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Gersekowski K, Na R, Alsop K, Delahunty R, Goode EL, Cunningham JM, Winham SJ, Pharoah PDP, Song H, Webb PM. Risk Factors for Ovarian Cancer by BRCA Status: A Collaborative Case-Only Analysis. Cancer Epidemiol Biomarkers Prev 2024; 33:586-592. [PMID: 38300121 DOI: 10.1158/1055-9965.epi-23-0984] [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: 08/22/2023] [Revised: 11/20/2023] [Accepted: 01/30/2024] [Indexed: 02/02/2024] Open
Abstract
BACKGROUND Women with an inherited pathogenic variant in BRCA1 or BRCA2 have a greatly increased risk of developing ovarian cancer, but the importance of behavioral factors is less clear. We used a case-only design to compare the magnitude of associations with established reproductive, hormonal, and lifestyle risk factors between BRCA mutation carriers and noncarriers. METHODS We pooled data from five studies from the Ovarian Cancer Association Consortium including 637 BRCA carriers and 4,289 noncarriers. Covariate-adjusted generalized linear mixed models were used to estimate interaction risk ratios (IRR) and 95% confidence intervals (CI), with BRCA (carrier vs. noncarrier) as the response variable. RESULTS IRRs were above 1.0 for known protective factors including ever being pregnant (IRR = 1.29, 95% CI; 1.00-1.67) and ever using the oral contraceptive pill (1.30, 95% CI; 1.07-1.60), suggesting the protective effects of these factors may be reduced in carriers compared with noncarriers. Conversely, the IRRs for risk factors including endometriosis and menopausal hormone therapy were below 1.0, suggesting weaker positive associations among BRCA carriers. In contrast, associations with lifestyle factors including smoking, physical inactivity, body mass index, and aspirin use did not appear to differ by BRCA status. CONCLUSIONS Our results suggest that associations with hormonal and reproductive factors are generally weaker for those with a pathogenic BRCA variant than those without, while associations with modifiable lifestyle factors are similar for carriers and noncarriers. IMPACT Advice to maintain a healthy weight, be physically active, and refrain from smoking will therefore benefit BRCA carriers as well as noncarriers.
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Affiliation(s)
- Kate Gersekowski
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Renhua Na
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- University of Queensland, School of Public Health, Brisbane, Queensland, Australia
| | - Kathryn Alsop
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, Australia
| | - Rachel Delahunty
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, Australia
| | - Ellen L Goode
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Stacey J Winham
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Paul D P Pharoah
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, California
- 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
| | - Honglin Song
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Penelope M Webb
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
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2
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Dicks EM, Tyrer JP, Ezquina S, Jones M, Baierl J, Peng PC, Diaz M, Goode E, Winham SJ, Dörk T, Van Gorp T, De Fazio A, Bowtell D, Odunsi K, Moysich K, Pavanello M, Campbell I, Brenton JD, Ramus SJ, Gayther SA, Pharoah PDP. Exome sequencing identifies HELB as a novel susceptibility gene for non-mucinous, non-high-grade-serous epithelial ovarian cancer. medRxiv 2024:2024.04.02.24304968. [PMID: 38633804 PMCID: PMC11023670 DOI: 10.1101/2024.04.02.24304968] [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: 04/19/2024]
Abstract
Rare, germline loss-of-function variants in a handful of genes that encode DNA repair proteins have been shown to be associated with epithelial ovarian cancer with a stronger association for the high-grade serous hiostotype. The aim of this study was to collate exome sequencing data from multiple epithelial ovarian cancer case cohorts and controls in order to systematically evaluate the role of coding, loss-of-function variants across the genome in epithelial ovarian cancer risk. We assembled exome data for a total of 2,573 non-mucinous cases (1,876 high-grade serous and 697 non-high grade serous) and 13,925 controls. Harmonised variant calling and quality control filtering was applied across the different data sets. We carried out a gene-by-gene simple burden test for association of rare loss-of-function variants (minor allele frequency < 0.1%) with all non-mucinous ovarian cancer, high grade serous ovarian cancer and non-high grade serous ovarian cancer using logistic regression adjusted for the top four principal components to account for cryptic population structure and genetic ancestry. Seven of the top 10 associated genes were associations of the known ovarian cancer susceptibility genes BRCA1, BRCA2, BRIP1, RAD51C, RAD51D, MSH6 and PALB2 (false discovery probability < 0.1). A further four genes (HELB, OR2T35, NBN and MYO1A) had a false discovery rate of less than 0.1. Of these, HELB was most strongly associated with the non-high grade serous histotype (P = 1.3×10-6, FDR = 9.1×10-4). Further support for this association comes from the observation that loss of function variants in this gene are also associated with age at natural menopause and Mendelian randomisation analysis shows an association between genetically predicted age at natural menopause and endometrioid ovarian cancer, but not high-grade serous ovarian cancer.
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Affiliation(s)
- Ed M Dicks
- Department of Public Health and Primary Care, University of Cambridge, UK
| | - Jonthan P Tyrer
- Department of Public Health and Primary Care, University of Cambridge, UK
| | - Suzana Ezquina
- Department of Public Health and Primary Care, University of Cambridge, UK
| | - Michelle Jones
- Department of Biomedical Sciences, Cedars-Sinai Medical Centre, Los Angeles, USA
| | - John Baierl
- Department of Computational Biomedicine, Cedars-Sinai Medical Centre, Los Angeles, USA
| | - Pei-Chen Peng
- Department of Computational Biomedicine, Cedars-Sinai Medical Centre, Los Angeles, USA
| | - Michael Diaz
- Department of Biomedical Sciences, Cedars-Sinai Medical Centre, Los Angeles, USA
| | | | | | - Thilo Dörk
- Gynaecology Research Unit, Hannover Medical School, Hannover, Germany
| | - Toon Van Gorp
- Department of Gynaecology and Obstetrics, University Hospitals Leuven, Leuven, Belgium
| | - Ana De Fazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW and Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - David Bowtell
- Cancer Genomics and Genetics and Women's Cancer Programs, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Kunle Odunsi
- University of Chicago Medicine Comprehensive Cancer Center, Chicago, IL, USA
| | - Kirsten Moysich
- Division of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Marina Pavanello
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW, Sydney, NSW, Australia Center for Research in Immuno-Oncology, Albert Einstein Israelite Hospital, São Paulo, SP, Brazil
| | - Ian Campbell
- Cancer Genetics Laboratory, Peter MacCallum Cancer Centre, Melbourne, Australia
| | | | - Susan J Ramus
- School of Clinical Medicine, Faculty of Medicine and Health, University of NSW, Sydney, NSW, Australia Adult Cancer Program, Lowy Cancer Research Centre, University of NSW, Sydney, NSW, Australia
| | - Simon A Gayther
- Department of Biomedical Sciences, Cedars-Sinai Medical Centre, Los Angeles, USA
| | - Paul D P Pharoah
- Department of Computational Biomedicine, Cedars-Sinai Medical Centre, Los Angeles, USA
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3
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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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4
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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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5
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Sherman ME, Vierkant RA, Winham SJ, Vachon CM, Carter JM, Pacheco-Spann L, Jensen MR, McCauley BM, Hoskin TL, Seymour L, Gehling D, Fischer J, Ghosh K, Radisky DC, Degnim AC. Benign Breast Disease and Breast Cancer Risk in the Percutaneous Biopsy Era. JAMA Surg 2024; 159:193-201. [PMID: 38091020 PMCID: PMC10719829 DOI: 10.1001/jamasurg.2023.6382] [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: 06/16/2023] [Accepted: 09/08/2023] [Indexed: 12/17/2023]
Abstract
Importance Benign breast disease (BBD) comprises approximately 75% of breast biopsy diagnoses. Surgical biopsy specimens diagnosed as nonproliferative (NP), proliferative disease without atypia (PDWA), or atypical hyperplasia (AH) are associated with increasing breast cancer (BC) risk; however, knowledge is limited on risk associated with percutaneously diagnosed BBD. Objectives To estimate BC risk associated with BBD in the percutaneous biopsy era irrespective of surgical biopsy. Design, Setting, and Participants In this retrospective cohort study, BBD biopsy specimens collected from January 1, 2002, to December 31, 2013, from patients with BBD at Mayo Clinic in Rochester, Minnesota, were reviewed by 2 pathologists masked to outcomes. Women were followed up from 6 months after biopsy until censoring, BC diagnosis, or December 31, 2021. Exposure Benign breast disease classification and multiplicity by pathology panel review. Main Outcomes The main outcome was diagnosis of BC overall and stratified as ductal carcinoma in situ (DCIS) or invasive BC. Risk for presence vs absence of BBD lesions was assessed by Cox proportional hazards regression. Risk in patients with BBD compared with female breast cancer incidence rates from the Iowa Surveillance, Epidemiology, and End Results (SEER) program were estimated. Results Among 4819 female participants, median age was 51 years (IQR, 43-62 years). Median follow-up was 10.9 years (IQR, 7.7-14.2 years) for control individuals without BC vs 6.6 years (IQR, 3.7-10.1 years) for patients with BC. Risk was higher in the cohort with BBD than in SEER data: BC overall (standard incidence ratio [SIR], 1.95; 95% CI, 1.76-2.17), invasive BC (SIR, 1.56; 95% CI, 1.37-1.78), and DCIS (SIR, 3.10; 95% CI, 2.54-3.77). The SIRs increased with increasing BBD severity (1.42 [95% CI, 1.19-1.71] for NP, 2.19 [95% CI, 1.88-2.54] for PDWA, and 3.91 [95% CI, 2.97-5.14] for AH), comparable to surgical cohorts with BBD. Risk also increased with increasing lesion multiplicity (SIR: 2.40 [95% CI, 2.06-2.79] for ≥3 foci of NP, 3.72 [95% CI, 2.31-5.99] for ≥3 foci of PDWA, and 5.29 [95% CI, 3.37-8.29] for ≥3 foci of AH). Ten-year BC cumulative incidence was 4.3% for NP, 6.6% for PDWA, and 14.6% for AH vs an expected population cumulative incidence of 2.9%. Conclusions and Relevance In this contemporary cohort study of women diagnosed with BBD in the percutaneous biopsy era, overall risk of BC was increased vs the general population (DCIS and invasive cancer combined), similar to that in historical BBD cohorts. Development and validation of pathologic classifications including both BBD severity and multiplicity may enable improved BC risk stratification.
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Affiliation(s)
- Mark E. Sherman
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida
| | | | | | | | - Jodi M. Carter
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | | | | | | | - Tanya L. Hoskin
- Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Lisa Seymour
- Department of Surgery, Mayo Clinic, Rochester, Minnesota
| | - Denice Gehling
- Department of Surgery, Mayo Clinic, Rochester, Minnesota
| | | | - Karthik Ghosh
- Department of General Internal Medicine, Mayo Clinic, Rochester, Minnesota
| | | | - Amy C. Degnim
- Department of Surgery, Mayo Clinic, Rochester, Minnesota
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6
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Winham SJ, Sherman ME. Leveraging GWAS: Path to Prevention? Cancer Prev Res (Phila) 2024; 17:13-18. [PMID: 38173393 DOI: 10.1158/1940-6207.capr-23-0336] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 10/10/2023] [Accepted: 11/14/2023] [Indexed: 01/05/2024]
Abstract
Developing novel cancer prevention medication strategies is important for reducing mortality. Identification of common genetic variants associated with cancer risk suggests the potential to leverage these discoveries to define causal targets for cancer interception. Although each risk variant confers small increases in risk, researchers propose that blocking those that produce causal carcinogenic effects might have large impacts on cancer prevention. While a promising concept, we describe potential hurdles that may need to be scaled to reach this goal, including: (i) understanding the complexity of risk; (ii) achieving statistical power in studies with binary outcomes (cancer development: yes or no); (iii) characterization of cancer precursors; (iv) heterogeneity of cancer subtypes and the populations in which these diseases occur; (v) impact of static genetic markers across complex events of the life course; (vi) defining gene-gene and gene-environment interactions and (vii) demonstrating functional effects of markers in human populations. We assess short-term prospects for this research against the backdrop of these challenges and the potential to prevent cancer through other means. See related commentary by Peters and Tomlinson, p. 7.
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Affiliation(s)
- Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Mark E Sherman
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida
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7
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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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8
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Sanchez-Ruiz JA, Leibman NI, Larson NB, Jenkins GD, Ahmed AT, Nunez NA, Biernacka JM, Winham SJ, Weinshilboum RM, Wang L, Frye MA, Ozerdem A. Age-Dependent Sex Differences in the Prevalence of Selective Serotonin Reuptake Inhibitor Treatment: A Retrospective Cohort Analysis. J Womens Health (Larchmt) 2023; 32:1229-1240. [PMID: 37856151 PMCID: PMC10621660 DOI: 10.1089/jwh.2022.0484] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2023] Open
Abstract
Background: Antidepressants are among the most prescribed medications in the United States. The aim of this study was to explore the prevalence of antidepressant prescriptions and investigate sex differences and age-sex interactions in adults enrolled in the Right Drug, Right Dose, Right Time: Using Genomic Data to Individualize Treatment (RIGHT) study. Materials and Methods: We conducted a retrospective analysis of the RIGHT study. Using electronic prescriptions, we assessed 12-month prevalence of antidepressant treatment. Sex differences and age-sex interactions were evaluated using multivariable logistic regression and flexible recursive smoothing splines. Results: The sample consisted of 11,087 participants (60% women). Antidepressant prescription prevalence was 22.24% (27.96% women, 13.58% men). After adjusting for age and enrollment year, women had significantly greater odds of antidepressant prescription (odds ratio = 2.29; 95% confidence interval = 2.07, 2.54). Furthermore, selective serotonin reuptake inhibitors (SSRIs) had a significant age-sex interaction. While SSRI prescriptions in men showed a sustained decrease with age, there was no such decline for women until after reaching ∼50 years of age. There are important limitations to consider in this study. Electronic prescription data were cross-sectional; information on treatment duration or adherence was not collected; this cohort is not nationally representative; and enrollment occurred over a broad period, introducing confounding by changes in temporal prescribing practices. Conclusions: Underscored by the significant interaction between age and sex on odds of SSRI prescription, our results warrant age to be incorporated as a mediator when investigating sex differences in mental illness, especially mood disorders and their treatment.
