissue samples from the Genotype-Tissue Expression project and integrated these with GWAS meta-analysis data from the Breast Cancer Association Consortium (122,977 cases/105,974 controls) and the Ovarian Cancer Association Consortium (22,406 cases/40,941 controls). The integration was achieved through application of a pleiotropy-guided conditional/conjunction false discovery rate (FDR) approach in the setting of a TWASs. This identified 14 candidate breast cancer susceptibility genes spanning 11 genomic regions and 8 candidate ovarian cancer susceptibility genes spanning 5 genomic regions at conjunction FDR < 0.05 that were >1 Mb away from known breast and/or ovarian cancer susceptibility loci. We also identified 38 candidate breast cancer susceptibility genes and 17 candidate ovarian cancer susceptibility genes at conjunction FDR < 0.05 at known breast and/or ovarian susceptibility loci. The 22 genes identified by our cross-cancer analysis represent promising candidates that further elucidate the role of the transcriptome in mediating germline breast and ovarian cancer risk.
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Affiliation(s)
- Siddhartha P. Kar
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Daniel P.C. Considine
- 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 Oncology, University of Cambridge, Cambridge, UK
| | - Jasmine T. Plummer
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Department of Biomedical Sciences, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Stephanie Chen
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Department of Biomedical Sciences, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Felipe S. Dezem
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Department of Biomedical Sciences, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Alvaro N. Barbeira
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Padma S. Rajagopal
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Will T. Rosenow
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Fernando Moreno
- Department of Oncology, Hospital Clínico San Carlos, Madrid, Spain
| | - Clara Bodelon
- Divison of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Georgia Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Anna deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, NSW, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
| | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Arif B. Ekici
- Institute of Human Genetics, University Hospital Erlangen, Erlangen, Germany
- Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen, Erlangen, Germany
| | - Ailith Ewing
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - George Fountzilas
- Laboratory of Molecular Oncology, Hellenic Foundation for Cancer Research, Aristotle University of Thessaloniki School of Medicine, Thessaloniki, Greece
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Mikael Hartman
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte/Evang., Essen, Germany
- Department of Gynecology, Center for Oncologic Surgery, Charité Campus Virchow-Klinikum, Berlin, Germany
| | - Peter Hillemanns
- Department of Gynecology and Obstetrics, Hannover Medical School, Hannover, Germany
| | - Estrid Høgdall
- Department of Virus, Lifestyle, and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
- Molecular Unit, Department of Pathology, Herlev Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Claus K. Høgdall
- The Juliane Marie Centre, Department of Gynecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Tomasz Huzarski
- Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University, Szczecin, Poland
- Department of Genetics and Pathology, University of Zielona Góra, Zielona Góra, Poland
| | - Allan Jensen
- Department of Lifestyle, Reproduction, and Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Beth Y. Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, CA, USA
| | - Elza Khusnutdinova
- Institute of Biochemistry and Genetics, Ufa Federal Research Centre of the Russian Academy of Sciences, Ufa, Russia
- Department of Genetics and Fundamental Medicine, Bashkir State University, Ufa, Russia
| | - Lambertus A. Kiemeney
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Susanne K. Kjaer
- Department of Virus, Lifestyle, and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Rüdiger Klapdor
- Department of Gynecology and Obstetrics, Hannover Medical School, Hannover, Germany
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, AB, Canada
| | - Jingmei Li
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Genome Institute of Singapore, Human Genetics, Singapore, Singapore
| | - Clemens Liebrich
- Department of Obstetrics and Gynecology, Klinikum Wolfsburg, Wolfsburg, Germany
| | - Taymaa May
- Division of Gynecologic Oncology, University Health Network, Princess Margaret Hospital, Toronto, ON, Canada
| | - Håkan Olsson
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Jennifer B. Permuth
- Departments of Cancer Epidemiology and Gastrointestinal Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Paolo Peterlongo
- Genome Diagnostics Program, IFOM-The FIRC Institute of Molecular Oncology, Milan, Italy
| | - Paolo Radice
- Unit of Molecular Bases of Genetic Risk and Genetic Testing, Department of Research, Fondazione IRCCS Istituto Nazionale dei Tumori (INT), Milan, Italy
| | - Susan J. Ramus
- School of Women’s and Children’s Health, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - Marjorie J. Riggan
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Harvey A. Risch
- Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | | | - Jacques Simard
- Genomics Center, Centre Hospitalier Universitaire de Québec - Université Laval Research Center, Québec City, QC, Canada
| | - Lukasz M. Szafron
- Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Linda Titus
- Muskie School of Public Service, University of Southern Maine, Portland, ME, USA
| | - Cheryl L. Thompson
- Department of Nutrition, Case Western Reserve University, Cleveland, OH, USA
| | - Robert A. Vierkant
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Jennifer A. Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Kate Lawrenson
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Women’s Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Hae Kyung Im
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Ani W. Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Paul D.P. Pharoah
- 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
| | - Simon A. Gayther
- Center for Bioinformatics and Functional Genomics, Department of Biomedical Science, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
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Guertin KA, Harris HR, Camacho TF, Johnson CE, Wu AH, Moorman PG, Myers E, Bethea TN, Bandera EV, Joslin CE, Ochs-Balcom HM, Peres LC, Rosenow WT, Setiawan VW, Beeghly-Fadiel A, Dempsey LF, Rosenberg L, Schildkraut JM. Abstract 33: Racial disparities in epithelial ovarian cancer survival: An examination of contributing factors in the Ovarian Cancer in Women of African Ancestry (OCWAA) consortium. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-33] [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: 11/16/2022]
Abstract
Abstract
Purpose of Study: We used multiple mediation analysis to examine why African-American women have poorer ovarian cancer survival compared to white women.
Methods: We examined data from the OCWAA consortium which harmonized questionnaire-based data on 1,075 African-American women and 3,272 white women with ovarian cancer from seven U.S. studies. We first selected potential mediators and confounders by examining their association with race and survival and then incorporated these variables into a sequential multiple mediation analysis. We used multiple imputation and bootstrapping to fit and pool natural effects models with counterfactual exposures and survival times. In order to distinguish the effect of race through mediators and otherwise, we implemented log-normal accelerated failure time and Cox proportional hazards (PH) models.
Results: In OCWAA, 67.8% (n=729) of African-American women and 69.7% (n=2,282) of white women were deceased. The hazard ratio for African-American compared to white women was 1.29 (95%CI=1.15-1.46). In our final model (Table 1), mediators of this disparity in survival included college education, nulliparity, smoking status, body mass index, diabetes, diabetes/race interaction, postmenopausal hormone (PMH) therapy duration, PMH duration/race interaction, PMH duration/age interaction, histotype, and stage. These mediators explained 46.4% (95%CI=30.9-60.0%) of the overall racial disparity, and histotype/stage and PMH duration accounted for the largest fraction.
Conclusions: In the OCWAA consortium, almost half of the disparity in ovarian cancer survival between African-American and white women is explained by education, lifestyle factors, diabetes, PMH use, and tumor characteristics. A more complete understanding of the remaining difference in racial disparity is needed in order to ultimately improve outcomes and reduce disparities.
Table 1.Sequential multiple mediation of racial differences in ovarian cancer survival in OCWAAStepaMediator(s) AddedIndirect Effect HRbDirect Effect HRcTotal Effect HRd% Mediatede1College graduate1.015 (0.960, 1.073)1.308 (1.265, 1.351)1.327 (1.268, 1.389)4.5 (-16.9, 22.0)2Nulliparity1.018 (0.963, 1.076)1.304 (1.261, 1.347)1.327 (1.268, 1.388)5.8 (-15.6, 22.9)3Smoking1.023 (0.968, 1.082)1.296 (1.254, 1.340)1.326 (1.266, 1.387)7.5 (-13.3, 24.8)4BMI,Diabetes,Diabetes/Race Interaction1.051 (0.995, 1.111)1.263 (1.222, 1.305)1.327 (1.268, 1.389)17.0 (-2.2, 33.2)5PMH Duration,PMH Duration/Race Interaction,PMH Duration/Age Interaction1.086 (1.025, 1.149)1.195 (1.157, 1.235)1.298 (1.238, 1.359)31.0 (11.2, 47.3)6Histotype,Stage1.129 (1.073, 1.189)1.149 (1.114, 1.184)1.297 (1.243, 1.353)46.4 (30.9, 60.0)Abbreviations: OCWAA, Ovarian Cancer in Women of African Ancestry; PMH, Postmenopausal hormone; BMI, body mass index.Bold numbers reflect statistically significant values.aSequential order in which the selected mediators were added to the model. Model also includes variables in all preceding steps.bThe indirect effect is the cumulative indirect effect of the variables selected as mediators in a given step and all preceding steps.cThe direct effect is the remaining direct effect through all other non-mediated pathways.dTotal effect is calculated as log(Indirect Effect HR) + log(Direct Effect HR).ePercent (%) mediated is calculated as log(indirect effect HR)/log(total effect HR).
Citation Format: Kristin A. Guertin, Holly R. Harris, Tareq F. Camacho, Courtney E. Johnson, Anna H. Wu, Patricia G. Moorman, Evan Myers, Traci N. Bethea, Elisa V. Bandera, Charlotte E. Joslin, Heather M. Ochs-Balcom, Lauren C. Peres, Will T. Rosenow, Veronica W. Setiawan, Alicia Beeghly-Fadiel, Lauren F. Dempsey, Lynn Rosenberg, Joellen M. Schildkraut. Racial disparities in epithelial ovarian cancer survival: An examination of contributing factors in the Ovarian Cancer in Women of African Ancestry (OCWAA) consortium [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 33.