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Affiliation(s)
| | - Nicole I. Leibman
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Nicholas B. Larson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Gregory D. Jenkins
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Ahmed T. Ahmed
- The Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, Texas, USA
| | - Nicolas A. Nunez
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Joanna M. Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Richard M. Weinshilboum
- Department of Molecular Pharmacology & Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
| | - Liewei Wang
- Department of Molecular Pharmacology & Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
| | - Mark A. Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Aysegul Ozerdem
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota, USA
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9
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Mielke MM, Kapoor E, Geske JR, Fields JA, LeBrasseur NK, Morrow MM, Winham SJ, Faubion LL, Castillo AM, Hofrenning EI, Bailey KR, Rocca WA, Kantarci K. Long-term effects of premenopausal bilateral oophorectomy with or without hysterectomy on physical aging and chronic medical conditions. Menopause 2023; 30:1090-1097. [PMID: 37699239 PMCID: PMC10615715 DOI: 10.1097/gme.0000000000002254] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
OBJECTIVE We examined the long-term effects of premenopausal bilateral oophorectomy (PBO) with or without concurrent or preceding hysterectomy on physical and cognitive function and on odds of chronic conditions. METHODS We enrolled 274 women with PBO with or without concurrent or preceding hysterectomy and 240 referents aged 55 years and older who were residents of Olmsted County, MN as of the PBO or index date. Chronic conditions were assessed via medical record abstraction. Cognitive diagnoses were based on neurocognitive testing. A physical function assessment included measures of strength and mobility. Multivariable regression models compared characteristics for women with PBO <46 years, PBO 46-49 years, and referent women with adjustments for age and other confounders. RESULTS The clinical visits (median age, 67 years) were a median of 22 years after the PBO or index date. Of 274 women with PBO, 161 (59%) were <46 years at PBO and 113 (41%) were 46-49 years. Compared with referents, women with a history of PBO <46 years had increased odds of arthritis (odds ratio [OR], 1.64; 95% confidence interval [CI], 1.06-2.55), asthma (OR, 1.74; 95% CI, 1.03-2.93), obstructive sleep apnea (OR, 2.00; 95% CI, 1.23-3.26), and bone fractures (OR, 2.86; 95% CI, 1.17-6.98), and walked a shorter mean distance on a 6-minute walk test ( b = -18.43; P = 0.034). Compared with referents, women with a history of PBO at age 46-49 years had increased odds of arthritis (OR, 1.92; 95% CI, 1.16-3.18) and obstructive sleep apnea (OR, 2.21; 95% CI, 1.33-3.66). There were no significant differences in cognitive status in women with PBO compared with referents. CONCLUSIONS Women with a history of PBO with or without concurrent or preceding hysterectomy, especially at age <46 years, have more chronic conditions in late mid-life compared with referents.
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Affiliation(s)
- Michelle M. Mielke
- Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, NC
| | - Ekta Kapoor
- Mayo Clinic Center for Women’s Health, Mayo Clinic, Rochester, MN
- Women’s Health Research Center, Mayo Clinic, Rochester, MN
- Division of General Internal Medicine, Mayo Clinic, Rochester, MN
- Division of Endocrinology, Diabetes, Metabolism, and Nutrition, Mayo Clinic, Rochester, MN
| | - Jennifer R. Geske
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Julie A. Fields
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN
| | - Nathan K. LeBrasseur
- Robert and Arlene Kogod Center on Aging, Mayo Clinic, Rochester, MN
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN
| | - Melissa M. Morrow
- University of Texas Medical Branch, Department of Nutrition, Metabolism & Rehabilitation Sciences, Galveston, TX
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | | | - Anna M. Castillo
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | | | - Kent R. Bailey
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Walter A. Rocca
- Women’s Health Research Center, Mayo Clinic, Rochester, MN
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
- Department of Neurology, Mayo Clinic, Rochester, MN
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10
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Song Y, Ye T, Roberts LR, Larson NB, Winham SJ. Mendelian randomization in hepatology: A review of principles, opportunities, and challenges. Hepatology 2023:01515467-990000000-00618. [PMID: 37874245 DOI: 10.1097/hep.0000000000000649] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 08/30/2023] [Indexed: 10/25/2023]
Abstract
Mendelian randomization has become a popular tool to assess causal relationships using existing observational data. While randomized controlled trials are considered the gold standard for establishing causality between exposures and outcomes, it is not always feasible to conduct a trial. Mendelian randomization is a causal inference method that uses observational data to infer causal relationships by using genetic variation as a surrogate for the exposure of interest. Publications using the approach have increased dramatically in recent years, including in the field of hepatology. In this concise review, we describe the concepts, assumptions, and interpretation of Mendelian randomization as related to studies in hepatology. We focus on the strengths and weaknesses of the approach for a non-statistical audience, using an illustrative example to assess the causal relationship between body mass index and NAFLD.
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Affiliation(s)
- Yilin Song
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Ting Ye
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Lewis R Roberts
- Division of Gastroenterology and Hepatology, Mayo Clinic College of Medicine and Science, Rochester, Minnesota, USA
| | - Nicholas B Larson
- Department of Quantitative Health Sciences, Mayo Clinic College of Medicine and Science, Rochester, Minnesota, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic College of Medicine and Science, Rochester, Minnesota, USA
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11
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Cuellar-Barboza AB, Prieto ML, Coombes BJ, Gardea-Resendez M, Núñez N, Winham SJ, Romo-Nava F, González S, McElroy SL, Frye MA, Biernacka JM. Polygenic prediction of bipolar disorder in a Latin American sample. Am J Med Genet B Neuropsychiatr Genet 2023; 192:139-146. [PMID: 36919637 DOI: 10.1002/ajmg.b.32936] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 01/31/2023] [Accepted: 03/01/2023] [Indexed: 03/16/2023]
Abstract
To date, bipolar disorder (BD) genetic studies and polygenic risk scores (PRSs) for BD are based primarily on populations of European descent (EUR) and lack representation from other ancestries including Latin American (LAT). Here, we describe a new LAT cohort from the Mayo Clinic Bipolar Biobank (MCBB), a multisite collaboration with recruitment sites in the United States (EUR; 1,443 cases and 777 controls) and Mexico and Chile (LAT; 211 cases and 161 controls) and use the sample to explore the performance of a BD-PRS in a LAT population. Using results from the largest genome-wide association study of BD in EUR individuals, PRSice2 and LDpred2 were used to compute BD-PRSs in the LAT and EUR samples from the MCBB. PRSs explained up to 1.4% (PRSice) and 4% (LDpred2) of the phenotypic variance on the liability scale in the LAT sample compared to 3.8% (PRSice2) and 3.4% (LDpred2) in the EUR samples. Future larger studies should further explore the differential performance of different PRS approaches across ancestries. International multisite studies, such as this one, have the potential to address diversity-related limitations of prior genomic studies and ultimately contribute to the reduction of health disparities.
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Affiliation(s)
- Alfredo B Cuellar-Barboza
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico
| | - Miguel L Prieto
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Psychiatry, Universidad de los Andes, Santiago, Chile
- Mental Health Service, Clinica Universidad de los Andes, Santiago, Chile
| | - Brandon J Coombes
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Nicolás Núñez
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Sarai González
- Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico
| | - Susan L McElroy
- Lindner Center of HOPE/University of Cincinnati, Cincinnati, Ohio, USA
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Joanna M Biernacka
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
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12
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Middha P, Wang X, Behrens S, Bolla MK, Wang Q, Dennis J, Michailidou K, Ahearn TU, Andrulis IL, Anton-Culver H, Arndt V, Aronson KJ, Auer PL, Augustinsson A, Baert T, Freeman LEB, Becher H, Beckmann MW, Benitez J, Bojesen SE, Brauch H, Brenner H, Brooks-Wilson A, Campa D, Canzian F, Carracedo A, Castelao JE, Chanock SJ, Chenevix-Trench G, Cordina-Duverger E, Couch FJ, Cox A, Cross SS, Czene K, Dossus L, Dugué PA, Eliassen AH, Eriksson M, Evans DG, Fasching PA, Figueroa JD, Fletcher O, Flyger H, Gabrielson M, Gago-Dominguez M, Giles GG, González-Neira A, Grassmann F, Grundy A, Guénel P, Haiman CA, Håkansson N, Hall P, Hamann U, Hankinson SE, Harkness EF, Holleczek B, Hoppe R, Hopper JL, Houlston RS, Howell A, Hunter DJ, Ingvar C, Isaksson K, Jernström H, John EM, Jones ME, Kaaks R, Keeman R, Kitahara CM, Ko YD, Koutros S, Kurian AW, Lacey JV, Lambrechts D, Larson NL, Larsson S, Le Marchand L, Lejbkowicz F, Li S, Linet M, Lissowska J, Martinez ME, Maurer T, Mulligan AM, Mulot C, Murphy RA, Newman WG, Nielsen SF, Nordestgaard BG, Norman A, O'Brien KM, Olson JE, Patel AV, Prentice R, Rees-Punia E, Rennert G, Rhenius V, Ruddy KJ, Sandler DP, Scott CG, Shah M, Shu XO, Smeets A, Southey MC, Stone J, Tamimi RM, Taylor JA, Teras LR, Tomczyk K, Troester MA, Truong T, Vachon CM, Wang SS, Weinberg CR, Wildiers H, Willett W, Winham SJ, Wolk A, Yang XR, Zamora MP, Zheng W, Ziogas A, Dunning AM, Pharoah PDP, García-Closas M, Schmidt MK, Kraft P, Milne RL, Lindström S, Easton DF, Chang-Claude J. A genome-wide gene-environment interaction study of breast cancer risk for women of European ancestry. Breast Cancer Res 2023; 25:93. [PMID: 37559094 PMCID: PMC10411002 DOI: 10.1186/s13058-023-01691-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 04/05/2023] [Accepted: 07/27/2023] [Indexed: 08/11/2023] Open
Abstract
BACKGROUND Genome-wide studies of gene-environment interactions (G×E) may identify variants associated with disease risk in conjunction with lifestyle/environmental exposures. We conducted a genome-wide G×E analysis of ~ 7.6 million common variants and seven lifestyle/environmental risk factors for breast cancer risk overall and for estrogen receptor positive (ER +) breast cancer. METHODS Analyses were conducted using 72,285 breast cancer cases and 80,354 controls of European ancestry from the Breast Cancer Association Consortium. Gene-environment interactions were evaluated using standard unconditional logistic regression models and likelihood ratio tests for breast cancer risk overall and for ER + breast cancer. Bayesian False Discovery Probability was employed to assess the noteworthiness of each SNP-risk factor pairs. RESULTS Assuming a 1 × 10-5 prior probability of a true association for each SNP-risk factor pairs and a Bayesian False Discovery Probability < 15%, we identified two independent SNP-risk factor pairs: rs80018847(9p13)-LINGO2 and adult height in association with overall breast cancer risk (ORint = 0.94, 95% CI 0.92-0.96), and rs4770552(13q12)-SPATA13 and age at menarche for ER + breast cancer risk (ORint = 0.91, 95% CI 0.88-0.94). CONCLUSIONS Overall, the contribution of G×E interactions to the heritability of breast cancer is very small. At the population level, multiplicative G×E interactions do not make an important contribution to risk prediction in breast cancer.