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Affiliation(s)
| | | | | | | | - Anna H. Wu
- 4University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | - Evan Myers
- 6Duke University Medical Center, Durham, NC
| | - Traci N. Bethea
- 7Georgetown Lombardi Comprehensive Cancer Center, Washington, DC
| | | | | | | | - Lauren C. Peres
- 11H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | - Will T. Rosenow
- 1University of Virginia School of Medicine, Charlottesville, VA
| | - Veronica W. Setiawan
- 4University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
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Davis CP, Bandera EV, Bethea TN, Camacho F, Joslin CE, Wu AH, Beeghly-Fadiel A, Moorman PG, Myers ER, Ochs-Balcom HM, Peres LC, Rosenow WT, Setiawan VW, Rosenberg L, Schildkraut JM, Harris HR. Genital Powder Use and Risk of Epithelial Ovarian Cancer in the Ovarian Cancer in Women of African Ancestry Consortium. Cancer Epidemiol Biomarkers Prev 2021; 30:1660-1668. [PMID: 34155063 DOI: 10.1158/1055-9965.epi-21-0162] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 04/01/2021] [Accepted: 06/01/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Genital powder use is more common among African-American women; however, studies of genital powder use and ovarian cancer risk have been conducted predominantly in White populations, and histotype-specific analyses among African-American populations are limited. METHODS We used data from five studies in the Ovarian Cancer in Women of African Ancestry consortium. Participants included 620 African-American cases, 1,146 African-American controls, 2,800 White cases, and 6,735 White controls who answered questions on genital powder use prior to 2014. The association between genital powder use and ovarian cancer risk by race was estimated using logistic regression. RESULTS The prevalence of ever genital powder use for cases was 35.8% among African-American women and 29.5% among White women. Ever use of genital powder was associated with higher odds of ovarian cancer among African-American women [OR = 1.22; 95% confidence interval (CI) = 0.97-1.53] and White women (OR = 1.36; 95% CI = 1.19-1.57). In African-American women, the positive association with risk was more pronounced among high-grade serous tumors (OR = 1.31; 95% CI = 1.01-1.71) than with all other histotypes (OR = 1.05; 95% CI = 0.75-1.47). In White women, a significant association was observed irrespective of histotype (OR = 1.33; 95% CI = 1.12-1.56 and OR = 1.38; 95% CI = 1.15-1.66, respectively). CONCLUSIONS While genital powder use was more prevalent among African-American women, the associations between genital powder use and ovarian cancer risk were similar across race and did not materially vary by histotype. IMPACT This is one of the largest studies to date to compare the associations between genital powder use and ovarian cancer risk, overall and by histotype, between African-American and White women.
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Affiliation(s)
- Colette P Davis
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - Traci N Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, District of Columbia
| | - Fabian Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine and Division of Epidemiology and Biostatistics, School of Public Health, Chicago, Illinois
| | - Anna H Wu
- University of Southern California Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, Los Angeles, California
| | - Alicia Beeghly-Fadiel
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Patricia G Moorman
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, North Carolina
| | - Evan R Myers
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, North Carolina
| | - Heather M Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, New York
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Will T Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia
| | - Veronica W Setiawan
- University of Southern California Norris Comprehensive Cancer Center and Department of Preventive Medicine, Keck School of Medicine, Los Angeles, California
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, Massachusetts
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington. .,Department of Epidemiology, School of Public Health, University of Washington, Seattle, Washington
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Song H, Dicks EM, Tyrer J, Intermaggio M, Chenevix-Trench G, Bowtell DD, Traficante N, Group A, Brenton J, Goranova T, Hosking K, Piskorz A, van Oudenhove E, Doherty J, Harris HR, Rossing MA, Duerst M, Dork T, Bogdanova NV, Modugno F, Moysich K, Odunsi K, Ness R, Karlan BY, Lester J, Jensen A, Krüger Kjaer S, Høgdall E, Campbell IG, Lázaro C, Pujara MA, Cunningham J, Vierkant R, Winham SJ, Hildebrandt M, Huff C, Li D, Wu X, Yu Y, Permuth JB, Levine DA, Schildkraut JM, Riggan MJ, Berchuck A, Webb PM, Group OS, Cybulski C, Gronwald J, Jakubowska A, Lubinski J, Alsop J, Harrington P, Chan I, Menon U, Pearce CL, Wu AH, de Fazio A, Kennedy CJ, Goode E, Ramus S, Gayther S, Pharoah P. Population-based targeted sequencing of 54 candidate genes identifies PALB2 as a susceptibility gene for high-grade serous ovarian cancer. J Med Genet 2021; 58:305-313. [PMID: 32546565 PMCID: PMC8086250 DOI: 10.1136/jmedgenet-2019-106739] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [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: 11/26/2019] [Revised: 03/13/2020] [Accepted: 05/12/2020] [Indexed: 11/19/2022]
Abstract
PURPOSE The known epithelial ovarian cancer (EOC) susceptibility genes account for less than 50% of the heritable risk of ovarian cancer suggesting that other susceptibility genes exist. The aim of this study was to evaluate the contribution to ovarian cancer susceptibility of rare deleterious germline variants in a set of candidate genes. METHODS We sequenced the coding region of 54 candidate genes in 6385 invasive EOC cases and 6115 controls of broad European ancestry. Genes with an increased frequency of putative deleterious variants in cases versus controls were further examined in an independent set of 14 135 EOC cases and 28 655 controls from the Ovarian Cancer Association Consortium and the UK Biobank. For each gene, we estimated the EOC risks and evaluated associations between germline variant status and clinical characteristics. RESULTS The ORs associated for high-grade serous ovarian cancer were 3.01 for PALB2 (95% CI 1.59 to 5.68; p=0.00068), 1.99 for POLK (95% CI 1.15 to 3.43; p=0.014) and 4.07 for SLX4 (95% CI 1.34 to 12.4; p=0.013). Deleterious mutations in FBXO10 were associated with a reduced risk of disease (OR 0.27, 95% CI 0.07 to 1.00, p=0.049). However, based on the Bayes false discovery probability, only the association for PALB2 in high-grade serous ovarian cancer is likely to represent a true positive. CONCLUSIONS We have found strong evidence that carriers of PALB2 deleterious mutations are at increased risk of high-grade serous ovarian cancer. Whether the magnitude of risk is sufficiently high to warrant the inclusion of PALB2 in cancer gene panels for ovarian cancer risk testing is unclear; much larger sample sizes will be needed to provide sufficiently precise estimates for clinical counselling.
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Affiliation(s)
- Honglin Song
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Ed M Dicks
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Jonathan Tyrer
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Maria Intermaggio
- School of Women's and Children's Health, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Georgia Chenevix-Trench
- Cancer Genetics, Queensland Institute of Medical Research-QIMR, Herston, Queensland, Australia
| | - David D Bowtell
- Cancer Genomics and Genetics and Women's Cancer Programs, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Nadia Traficante
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Aocs Group
- QIMR Berghofer Department of Genetics and Computational Biology, Herston, Queensland, Australia
- Department of Research, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - James Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Teodora Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Karen Hosking
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Anna Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Elke van Oudenhove
- Laura and Isaac Perlmutter Cancer Center, New York University, New York, New York, USA
| | - Jen Doherty
- Huntsman Institute, University of Utah, Salt Lake City, Utah, USA
| | - Holly R Harris
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Mary Anne Rossing
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Matthias Duerst
- Department of Gynaecology, Jena University Hospital, Friedrich Schiller University Jena, Jena, Thüringen, Germany
| | - Thilo Dork
- Gynaecology Research Unit, Hannover Medical School, Hannover, Niedersachsen, Germany
| | - Natalia V Bogdanova
- Department of Radiation Oncology, Hannover Medical School, Hannover, Niedersachsen, Germany
- Department of Gynaecology, NN Alexandrov National Cancer Centre, Minsk, Minsk, Belarus
| | - Francesmary Modugno
- Womens Cancer Research Center, Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Kirsten Moysich
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, New York, USA
| | - Kunle Odunsi
- Department of Gynecologic Oncology, Roswell Park Cancer Institute, Buffalo, New York, USA
| | - Roberta Ness
- School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Beth Y Karlan
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Jenny Lester
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Allan Jensen
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Kobenhavn, Denmark
| | - Susanne Krüger Kjaer
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Kobenhavn, Denmark
| | - Estrid Høgdall
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Kobenhavn, Denmark
- Department of Pathology, Herlev Hospital, University of Copenhagen, Kobenhavn, Denmark
| | - Ian G Campbell
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia
- Department of Research, Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Conxi Lázaro
- Hereditary Cancer Program, Catalan Institute of Oncology, Barcelona, Catalunya, Spain
| | - Miguel Angel Pujara
- Translational Research Laboratory, Catalan Institute of Oncology, Barcelona, Catalunya, Spain
| | - Julie Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Robert Vierkant
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, Minnesota, USA
| | - Stacey J Winham
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, Minnesota, USA
| | - Michelle Hildebrandt
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Chad Huff
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Donghui Li
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Xifeng Wu
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Yao Yu
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jennifer B Permuth
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, Florida, USA
| | - Douglas A Levine
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, New York University, New York, New York, USA
| | - Joellen M Schildkraut
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Marjorie J Riggan
- Department of Gynecologic Oncology, Duke University Hospital, Durham, North Carolina, USA
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, North Carolina, USA
| | - Penelope M Webb
- Population Health Department, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Opal Study Group
- Population Health Department, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Cezary Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Zachodniopomorskie, Poland
| | - Jacek Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Zachodniopomorskie, Poland
| | - Anna Jakubowska
- Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Zachodniopomorskie, Poland
- Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University in Szczecin, Szczecin, Zachodniopomorskie, Poland
| | - Jan Lubinski
- Department of Genetics and Pathology, Pomeranian Medical University in Szczecin, Szczecin, Zachodniopomorskie, Poland
| | - Jennifer Alsop
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Patricia Harrington
- Department of Oncology, University of Cambridge, Cambridge, Cambridgeshire, UK
| | - Isaac Chan
- School of Women's and Children's Health, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, London, UK
| | - Celeste L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Anna de Fazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Westmead, New South Wales, Australia
| | - Catherine J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Westmead, New South Wales, Australia
| | - Ellen Goode
- Department of Health Science Research, Division of Epidemiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Susan Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Kinghorn Cancer Centre, Garvan Institute of Medical Research, Darlinghurst, New South Wales, Australia
| | - Simon Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Paul Pharoah
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
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Lee AW, Rosenzweig S, Wiensch A, Ramus SJ, Menon U, Gentry-Maharaj A, Ziogas A, Anton-Culver H, Whittemore AS, Sieh W, Rothstein JH, McGuire V, Wentzensen N, Bandera EV, Qin B, Terry KL, Cramer DW, Titus L, Schildkraut JM, Berchuck A, Goode EL, Kjaer SK, Jensen A, Jordan SJ, Ness RB, Modugno F, Moysich K, Thompson PJ, Goodman MT, Carney ME, Chang-Claude J, Rossing MA, Harris HR, Doherty JA, Risch HA, Khoja L, Alimujiang A, Phung MT, Brieger K, Mukherjee B, Pharoah PDP, Wu AH, Pike MC, Webb PM, Pearce CL. Expanding Our Understanding of Ovarian Cancer Risk: The Role of Incomplete Pregnancies. J Natl Cancer Inst 2021; 113:301-308. [PMID: 32766851 PMCID: PMC7936053 DOI: 10.1093/jnci/djaa099] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [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: 10/14/2019] [Revised: 06/08/2020] [Accepted: 06/29/2020] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Parity is associated with decreased risk of invasive ovarian cancer; however, the relationship between incomplete pregnancies and invasive ovarian cancer risk is unclear. This relationship was examined using 15 case-control studies from the Ovarian Cancer Association Consortium (OCAC). Histotype-specific associations, which have not been examined previously with large sample sizes, were also evaluated. METHODS A pooled analysis of 10 470 invasive epithelial ovarian cancer cases and 16 942 controls was conducted. Odds ratios (ORs) and 95% confidence intervals (CIs) for the association between incomplete pregnancies and invasive epithelial ovarian cancer were estimated using logistic regression. All models were conditioned on OCAC study, race and ethnicity, age, and education level and adjusted for number of complete pregnancies, oral contraceptive use, and history of breastfeeding. The same approach was used for histotype-specific analyses. RESULTS Ever having an incomplete pregnancy was associated with a 16% reduction in ovarian cancer risk (OR = 0.84, 95% CI = 0.79 to 0.89). There was a trend of decreasing risk with increasing number of incomplete pregnancies (2-sided Ptrend < .001). An inverse association was observed for all major histotypes; it was strongest for clear cell ovarian cancer. CONCLUSIONS Incomplete pregnancies are associated with a reduced risk of invasive epithelial ovarian cancer. Pregnancy, including incomplete pregnancy, was associated with a greater reduction in risk of clear cell ovarian cancer, but the result was broadly consistent across histotypes. Future work should focus on understanding the mechanisms underlying this reduced risk.
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Affiliation(s)
- Alice W Lee
- Department of Public Health, California State University, Fullerton, Fullerton, CA, USA
| | - Stacey Rosenzweig
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Ashley Wiensch
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | | | - Susan J Ramus
- School of Women’s and Children’s Health, Faculty of Medicine, 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
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - Argyrios Ziogas
- Department of Epidemiology, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Hoda Anton-Culver
- Department of Epidemiology, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Alice S Whittemore
- Department of Epidemiology and Public Health, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Weiva Sieh
- Departments of Genetics and Genomic Sciences and of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joseph H Rothstein
- Departments of Genetics and Genomic Sciences and of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Valerie McGuire
- Department of Epidemiology and Public Health, Stanford University School of Medicine, Stanford, CA, USA
| | - Nicolas Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Elisa V Bandera
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Bo Qin
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Kathryn L Terry
- Department of Epidemiology, Harvard TH 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
| | - Daniel W Cramer
- Department of Epidemiology, Harvard TH 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
| | - Linda Titus
- Public Health, Muskie School of Public Service, University of Southern Maine, Portland, ME, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Ellen L Goode
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, MN, USA
| | - Susanne K Kjaer
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Gynaecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Allan Jensen
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Susan J Jordan
- School of Public Health, The University of Queensland, Brisbane, Australia
| | - Roberta B Ness
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - 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
| | - Kirsten Moysich
- Division of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Pamela J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Marc T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Michael E Carney
- Department of Obstetrics and Gynecology, John A. Burns School of Medicine, University of Hawaii, Honolulu, HI, USA
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Mary Anne Rossing
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Jennifer Anne Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Harvey A Risch
- Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | - Lilah Khoja
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Aliya Alimujiang
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Minh Tung Phung
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Katharine Brieger
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Bhramar Mukherjee
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Paul D P Pharoah
- Department of Oncology, University of Cambridge, Cambridge, UK
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Malcolm C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Penelope M Webb
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Celeste Leigh Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
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Phung MT, Lee AW, Wu AH, Berchuck A, Cho KR, Cramer DW, Doherty JA, Goodman MT, Hanley GE, Harris HR, McLean K, Modugno F, Moysich KB, Mukherjee B, Schildkraut JM, Terry KL, Titus LJ, Jordan SJ, Webb PM, Pike MC, Pearce CL. Depot-Medroxyprogesterone Acetate Use Is Associated with Decreased Risk of Ovarian Cancer: The Mounting Evidence of a Protective Role of Progestins. Cancer Epidemiol Biomarkers Prev 2021; 30:927-935. [PMID: 33619020 DOI: 10.1158/1055-9965.epi-20-1355] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 11/22/2020] [Accepted: 02/16/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Combined oral contraceptive use is associated with a decreased risk of invasive epithelial ovarian cancer (ovarian cancer). There is suggestive evidence of an inverse association between progestin-only contraceptive use and ovarian cancer risk, but previous studies have been underpowered. METHODS The current study used primary data from 7,977 women with ovarian cancer and 11,820 control women in seven case-control studies from the Ovarian Cancer Association Consortium to evaluate the association between use of depot-medroxyprogesterone acetate (DMPA), an injectable progestin-only contraceptive, and ovarian cancer risk. Logistic models were fit to determine the association between ever use of DMPA and ovarian cancer risk overall and by histotype. A systematic review of the association between DMPA use and ovarian cancer risk was conducted. RESULTS Ever use of DMPA was associated with a 35% decreased risk of ovarian cancer overall (OR, 0.65; 95% confidence interval, 0.50-0.85). There was a statistically significant trend of decreasing risk with increasing duration of use (P trend < 0.001). The systematic review yielded six studies, four of which showed an inverse association and two showed increased risk. CONCLUSIONS DMPA use appears to be associated with a decreased risk of ovarian cancer in a duration-dependent manner based on the preponderance of evidence. Further study of the mechanism through which DMPA use is associated with ovarian cancer is warranted. IMPACT The results of this study are of particular interest given the rise in popularity of progestin-releasing intrauterine devices that have a substantially lower progestin dose than that in DMPA, but may have a stronger local effect.
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Affiliation(s)
- Minh Tung Phung
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan
| | - Alice W Lee
- Department of Public Health, California State University, Fullerton, Fullerton, California
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Andrew Berchuck
- Division of Gynecologic Oncology, Duke University School of Medicine, Durham, North Carolina
| | - Kathleen R Cho
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Daniel W Cramer
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, Massachusetts.,Department of Obstetrics and Gynecology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jennifer Anne Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, Utah
| | - Marc T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, California
| | - Gillian E Hanley
- Department of Obstetrics and Gynecology, University of British Columbia Faculty of Medicine, Vancouver, Canada
| | - Holly R Harris
- Division of Public Health Sciences, Program in Epidemiology, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Karen McLean
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Francesmary Modugno
- Women's Cancer Research Center, Magee-Women's Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania.,Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Kirsten B Moysich
- Division of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Bhramar Mukherjee
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan.,Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan
| | - Joellen M Schildkraut
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Kathryn L Terry
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, Massachusetts.,Department of Obstetrics and Gynecology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | | | - Susan J Jordan
- University of Queensland, School of Public Health, Brisbane, Queensland, Australia
| | | | - Malcolm C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California.,Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
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42
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Bethea TN, Ochs-Balcom HM, Bandera EV, Beeghly-Fadiel A, Camacho F, Chyn D, Cloyd EK, Harris HR, Joslin CE, Myers E, Moorman PG, Peres LC, Rosenow W, Setiawan VW, Wu AH, Rosenberg L, Schildkraut JM. First- and second-degree family history of ovarian and breast cancer in relation to risk of invasive ovarian cancer in African American and white women. Int J Cancer 2021; 148:2964-2973. [PMID: 33521947 DOI: 10.1002/ijc.33493] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 01/05/2021] [Accepted: 01/20/2021] [Indexed: 11/07/2022]
Abstract
Family history (FH) of ovarian cancer and breast cancer are well-established risk factors for ovarian cancer, but few studies have examined this association in African American (AA) and white women by histotype. We assessed first- and second-degree FH of ovarian and breast cancer and risk of epithelial ovarian cancer in the Ovarian Cancer in Women of African Ancestry Consortium. Analyses included 1052 AA cases, 2328 AA controls, 2380 white cases and 3982 white controls. Race-specific odds ratios (ORs) and 95% confidence intervals (CIs) were estimated using multilevel logistic regression with adjustment for covariates. Analyses were stratified by histotype (high-grade serous vs others). First-degree FH of ovarian cancer was associated with high-grade serous carcinoma in AA (OR = 2.32, 95% CI: 1.50, 3.59) and white women (OR = 2.48, 95% CI: 1.82, 3.38). First-degree FH of breast cancer increased risk irrespective of histotype in AAs, but with high-grade serous carcinoma only in white women. Associations with second-degree FH of ovarian cancer were observed for overall ovarian cancer in white women and with high-grade serous carcinoma in both groups. First-degree FH of ovarian cancer and of breast cancer, and second-degree FH of ovarian cancer is strongly associated with high-grade serous ovarian carcinoma in AA and white women. The association of FH of breast cancer with high-grade serous ovarian carcinoma is similar in white women and AA women, but may differ for other histotypes.