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Affiliation(s)
- Pooja Middha
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
| | - Xiaoliang Wang
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Sabine Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Manjeet K Bolla
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Qin Wang
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Joe Dennis
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Kyriaki Michailidou
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Biostatistics Unit, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Thomas U Ahearn
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Irene L Andrulis
- Fred A. Litwin Center for Cancer Genetics, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Hoda Anton-Culver
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Volker Arndt
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Kristan J Aronson
- Department of Public Health Sciences, and Cancer Research Institute, Queen's University, Kingston, ON, Canada
| | - Paul L Auer
- Division of Biostatistics, Institute for Health and Equity, and Cancer Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | | | - Thaïs Baert
- Department of Oncology, Leuven Multidisciplinary Breast Center, Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - Laura E Beane Freeman
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Heiko Becher
- Institute of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - 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
| | - Stig E Bojesen
- Copenhagen General Population Study, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Hiltrud Brauch
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- iFIT-Cluster of Excellence, University of Tübingen, Tübingen, Germany
- German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Partner Site Tübingen, Tübingen, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Daniele Campa
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Biology, University of Pisa, Pisa, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Angel Carracedo
- Genomic Medicine Group, International Cancer Genetics and Epidemiology Group, Fundación Pública Galega de Medicina Xenómica, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
- Grupo de Medicina Xenómica, Centro de Investigación en Red de Enfermedades Raras (CIBERER) y Centro Nacional de Genotipado (CEGEN-PRB2), Universidad de Santiago de Compostela, Santiago de Compostela, Spain
| | - Jose E Castelao
- Oncology and Genetics Unit, Instituto de Investigación Sanitaria Galicia Sur (IISGS), Xerencia de Xestion Integrada de Vigo-SERGAS, Vigo, Spain
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Georgia Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Emilie Cordina-Duverger
- Team 'Exposome and Heredity', CESP, Gustave Roussy, INSERM, University Paris-Saclay, UVSQ, Villejuif, France
| | - Fergus J Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Angela Cox
- Department of Oncology and Metabolism, Sheffield Institute for Nucleic Acids (SInFoNiA), University of Sheffield, Sheffield, UK
| | - Simon S Cross
- Academic Unit of Pathology, Department of Neuroscience, University of Sheffield, Sheffield, UK
| | - Kamila Czene
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Laure Dossus
- Nutrition and Metabolism Section, International Agency for Research on Cancer (IARC-WHO), Lyon, France
| | - Pierre-Antoine Dugué
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
| | - 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
| | - Mikael Eriksson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - D Gareth Evans
- Division of Evolution and Genomic Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, School of Biological Sciences, University of Manchester, Manchester, UK
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Jonine D Figueroa
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
- Cancer Research UK Edinburgh Centre, The University of Edinburgh, Edinburgh, UK
| | - Olivia Fletcher
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, UK
| | - Henrik Flyger
- Department of Breast Surgery, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Marike Gabrielson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Manuela Gago-Dominguez
- Genomic Medicine Group, International Cancer Genetics and Epidemiology Group, Fundación Pública Galega de Medicina Xenómica, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago, SERGAS, Santiago de Compostela, Spain
| | - Graham G Giles
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- 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
| | - Anna González-Neira
- Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Felix Grassmann
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Institute for Clinical Research and Systems Medicine, Health and Medical University, Potsdam, Germany
| | - Anne Grundy
- Department of Public Health Sciences, Queen's University, Kingston, ON, Canada
| | - Pascal Guénel
- Team 'Exposome and Heredity', CESP, Gustave Roussy, INSERM, University Paris-Saclay, UVSQ, Villejuif, France
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Niclas Håkansson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Oncology, Södersjukhuset, Stockholm, Sweden
| | - Ute Hamann
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Susan E Hankinson
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, Amherst, MA, USA
| | - Elaine F Harkness
- Division of Informatics, Imaging and Data Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
- Nightingale and Genesis Prevention Centre, Wythenshawe Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- NIHR Manchester Biomedical Research Unit, Manchester Academic Health Science Centre, Manchester University NHS Foundation Trust, Manchester, UK
| | | | - Reiner Hoppe
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tübingen, Tübingen, Germany
| | - John L Hopper
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Anthony Howell
- Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - David J Hunter
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Christian Ingvar
- Surgery, Clinical Sciences in Lund, Lund University, Lund, Sweden
| | - Karolin Isaksson
- Department of Surgery, Kristianstad Hospital, Kristianstad, Sweden
| | - Helena Jernström
- Oncology, Clinical Sciences in Lund, Lund University, Lund, Sweden
| | - Esther M John
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Division of Oncology, Department of Medicine, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Michael E Jones
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Rudolf Kaaks
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Renske Keeman
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Cari M Kitahara
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Yon-Dschun Ko
- Department of Internal Medicine, Johanniter GmbH Bonn, Johanniter Krankenhaus, Bonn, Germany
| | - Stella Koutros
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Allison W Kurian
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Division of Oncology, Department of Medicine, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - James V Lacey
- Department of Computational and Quantitative Medicine, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, City of Hope, Duarte, CA, USA
| | - Diether Lambrechts
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
| | - Nicole L Larson
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Susanna Larsson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Flavio Lejbkowicz
- Clalit National Cancer Control Center, Carmel Medical Center and Technion Faculty of Medicine, Haifa, Israel
| | - Shuai Li
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Martha Linet
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Jolanta Lissowska
- Department of Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Oncology Institute, Warsaw, Poland
| | - Maria Elena Martinez
- Moores Cancer Center and Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, USA
| | - Tabea Maurer
- Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anna Marie Mulligan
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
- Laboratory Medicine Program, University Health Network, Toronto, ON, Canada
| | - Claire Mulot
- INSERM UMR-S1138. CRB EPIGENETEC, Université Paris Cité, Paris, France
| | - Rachel A Murphy
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - William G Newman
- Division of Evolution and Genomic Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, School of Biological Sciences, University of Manchester, Manchester, UK
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Sune F Nielsen
- Copenhagen General Population Study, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Børge G Nordestgaard
- Copenhagen General Population Study, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Aaron Norman
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Katie M O'Brien
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Janet E Olson
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Alpa V Patel
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Ross Prentice
- Cancer Prevention Program, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Erika Rees-Punia
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Gad Rennert
- Clalit National Cancer Control Center, Carmel Medical Center and Technion Faculty of Medicine, Haifa, Israel
| | - Valerie Rhenius
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | | | - Dale P Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Christopher G Scott
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Mitul Shah
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Ann Smeets
- Department of Surgical Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Melissa C Southey
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, Australia
| | - Jennifer Stone
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
- Genetic Epidemiology Group, School of Population and Global Health, University of Western Australia, Perth, WA, Australia
| | - Rulla M Tamimi
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA
| | - Jack A Taylor
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
- Epigenetic and Stem Cell Biology Laboratory, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Lauren R Teras
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Katarzyna Tomczyk
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London, UK
| | - Melissa A Troester
- Department of Epidemiology, Gillings School of Global Public Health and UNC Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Thérèse Truong
- Team 'Exposome and Heredity', CESP, Gustave Roussy, INSERM, University Paris-Saclay, UVSQ, Villejuif, France
| | - Celine M Vachon
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Sophia S Wang
- Department of Computational and Quantitative Medicine, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, City of Hope, Duarte, CA, USA
| | - Clarice R Weinberg
- Biostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Hans Wildiers
- Department of Oncology, Leuven Multidisciplinary Breast Center, Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - Walter Willett
- 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
| | - Stacey J Winham
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Xiaohong R Yang
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - M Pilar Zamora
- Servicio de Oncología Médica, Hospital Universitario La Paz, Madrid, Spain
| | - 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
| | - Alison M Dunning
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Paul D P Pharoah
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Montserrat García-Closas
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marjanka K Schmidt
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Psychosocial Research and Epidemiology, The Netherlands Cancer Institute - Antoni Van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Peter Kraft
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Roger L Milne
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- 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
| | - Sara Lindström
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Douglas F Easton
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - 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
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Morrow MM, Schafer MJ, Kantarci K, Mielke MM, Vachon CM, Winham SJ. Leadership Development in Early Career Scientists: Themes and Feedback from Executive Coaching and Mindful Leadership Training. J Womens Health (Larchmt) 2023; 32:877-882. [PMID: 37585518 PMCID: PMC10457600 DOI: 10.1089/jwh.2023.0024] [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] [Indexed: 08/18/2023] Open
Abstract
Background: Career development is essential for all academic stages, but particularly critical for the growth and retention of early career scientists. In addition to scientific technical training, professional skill development is crucial for the upward transition from postdoctoral trainee to early faculty member and beyond. Building leadership skills, specifically, is an important component of professional development, and the evaluation and reporting of professional development are important to improve and enhance the impact of programs. Methods: The purpose of this article is to share the program evaluation performed on leadership development activities, including executive coaching and mindful leadership training provided to a small group of early career scientists who participated in the National Institutes of Health (NIH)-funded Mayo Clinic Specialized Center of Research Excellence (SCORE) in Sex Differences Career Enhancement Core and Building Interdisciplinary Research Careers in Women's Health (BIRCWH) K12 programs during 2020-2022. Results: Eighty-seven percent of participants rated their satisfaction with the executive coaching program as "Very Satisfied" or "Satisfied," and 75% of participants were "Very Satisfied" or "Satisfied" with the mindful leadership training program. The findings of this program evaluation highlight the value of communication skills for navigating precarious situations, building self-efficacy and intentionality in making and holding boundaries for an individual's time and energy. Further, the individualized small group format of the activities allowed for deeper introspection and peer to peer connection. Conclusion: The identification of common themes within the Mayo Clinic program provides guidance to other academic environments on areas where they can support their early career scientists.
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Affiliation(s)
- Melissa M.B. Morrow
- Center for Health Promotion, Performance, and Rehabilitation Research, Department of Nutrition, Metabolism, and Rehabilitation Sciences, School of Health Professions, University of Texas Medical Branch, Galveston, Texas, USA
| | - Marissa J. Schafer
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Robert and Arlene Kogod Center on Aging, Mayo Clinic, Rochester, Minnesota, USA
| | - Kejal Kantarci
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Michelle M. Mielke
- Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA
| | - Celine M. Vachon
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
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14
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Vachon CM, Scott CG, Norman AD, Khanani SA, Jensen MR, Hruska CB, Brandt KR, Winham SJ, Kerlikowske K. Impact of Artificial Intelligence System and Volumetric Density on Risk Prediction of Interval, Screen-Detected, and Advanced Breast Cancer. J Clin Oncol 2023; 41:3172-3183. [PMID: 37104728 PMCID: PMC10256336 DOI: 10.1200/jco.22.01153] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 12/13/2022] [Accepted: 02/24/2023] [Indexed: 04/29/2023] Open
Abstract
PURPOSE Artificial intelligence (AI) algorithms improve breast cancer detection on mammography, but their contribution to long-term risk prediction for advanced and interval cancers is unknown. METHODS We identified 2,412 women with invasive breast cancer and 4,995 controls matched on age, race, and date of mammogram, from two US mammography cohorts, who had two-dimensional full-field digital mammograms performed 2-5.5 years before cancer diagnosis. We assessed Breast Imaging Reporting and Data System density, an AI malignancy score (1-10), and volumetric density measures. We used conditional logistic regression to estimate odds ratios (ORs), 95% CIs, adjusted for age and BMI, and C-statistics (AUC) to describe the association of AI score with invasive cancer and its contribution to models with breast density measures. Likelihood ratio tests (LRTs) and bootstrapping methods were used to compare model performance. RESULTS On mammograms between 2-5.5 years prior to cancer, a one unit increase in AI score was associated with 20% greater odds of invasive breast cancer (OR, 1.20; 95% CI, 1.17 to 1.22; AUC, 0.63; 95% CI, 0.62 to 0.64) and was similarly predictive of interval (OR, 1.20; 95% CI, 1.13 to 1.27; AUC, 0.63) and advanced cancers (OR, 1.23; 95% CI, 1.16 to 1.31; AUC, 0.64) and in dense (OR, 1.18; 95% CI, 1.15 to 1.22; AUC, 0.66) breasts. AI score improved prediction of all cancer types in models with density measures (PLRT values < .001); discrimination improved for advanced cancer (ie, AUC for dense volume increased from 0.624 to 0.679, Δ AUC 0.065, P = .01) but did not reach statistical significance for interval cancer. CONCLUSION AI imaging algorithms coupled with breast density independently contribute to long-term risk prediction of invasive breast cancers, in particular, advanced cancer.
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Affiliation(s)
- Celine M. Vachon
- Division of Epidemiology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Christopher G. Scott
- Division of Clinical Trials and Biostatistics, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Aaron D. Norman
- Division of Epidemiology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Sadia A. Khanani
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Matthew R. Jensen
- Division of Clinical Trials and Biostatistics, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Carrie B. Hruska
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Kathleen R. Brandt
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Stacey J. Winham
- Division of Computational Biology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
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15
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Khramtsova EA, Wilson MA, Martin J, Winham SJ, He KY, Davis LK, Stranger BE. Quality control and analytic best practices for testing genetic models of sex differences in large populations. Cell 2023; 186:2044-2061. [PMID: 37172561 DOI: 10.1016/j.cell.2023.04.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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: 05/26/2022] [Revised: 01/31/2023] [Accepted: 04/07/2023] [Indexed: 05/15/2023]
Abstract
Phenotypic sex-based differences exist for many complex traits. In other cases, phenotypes may be similar, but underlying biology may vary. Thus, sex-aware genetic analyses are becoming increasingly important for understanding the mechanisms driving these differences. To this end, we provide a guide outlining the current best practices for testing various models of sex-dependent genetic effects in complex traits and disease conditions, noting that this is an evolving field. Insights from sex-aware analyses will not only teach us about the biology of complex traits but also aid in achieving the goals of precision medicine and health equity for all.
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Affiliation(s)
- Ekaterina A Khramtsova
- Population Analytics and Insights, Data Science Analytics & Insights, Janssen R&D, Lower Gwynedd Township, PA, USA.
| | - Melissa A Wilson
- School of Life Sciences, Center for Evolution and Medicine, Biodesign Center for Mechanisms of Evolution, Arizona State University, Tempe, AZ 85282, USA
| | - Joanna Martin
- Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Karen Y He
- Population Analytics and Insights, Data Science Analytics & Insights, Janssen R&D, Lower Gwynedd Township, PA, USA
| | - Lea K Davis
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Barbara E Stranger
- Center for Genetic Medicine, Department of Pharmacology, Northwestern University, Chicago, IL, USA.
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16
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Khramtsova EA, Winham SJ, Davis LK, Stranger BE, Wilson MA. Toward a deeper understanding of gene-by-sex interaction models. Cell Genom 2023; 3:100324. [PMID: 37228751 PMCID: PMC10203255 DOI: 10.1016/j.xgen.2023.100324] [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] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
In this issue of Cell Genomics, Zhu et al.1 propose amplification as the primary mode for gene-by-sex interactions in complex traits. Khramtsova et al. preview their modeling approach and discuss implications for the future work on the genomics of sex differences.
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Affiliation(s)
- Ekaterina A. Khramtsova
- Population Analytics and Insights, Data Science Analytics & Insights, Janssen R&D, Spring House, PA, USA
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Lea K. Davis
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Barbara E. Stranger
- Center for Genetic Medicine, Department of Pharmacology, Northwestern University, Chicago, IL, USA
| | - Melissa A. Wilson
- School of Life Sciences, Center for Evolution and Medicine, Biodesign Center for Mechanisms of Evolution, Arizona State University, Tempe, AZ 85282, USA
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17
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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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Wang C, Block MS, Cunningham JM, Sherman ME, McCauley BM, Armasu SM, Vierkant RA, Traficante N, Talhouk A, Ramus SJ, Pejovic N, Köbel M, Jorgensen BD, Garsed DW, Fereday S, Doherty JA, Ariyaratne D, Anglesio MS, Widschwendter M, Pejovic T, Bosquet JG, Bowtell DD, Winham SJ, Goode EL. Methylation Signature Implicated in Immuno-Suppressive Activities in Tubo-Ovarian High-Grade Serous Carcinoma. Cancer Epidemiol Biomarkers Prev 2023; 32:542-549. [PMID: 36790339 PMCID: PMC10073286 DOI: 10.1158/1055-9965.epi-22-0941] [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: 08/31/2022] [Revised: 11/07/2022] [Accepted: 01/23/2023] [Indexed: 02/16/2023] Open
Abstract
BACKGROUND Better understanding of prognostic factors in tubo-ovarian high-grade serous carcinoma (HGSC) is critical, as diagnosis confers an aggressive disease course. Variation in tumor DNA methylation shows promise predicting outcome, yet prior studies were largely platform-specific and unable to evaluate multiple molecular features. METHODS We analyzed genome-wide DNA methylation in 1,040 frozen HGSC, including 325 previously reported upon, seeking a multi-platform quantitative methylation signature that we evaluated in relation to clinical features, tumor characteristics, time to recurrence/death, extent of CD8+ tumor-infiltrating lymphocytes (TIL), gene expression molecular subtypes, and gene expression of the ATP-binding cassette transporter TAP1. RESULTS Methylation signature was associated with shorter time to recurrence, independent of clinical factors (N = 715 new set, hazard ratio (HR), 1.65; 95% confidence interval (CI), 1.10-2.46; P = 0.015; N = 325 published set HR, 2.87; 95% CI, 2.17-3.81; P = 2.2 × 10-13) and remained prognostic after adjustment for gene expression molecular subtype and TAP1 expression (N = 599; HR, 2.22; 95% CI, 1.66-2.95; P = 4.1 × 10-8). Methylation signature was inversely related to CD8+ TIL levels (P = 2.4 × 10-7) and TAP1 expression (P = 0.0011) and was associated with gene expression molecular subtype (P = 5.9 × 10-4) in covariate-adjusted analysis. CONCLUSIONS Multi-center analysis identified a novel quantitative tumor methylation signature of HGSC applicable to numerous commercially available platforms indicative of shorter time to recurrence/death, adjusting for other factors. Along with immune cell composition analysis, these results suggest a role for DNA methylation in the immunosuppressive microenvironment. IMPACT This work aids in identification of targetable epigenome processes and stratification of patients for whom tailored treatment may be most beneficial.