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Affiliation(s)
- Traci N Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, DC, USA
| | - Heather M Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, New York, USA
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey, USA
| | - Alicia Beeghly-Fadiel
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Fabian Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Deanna Chyn
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Emily K Cloyd
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA.,Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine, Chicago, Illinois, USA.,Division of Epidemiology and Biostatistics, University of Illinois at Chicago School of Public Health, Chicago, Illinois, USA
| | - Evan Myers
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, North Carolina, USA
| | - Patricia G Moorman
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, North Carolina, USA
| | - Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Will Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA
| | - Veronica W Setiawan
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California, USA
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, Massachusetts, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
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Considine DPC, Jia G, Shu X, Schildkraut JM, Pharoah PDP, Zheng W, Kar SP. Genetically predicted circulating protein biomarkers and ovarian cancer risk. Gynecol Oncol 2021; 160:506-513. [PMID: 33246661 PMCID: PMC7855757 DOI: 10.1016/j.ygyno.2020.11.016] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 11/15/2020] [Indexed: 12/24/2022]
Abstract
OBJECTIVE Most women with epithelial ovarian cancer (EOC) are diagnosed after the disease has metastasized and survival in this group remains poor. Circulating proteins associated with the risk of developing EOC have the potential to serve as biomarkers for early detection and diagnosis. We integrated large-scale genomic and proteomic data to identify novel plasma proteins associated with EOC risk. METHODS We used the germline genetic variants most strongly associated (P <1.5 × 10-11) with plasma levels of 1329 proteins in 3301 healthy individuals from the INTERVAL study to predict circulating levels of these proteins in 22,406 EOC cases and 40,941 controls from the Ovarian Cancer Association Consortium (OCAC). Association testing was performed by weighting the beta coefficients and standard errors for EOC risk from the OCAC study by the inverse of the beta coefficients from INTERVAL. RESULTS We identified 26 proteins whose genetically predicted circulating levels were associated with EOC risk at false discovery rate < 0.05. The 26 proteins included MFAP2, SEMG2, DLK1, and NTNG1 and a group of 22 proteins whose plasma levels were predicted by variants at chromosome 9q34.2. All 26 protein association signals identified were driven by association with the high-grade serous histotype that comprised 58% of the EOC cases in OCAC. Regional genomic plots confirmed overlap of the genetic association signal underlying both plasma protein level and EOC risk for the 26 proteins. Pathway analysis identified enrichment of seven biological pathways among the 26 proteins (Padjusted <0.05), highlighting roles for Focal Adhesion-PI3K-Akt-mTOR and Notch signaling. CONCLUSION The identified proteins further illuminate the etiology of EOC and represent promising new EOC biomarkers for targeted validation by studies involving direct measurement of plasma proteins in EOC patient cohorts.
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Affiliation(s)
- Daniel P C Considine
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Guochong Jia
- Vanderbilt Epidemiology Center, Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Xiang Shu
- Vanderbilt Epidemiology Center, Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Paul D P Pharoah
- 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
| | - Wei Zheng
- Vanderbilt Epidemiology Center, Division of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Siddhartha P Kar
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
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Davis CP, Bandera EV, Bethea TN, Camacho TF, Joslin CE, Wu AH, Beeghly-Fadiel A, Cloyd EK, Moorman PG, Myers E, Ochs-Balcom HM, Peres LC, Rosenow WL, Setiawan VW, Rosenberg L, Schildkraut JM, Harris HR. Abstract PO-180: Genital powder use and risk of epithelial ovarian cancer in the Ovarian Cancer in Women of African Ancestry Consortium. Cancer Epidemiol Biomarkers Prev 2020. [DOI: 10.1158/1538-7755.disp20-po-180] [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: 11/16/2022] Open
Abstract
Abstract
PURPOSE: To date, the epidemiology of epithelial ovarian cancer (EOC) among African-American women has been severely understudied. It remains unclear to what extent variation in the prevalence of EOC risk factors may explain incidence disparities between African-American and white women. Genital powder use is more common among African-American women; however, studies of genital power use and EOC risk have been conducted predominantly in white populations, and histotype specific analyses among African-American populations are limited. The objective of this study was to evaluate the association between genital powder use and EOC risk among African-American and white women, overall and by histotype.
METHODS: We used data from four ovarian cancer case-control studies in the Ovarian Cancer in Women of African Ancestry (OCWAA) consortium: the African American Cancer Epidemiology Study, the Los Angeles County Ovarian Cancer Study, the Cook County Case-Control Study, and the North Carolina Ovarian Cancer Study. Participants included 601 African-American cases, 1,012 African-American controls, 2,225 white cases, and 3,086 white controls who answered questions on genital powder use prior to 2014. The association between genital powder use and EOC risk was estimated using logistic regression. Pooled histotype specific odds ratios (ORs) and 95% confidence intervals (95% CIs) were calculated using polytomous logistic regression. The population attributable risk (PAR) by race was calculated using the Bruzzi method. RESULTS: The prevalence of reporting ever genital powder use was 66% among African-American women and 44% among white women. African- American women who ever used genital powder were 29% more likely to develop EOC compared to African-American women who reported no use (OR=1.29, 95% CI=0.98-1.71). White women who ever used genital powder were 36% more likely to develop EOC compared to white women reporting no use (OR=1.36, 95% CI=1.12- 1.52). The associations were similar when examined by histotype. Among African- American women, the ORs were 1.29 (95% CI=0.94-1.76) for high grade serous (HGS) and 1.38 (95% CI=0.87-2.19) for non-HGS. For white women, the corresponding ORs were 1.27 (95% CI=1.06-1.52) and 1.21 (95% CI=0.96-1.56), respectively. The PAR for genital powder use was slightly higher, but not statistically significantly different, in African-American women (PAR=10.7, 95% CI=3.7-17.5) compared to white women (PAR=7.8, 95% CI=4.9-10.7). CONCLUSION: While the prevalence of ever genital body powder use was higher among African-American women, the associations between genital powder use and ovarian cancer risk were similar between African-American and white women, and did not materially vary by histotype. Further analyses incorporating additional OCWAA studies and using more refined exposure categories (e.g., frequency and duration of powder use, age at first application) are currently being conducted.
Citation Format: Colette P. Davis, Elisa V. Bandera, Traci N. Bethea, Tareq F. Camacho, Charlotte E. Joslin, Anna H. Wu, Alicia Beeghly-Fadiel, Emily K. Cloyd, Patricia G. Moorman, Evan Myers, Heather M. Ochs-Balcom, Lauren C. Peres, Will L. Rosenow, Veronica W. Setiawan, Lynn Rosenberg, Joellen M Schildkraut, Holly R. Harris. Genital powder use and risk of epithelial ovarian cancer in the Ovarian Cancer in Women of African Ancestry Consortium [abstract]. In: Proceedings of the AACR Virtual Conference: Thirteenth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2020 Oct 2-4. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(12 Suppl):Abstract nr PO-180.
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Affiliation(s)
| | | | | | | | | | - Anna H. Wu
- 6University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA,
| | | | | | | | - Evan Myers
- 8Duke University Medical Center, Durham, North Carolina,
| | | | - Lauren C. Peres
- 10H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL,
| | | | - Veronica W. Setiawan
- 6University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA,
| | - Lynn Rosenberg
- 11Slone Epidemiology Center at Boston University, Boston, MA,
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Peres LC, Bethea TN, Camacho TF, Bandera EV, Beeghly-Fadiel A, Chyn DL, Harris HR, Joslin CE, Moorman PG, Myers E, Ochs-Balcom HM, Rosenow W, Setiawan VW, Wu AH, Rosenberg L, Schildkraut JM. Racial Differences in Population Attributable Risk for Epithelial Ovarian Cancer in the OCWAA Consortium. J Natl Cancer Inst 2020; 113:710-718. [PMID: 33252629 DOI: 10.1093/jnci/djaa188] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 08/31/2020] [Accepted: 10/14/2020] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The causes of racial disparities in epithelial ovarian cancer (EOC) incidence remain unclear. Differences in the prevalence of ovarian cancer risk factors may explain disparities in EOC incidence among African American (AA) and White women. METHODS We used data from 4 case-control studies and 3 case-control studies nested within prospective cohorts in the Ovarian Cancer in Women of African Ancestry Consortium to estimate race-specific associations of 10 known or suspected EOC risk factors using logistic regression. Using the Bruzzi method, race-specific population attributable risks (PAR) were estimated for each risk factor individually and collectively, including groupings of exposures (reproductive factors and modifiable factors). All statistical tests were 2-sided. RESULTS Among 3244 White EOC cases and 9638 controls and 1052 AA EOC cases and 2410 controls, AA women had a statistically significantly higher PAR (false discovery rate [FDR] P < .001) for first-degree family history of breast cancer (PAR = 10.1%, 95% confidence interval [CI] = 6.5% to 13.7%) compared with White women (PAR = 2.6%, 95% CI = 0.8% to 4.4%). After multiple test correction, AA women had a higher PAR than White women when evaluating all risk factors collectively (PAR = 61.6%, 95% CI = 48.6% to 71.3% vs PAR = 43.0%, 95% CI = 32.8% to 51.4%, respectively; FDR P = .06) and for modifiable exposures, including body mass index, oral contraceptives, aspirin, and body powder (PAR = 36.0%, 95% CI = 21.0% to 48.8% vs PAR = 13.8%, 95% CI = 4.5% to 21.8%, respectively; FDR P = .04). CONCLUSIONS Collectively, the selected risk factors accounted for slightly more of the risk among AA than White women, and interventions to reduce EOC incidence that are focused on multiple modifiable risk factors may be slightly more beneficial to AA women than White women at risk for EOC.
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Affiliation(s)
- Lauren C Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Traci N Bethea
- Office of Minority Health and Health Disparities Research, Georgetown Lombardi Comprehensive Cancer Center, Georgetown University Medical Campus, Washington, DC, USA
| | - Tareq F Camacho
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Elisa V Bandera
- Cancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Alicia Beeghly-Fadiel
- Department of Medicine, Division of Epidemiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Deanna L Chyn
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.,Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Charlotte E Joslin
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago School of Medicine and Division of Epidemiology and Biostatistics, School of Public Health, Chicago, IL, USA
| | - Patricia G Moorman
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, USA
| | - Evan Myers
- Department of Family Medicine and Community Health, Duke University Medical Center, Durham, NC, USA
| | - Heather M Ochs-Balcom
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, The State University of New York, Buffalo, NY, USA
| | - Will Rosenow
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - V Wendy Setiawan
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Lynn Rosenberg
- Slone Epidemiology Center at Boston University, Boston, MA, USA
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
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Talhouk A, George J, Wang C, Budden T, Tan TZ, Chiu DS, Kommoss S, Leong HS, Chen S, Intermaggio MP, Gilks B, Nazeran TM, Volchek M, Elatre W, Bentley RC, Senz J, Lum A, Chow V, Sudderuddin H, Mackenzie R, Leong SCY, Liu G, Johnson D, Chen B, Group A, Alsop J, Banerjee SN, Behrens S, Bodelon C, Brand AH, Brinton L, Carney ME, Chiew YE, Cushing-Haugen KL, Cybulski C, Ennis D, Fereday S, Fortner RT, García-Donas J, Gentry-Maharaj A, Glasspool R, Goranova T, Greene CS, Haluska P, Harris HR, Hendley J, Hernandez BY, Herpel E, Jimenez-Linan M, Karpinskyj C, Kaufmann SH, Keeney GL, Kennedy CJ, Köbel M, Koziak JM, Larson MC, Lester J, Lewsley LA, Lissowska J, Lubiński J, Luk H, Macintyre G, Mahner S, McNeish IA, Menkiszak J, Nevins N, Osorio A, Oszurek O, Palacios J, Hinsley S, Pearce CL, Pike MC, Piskorz AM, Ray-Coquard I, Rhenius V, Rodriguez-Antona C, Sharma R, Sherman ME, De Silva D, Singh N, Sinn P, Slamon D, Song H, Steed H, Stronach EA, Thompson PJ, Tołoczko A, Trabert B, Traficante N, Tseng CC, Widschwendter M, Wilkens LR, Winham SJ, Winterhoff B, Beeghly-Fadiel A, Benitez J, Berchuck A, Brenton JD, Brown R, Chang-Claude J, Chenevix-Trench G, deFazio A, Fasching PA, García MJ, Gayther SA, Goodman MT, Gronwald J, Henderson MJ, Karlan BY, Kelemen LE, Menon U, Orsulic S, Pharoah PDP, Wentzensen N, Wu AH, Schildkraut JM, Rossing MA, Konecny GE, Huntsman DG, Huang RYJ, Goode EL, Ramus SJ, Doherty JA, Bowtell DD, Anglesio MS. Development and Validation of the Gene Expression Predictor of High-grade Serous Ovarian Carcinoma Molecular SubTYPE (PrOTYPE). Clin Cancer Res 2020; 26:5411-5423. [PMID: 32554541 PMCID: PMC7572656 DOI: 10.1158/1078-0432.ccr-20-0103] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [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: 01/11/2020] [Revised: 03/31/2020] [Accepted: 06/11/2020] [Indexed: 12/14/2022]
Abstract
PURPOSE Gene expression-based molecular subtypes of high-grade serous tubo-ovarian cancer (HGSOC), demonstrated across multiple studies, may provide improved stratification for molecularly targeted trials. However, evaluation of clinical utility has been hindered by nonstandardized methods, which are not applicable in a clinical setting. We sought to generate a clinical grade minimal gene set assay for classification of individual tumor specimens into HGSOC subtypes and confirm previously reported subtype-associated features. EXPERIMENTAL DESIGN Adopting two independent approaches, we derived and internally validated algorithms for subtype prediction using published gene expression data from 1,650 tumors. We applied resulting models to NanoString data on 3,829 HGSOCs from the Ovarian Tumor Tissue Analysis consortium. We further developed, confirmed, and validated a reduced, minimal gene set predictor, with methods suitable for a single-patient setting. RESULTS Gene expression data were used to derive the predictor of high-grade serous ovarian carcinoma molecular subtype (PrOTYPE) assay. We established a de facto standard as a consensus of two parallel approaches. PrOTYPE subtypes are significantly associated with age, stage, residual disease, tumor-infiltrating lymphocytes, and outcome. The locked-down clinical grade PrOTYPE test includes a model with 55 genes that predicted gene expression subtype with >95% accuracy that was maintained in all analytic and biological validations. CONCLUSIONS We validated the PrOTYPE assay following the Institute of Medicine guidelines for the development of omics-based tests. This fully defined and locked-down clinical grade assay will enable trial design with molecular subtype stratification and allow for objective assessment of the predictive value of HGSOC molecular subtypes in precision medicine applications.See related commentary by McMullen et al., p. 5271.
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Affiliation(s)
- Aline Talhouk
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
| | - Joshy George
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut
| | - Chen Wang
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Timothy Budden
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia
- The University of Manchester, CRUK Manchester Institute, Manchester, United Kingdom
| | - Tuan Zea Tan
- National University of Singapore, Cancer Science Institute of Singapore, Center for Translational Medicine, Singapore, Singapore
| | - Derek S Chiu
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Stefan Kommoss
- Tuebingen University Hospital, Department of Women's Health, Tuebingen, Germany
| | - Huei San Leong
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
| | - Stephanie Chen
- Cedars-Sinai Medical Center, Center for Cancer Prevention and Translational Genomics, Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Maria P Intermaggio
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia
| | - Blake Gilks
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Tayyebeh M Nazeran
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Mila Volchek
- Royal Women's Hospital, Anatomical Pathology, Parkville, Victoria, Australia
| | - Wafaa Elatre
- Department of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Rex C Bentley
- Department of Pathology, Duke University Hospital, Durham, North Carolina
| | - Janine Senz
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Amy Lum
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Veronica Chow
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Hanwei Sudderuddin
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Robertson Mackenzie
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Samuel C Y Leong
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Geyi Liu
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Dustin Johnson
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Billy Chen
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Aocs Group
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, Queensland, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Susana N Banerjee
- The Royal Marsden NHS Foundation Trust and Institute of Cancer Research, Gynaecology Unit, London, United Kingdom
| | - Sabine Behrens
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Clara Bodelon
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Alison H Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Louise Brinton
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Michael E Carney
- Department of Obstetrics and Gynecology, University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii
| | - Yoke-Eng Chiew
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Kara L Cushing-Haugen
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
| | - Cezary Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Darren Ennis
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Sian Fereday
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Renée T Fortner
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Jesús García-Donas
- HM Hospitales Centro Integral Oncológico Clara Campal (HM CIOCC), Madrid, Spain
| | - Aleksandra Gentry-Maharaj
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Rosalind Glasspool
- Department of Medical Oncology, Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, United Kingdom
| | - Teodora Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Casey S Greene
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Paul Haluska
- Mayo Clinic, Department of Oncology, Rochester, Minnesota
| | - Holly R Harris
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
- Department of Epidemiology, University of Washington, Seattle, Washington
| | - Joy Hendley
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Brenda Y Hernandez
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Esther Herpel
- Institute of Pathology and NCT Tissue Bank, University Hospital Heidelberg, Heidelberg, Germany
| | | | - Chloe Karpinskyj
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Scott H Kaufmann
- Mayo Clinic, Department of Oncology, Rochester, Minnesota
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota
| | - Gary L Keeney
- Division of Anatomic Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Catherine J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, Foothills Medical Center, University of Calgary, Calgary, Alberta, Canada
| | | | - Melissa C Larson
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Liz-Anne Lewsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Jolanta Lissowska
- M Sklodowska Curie National Research Institute of Oncology, Department of Cancer Epidemiology and Prevention, Warsaw, Poland
| | - Jan Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Hugh Luk
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Geoff Macintyre
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Sven Mahner
- Department of Obstetrics and Gynecology, University Hospital, Ludwig Maximilian University of Munich, Munich, Germany
| | - Iain A McNeish
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Janusz Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - Nikilyn Nevins
- Department of Gynaecological Oncology, Westmead Hospital and Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Ana Osorio
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Oleg Oszurek
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - José Palacios
- Hospital Universitario Ramón y Cajal, Pathology Department. IRYCIS. CIBERONC. Universidad de Alcalá, Madrid, Spain
| | - Samantha Hinsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Celeste L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
| | - Malcolm C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Anna M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | | | - Valerie Rhenius
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Cristina Rodriguez-Antona
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - Raghwa Sharma
- Pathology West ICPMR Westmead, Westmead Hospital, The University of Sydney, Sydney, New South Wales, Australia
- University of Western Sydney at Westmead Hospital, Sydney, New South Wales, Australia
| | - Mark E Sherman
- Department of Health Sciences Research, Mayo Clinic College of Medicine, Jacksonville, Florida
| | - Dilrini De Silva
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Naveena Singh
- Department of Pathology, Barts Health National Health Service Trust, London, United Kingdom
| | - Peter Sinn
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Dennis Slamon
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
| | - Honglin Song
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Royal Alexandra Hospital, Edmonton, Alberta, Canada
| | - Euan A Stronach
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
| | - Pamela J Thompson
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, California
| | - Aleksandra Tołoczko
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Britton Trabert
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Nadia Traficante
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Chiu-Chen Tseng
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Martin Widschwendter
- Department of Women's Cancer, Institute for Women's Health, University College London, London, United Kingdom
| | - Lynne R Wilkens
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Stacey J Winham
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Boris Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, Minnesota
| | - Alicia Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Javier Benitez
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, North Carolina
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Robert Brown
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - 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
| | - Georgia Chenevix-Trench
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, Queensland, Australia
| | - Anna deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Peter A Fasching
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - María J García
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - Simon A Gayther
- Cedars-Sinai Medical Center, Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Los Angeles, California
| | - Marc T Goodman
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, California
| | - Jacek Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Michelle J Henderson
- Children's Cancer Institute, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Linda E Kelemen
- Hollings Cancer Center and Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina
| | - Usha Menon
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | | | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Mary Anne Rossing
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
- Department of Epidemiology, University of Washington, Seattle, Washington
| | - Gottfried E Konecny
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
| | - David G Huntsman
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Ruby Yun-Ju Huang
- National University of Singapore, Cancer Science Institute of Singapore, Center for Translational Medicine, Singapore, Singapore
- National Taiwan University, School of Medicine, College of Medicine, Taipei City, Taiwan
| | - Ellen L Goode
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, Minnesota.