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Affiliation(s)
- 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
| | - Mark E. Sherman
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Bryan M. McCauley
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Sebastian M. Armasu
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Robert A. Vierkant
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Nadia Traficante
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Australian Ovarian Cancer Study Group
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research and Department of Gynaecological Oncology, Westmead Hospital, The University of Sydney, Sydney, New South Wales, Australia
| | - Aline Talhouk
- British Columbia’s Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, BC, Canada
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
| | - Susan J. Ramus
- School of Clinical Medicine, 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
| | | | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Calgary, AB, Canada
| | - Brooke D. Jorgensen
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Dale W. Garsed
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Jennifer A. Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, UT, USA
| | | | - Michael S. Anglesio
- British Columbia’s Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, BC, Canada
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Martin Widschwendter
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, Universität Innsbruck, Hall in Tirol, Austria
| | - Tanja Pejovic
- Department of Obstetrics and Gynecology, Oregon Health & Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Jesus Gonzalez Bosquet
- Department of Obstetrics and Gynecologic, Division of Gynecologic Oncology, University of Iowa, Iowa City, IA, USA
| | - David D. Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
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19
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Sanchez Ruiz JA, Coombes BJ, Pendegraft RS, Ozerdem A, McElroy SL, Cuellar-Barboza AB, Prieto ML, Frye MA, Winham SJ, Biernacka JM. Pharmacotherapy exposure as a marker of disease complexity in bipolar disorder: Associations with clinical & genetic risk factors. Psychiatry Res 2023; 323:115174. [PMID: 36965208 DOI: 10.1016/j.psychres.2023.115174] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 03/12/2023] [Accepted: 03/18/2023] [Indexed: 03/27/2023]
Abstract
Individuals with bipolar disorder (BD) require chronic pharmacotherapy, typically including medication switches or polypharmacy due to persisting symptoms or intolerable side effects. Here, we quantified pharmacotherapy exposure (PE) of Mayo Clinic BD Biobank participants using the number of cross-sectional (at enrollment) and lifetime BD-specific medications and medication classes, to understand the relationship between PE and markers of disease severity or treatment failure, psychiatric comorbidities, and polygenic risk scores (PRS) for six major psychiatric disorders. Being female (p < 0.05), older (p < 0.01), having history of suicide attempts (p < 0.0001), and comorbid attention-deficit/hyperactivity disorder (p < 0.05) or generalized anxiety disorder (p < 0.05) were uniformly associated with higher PE. Lifetime exposure to unique medication classes among participants with BD-I was significantly lower than for those with schizoaffective disorder (estimate = -2.1, p < 0.0001) while significantly higher than for those with BD-II (estimate = 0.5, p < 0.01). Further, higher PRS for schizophrenia (SCZ) and anxiety resulted in greater lifetime medication counts (p < 0.01), both driven by antipsychotic (p < 0.001) and anxiolytic use (p < 0.05). Our results provide initial evidence of the utility of PE as a measure of disease complexity or treatment resistance, and that PE may be predicted by higher genetic risk for SCZ and anxiety.
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Affiliation(s)
| | - Brandon J Coombes
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | - Aysegul Ozerdem
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Susan L McElroy
- Lindner Center of HOPE/University of Cincinnati, Cincinnati, OH, USA
| | - Alfredo B Cuellar-Barboza
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico
| | - Miguel L Prieto
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Universidad de Los Andes, Santiago, Chile
| | - Mark A Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Joanna M Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA.
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20
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Kolla BP, Winham SJ, Ho AMC, Mansukhani MP, Loukianova LL, Pazdernik V, Karpyak VM. The Interaction Between Brain-Derived Neurotrophic Factor Levels and Alcohol Consumption, Sleep Disturbance and Sex-Hormones in Alcohol Use Disorders. Alcohol Alcohol 2023; 58:209-215. [PMID: 36719088 PMCID: PMC10008104 DOI: 10.1093/alcalc/agad001] [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: 09/30/2022] [Revised: 01/12/2023] [Accepted: 01/13/2023] [Indexed: 02/01/2023] Open
Abstract
AIMS Brain-derived neurotrophic factor (BDNF) levels may be associated with alcohol use disorders (AUD) and alcohol consumption, correlate with sleep disturbance and be influenced by sex differences and sex hormones. These associations have not been examined in a single sample accounting for all these factors. METHODS Data from 190 participants (29.4% female) with AUD were utilized. Sleep quality, craving intensity, depression, anxiety and alcohol consumption were assessed using the Pittsburgh Sleep Quality Index (PSQI), Penn Alcohol Craving Scale (PACS), Patient Health Questionnaire-9 (PHQ-9), Generalized Anxiety Disorder-7 (GAD-7) and Timeline Follow Back for 90 days(TLFB 90). Inventory of Drug Taking Situations (IDTS) assessed the tendency to drink in positive/negative emotional states. Serum BDNF (sBDNF) and plasma sex hormones (estrogen, progesterone, testosterone, FSH and SHBG) were measured. Pearson correlation analyses were used to examine the association between sBDNF and these measures in the entire sample and in men and women separately. Higher order interaction effects between these factors were evaluated for their association with sBDNF using a backward selection model. RESULTS No significant correlations between sBDNF levels and sex hormones, PSQI, PHQ-9, PACS, IDTS scores and alcohol consumption were found (all P-values > 0.05). sBDNF levels were negatively correlated with GAD-7 scores in men (r = -0.1841; P = 0.03). When considering all quadratic and two-way interactions among PSQI, PHQ-9, GAD-7, mean and max drinks/day, number of drinking days, heavy drinking days, and sex no higher order moderating effects of sBDNF levels were found. CONCLUSION Our study revealed no significant associations between sBDNF and alcohol measures, sleep, depression and sex hormones suggesting limited utility as a biomarker.
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Affiliation(s)
- Bhanu Prakash Kolla
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN 55905, USA
- Center for Sleep Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN 55905, USA
| | - Ada Man-Choi Ho
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN 55905, USA
| | | | | | - Vanessa Pazdernik
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN 55905, USA
| | - Victor M Karpyak
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN 55905, USA
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21
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Ho AMC, Pozsonyiova S, Waller TC, Song Y, Geske JR, Karpyak VM, Winham SJ. Associations of sex-related steroid hormones and proteins with alcohol dependence: A United Kingdom Biobank study. Drug Alcohol Depend 2023; 244:109781. [PMID: 36701934 PMCID: PMC10168535 DOI: 10.1016/j.drugalcdep.2023.109781] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 01/10/2023] [Accepted: 01/10/2023] [Indexed: 01/19/2023]
Abstract
BACKGROUND Sex-related steroid hormones and proteins may contribute to the sex differences in the characteristics and health consequences of alcohol use disorder. This study aimed to examine the associations between alcohol dependence (AD) and sex-related hormones/proteins using a population-based dataset. METHODS We retrieved serum total testosterone (TT) and estradiol (TE2), sex hormone binding globulin (SHBG), and albumin levels along with clinical data from the UK Biobank. Hormone/protein levels were compared between AD (lifetime AD and/or related diagnoses; 2218 males; 682 females) and control (no aforementioned diagnoses and AUDIT<8; 198,058 males; 250,830 females) groups with sex-dependent linear regression models adjusting for age and body mass index. Moderation and mediation analyses were performed to test whether SHBG was a moderator and/or mediator between hormones and AD or current drinking. RESULTS AD males had higher TT, TE2, and SHBG levels but lower bioavailable testosterone, bioavailable estradiol, and albumin levels than controls (padjusted<0.001). After adjusting for menopause, AD females had higher TT and lower albumin levels than controls (padjusted<0.001). These differences remained after accounting for current drinking frequency (p < 0.001). SHBG moderated TT's effect on AD in males (pinteraction<0.001). SHBG was a positive mediator between TT and AD in both sexes and between TE2 and AD in males (p < 0.001), but a negative mediator between TT and current drinking in controls (both sexes) and AD males (p < 0.001). CONCLUSIONS Testosterone and estradiol levels are altered in males and females with AD distinctly regardless of current drinking frequency. SHBG may play a critical role in these associations.
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Affiliation(s)
- Ada Man-Choi Ho
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA.
| | - Sofia Pozsonyiova
- Department of Quantitative Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - T Cameron Waller
- Department of Quantitative Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Yilin Song
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jennifer R Geske
- Department of Quantitative Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Victor M Karpyak
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Department of Quantitative Health Sciences Research, Mayo Clinic, Rochester, MN, USA
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22
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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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Sherman ME, Vierkant RA, Masters M, Radisky DC, Winham SJ, Degnim AC, Vachon CM, Patel AV, Teras LR. Benign Breast Disease, NSAIDs, and Postmenopausal Breast Cancer Risk in the CPS-II Cohort. Cancer Prev Res (Phila) 2023; 16:175-184. [PMID: 36596665 PMCID: PMC10043807 DOI: 10.1158/1940-6207.capr-22-0403] [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: 09/06/2022] [Revised: 11/22/2022] [Accepted: 12/28/2022] [Indexed: 01/05/2023]
Abstract
ABSTRACT Nonsteroidal anti-inflammatory agents (NSAID) are associated with modest inconsistent reductions in breast cancer risk in population-based cohorts, whereas two focused studies of patients with benign breast disease (BBD) have found lower risk with NSAID use. Given that BBD includes fibroinflammatory lesions linked to elevated breast cancer risk, we assessed whether NSAID use was associated with lower breast cancer risk among patients with BBD.Participants were postmenopausal women in the Cancer Prevention Study-II (CPS-II), a prospective study of cancer incidence and mortality, who completed follow-up surveys in 1997 with follow-up through June 30, 2015. History of BBD, NSAID use, and covariate data were updated biennially. This analysis included 23,615 patients with BBD and 36,751 patients with non-BBD, including 3,896 incident breast cancers over an average of 12.72 years of follow-up among participants. NSAID use, overall and by formulation, recency, duration, and pills per month was analyzed versus breast cancer risk overall and by BBD status using multivariable-adjusted Cox models; BBD status and NSAID use were modeled as time-dependent exposures.Patients with BBD who reported using NSAIDs experienced lower breast cancer risk (HR, 0.87; 95% CI, 0.78-0.97), with similar effects for estrogen receptor (ER)-positive breast cancers [HR, 0.85; 95% confidence interval (CI), 0.74-0.97] and ER-negative breast cancers (HR, 0.87; 95% CI, 0.59-1.29); among women without BBD, NSAID use was unrelated to risk (HR, 1.02; 95% CI, 0.92-1.13; Pinteraction = 0.04). Associations stratified by age, obesity, menopausal hormone use, and cardiovascular disease were similar.Among patients with BBD, NSAID use appears linked to lower breast cancer risk. Further studies to assess the value of NSAID use among patients with BBD are warranted. PREVENTION RELEVANCE We examined whether NSAID use, a modifiable exposure, is associated with breast cancer risk in postmenopausal women from the Cancer Prevention Study-II with self-reported benign breast disease, an often inflammatory condition associated with higher rates of breast cancer.
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Affiliation(s)
- Mark E Sherman
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida
| | | | - Matthew Masters
- Behavioral and Epidemiology Research Program, American Cancer Society, Atlanta, Georgia
| | - Derek C Radisky
- Department of Cancer Biology, Mayo Clinic, Jacksonville, Florida
| | - Stacey J Winham
- Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Amy C Degnim
- Department of Surgery, Mayo Clinic, Rochester, Minnesota
| | | | - Alpa V Patel
- Behavioral and Epidemiology Research Program, American Cancer Society, Atlanta, Georgia
| | - Lauren R Teras
- Behavioral and Epidemiology Research Program, American Cancer Society, Atlanta, Georgia
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24
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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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25
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Garsed DW, Pandey A, Fereday S, Kennedy CJ, Takahashi K, Alsop K, Hamilton PT, Hendley J, Chiew YE, Traficante N, Provan P, Ariyaratne D, Au-Yeung G, Bateman NW, Bowes L, Brand A, Christie EL, Cunningham JM, Friedlander M, Grout B, Harnett P, Hung J, McCauley B, McNally O, Piskorz AM, Saner FAM, Vierkant RA, Wang C, Winham SJ, Pharoah PDP, Brenton JD, Conrads TP, Maxwell GL, Ramus SJ, Pearce CL, Pike MC, Nelson BH, Goode EL, DeFazio A, Bowtell DDL. The genomic and immune landscape of long-term survivors of high-grade serous ovarian cancer. Nat Genet 2022; 54:1853-1864. [PMID: 36456881 PMCID: PMC10478425 DOI: 10.1038/s41588-022-01230-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [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: 01/06/2022] [Accepted: 10/17/2022] [Indexed: 12/03/2022]
Abstract
Fewer than half of all patients with advanced-stage high-grade serous ovarian cancers (HGSCs) survive more than five years after diagnosis, but those who have an exceptionally long survival could provide insights into tumor biology and therapeutic approaches. We analyzed 60 patients with advanced-stage HGSC who survived more than 10 years after diagnosis using whole-genome sequencing, transcriptome and methylome profiling of their primary tumor samples, comparing this data to 66 short- or moderate-term survivors. Tumors of long-term survivors were more likely to have multiple alterations in genes associated with DNA repair and more frequent somatic variants resulting in an increased predicted neoantigen load. Patients clustered into survival groups based on genomic and immune cell signatures, including three subsets of patients with BRCA1 alterations with distinctly different outcomes. Specific combinations of germline and somatic gene alterations, tumor cell phenotypes and differential immune responses appear to contribute to long-term survival in HGSC.