| | - Susan J Ramus
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia.
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Jennifer A Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah.
| | - David D Bowtell
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Michael S Anglesio
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada.
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
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47
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Modugno F, Fu Z, Jordan SJ, Group A, Chang-Claude J, Fortner RT, Goodman MT, Moysich KB, Schildkraut JM, Berchuck A, Bandera EV, Qin B, Sutphen R, McLaughlin JR, Menon U, Ramus SJ, Gayther SA, Gentry-Maharaj A, Karpinskyj C, Pearce CL, Wu AH, Risch HA, Webb PM. Offspring sex and risk of epithelial ovarian cancer: a multinational pooled analysis of 12 case-control studies. Eur J Epidemiol 2020; 35:1025-1042. [PMID: 32959149 DOI: 10.1007/s10654-020-00682-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 08/26/2020] [Indexed: 12/18/2022]
Abstract
While childbearing protects against risk of epithelial ovarian cancer (EOC), few studies have explored the impact on maternal EOC risk of sex of offspring, which may affect the maternal environment during pregnancy. We performed a pooled analysis among parous participants from 12 case-controls studies comprising 6872 EOC patients and 9101 controls. Odds ratios (ORs) and 95% confidence intervals (CIs) were calculated using multivariable logistic regression for case-control associations and polytomous logistic regression for histotype-specific associations, all adjusted for potential confounders. In general, no associations were found between offspring sex and EOC risk. However, compared to bearing only female offspring, bearing one or more male offspring was associated with increased risk of mucinous EOC (OR = 1.45; 95% CI = 1.01-2.07), which appeared to be limited to women reporting menarche before age 13 compared to later menarche (OR = 1.71 vs 0.99; P-interaction = 0.02). Bearing increasing numbers of male offspring was associated with greater risks of mucinous tumors (OR = 1.31, 1.84, 2.31, for 1, 2 and 3 or more male offspring, respectively; trend-p = 0.005). Stratifying by hormonally-associated conditions suggested that compared to bearing all female offspring, bearing a male offspring was associated with lower risk of endometrioid cancer among women with a history of adult acne, hirsutism, or polycystic ovary syndrome (OR = 0.49, 95% CI = 0.28-0.83) but with higher risk among women without any of those conditions (OR = 1.64 95% CI = 1.14-2.34; P-interaction = 0.003). Offspring sex influences the childbearing-EOC risk relationship for specific histotypes and conditions. These findings support the differing etiologic origins of EOC histotypes and highlight the importance of EOC histotype-specific epidemiologic studies. These findings also suggest the need to better understand how pregnancy affects EOC risk.
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Grants
- R03 CA092776 NCI NIH HHS
- N01 PC067010 NCI NIH HHS
- MC_UU_12023/20 Medical Research Council
- K22 CA138563 NCI NIH HHS
- R01 CA080742 NCI NIH HHS
- R01 CA074850 NCI NIH HHS
- NIH-K07 CA095666, R01-CA83918, NIH-K22-CA138563, P30CA072720 NCI NIH HHS
- K07 CA080668 NCI NIH HHS
- R01-CA58598, N01-CN-55424 and N01-PC-67001 NIH HHS
- P01CA17054, P30CA14089, R01CA61132, N01PC67010, R03CA113148, R03CA115195, N01CN025403, NIH HHS
- R01 CA076016 NCI NIH HHS
- R03 CA110797 NCI NIH HHS
- R01 CA063682 NCI NIH HHS
- K07 CA095666 NCI NIH HHS
- R01 CA126841 NCI NIH HHS
- R01-CA074850; R01-CA080742 NIH HHS
- K07-CA080668,R01-CA95023, MO1-RR000056 R01-CA126841 NCI NIH HHS
- R01 CA106414 NCI NIH HHS
- M01 RR000056 NCRR NIH HHS
- P30 CA072720 NCI NIH HHS
- R01 CA095023 NCI NIH HHS
- R21 CA095113 NCI NIH HHS
- R03 CA113148 NCI NIH HHS
- R01 CA058598 NCI NIH HHS
- R01 CA063678 NCI NIH HHS
- R01 CA063678 and R01 CA063682 NIH HHS
- P30 CA014089 NCI NIH HHS
- R01 CA083918 NCI NIH HHS
- R03 CA115195 NCI NIH HHS
- R03 CA115214 NCI NIH HHS
- P01 CA017054 NCI NIH HHS
- R13 CA110770 NCI NIH HHS
- N01 CN025403 NCI NIH HHS
- R01-CA76016 NIH HHS
- R01-CA106414-A2 NIH HHS
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Affiliation(s)
- Francesmary Modugno
- Womens Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, PA, 15213, USA.
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Magee-Womens Hospital of UPMC, Suite 2130, 300 Halket Street, Pittsburgh, PA, 15213, USA.
| | - Zhuxuan Fu
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, 15213, USA
| | - Susan J Jordan
- School of Public Health, University of Queensland, Herston, QLD, Australia
- Population Health Department, QIMR Berghofer Medical Research Institute, Herston, QLD, 4006, Australia
| | - Aocs Group
- Population Health Department, QIMR Berghofer Medical Research Institute, Herston, QLD, 4006, Australia
- Peter MacCallum Cancer Center, Melbourne, VIC, 3000, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, NSW, 2145, Australia
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Renée T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany
| | - Marc T Goodman
- Cancer Prevention and Genetics Program, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Kirsten B Moysich
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, 14263, USA
| | - Joellen M Schildkraut
- Department of Public Health Sciences, University of Virginia, Box 800717, Charlottesville, VA, 22908, USA
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Medical Center, DUMC 3079, Durham, NC, 27710, USA
| | - Elisa V Bandera
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Bo Qin
- Cancer Prevention and Control Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Rebecca Sutphen
- Epidemiology Center, College of Medicine, University of South Florida, Tampa, FL, 33612, USA
| | - John R McLaughlin
- Public Health Ontario, Samuel Lunenfeld Research Institute, Toronto, ON, M5T3L9, Canada
| | - Usha Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, University College London, London, WC1V 6LJ, UK
| | - Susan J Ramus
- Faculty of Medicine, School of Women's and Children's Health, University of NSW Sydney, Sydney, NSW, 2052, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, 2052, Australia
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, University College London, London, WC1V 6LJ, UK
| | - Chloe Karpinskyj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, University College London, London, WC1V 6LJ, UK
| | - Celeste L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, 90033, USA
| | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - Harvey A Risch
- Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, 06510, USA
| | - Penelope M Webb
- Population Health Department, QIMR Berghofer Medical Research Institute, Herston, QLD, 4006, Australia
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48
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Millstein J, Budden T, Goode EL, Anglesio MS, Talhouk A, Intermaggio MP, Leong HS, Chen S, Elatre W, Gilks B, Nazeran T, Volchek M, Bentley RC, Wang C, Chiu DS, Kommoss S, Leung SCY, Senz J, Lum A, Chow V, Sudderuddin H, Mackenzie R, George J, Fereday S, Hendley J, Traficante N, Steed H, Koziak JM, Köbel M, McNeish IA, Goranova T, Ennis D, Macintyre G, Silva De Silva D, Ramón Y Cajal T, García-Donas J, Hernando Polo S, Rodriguez GC, Cushing-Haugen KL, Harris HR, Greene CS, Zelaya RA, Behrens S, Fortner RT, Sinn P, Herpel E, Lester J, Lubiński J, Oszurek O, Tołoczko A, Cybulski C, Menkiszak J, Pearce CL, Pike MC, Tseng C, Alsop J, Rhenius V, Song H, Jimenez-Linan M, Piskorz AM, Gentry-Maharaj A, Karpinskyj C, Widschwendter M, Singh N, Kennedy CJ, Sharma R, Harnett PR, Gao B, Johnatty SE, Sayer R, Boros J, Winham SJ, Keeney GL, Kaufmann SH, Larson MC, Luk H, Hernandez BY, Thompson PJ, Wilkens LR, Carney ME, Trabert B, Lissowska J, Brinton L, Sherman ME, Bodelon C, Hinsley S, Lewsley LA, Glasspool R, Banerjee SN, Stronach EA, Haluska P, Ray-Coquard I, Mahner S, Winterhoff B, Slamon D, Levine DA, Kelemen LE, Benitez J, Chang-Claude J, Gronwald J, Wu AH, Menon U, Goodman MT, Schildkraut JM, Wentzensen N, Brown R, Berchuck A, Chenevix-Trench G, deFazio A, Gayther SA, García MJ, Henderson MJ, Rossing MA, Beeghly-Fadiel A, Fasching PA, Orsulic S, Karlan BY, Konecny GE, Huntsman DG, Bowtell DD, Brenton JD, Doherty JA, Pharoah PDP, Ramus SJ. Prognostic gene expression signature for high-grade serous ovarian cancer. Ann Oncol 2020; 31:1240-1250. [PMID: 32473302 PMCID: PMC7484370 DOI: 10.1016/j.annonc.2020.05.019] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [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: 01/04/2020] [Revised: 05/06/2020] [Accepted: 05/06/2020] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Median overall survival (OS) for women with high-grade serous ovarian cancer (HGSOC) is ∼4 years, yet survival varies widely between patients. There are no well-established, gene expression signatures associated with prognosis. The aim of this study was to develop a robust prognostic signature for OS in patients with HGSOC. PATIENTS AND METHODS Expression of 513 genes, selected from a meta-analysis of 1455 tumours and other candidates, was measured using NanoString technology from formalin-fixed paraffin-embedded tumour tissue collected from 3769 women with HGSOC from multiple studies. Elastic net regularization for survival analysis was applied to develop a prognostic model for 5-year OS, trained on 2702 tumours from 15 studies and evaluated on an independent set of 1067 tumours from six studies. RESULTS Expression levels of 276 genes were associated with OS (false discovery rate < 0.05) in covariate-adjusted single-gene analyses. The top five genes were TAP1, ZFHX4, CXCL9, FBN1 and PTGER3 (P < 0.001). The best performing prognostic signature included 101 genes enriched in pathways with treatment implications. Each gain of one standard deviation in the gene expression score conferred a greater than twofold increase in risk of death [hazard ratio (HR) 2.35, 95% confidence interval (CI) 2.02-2.71; P < 0.001]. Median survival [HR (95% CI)] by gene expression score quintile was 9.5 (8.3 to -), 5.4 (4.6-7.0), 3.8 (3.3-4.6), 3.2 (2.9-3.7) and 2.3 (2.1-2.6) years. CONCLUSION The OTTA-SPOT (Ovarian Tumor Tissue Analysis consortium - Stratified Prognosis of Ovarian Tumours) gene expression signature may improve risk stratification in clinical trials by identifying patients who are least likely to achieve 5-year survival. The identified novel genes associated with the outcome may also yield opportunities for the development of targeted therapeutic approaches.
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Affiliation(s)
- J Millstein
- Division of Biostatistics, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - T Budden
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; CRUK Manchester Institute, The University of Manchester, Manchester, UK
| | - E L Goode
- Department of Health Science Research, Division of Epidemiology, Mayo Clinic, Rochester, USA
| | - M S Anglesio
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - A Talhouk
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - M P Intermaggio
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia
| | - H S Leong
- Peter MacCallum Cancer Center, Melbourne, Australia
| | - S Chen
- Center for Cancer Prevention and Translational Genomics, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - W Elatre
- Department of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, USA
| | - B Gilks
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - T Nazeran
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - M Volchek
- Anatomical Pathology, Royal Women's Hospital, Parkville, Australia
| | - R C Bentley
- Department of Pathology, Duke University Hospital, Durham, USA
| | - C Wang
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - D S Chiu
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - S Kommoss
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - S C Y Leung
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J Senz
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - A Lum
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - V Chow
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - H Sudderuddin
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - R Mackenzie
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J George
- The Jackson Laboratory for Genomic Medicine, Farmington, USA
| | - S Fereday
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J Hendley
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - N Traficante
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - H Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, Edmonton, Canada
| | - J M Koziak
- Alberta Health Services-Cancer Care, Calgary, Canada
| | - M Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Canada
| | - I 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
| | - T Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Ennis
- 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
| | - G Macintyre
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Silva De Silva
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - T Ramón Y Cajal
- Medical Oncology Service, Hospital Sant Pau, Barcelona, Spain
| | - J García-Donas
- HM Hospitales D Centro Integral Oncológico HM Clara Campal, Madrid, Spain
| | - S Hernando Polo
- Medical Oncology Service, Hospital Universitario Funcacion Alcorcon, Alcorcón, Spain
| | - G C Rodriguez
- Division of Gynecologic Oncology, NorthShore University HealthSystem, University of Chicago, Evanston, USA
| | - K L Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA
| | - H R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - C S Greene
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - R A Zelaya
- Department of Genetics, Geisel School of Medicine at Dartmouth, Hanover, USA
| | - S Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - R T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - P Sinn
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - E Herpel
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany; National Center for Tumor Diseases, University Hospital and German Cancer Research Center, Heidelberg, Germany
| | - J Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - O Oszurek
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A Tołoczko
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - C Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - J Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - C L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, USA; Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA
| | - M C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA; Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - C Tseng
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - J Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - V Rhenius
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - H Song
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - M Jimenez-Linan
- Department of Pathology, Addenbrooke's Hospital NHS Trust, Cambridge, UK
| | - A M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - A Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - C Karpinskyj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M Widschwendter
- Department of Women's Cancer, Institute for Women's Health, University College London, London, UK
| | - N Singh
- Department of Pathology, Barts Health National Health Service Trust, London, UK
| | - C J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - R Sharma
- Pathology West ICPMR Westmead, Westmead Hospital, The University of Sydney, Sydney, Australia; University of Western Sydney at Westmead Hospital, Sydney, Australia
| | - P R Harnett
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - B Gao
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - S E Johnatty
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - R Sayer
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - J Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S J Winham
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - G L Keeney
- Department of Laboratory Medicine and Pathology, Division of Anatomic Pathology, Mayo Clinic, Rochester, USA
| | - S H Kaufmann
- Department of Oncology, Mayo Clinic, Rochester, USA; Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, USA
| | - M C Larson
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - H Luk
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - B Y Hernandez
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - P J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - L R Wilkens
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - M E Carney
- John A. Burns School of Medicine, Department of Obstetrics and Gynecology, University of Hawaii, Honolulu, USA
| | - B Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - J Lissowska
- Department of Cancer Epidemiology and Prevention, M Sklodowska Curie National Research Institute of Oncology, Warsaw, Poland
| | - L Brinton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - M E Sherman
- Department of Health Sciences Research, Mayo Clinic College of Medicine, Jacksonville, USA
| | - C Bodelon
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - S Hinsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - L A Lewsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - R Glasspool
- Department of Medical Oncology, Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, UK
| | - S N Banerjee
- The Royal Marsden NHS Foundation Trust and Institute of Cancer Research, London, UK
| | - E A Stronach
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK
| | - P Haluska
- Department of Oncology, Mayo Clinic, Rochester, USA
| | - I Ray-Coquard
- Centre Leon Berard and University Claude Bernard Lyon 1, Lyon, France
| | - S Mahner
- Department of Obstetrics and Gynecology, University Hospital, LMU Munich, Munich, Germany
| | - B Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, USA
| | - D Slamon
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D A Levine
- Gynecology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, USA; Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, NYU Langone Medical Center, New York, USA
| | - L E Kelemen
- Hollings Cancer Center and Department of Public Health Sciences, Medical University of South Carolina, Charleston, USA
| | - J Benitez
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain; Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - J Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - J Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - U Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, USA
| | - N Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - R Brown
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, UK
| | - A Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, USA
| | - G Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - A deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, USA
| | - M J García
- Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain; Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - M J Henderson
- Children's Cancer Institute, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia
| | - M A Rossing
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - A Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, USA
| | - P A Fasching
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA; Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - S Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - B Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - G E Konecny
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D G Huntsman
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada; Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, Canada
| | - D D Bowtell
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - J A Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, USA
| | - P D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK; Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - S J Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia.
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Peres LC, Camacho TF, Bandera EV, Bethea TN, Joslin CE, Wu AH, Beeghly-Fadiel A, Cloyd EK, Harris HR, Moorman PG, Myers E, Ochs-Balcom HM, Rosenow WL, Setiawan VW, Rosenberg L, Schildkraut JM. Abstract 1180: Estimating the contribution of epidemiologic risk factors to racial differences in epithelial ovarian cancer incidence. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-1180] [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: 11/16/2022]
Abstract
Abstract
Purpose. Although the incidence of epithelial ovarian cancer is highest among non-Hispanic white women, African-American women have the worst survival of all racial/ethnic groups. We hypothesize that differences in the prevalence of known and suspected ovarian cancer risk factors may explain a portion of the differences in incidence of epithelial ovarian cancer between white and African-American women.
Methods. We used data from seven U.S. studies in the Ovarian Cancer in Women of African Ancestry (OCWAA) consortium, the North Carolina Ovarian Cancer Study (NCOCS), the Los Angeles Ovarian Cancer Study (LACOCS), the African-American Cancer Epidemiology Study (AACES), the Cook County Case-Control Study (CCCCS), the Black Women's Health Study (BWHS), the Women's Health Initiative (WHI), and the Multiethnic Cohort Study (MEC). The association between each known or suspected ovarian cancer risk factor (age, parity, oral contraceptive use, tubal ligation, body mass index (BMI), family history of ovarian and breast cancer, menopausal status, education, hysterectomy, aspirin use, talcum powder applied to genital areas, endometriosis, and age at menarche) was estimated using logistic regression with study site interactions to capture heterogeneity across studies. Using the Bruzzi method, population attributable risks (PAR) were calculated by race for each risk factor individually and collectively for all risk factors.