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Affiliation(s)
- Dale W Garsed
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia.
| | - Ahwan Pandey
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Catherine J Kennedy
- 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
| | - Kazuaki Takahashi
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Tokyo, Japan
| | - Kathryn Alsop
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Phineas T Hamilton
- The Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Joy Hendley
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Yoke-Eng Chiew
- 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
| | - Nadia Traficante
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Pamela Provan
- 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
| | | | - George Au-Yeung
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Nicholas W Bateman
- Women's Health Integrated Research Center, Gynecologic Cancer Center of Excellence, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD, USA
| | - Leanne Bowes
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- The Royal Women's Hospital, Parkville, Victoria, Australia
| | - Alison Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- The University of Sydney, Sydney, New South Wales, Australia
| | - Elizabeth L Christie
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Michael Friedlander
- Prince of Wales Clinical School, University of New South Wales, Sydney, New South Wales, Australia
| | | | - Paul Harnett
- The University of Sydney, Sydney, New South Wales, Australia
- Crown Princess Mary Cancer Centre, Westmead Hospital, Sydney, New South Wales, Australia
| | - Jillian Hung
- The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Bryan McCauley
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Orla McNally
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- The Royal Women's Hospital, Parkville, Victoria, Australia
- Department of Obstetrics and Gynaecology, The University of Melbourne, Parkville, Victoria, Australia
| | - Anna M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - 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
| | - Robert A Vierkant
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Chen Wang
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Paul D P Pharoah
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Thomas P Conrads
- Women's Health Integrated Research Center, Gynecologic Cancer Center of Excellence, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD, USA
- Women's Health Integrated Research Center, Women's Service Line, Inova Health System, Falls Church, VA, USA
| | - George L Maxwell
- Women's Health Integrated Research Center, Gynecologic Cancer Center of Excellence, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD, USA
- Women's Health Integrated Research Center, Women's Service Line, Inova Health System, Falls Church, VA, 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 and Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Malcolm C Pike
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Brad H Nelson
- The Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
- Department of Medical Genetics, The University of British Columbia, Vancouver, British Columbia, Canada
- Department of Biochemistry and Microbiology, University of Victoria, Victoria, British Columbia, Canada
| | - Ellen L Goode
- Division of Epidemology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Anna DeFazio
- 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
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, 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.
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26
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Bolton KL, Chen D, Corona de la Fuente R, Fu Z, Murali R, Köbel M, Tazi Y, Cunningham JM, Chan IC, Wiley BJ, Moukarzel LA, Winham SJ, Armasu SM, Lester J, Elishaev E, Laslavic A, Kennedy CJ, Piskorz A, Sekowska M, Brand AH, Chiew YE, Pharoah P, Elias KM, Drapkin R, Churchman M, Gourley C, DeFazio A, Karlan B, Brenton JD, Weigelt B, Anglesio MS, Huntsman D, Gayther S, Konner J, Modugno F, Lawrenson K, Goode EL, Papaemmanuil E. Molecular Subclasses of Clear Cell Ovarian Carcinoma and Their Impact on Disease Behavior and Outcomes. Clin Cancer Res 2022; 28:4947-4956. [PMID: 35816189 PMCID: PMC9777703 DOI: 10.1158/1078-0432.ccr-21-3817] [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: 10/25/2021] [Revised: 02/24/2022] [Accepted: 07/07/2022] [Indexed: 01/07/2023]
Abstract
PURPOSE To identify molecular subclasses of clear cell ovarian carcinoma (CCOC) and assess their impact on clinical presentation and outcomes. EXPERIMENTAL DESIGN We profiled 421 primary CCOCs that passed quality control using a targeted deep sequencing panel of 163 putative CCOC driver genes and whole transcriptome sequencing of 211 of these tumors. Molecularly defined subgroups were identified and tested for association with clinical characteristics and overall survival. RESULTS We detected a putative somatic driver mutation in at least one candidate gene in 95% (401/421) of CCOC tumors including ARID1A (in 49% of tumors), PIK3CA (49%), TERT (20%), and TP53 (16%). Clustering of cancer driver mutations and RNA expression converged upon two distinct subclasses of CCOC. The first was dominated by ARID1A-mutated tumors with enriched expression of canonical CCOC genes and markers of platinum resistance; the second was largely comprised of tumors with TP53 mutations and enriched for the expression of genes involved in extracellular matrix organization and mesenchymal differentiation. Compared with the ARID1A-mutated group, women with TP53-mutated tumors were more likely to have advanced-stage disease, no antecedent history of endometriosis, and poorer survival, driven by their advanced stage at presentation. In women with ARID1A-mutated tumors, there was a trend toward a lower rate of response to first-line platinum-based therapy. CONCLUSIONS Our study suggests that CCOC consists of two distinct molecular subclasses with distinct clinical presentation and outcomes, with potential relevance to both traditional and experimental therapy responsiveness. See related commentary by Lheureux, p. 4838.
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Affiliation(s)
- Kelly L. Bolton
- Washington University School of Medicine, St. Louis, Missouri
| | - Denise Chen
- Philadelphia College of Osteopathic Medicine, Philadelphia, Pennsylvania
| | | | - Zhuxuan Fu
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
| | | | - Martin Köbel
- The University of Calgary, Calgary, Alberta, Canada
| | - Yanis Tazi
- Memorial Sloan-Kettering Cancer Center, New York, New York
| | | | | | - Brian J. Wiley
- Washington University School of Medicine, St. Louis, Missouri
| | | | | | | | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Esther Elishaev
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
| | - Angela Laslavic
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
| | - Catherine J. Kennedy
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Anna Piskorz
- University of Cambridge, Cambridge, United Kingdom
| | | | - Alison H. Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- The University of Sydney, Sydney, New South Wales, Australia
| | - Yoke-Eng Chiew
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Paul Pharoah
- University of Cambridge, Cambridge, United Kingdom
| | | | - Ronny Drapkin
- University of Pennsylvania, Philadelphia, Pennsylvania
| | | | | | - Anna DeFazio
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- 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
| | - Beth Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | | | - Britta Weigelt
- Memorial Sloan-Kettering Cancer Center, New York, New York
| | | | - David Huntsman
- University of British Columbia, Vancouver, British Columbia, Canada
| | - Simon Gayther
- Cedars-Sinai Medical Center, Los Angeles, California
| | - Jason Konner
- Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Francesmary Modugno
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
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Liu Y, Bhagwate A, Winham SJ, Stephens MT, Harker BW, McDonough SJ, Stallings-Mann ML, Heinzen EP, Vierkant RA, Hoskin TL, Frost MH, Carter JM, Pfrender ME, Littlepage L, Radisky DC, Cunningham JM, Degnim AC, Wang C. Quality control recommendations for RNASeq using FFPE samples based on pre-sequencing lab metrics and post-sequencing bioinformatics metrics. BMC Med Genomics 2022; 15:195. [PMID: 36114500 PMCID: PMC9479231 DOI: 10.1186/s12920-022-01355-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 09/12/2022] [Indexed: 11/16/2022] Open
Abstract
Background Formalin-fixed, paraffin-embedded (FFPE) tissues have many advantages for identification of risk biomarkers, including wide availability and potential for extended follow-up endpoints. However, RNA derived from archival FFPE samples has limited quality. Here we identified parameters that determine which FFPE samples have the potential for successful RNA extraction, library preparation, and generation of usable RNAseq data. Methods We optimized library preparation protocols designed for use with FFPE samples using seven FFPE and Fresh Frozen replicate pairs, and tested optimized protocols using a study set of 130 FFPE biopsies from women with benign breast disease. Metrics from RNA extraction and preparation procedures were collected and compared with bioinformatics sequencing summary statistics. Finally, a decision tree model was built to learn the relationship between pre-sequencing lab metrics and qc pass/fail status as determined by bioinformatics metrics. Results Samples that failed bioinformatics qc tended to have low median sample-wise correlation within the cohort (Spearman correlation < 0.75), low number of reads mapped to gene regions (< 25 million), or low number of detectable genes (11,400 # of detected genes with TPM > 4). The median RNA concentration and pre-capture library Qubit values for qc failed samples were 18.9 ng/ul and 2.08 ng/ul respectively, which were significantly lower than those of qc pass samples (40.8 ng/ul and 5.82 ng/ul). We built a decision tree model based on input RNA concentration, input library qubit values, and achieved an F score of 0.848 in predicting QC status (pass/fail) of FFPE samples. Conclusions We provide a bioinformatics quality control recommendation for FFPE samples from breast tissue by evaluating bioinformatic and sample metrics. Our results suggest a minimum concentration of 25 ng/ul FFPE-extracted RNA for library preparation and 1.7 ng/ul pre-capture library output to achieve adequate RNA-seq data for downstream bioinformatics analysis.
Supplementary Information The online version contains supplementary material available at 10.1186/s12920-022-01355-0.
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Miola A, De Filippis E, Veldic M, Ho AMC, Winham SJ, Mendoza M, Romo-Nava F, Nunez NA, Gardea Resendez M, Prieto ML, McElroy SL, Biernacka JM, Frye MA, Cuellar-Barboza AB. The genetics of bipolar disorder with obesity and type 2 diabetes. J Affect Disord 2022; 313:222-231. [PMID: 35780966 PMCID: PMC9703971 DOI: 10.1016/j.jad.2022.06.084] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 06/25/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Bipolar disorder (BD) presents with high obesity and type 2 diabetes (T2D) and pathophysiological and phenomenological abnormalities shared with cardiometabolic disorders. Genomic studies may help define if they share genetic liability. This selective review of BD with obesity and T2D will focus on genomic studies, stress their current limitations and guide future steps in developing the field. METHODS We searched electronic databases (PubMed, Scopus) until December 2021 to identify genome-wide association studies, polygenic risk score analyses, and functional genomics of BD accounting for body mass index (BMI), obesity, or T2D. RESULTS The first genome-wide association studies (GWAS) of BD accounting for obesity found a promising genome-wide association in an intronic gene variant of TCF7L2 that was further replicated. Polygenic risk scores of obesity and T2D have also been associated with BD, yet, no genetic correlations have been demonstrated. Finally, human-induced stem cell studies of the intronic variant in TCF7L2 show a potential biological impact of the products of this genetic variant in BD risk. LIMITATIONS The narrative nature of this review. CONCLUSIONS Findings from BD GWAS accounting for obesity and their functional testing, have prompted potential biological insights. Yet, BD, obesity, and T2D display high phenotypic, genetic, and population-related heterogeneity, limiting our ability to detect genetic associations. Further studies should refine cardiometabolic phenotypes, test gene-environmental interactions and add population diversity.
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Affiliation(s)
- Alessandro Miola
- Department of Neuroscience (DNS), University of Padova, Padua, Italy
| | | | - Marin Veldic
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Ada Man-Choi Ho
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Mariana Mendoza
- Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico
| | - Francisco Romo-Nava
- Lindner Center of HOPE, Mason, OH, USA; Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Nicolas A Nunez
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | | | - Miguel L Prieto
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Facultad de Medicina, Universidad de los Andes, Santiago, Chile; Mental Health Service, Clínica Universidad de los Andes, Santiago, Chile; Center for Biomedical Research and Innovation, Universidad de los Andes, Santiago, Chile
| | - Susan L McElroy
- Lindner Center of HOPE, Mason, OH, USA; Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Joanna M Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Mark A Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Alfredo B Cuellar-Barboza
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico.
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Jiang J, Tekin B, Yuan L, Armasu S, Winham SJ, Goode EL, Liu H, Huang Y, Guo R, Wang C. Computational tumor stroma reaction evaluation led to novel prognosis-associated fibrosis and molecular signature discoveries in high-grade serous ovarian carcinoma. Front Med (Lausanne) 2022; 9:994467. [PMID: 36160147 PMCID: PMC9490262 DOI: 10.3389/fmed.2022.994467] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 08/15/2022] [Indexed: 11/28/2022] Open
Abstract
Background As one of the key criteria to differentiate benign vs. malignant tumors in ovarian and other solid cancers, tumor-stroma reaction (TSR) is long observed by pathologists and has been found correlated with patient prognosis. However, paucity of study aims to overcome subjective bias or automate TSR evaluation for enabling association analysis to a large cohort. Materials and methods Serving as positive and negative sets of TSR studies, H&E slides of primary tumors of high-grade serous ovarian carcinoma (HGSOC) (n = 291) and serous borderline ovarian tumor (SBOT) (n = 15) were digitally scanned. Three pathologist-defined quantification criteria were used to characterize the extents of TSR. Scores for each criterion were annotated (0/1/2 as none-low/intermediate/high) in the training set consisting of 18,265 H&E patches. Serial of deep learning (DL) models were trained to identify tumor vs. stroma regions and predict TSR scores. After cross-validation and independent validations, the trained models were generalized to the entire HGSOC cohort and correlated with clinical characteristics. In a subset of cases tumor transcriptomes were available, gene- and pathway-level association studies were conducted with TSR scores. Results The trained models accurately identified the tumor stroma tissue regions and predicted TSR scores. Within tumor stroma interface region, TSR fibrosis scores were strongly associated with patient prognosis. Cancer signaling aberrations associated 14 KEGG pathways were also found positively correlated with TSR-fibrosis score. Conclusion With the aid of DL, TSR evaluation could be generalized to large cohort to enable prognostic association analysis and facilitate discovering novel gene and pathways associated with disease progress.
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Affiliation(s)
- Jun Jiang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Burak Tekin
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States
| | - Lin Yuan
- Pathology Center, Shanghai General Hospital, Shanghai, China
| | - Sebastian Armasu
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Hongfang Liu
- Department of Artificial Intelligence and Informatics, Mayo Clinic, Rochester, MN, United States
- Hongfang Liu,
| | - Yajue Huang
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States
- Yajue Huang,
| | - Ruifeng Guo
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States
- Ruifeng Guo,
| | - Chen Wang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
- *Correspondence: Chen Wang,
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Kumar A, Wang C, Sheedy SP, McCauley BM, Winham SJ, Ramus SJ, Anglesio MS, Kim B, Torres D, Keeney GL, Cliby WA, Goode EL. Into the future: A pilot study combining imaging with molecular profiling to predict resectability in ovarian cancer. Gynecol Oncol 2022; 166:508-514. [PMID: 35931468 DOI: 10.1016/j.ygyno.2022.07.020] [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] [Received: 06/05/2022] [Revised: 07/17/2022] [Accepted: 07/19/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVE We sought to determine the predictive value of combining tumor molecular subtype and computerized tomography (CT) imaging for surgical outcomes after primary cytoreductive surgery in advanced stage high-grade serous ovarian cancer (HGSOC) patients. METHODS We identified 129 HGSOC patients who underwent pre-operative CT imaging and post-operative tumor mRNA profiling. A continuous CT-score indicative of overall disease burden was defined based on six imaging measurements of anatomic involvement. Molecular subtypes were derived from mRNA profiling of chemo-naïve tumors and classified as mesenchymal (MES) subtype (36%) or non-MES subtype (64%). Fischer exact tests and multivariate logistic regression examined residual disease and surgical complexity. RESULTS Women with higher CT-scores were more likely to have MES subtype tumors (p = 0.014). MES subtypes and a high CT-score were independently predictive of macroscopic disease and high surgical complexity. In multivariate models adjusting for age, stage and American Society of Anesthesiologists (ASA) score, patients with a MES subtype and high CT-score had significantly elevated risk of macroscopic disease (OR = 26.7, 95% CI = [6.42, 187]) and were more likely to undergo high complexity surgery (OR = 9.53, 95% CI = [2.76, 40.6], compared to patients with non-MES tumor and low CT-score. CONCLUSION Preoperative CT imaging combined with tumor molecular subtyping can identify a subset of women unlikely to have resectable disease and likely to require high complexity surgery. Along with other clinical factors, these may refine predictive scores for resection and assist treatment planning. Investigating methods for pre-surgical molecular subtyping is an important next step.
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Affiliation(s)
- Amanika Kumar
- Department of Obstetrics and Gynecology, Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, United States.
| | - Chen Wang
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, United States
| | - Shannon P Sheedy
- Department of Radiology, Mayo Clinic, Rochester, MN, United States
| | - Bryan M McCauley
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, United States
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Division of Computational Biology, Mayo Clinic, Rochester, MN, United States
| | - Susan J Ramus
- School of Clinical Medicine, 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
| | - Michael S Anglesio
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, BC, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
| | - Bohyun Kim
- Department of Radiology, Mayo Clinic, Rochester, MN, United States
| | - Diogo Torres
- Division of Gynecologic Oncology, Ochsner Health Center, New Orleans, LA
| | - Gary L Keeney
- Division of Gynecologic Oncology, Ochsner Health Center, New Orleans, LA
| | - William A Cliby
- Department of Obstetrics and Gynecology, Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, United States
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, United States
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Gardea-Resendez M, Winham SJ, Romo-Nava F, Cuellar-Barboza A, Clark MM, Andreazza AC, Cabello-Arreola A, Veldic M, Bond DJ, Singh B, Prieto ML, Nunez NA, Betcher H, Moore KM, Blom T, Colby C, Pendegraft RS, Kelpin SS, Ozerdem A, Miola A, De Filippis E, Biernacka JM, McElroy SL, Frye MA. Quantification of diet quality utilizing the rapid eating assessment for participants-shortened version in bipolar disorder: Implications for prospective depression and cardiometabolic studies. J Affect Disord 2022; 310:150-155. [PMID: 35545158 PMCID: PMC9721194 DOI: 10.1016/j.jad.2022.05.037] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 05/05/2022] [Indexed: 01/01/2023]
Abstract
OBJECTIVES Recognizing bipolar disorder as a multi-system metabolic condition driven, in part, by binge eating behavior and atypical depressive symptoms, this study aimed to quantify diet quality and evaluate clinical correlates in a bipolar disorder cohort. METHODS Participants from the Mayo Clinic Bipolar Disorder Biobank (n = 734) completed the Rapid Eating Assessment for Participants - Shortened version (REAP-S) to determine diet quality. The average REAP-S score for a U.S. omnivorous diet is 32 (range 13 to 39) with higher scores indicating healthier diet. Demographic variables were collected in a standardized clinical questionnaire. Depressive symptoms were assessed by the Bipolar Inventory of Symptoms Scale. Cardiometabolic variables were retrieved from the electronic health record. Associations between continuous variables and REAP-S scores (total, 'healthy foods' and 'avoidance of unhealthy foods') were assessed using linear regression. RESULTS Overall, our sample had a mean REAP-S score of 27.6 (4.9), suggestive of a lower diet quality than the average general population in the US. There was a significant inverse relationship between mean REAP-S lower scores with increased BMI, waist circumference, disordered eating and depression. All these associations were significantly stronger in female participants. LIMITATIONS EHR cross-sectional data. CONCLUSIONS Our data suggest unhealthy diet quality in bipolar disorder is associated with depression, obesity and cardiometabolic abnormalities. Additional work is encouraged to prospectively track mood and diet quality to further understand the bidirectional relationship and clarify if dietary interventions can positively impact mood. Further delineating potential sex differences in diet quality and depression may provide greater appreciation of modifiable risk factors for future cardiometabolic burden.
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Affiliation(s)
| | - Stacey J. Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Francisco Romo-Nava
- Lindner Center of HOPE/Department of Psychiatry and Behavioral Neurosciences, University of Cincinnati College of Medicine, Mason, OH, USA
| | | | - Matthew M. Clark
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Ana Cristina Andreazza
- Department of Pharmacology and Toxicology and Psychiatry, University of Toronto, Temerty Faculty of Medicine, Toronto, Canada
| | | | - Marin Veldic
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - David J. Bond
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Balwinder Singh
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Miguel L. Prieto
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA, Department of Psychiatry, Facultad de Medicina, Universidad de los Andes, Santiago, Chile, Mental Health Service, Clínica Universidad de los Andes, Santiago, Chile, Center for Biomedical Research and Innovation, Universidad de los Andes, Santiago, Chile
| | - Nicolas A. Nunez
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Hannah Betcher
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | | | - Thomas Blom
- Lindner Center of HOPE/Department of Psychiatry and Behavioral Neurosciences, University of Cincinnati College of Medicine, Mason, OH, USA
| | - Colin Colby
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | - Sydney S. Kelpin
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Aysegul Ozerdem
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Alessandro Miola
- Department of Neurosciences, Psychiatry Unit, University-Hospital of Padova, Padova, Italy
| | | | - Joanna M. Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Susan L. McElroy
- Lindner Center of HOPE/Department of Psychiatry and Behavioral Neurosciences, University of Cincinnati College of Medicine, Mason, OH, USA
| | - Mark A. Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA, Corresponding author at: Department of Psychiatry and Psychology, Mayo Clinic, 200 1st Street SW, Rochester, MN 55902, USA. (M.A. Frye)
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Sherman ME, de Bel T, Heckman MG, White L, Ogony J, Stallings-Mann M, Hilton T, Degnim AC, Vierkant RA, Hoskin T, Jensen M, Pacheco-Spann L, Henry JE, Storniolo AM, Carter JM, Winham SJ, Radisky DC, van der Laak J. Serum hormone levels and normal breast histology among premenopausal women. Breast Cancer Res Treat 2022; 194:149-158. [PMID: 35503494 PMCID: PMC9869890 DOI: 10.1007/s10549-022-06600-9] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 04/04/2022] [Indexed: 01/26/2023]
Abstract
PURPOSE Breast terminal duct lobular units (TDLUs) are the main source of breast cancer (BC) precursors. Higher serum concentrations of hormones and growth factors have been linked to increased TDLU numbers and to elevated BC risk, with variable effects by menopausal status. We assessed associations of circulating factors with breast histology among premenopausal women using artificial intelligence (AI) and preliminarily tested whether parity modifies associations. METHODS Pathology AI analysis was performed on 316 digital images of H&E-stained sections of normal breast tissues from Komen Tissue Bank donors ages ≤ 45 years to assess 11 quantitative metrics. Associations of circulating factors with AI metrics were assessed using regression analyses, with inclusion of interaction terms to assess effect modification. RESULTS Higher prolactin levels were related to larger TDLU area (p < 0.001) and increased presence of adipose tissue proximate to TDLUs (p < 0.001), with less significant positive associations for acini counts (p = 0.012), dilated acini (p = 0.043), capillary area (p = 0.014), epithelial area (p = 0.007), and mononuclear cell counts (p = 0.017). Testosterone levels were associated with increased TDLU counts (p < 0.001), irrespective of parity, but associations differed by adipose tissue content. AI data for TDLU counts generally agreed with prior visual assessments. CONCLUSION Among premenopausal women, serum hormone levels linked to BC risk were also associated with quantitative features of normal breast tissue. These relationships were suggestively modified by parity status and tissue composition. We conclude that the microanatomic features of normal breast tissue may represent a marker of BC risk.
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Affiliation(s)
- Mark E Sherman
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | - Thomas de Bel
- Department of Pathology, Radboud University Medical Center,Radboud Institute of Health Sciences, Nijmegen, The Netherlands
| | | | - Launia White
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | - Joshua Ogony
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | | | - Tracy Hilton
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | - Amy C. Degnim
- Department of Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Tanya Hoskin
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | - Matthew Jensen
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | | | - Jill E. Henry
- Susan G. Komen Tissue Bank at the IU Simon Cancer Center, Indiana University School of Medicine
| | - Anna Maria Storniolo
- Susan G. Komen Tissue Bank at the IU Simon Cancer Center, Indiana University School of Medicine
| | - Jodi M. Carter
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J. Winham
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida, USA
| | - Derek C. Radisky
- Department of Cancer Biology, Mayo Clinic, Jacksonville, Florida, USA
| | - Jeroen van der Laak
- Department of Pathology, Radboud University Medical Center,Radboud Institute of Health Sciences, Nijmegen, The Netherlands,Center for Medical Image Science and Visualization, Linköping University, Linköping, Sweden
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Vierkant RA, Carter JM, Winham SJ, Wang C, Kachergus JM, Shi J, Moore RM, McCauley BM, Pacheco-Spann LM, Thompson EA, Radisky DC, Degnim AC, Sherman ME. Abstract 2203: Towards prediction of breast cancer risk in benign biopsies with high-plex GeoMx spatial protein profiling. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2203] [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: Biopsy diagnoses of benign breast disease (BBD) confer a 1.5- to 4-fold increased risk of developing breast cancer (BC) compared with women without BBD. Previously, we reported that decreased numbers of specific immune cell types in lobules of BBD biopsies predicted increased BC risk, suggesting the promise of future tissue biomarker studies to define BC risk markers among BBD patients. Thus, we applied protein-based GeoMx® Digital Spatial Profiling (DSP) to BBD biopsies preceding BC (cases) and to BBD biopsies from cancer-free patients (controls) to identify possible BC risk markers, which we then evaluated in subsequent BC tissues and in surrounding normal lobules of cases.
Methods: Archived pathology slides of BBD biopsies were reviewed and used to guide preparation of TMAs containing 1.0-mm diameter FFPE cores of lobules from an age- and cohort-period-matched set of 91 cases and 88 controls from the Mayo Clinic BBD Cohort. For patients who later developed BC, we prepared TMAs of BC tissue and surrounding mapped normal lobules. We applied GeoMx® DSP (immune and canonical signaling proteins) to both sets of TMAs. Following QC and data normalization, associations of case status with log-transformed biomarker expression in lobules of BBD biopsies were carried out using linear mixed modeling approaches, accounting for multiple ROIs per individual. Biomarkers significantly associated with case status (p<0.05) were further examined in BCs and adjacent normal lobules, using similar approaches.
Results: The mean age at BBD biopsy was 52 years, and at BC diagnosis of cases, 61.4 years (mean time from BBD to BC was 10.2 years). A family history of BC was more frequent among cases (70% versus 43%; chi-square p=0.002). Of 72 biomarkers tested, 46 (64.4%) were evaluable after QC and normalization and 5 were associated with BC risk after adjustment for family history of BC: BCL2 (p=0.005), STING (p=0.006), CD44 (p=0.02), S100 protein (p=0.03) and pan-AKT (p=0.05); each showed higher levels in lobules of BBD biopsies of controls than cases. Three unique patterns appeared when examining these biomarkers across tissue type within cases: for BCL2 (p=5 x 10-9) and STING (p=2 x 10-19), levels were high in both BC and lobules surrounding BC but low in preceding BBD; for GAPDH (p=4 x 10-53) and pan-AKT (p=2 x 10-33), levels were high in BC, low in preceding BBD, and moderate in lobules surrounding BC; and for CD44 (p=2 x 10-6) and S100B (p=2 x 10-49), levels were low in BC, high in lobules surrounding BC and moderate in preceding BBD.
Conclusions: Using a novel TMA of lobules in combination with DSP, we preliminarily identified immune-based and PI3 kinase-related protein biomarkers in BBD biopsies associated with BC risk. In case-only analyses, these markers demonstrated complex differences between lobules in BBD biopsies, subsequent BCs and adjacent normal lobules.
Citation Format: Robert Alan Vierkant, Jodi M. Carter, Stacey J. Winham, Chen Wang, Jennifer M. Kachergus, Ji Shi, Raymond M. Moore, Bryan M. McCauley, Laura M. Pacheco-Spann, E A. Thompson, Derek C. Radisky, Amy C. Degnim, Mark E. Sherman. Towards prediction of breast cancer risk in benign biopsies with high-plex GeoMx spatial protein profiling [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 2203.
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Affiliation(s)
| | | | | | | | | | - Ji Shi
- 2Mayo Clinic, Jacksonville, FL
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Ogony JW, Hoskin TL, Stallings Mann ML, Winham SJ, Brahmbhatt R, Arshad MA, Jimenez AP, Allers TM, Sherrman ME, Visscher DW, Radisky DC, Degnim AC. Abstract 5947: Immune biomarkers in breast tissues of patients with BRCA1/2 mutations, benign breast disease, and normal tissue donors. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-5947] [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
Introduction: The immune microenvironment of the breast is critical in the development and progression of breast cancer. By analyzing the immune components of breast tissues from patients at varying degrees of breast cancer risk, we may gain enhanced understanding of breast cancer risk and mechanisms of carcinogenesis.
Methods: We compared the immune cell composition in breast lobules of age-matched patients with normal and benign breast disease (BBD) at progressively lower breast cancer risk: 1) 18 women with germline mutations in (BRCA1/2); 2) women at intermediate risk (BBD), and 3) women at normal risk (Komen Tissue Bank- (KTB)). We performed immunohistochemical stains for T lymphocytes (CD4, CD8); dendritic cells (CD11c); B lymphocytes (CD20) and macrophages (CD68) and quantitated immune cell densities in up to 10 representative lobules per sample.