Results. The comparison of 3,249 white ovarian cancer cases and 9,650 controls to 1,054 African-American cases and 2,410 controls revealed notable differences in the PAR of several risk factors by race. African-American women had a statistically significantly higher PAR for family history of breast cancer and BMI ≥30kg/m2compared to white women (10.0% vs. 2.5% and 8.9% vs. 0.4%, respectively). Although not statistically significant, white women had a higher PAR for oral contraceptive use (duration <5 years) and not having had a tubal ligation than African-American women. When evaluating all risk factors collectively, the overall PAR was 63.9% for African-American women and 48.0% for white women. We also calculated overall PARs excluding WHI due to differences in the inclusion criteria for WHI compared to the other population-based studies in OCWAA: 65.7% for African-American women and 57.8% for white women.
Conclusions. Our findings suggest that the known and suspected ovarian cancer risk factors investigated in this study may be partially responsible for differences in ovarian cancer incidence between white and African-American women. Although important across both racial groups, collectively, the factors studied accounted for slightly more of the ovarian cancer risk among African-American women than white women.
Citation Format: Lauren C. Peres, Tareq F. Camacho, Elisa V. Bandera, Traci N. Bethea, Charlotte E. Joslin, Anna H. Wu, Alicia Beeghly-Fadiel, Emily K. Cloyd, Holly R. Harris, Patricia G. Moorman, Evan Myers, Heather M. Ochs-Balcom, Will L. Rosenow, Veronica W. Setiawan, Lynn Rosenberg, Joellen M. Schildkraut. Estimating the contribution of epidemiologic risk factors to racial differences in epithelial ovarian cancer incidence [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 1180.
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Affiliation(s)
- Lauren C. Peres
- 1H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL
| | | | | | | | | | - Anna H. Wu
- 6University of Southern California Norris Comprehensive Cancer Center, CA
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50
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Zhang YD, Hurson AN, Zhang H, Choudhury PP, Easton DF, Milne RL, Simard J, Hall P, Michailidou K, Dennis J, Schmidt MK, Chang-Claude J, Gharahkhani P, Whiteman D, Campbell PT, Hoffmeister M, Jenkins M, Peters U, Hsu L, Gruber SB, Casey G, Schmit SL, O'Mara TA, Spurdle AB, Thompson DJ, Tomlinson I, De Vivo I, Landi MT, Law MH, Iles MM, Demenais F, Kumar R, MacGregor S, Bishop DT, Ward SV, Bondy ML, Houlston R, Wiencke JK, Melin B, Barnholtz-Sloan J, Kinnersley B, Wrensch MR, Amos CI, Hung RJ, Brennan P, McKay J, Caporaso NE, Berndt SI, Birmann BM, Camp NJ, Kraft P, Rothman N, Slager SL, Berchuck A, Pharoah PDP, Sellers TA, Gayther SA, Pearce CL, Goode EL, Schildkraut JM, Moysich KB, Amundadottir LT, Jacobs EJ, Klein AP, Petersen GM, Risch HA, Stolzenberg-Solomon RZ, Wolpin BM, Li D, Eeles RA, Haiman CA, Kote-Jarai Z, Schumacher FR, Al Olama AA, Purdue MP, Scelo G, Dalgaard MD, Greene MH, Grotmol T, Kanetsky PA, McGlynn KA, Nathanson KL, Turnbull C, Wiklund F, Chanock SJ, Chatterjee N, Garcia-Closas M. Assessment of polygenic architecture and risk prediction based on common variants across fourteen cancers. Nat Commun 2020; 11:3353. [PMID: 32620889 PMCID: PMC7335068 DOI: 10.1038/s41467-020-16483-3] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [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: 09/14/2019] [Accepted: 05/04/2020] [Indexed: 02/08/2023] Open
Abstract
Genome-wide association studies (GWAS) have led to the identification of hundreds of susceptibility loci across cancers, but the impact of further studies remains uncertain. Here we analyse summary-level data from GWAS of European ancestry across fourteen cancer sites to estimate the number of common susceptibility variants (polygenicity) and underlying effect-size distribution. All cancers show a high degree of polygenicity, involving at a minimum of thousands of loci. We project that sample sizes required to explain 80% of GWAS heritability vary from 60,000 cases for testicular to over 1,000,000 cases for lung cancer. The maximum relative risk achievable for subjects at the 99th risk percentile of underlying polygenic risk scores (PRS), compared to average risk, ranges from 12 for testicular to 2.5 for ovarian cancer. We show that PRS have potential for risk stratification for cancers of breast, colon and prostate, but less so for others because of modest heritability and lower incidence.
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Affiliation(s)
- Yan Dora Zhang
- Department of Statistics and Actuarial Science, Faculty of Science, The University of Hong Kong, Hong Kong SAR, China
- Centre for PanorOmic Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Amber N Hurson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Haoyu Zhang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
- Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Parichoy Pal Choudhury
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Douglas F Easton
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
| | - Jacques Simard
- Centre Hospitalier Universitaire de Québec-Université Laval Research Center, Québec City, QC, Canada
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Oncology, Södersjukhuset, Stockholm, Sweden
| | - Kyriaki Michailidou
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Electron Microscopy/Molecular Pathology and The Cyprus School of Molecular Medicine, The Cyprus Institute of Neurology & Genetics, Nicosia, Cyprus
| | - Joe Dennis
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Marjanka K Schmidt
- Division of Molecular Pathology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
- Division of Psychosocial Research and Epidemiology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Puya Gharahkhani
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - David Whiteman
- Cancer Control, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Peter T Campbell
- Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, GA, USA
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Mark Jenkins
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Li Hsu
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Stephen B Gruber
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Graham Casey
- Department of Public Health Sciences, Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Stephanie L Schmit
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institution, Tampa, FL, USA
| | - Tracy A O'Mara
- Genetics and Computational Biology Division, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Amanda B Spurdle
- Genetics and Computational Biology Division, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Deborah J Thompson
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Ian Tomlinson
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
- Wellcome Trust Centre for Human Genetics and Oxford NIHR Biomedical Research Centre, University of Oxford, Oxford, UK
| | - Immaculata De Vivo
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Maria Teresa Landi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Matthew H Law
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Mark M Iles
- Section of Epidemiology and Biostatistics, Leeds Institute of Cancer and Pathology, University of Leeds, Leeds, UK
| | - Florence Demenais
- Université de Paris, UMRS-1124, Institut National de la Santé et de la Recherche Médicale (INSERM), 75006, Paris, France
| | - Rajiv Kumar
- Division of Molecular Genetic Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stuart MacGregor
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - D Timothy Bishop
- Division of Haematology and Immunology, Leeds Institute of Medical Research, University of Leeds, Leeds, UK
| | - Sarah V Ward
- Centre for Genetic Origins of Health and Disease, School of Biomedical Sciences, The University of Western Australia, Perth, WA, Australia
| | - Melissa L Bondy
- Department of Medicine, Section of Epidemiology and Population Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Richard Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - John K Wiencke
- Department of Neurological Surgery, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Beatrice Melin
- Department of Radiation Sciences Oncology, Umeå University, Umeå, Sweden
| | - Jill Barnholtz-Sloan
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Ben Kinnersley
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Margaret R Wrensch
- Department of Neurological Surgery, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Christopher I Amos
- Institute for Clinical and Translational Research, Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Rayjean J Hung
- Lunenfeld-Tanenbuaum Research Institute, Sinai Health System, Toronto, ON, Canada
| | - Paul Brennan
- International Agency for Research on Cancer, World Health Organization, Lyon, France
| | - James McKay
- International Agency for Research on Cancer, World Health Organization, Lyon, France
| | - Neil E Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Brenda M Birmann
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Nicola J Camp
- Division of Hematology and Hematological Malignancies, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Peter Kraft
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Nathaniel Rothman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Susan L Slager
- Division of Biomedical Statistics & Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Medical Center, Durham, NC, USA
| | - Paul D P Pharoah
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Thomas A Sellers
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institution, Tampa, FL, USA
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Celeste L Pearce
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Ellen L Goode
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, MN, USA
| | | | - Kirsten B Moysich
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Laufey T Amundadottir
- Laboratory of Translational Genomics, Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Eric J Jacobs
- Behavioral and Epidemiology Research Group, American Cancer Society, Atlanta, GA, USA
| | - Alison P Klein
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Gloria M Petersen
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, MN, USA
| | - Harvey A Risch
- Chronic Disease Epidemiology, Yale School of Medicine, New Haven, CT, USA
| | | | - Brian M Wolpin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Donghui Li
- Division of Cancer Medicine, GI Medical Oncology Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Rosalind A Eeles
- Division of Genetics and Epidemiology, The Institute of Cancer Research, Sutton, Surrey, UK
| | - Christopher A Haiman
- Department of Preventive Medicine, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Zsofia Kote-Jarai
- Division of Genetics and Epidemiology, The Institute of Cancer Research, Sutton, Surrey, UK
| | - Fredrick R Schumacher
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Ali Amin Al Olama
- Strangeways Research Laboratory, Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Mark P Purdue
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Ghislaine Scelo
- International Agency for Research on Cancer, World Health Organization, Lyon, France
| | - Marlene D Dalgaard
- Department of Growth and Reproduction, Copenhagen University Hospital (Rigshospitalet), Copenhagen, Denmark
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
| | - Mark H Greene
- Clinical Genetics Branch, Division of Cancer Genetics and Epidemiology, National Cancer Institute, Rockville, MD, USA
| | | | - Peter A Kanetsky
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institution, Tampa, FL, USA
| | - Katherine A McGlynn
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Katherine L Nathanson
- Division of Translational Health and Human Genetics, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Clare Turnbull
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Fredrik Wiklund
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - Nilanjan Chatterjee
- Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA.
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