Results: The median age of all groups was 43.8 years (range: 34-67). BRCA carriers and BBD patients had a higher percentage of fibrocystic lobules (50% fibrocystic) compared to KTB samples (15% fibrocystic), p<0.001. BRCA carriers had significantly higher densities of CD4, CD8, CD11c, and CD68 positive immune cells compared to KTB donor breast tissues, see Table. Compared with BBD patients, mutation carriers had higher densities of CD8+ cells and suggestively higher CD4+ cells, with similar results for other markers assessed.
Conclusions: Preliminarily, these data showed that benign prophylactic breast tissues from BRCA mutation carriers contain increased numbers of several immune cell types versus tissues from patients at lower breast cancer risk, including BBD patients and research tissue donors. Further investigation is needed to confirm and expand these findings in relation to breast cancer risk.
Table: Pairwise Wilcoxon rank-sum p-values comparing immune cell densities in breast lobules from women with BRCA germline mutations, vs BBD and KTB groups. All Lobules BRCA BBD KTB BRCA vs BBD BRCA vs KTB Median Median Median p-value p-value (IQR) (IQR) (IQR) CD4+, cells/mm2 116.3 63.8 17.7 0.08 <0.001 (46.4-183.6) (25.0-121.1) (13.3-40.6) CD8+, cells/mm2 354.4 200 150.9 0.01 <0.001 (285.5-473.2) (118.9-385) (110.1-225.0) CD11c+, % pp 3.5 3.4 0.4 0.66 <0.001 (1.9-6.8) (1.6-4.7) (0-0.6) CD20+, cells/mm2 6.2 16.7 0 0.16 0.65 (0-25.4) (0-58.3) (0-20.8) CD68, cells/mm2 237.5 219 57.8 0.99 <0.001 (122.9-281.8) (75.0-459.4) (29.2-100.0) IQR - Interquartile Range pp - pixel positive
Citation Format: Joshua W. Ogony, Tanya L. Hoskin, Melody L. Stallings Mann, Stacey J. Winham, Rushin Brahmbhatt, Muhammad Asad Arshad, Alvaro Pena Jimenez, Teresa M. Allers, Mark E. Sherrman, Daniel W. Visscher, Derek C. Radisky, Amy C. Degnim. Immune biomarkers in breast tissues of patients with BRCA1/2 mutations, benign breast disease, and normal tissue donors [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 5947.
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Gersekowski K, Delahunty R, Alsop K, Goode EL, Cunningham JM, Winham SJ, Pharoah P, Song H, Jordan S, Fereday S, DeFazio A, Friedlander M, Obermair A, Webb PM. Germline BRCA variants, lifestyle and ovarian cancer survival. Gynecol Oncol 2022; 165:437-445. [PMID: 35400525 PMCID: PMC9133192 DOI: 10.1016/j.ygyno.2022.03.020] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/23/2022] [Accepted: 03/25/2022] [Indexed: 12/14/2022]
Abstract
OBJECTIVE Women with ovarian cancer who have a pathogenic germline variant in BRCA1 or BRCA2 (BRCA) have been shown to have better 5-year survival after diagnosis than women who are BRCA-wildtype (non-carriers). Modifiable lifestyle factors, including smoking, physical activity and body mass index (BMI) have previously been associated with ovarian cancer survival; however, it is unknown whether these associations differ by germline BRCA status. METHODS We investigated measures of lifestyle prior to diagnosis in two cohorts of Australian women with invasive epithelial ovarian cancer, using Cox proportional hazards regression to calculate adjusted hazard ratios (HRs) and 95% confidence intervals (CIs). RESULTS In the combined studies (n = 1923), there was little association between physical activity, BMI or alcohol intake and survival, and no difference by BRCA status. However, the association between current smoking status before diagnosis and poorer survival was stronger for BRCA variant carriers (HR 1.98; 95% CI 1.20-3.27) than non-carriers (HR 1.18; 95% CI 0.96-1.46; p-interaction 0.02). We saw a similar differential association with smoking when we pooled results from two additional cohorts from the USA and UK (n = 2120). Combining the results from all four studies gave a pooled-HR of 1.94 (95% CI 1.28-2.94) for current smoking among BRCA variant carriers compared to 1.08 (0.90-1.29) for non-carriers. CONCLUSIONS Our results suggest that the adverse effect of smoking on survival may be stronger for women with a BRCA variant than those without. Thus, while smoking cessation may improve outcomes for all women with ovarian cancer, it might provide a greater benefit for BRCA variant carriers.
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Affiliation(s)
- Kate Gersekowski
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Rachel Delahunty
- Women's Cancer Program, Peter MacCallum Cancer Centre, Melbourne, Victoria 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria 3010, Australia
| | - Kathryn Alsop
- Women's Cancer Program, Peter MacCallum Cancer Centre, Melbourne, Victoria 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria 3010, Australia
| | - Ellen L Goode
- Department of Quantitative Health Sciences, 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, Mayo Clinic, Rochester, MN, USA
| | - Paul Pharoah
- Department of Public Health and Primary Care, University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK; Department of Oncology, University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK
| | - Honglin Song
- Department of Public Health and Primary Care, University of Cambridge, Cardiovascular Epidemiology Unit, Cambridge, UK
| | - Susan Jordan
- School of Public Health, University of Queensland, Brisbane, Queensland, Australia
| | - Sian Fereday
- Women's Cancer Program, Peter MacCallum Cancer Centre, Melbourne, Victoria 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria 3010, Australia
| | - Anna DeFazio
- Department of Gynaecological Oncology, Westmead Hospital, Centre for Cancer Research, Westmead Institute for Medical Research, The University of Sydney, Sydney, NSW, Australia; The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, NSW, Australia
| | - Michael Friedlander
- Prince of Wales Clinical School University of New South Wales, Department of Medical Oncology, Prince of Wales Hospital, Sydney, New South Wales, Australia
| | - Andreas Obermair
- Queensland Centre for Gynaecological Cancer Research, The University of Queensland, Brisbane, Queensland, Australia
| | - Penelope M Webb
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
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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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Wang X, Kapoor PM, Auer PL, Dennis J, Dunning AM, Wang Q, Lush M, Michailidou K, Bolla MK, Aronson KJ, Murphy RA, Brooks-Wilson A, Lee DG, Cordina-Duverger E, Guénel P, Truong T, Mulot C, Teras LR, Patel AV, Dossus L, Kaaks R, Hoppe R, Lo WY, Brüning T, Hamann U, Czene K, Gabrielson M, Hall P, Eriksson M, Jung A, Becher H, Couch FJ, Larson NL, Olson JE, Ruddy KJ, Giles GG, MacInnis RJ, Southey MC, Le Marchand L, Wilkens LR, Haiman CA, Olsson H, Augustinsson A, Krüger U, Wagner P, Scott C, Winham SJ, Vachon CM, Perou CM, Olshan AF, Troester MA, Hunter DJ, Eliassen HA, Tamimi RM, Brantley K, Andrulis IL, Figueroa J, Chanock SJ, Ahearn TU, García-Closas M, Evans GD, Newman WG, van Veen EM, Howell A, Wolk A, Håkansson N, Anton-Culver H, Ziogas A, Jones ME, Orr N, Schoemaker MJ, Swerdlow AJ, Kitahara CM, Linet M, Prentice RL, Easton DF, Milne RL, Kraft P, Chang-Claude J, Lindström S. Genome-wide interaction analysis of menopausal hormone therapy use and breast cancer risk among 62,370 women. Sci Rep 2022; 12:6199. [PMID: 35418701 PMCID: PMC9007944 DOI: 10.1038/s41598-022-10121-2] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Accepted: 03/11/2022] [Indexed: 02/02/2023] Open
Abstract
Use of menopausal hormone therapy (MHT) is associated with increased risk for breast cancer. However, the relevant mechanisms and its interaction with genetic variants are not fully understood. We conducted a genome-wide interaction analysis between MHT use and genetic variants for breast cancer risk in 27,585 cases and 34,785 controls from 26 observational studies. All women were post-menopausal and of European ancestry. Multivariable logistic regression models were used to test for multiplicative interactions between genetic variants and current MHT use. We considered interaction p-values < 5 × 10-8 as genome-wide significant, and p-values < 1 × 10-5 as suggestive. Linkage disequilibrium (LD)-based clumping was performed to identify independent candidate variants. None of the 9.7 million genetic variants tested for interactions with MHT use reached genome-wide significance. Only 213 variants, representing 18 independent loci, had p-values < 1 × 105. The strongest evidence was found for rs4674019 (p-value = 2.27 × 10-7), which showed genome-wide significant interaction (p-value = 3.8 × 10-8) with current MHT use when analysis was restricted to population-based studies only. Limiting the analyses to combined estrogen-progesterone MHT use only or to estrogen receptor (ER) positive cases did not identify any genome-wide significant evidence of interactions. In this large genome-wide SNP-MHT interaction study of breast cancer, we found no strong support for common genetic variants modifying the effect of MHT on breast cancer risk. These results suggest that common genetic variation has limited impact on the observed MHT-breast cancer risk association.
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Affiliation(s)
- Xiaoliang Wang
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA.
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
| | - Pooja Middha Kapoor
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- University of Heidelberg, Faculty of Medicine, Heidelberg, Germany
| | - Paul L Auer
- Cancer Prevention Program, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Division of Biostatistics, Institute for Health & Equity, and Cancer Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Joe Dennis
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Alison M Dunning
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Qin Wang
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Michael Lush
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Kyriaki Michailidou
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Biostatistics Unit, The Cyprus Institute of Neurology & Genetics, Nicosia, Cyprus
- The Cyprus Institute of Neurology & Genetics, Cyprus School of Molecular Medicine, Nicosia, Cyprus
| | - Manjeet K Bolla
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
| | - Kristan J Aronson
- Department of Public Health Sciences, Cancer Research Institute, Queen's University, Kingston, ON, Canada
| | - Rachel A Murphy
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Cancer Control Research, Vancouver, BC, Canada
| | - Angela Brooks-Wilson
- Genome Sciences Centre, BC Cancer Agency, Vancouver, BC, Canada
- Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, BC, Canada
| | - Derrick G Lee
- BC Cancer, Cancer Control Research, Vancouver, BC, Canada
- Department of Mathematics and Statistics, St. Francis Xavier University, Antigonish, NS, Canada
| | - Emilie Cordina-Duverger
- Team Exposome and Heredity, Center for Research in Epidemiology and Population Health (CESP), INSERM, University Paris-Saclay, Villejuif, France
| | - Pascal Guénel
- Team Exposome and Heredity, Center for Research in Epidemiology and Population Health (CESP), INSERM, University Paris-Saclay, Villejuif, France
| | - Thérèse Truong
- Team Exposome and Heredity, Center for Research in Epidemiology and Population Health (CESP), INSERM, University Paris-Saclay, Villejuif, France
| | - Claire Mulot
- INSERM UMR-S1147, Université Paris Sorbonné, Paris, France
| | - Lauren R Teras
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Alpa V Patel
- Department of Population Science, American Cancer Society, Atlanta, GA, USA
| | - Laure Dossus
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC-WHO), Lyon, France
| | - Rudolf Kaaks
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Reiner Hoppe
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tÿbingen, Tÿbingen, Germany
| | - Wing-Yee Lo
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tÿbingen, Tÿbingen, Germany
| | - Thomas Brüning
- Institute for Prevention and Occupational Medicine of the German Social Accident Insurance, Institute of the Ruhr University Bochum (IPA), Bochum, Germany
| | - Ute Hamann
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Kamila Czene
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Marike Gabrielson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Oncology, Södersjukhuset, Stockholm, Sweden
| | - Mikael Eriksson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Audrey Jung
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Heiko Becher
- Institute of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Fergus J Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Nicole L Larson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Janet E Olson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - Graham G Giles
- 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
| | - Robert J MacInnis
- 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
| | - Melissa C Southey
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, Australia
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Lynne R Wilkens
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Håkan Olsson
- Clinical Sciences, Department of Cancer Epidemiology, Lund University, Lund, Sweden
| | - Annelie Augustinsson
- Clinical Sciences, Department of Cancer Epidemiology, Lund University, Lund, Sweden
| | - Ute Krüger
- Clinical Sciences, Department of Cancer Epidemiology, Lund University, Lund, Sweden
| | - Philippe Wagner
- Clinical Sciences, Department of Cancer Epidemiology, Lund University, Lund, Sweden
| | - Christopher Scott
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Celine M Vachon
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, MN, USA
- Department of Genetics, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Charles M Perou
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, MN, USA
- Department of Genetics, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Andrew F Olshan
- Department of Epidemiology, Gillings School of Global Public Health, UNC Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Melissa A Troester
- Department of Epidemiology, Gillings School of Global Public Health, UNC Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - David J Hunter
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Heather A Eliassen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Rulla M Tamimi
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA
| | - Kristen Brantley
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Irene L Andrulis
- Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Fred A. Litwin Center for Cancer Genetics, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Jonine Figueroa
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
- Cancer Research UK Edinburgh Centre, The University of Edinburgh, Edinburgh, UK
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Thomas U Ahearn
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Montserrat García-Closas
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Gareth D Evans
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - William G Newman
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Elke M van Veen
- Division of Evolution and Genomic Sciences, School of Biological Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
- North West Genomics Laboratory Hub, Manchester Centre for Genomic Medicine, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Anthony Howell
- Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Niclas Håkansson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Hoda Anton-Culver
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Argyrios Ziogas
- Department of Medicine, Genetic Epidemiology Research Institute, University of California Irvine, Irvine, CA, USA
| | - Michael E Jones
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Nick Orr
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Ireland, UK
| | - Minouk J Schoemaker
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - 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
| | - Cari M Kitahara
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Martha Linet
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Ross L Prentice
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Douglas F Easton
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK
- Department of Oncology, 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
| | - Peter Kraft
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Cancer Epidemiology Group, University Medical Center Hamburg-Eppendorf, University Cancer Center Hamburg (UCCH), Hamburg, Germany
| | - Sara Lindström
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
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38
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Kang EY, Millstein J, Popovic G, Meagher NS, Bolithon A, Talhouk A, Chiu DS, Anglesio MS, Leung B, Tang K, Lambie N, Pavanello M, Da-Anoy A, Lambrechts D, Loverix L, Olbrecht S, Bisinotto C, Garcia-Donas J, Ruiz-Llorente S, Yagüe-Fernandez M, Edwards RP, Elishaev E, Olawaiye A, Taylor S, Ataseven B, du Bois A, Harter P, Lester J, Høgdall CK, Armasu SM, Huang Y, Vierkant RA, Wang C, Winham SJ, Heublein S, Kommoss FKF, Cramer DW, Sasamoto N, van-Wagensveld L, Lycke M, Mateoiu C, Joseph J, Pike MC, Odunsi K, Tseng CC, Pearce CL, Bilic S, Conrads TP, Hartmann A, Hein A, Jones ME, Leung Y, Beckmann MW, Ruebner M, Schoemaker MJ, Terry KL, El-Bahrawy MA, Coulson P, Etter JL, LaVigne-Mager K, Andress J, Grube M, Fischer A, Neudeck N, Robertson G, Farrell R, Barlow E, Quinn C, Hettiaratchi A, Casablanca Y, Erber R, Stewart CJR, Tan A, Yu Y, Boros J, Brand AH, Harnett PR, Kennedy CJ, Nevins N, Morgan T, Fasching PA, Vergote I, Swerdlow AJ, Candido Dos Reis FJ, Maxwell GL, Neuhausen SL, Barquin-Garcia A, Modugno F, Moysich KB, Crowe PJ, Hirasawa A, Heitz F, Karlan BY, Goode EL, Sinn P, Horlings HM, Høgdall E, Sundfeldt K, Kommoss S, Staebler A, Wu AH, Cohen PA, DeFazio A, Lee CH, Steed H, Le ND, Gayther SA, Lawrenson K, Pharoah PDP, Konecny G, Cook LS, Ramus SJ, Kelemen LE, Köbel M. MCM3 is a novel proliferation marker associated with longer survival for patients with tubo-ovarian high-grade serous carcinoma. Virchows Arch 2022; 480:855-871. [PMID: 34782936 PMCID: PMC9035053 DOI: 10.1007/s00428-021-03232-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 10/19/2021] [Accepted: 11/01/2021] [Indexed: 12/14/2022]
Abstract
Tubo-ovarian high-grade serous carcinomas (HGSC) are highly proliferative neoplasms that generally respond well to platinum/taxane chemotherapy. We recently identified minichromosome maintenance complex component 3 (MCM3), which is involved in the initiation of DNA replication and proliferation, as a favorable prognostic marker in HGSC. Our objective was to further validate whether MCM3 mRNA expression and possibly MCM3 protein levels are associated with survival in patients with HGSC. MCM3 mRNA expression was measured using NanoString expression profiling on formalin-fixed and paraffin-embedded tissue (N = 2355 HGSC) and MCM3 protein expression was assessed by immunohistochemistry (N = 522 HGSC) and compared with Ki-67. Kaplan-Meier curves and the Cox proportional hazards model were used to estimate associations with survival. Among chemotherapy-naïve HGSC, higher MCM3 mRNA expression (one standard deviation increase in the score) was associated with longer overall survival (HR = 0.87, 95% CI 0.81-0.92, p < 0.0001, N = 1840) in multivariable analysis. MCM3 mRNA expression was highest in the HGSC C5.PRO molecular subtype, although no interaction was observed between MCM3, survival and molecular subtypes. MCM3 and Ki-67 protein levels were significantly lower after exposure to neoadjuvant chemotherapy compared to chemotherapy-naïve tumors: 37.0% versus 46.4% and 22.9% versus 34.2%, respectively. Among chemotherapy-naïve HGSC, high MCM3 protein levels were also associated with significantly longer disease-specific survival (HR = 0.52, 95% CI 0.36-0.74, p = 0.0003, N = 392) compared to cases with low MCM3 protein levels in multivariable analysis. MCM3 immunohistochemistry is a promising surrogate marker of proliferation in HGSC.
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Affiliation(s)
- Eun Young Kang
- Department of Pathology and Laboratory Medicine, Foothills Medical Center, University of Calgary, Calgary, AB, Canada
| | - Joshua Millstein
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
| | - Gordana Popovic
- Mark Wainwright Analytical Centre, Stats Central, University of New South Wales Sydney, Sydney, Australia
| | - Nicola S Meagher
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
| | - Adelyn Bolithon
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
| | - Aline Talhouk
- 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
| | - Derek S Chiu
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, BC, Canada
| | - Michael S Anglesio
- 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
- Histopathology/ISH Core Facility, Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Betty Leung
- Prince of Wales Clinical School, University of NSW Sydney, Sydney, NSW, Australia
| | - Katrina Tang
- Department of Anatomical Pathology, Prince of Wales Hospital, Sydney, Australia
| | - Neil Lambie
- NSW Health Pathology, Prince of Wales Hospital, Sydney, Australia
| | - Marina Pavanello
- Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Australia
| | - Annalyn Da-Anoy
- Department of Pathology and Laboratory Medicine, Foothills Medical Center, University of Calgary, Calgary, AB, Canada
| | - Diether Lambrechts
- VIB Center for Cancer Biology, Leuven, Belgium
- Laboratory for Translational Genetics, Department of Human Genetics, University of Leuven, Leuven, Belgium
| | - Liselore Loverix
- Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium
| | - Siel Olbrecht
- Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium
| | - Christiani Bisinotto
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Jesus Garcia-Donas
- HM Sanchinarro Centro Integral Oncológico Clara Campal, University Hospital, Madrid, Spain
| | - Sergio Ruiz-Llorente
- HM Sanchinarro Centro Integral Oncológico Clara Campal, University Hospital, Madrid, Spain
| | - Monica Yagüe-Fernandez
- HM Sanchinarro Centro Integral Oncológico Clara Campal, University Hospital, Madrid, Spain
| | - Robert P Edwards
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Alexander Olawaiye
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Sarah Taylor
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Beyhan Ataseven
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte (KEM), Essen, Germany
- Department of Gynecology and Obstetrics, Ludwig Maximilian University of Munich, Munich, Germany
| | - Andreas du Bois
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte (KEM), Essen, Germany
- Department of Gynecology and Gynecological Oncology, Dr. Horst-Schmidt Klinik Wiesbaden, Wiesbaden, Germany
| | - Philipp Harter
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte (KEM), Essen, Germany
- Department of Gynecology and Gynecological Oncology, Dr. Horst-Schmidt Klinik Wiesbaden, Wiesbaden, Germany
| | - Jenny Lester
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Claus K Høgdall
- Department of Gynaecology, University of Copenhagen, Rigshospitalet, Copenhagen, Denmark
| | - Sebastian M Armasu
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Yajue Huang
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, 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
| | - Sabine Heublein
- Department of Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany
| | - Felix K F Kommoss
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Daniel W Cramer
- 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
| | - Naoko Sasamoto
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Lilian van-Wagensveld
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Maria Lycke
- Department of Obstetrics and Gynecology, Sahlgrenska Academy at Gothenburg University, Gothenburg, Sweden
| | - Constantina Mateoiu
- Department of Pathology and Cytology, Sahlgrenska Academy at Gothenburg University, Gothenburg, Sweden
| | - Janine Joseph
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Malcolm C Pike
- Department of Population and Public Health Sciences, 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
| | - Kunle Odunsi
- Department of Oncology, University of Chicago, Chicago, IL, USA
- Department of Obstetrics and Gynecology, University of Chicago, Chicago, IL, USA
| | - Chiu-Chen Tseng
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Celeste L Pearce
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA, USA
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Sanela Bilic
- Department of Gynaecological Oncology, St John of God Subiaco Hospital, Subiaco, Australia
| | - Thomas P Conrads
- Women's Health Integrated Research Center, Women's Service Line, Inova Health System, Falls Church, VA, USA
| | - Arndt Hartmann
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen-Nürnberg, Germany
| | - Alexander Hein
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
| | - Michael E Jones
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Yee Leung
- Division of Obstetrics and Gynaecology, Faculty of Health and Medical Sciences, University of Western Australia, Crawley, WA, Australia
- Department of Gynaecological Oncology, King Edward Memorial Hospital, Subiaco, Australia
- Australia New Zealand Gynaecological Oncology Group, Camperdown, Australia
| | - Matthias W Beckmann
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
| | - Matthias Ruebner
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
| | - Minouk J Schoemaker
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - 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
| | - Mona A El-Bahrawy
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Penny Coulson
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - John L Etter
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | | | - Juergen Andress
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - Marcel Grube
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - Anna Fischer
- Institute of Pathology, Tübingen University Hospital, Tübingen, Germany
| | - Nina Neudeck
- Institute of Pathology, Tübingen University Hospital, Tübingen, Germany
| | - Greg Robertson
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, NSW, Australia
- St George Private Hospital, Kogarah, Australia
| | | | - Ellen Barlow
- Gynaecological Cancer Centre, Royal Hospital for Women, Sydney, Australia
| | - Carmel Quinn
- Mark Wainwright Analytical Centre, Stats Central, University of New South Wales Sydney, Sydney, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
- Prince of Wales Clinical School, University of NSW Sydney, Sydney, NSW, Australia
- Translational Cancer Research Network, University of New South Wales Sydney, Sydney, Australia
- UNSW Biorepository, Mark Wainwright Analytical Centre, University of New South Wales Sydney, Sydney, Australia
| | - Anusha Hettiaratchi
- UNSW Biorepository, Mark Wainwright Analytical Centre, University of New South Wales Sydney, Sydney, Australia
| | - Yovanni Casablanca
- Uniformed Services University of the Health Sciences, USAF, Bethesda, MD, USA
| | - Ramona Erber
- Institute of Pathology, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen-Nürnberg, Germany
| | - Colin J R Stewart
- School for Women's and Infants' Health, University of Western Australia, Perth, Australia
| | - Adeline Tan
- Division of Obstetrics and Gynaecology, Faculty of Health and Medical Sciences, University of Western Australia, Crawley, WA, Australia
- Western Women's Pathology, Western Diagnostic Pathology, Wembley, Australia
| | - Yu Yu
- School of Pharmacy and Biomedical Sciences, Curtin Health Innovation Research Institute, Curtin University, Perth, WA, Australia
| | - Jessica Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
| | - Alison H Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
| | - Paul R Harnett
- The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, Australia
| | - Catherine J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
| | - Nikilyn Nevins
- Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, Australia
| | - Terry Morgan
- Department of Pathology, Oregon Health & Science University, Portland, OR, USA
| | - Peter A Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg (FAU), Erlangen, Germany
- Department of Medicine, Division of Hematology and Oncology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Ignace Vergote
- Division of Gynecologic Oncology, Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium
| | - 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
| | - Francisco J Candido Dos Reis
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - G Larry Maxwell
- Women's Service Line, Inova Health System, Falls Church, VA, USA
| | - Susan L Neuhausen
- Department of Population Sciences, Beckman Research Institute of City of Hope, Duarte, CA, USA
| | | | - Francesmary Modugno
- 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, Pittsburgh, PA, USA
| | - Kirsten B Moysich
- Division of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Philip J Crowe
- Prince of Wales Clinical School, University of NSW Sydney, Sydney, NSW, Australia
| | - Akira Hirasawa
- Department of Clinical Genomic Medicine, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama, Japan
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte (KEM), Essen, Germany
- Department of Gynecology and Gynecological Oncology, Dr. Horst-Schmidt Klinik 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, and Berlin Institute of Health, Berlin, Germany
| | - Beth Y Karlan
- Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Peter Sinn
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Hugo M Horlings
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Estrid Høgdall
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Pathology, Molecular Unit, Herlev Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Karin Sundfeldt
- Department of Obstetrics and Gynecology, Sahlgrenska Center for Cancer Research, Gothenburg University, Gothenburg, Sweden
| | - Stefan Kommoss
- Department of Women's Health, Tübingen University Hospital, Tübingen, Germany
| | - Annette Staebler
- Institute of Pathology, Tübingen University Hospital, Tübingen, Germany
| | - 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
| | - Paul A Cohen
- Division of Obstetrics and Gynaecology, Faculty of Health and Medical Sciences, University of Western Australia, Crawley, WA, Australia
- Bendat Family Comprehensive Cancer Centre, St John of God Subiaco Hospital, Subiaco, WA, Australia
| | - Anna DeFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, Westmead, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, NSW, Australia
- The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, NSW, Australia
- The University of Sydney, Sydney, Australia
| | - Cheng-Han Lee
- Department of Pathology and Laboratory Medicine, University of Alberta, Edmonton, AB, Canada
| | - Helen Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, Edmonton, AB, Canada
| | - Nhu D Le
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - Simon A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, CA, 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
- 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
| | - Gottfried Konecny
- Department of Medicine, Division of Hematology and Oncology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Linda S Cook
- School of Public Health, University of Colorado, Aurora, CO, USA
- Department of Cancer Epidemiology and Prevention Research, Alberta Health Services, Calgary, AB, Canada
| | - Susan J Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, NSW, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, NSW, Australia
| | - Linda E Kelemen
- Bureau of Population Health Data Analytics & Informatics, South Carolina Department of Health and Environmental Control, Columbia, SC, USA
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, Foothills Medical Center, University of Calgary, Calgary, AB, Canada.
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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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41
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de Bel T, Litjens G, Ogony J, Stallings-Mann M, Carter JM, Hilton T, Radisky DC, Vierkant RA, Broderick B, Hoskin TL, Winham SJ, Frost MH, Visscher DW, Allers T, Degnim AC, Sherman ME, van der Laak JAWM. Automated quantification of levels of breast terminal duct lobular (TDLU) involution using deep learning. NPJ Breast Cancer 2022; 8:13. [PMID: 35046392 PMCID: PMC8770616 DOI: 10.1038/s41523-021-00378-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 12/06/2021] [Indexed: 02/07/2023] Open
Abstract
Convolutional neural networks (CNNs) offer the potential to generate comprehensive quantitative analysis of histologic features. Diagnostic reporting of benign breast disease (BBD) biopsies is usually limited to subjective assessment of the most severe lesion in a sample, while ignoring the vast majority of tissue features, including involution of background terminal duct lobular units (TDLUs), the structures from which breast cancers arise. Studies indicate that increased levels of age-related TDLU involution in BBD biopsies predict lower breast cancer risk, and therefore its assessment may have potential value in risk assessment and management. However, assessment of TDLU involution is time-consuming and difficult to standardize and quantitate. Accordingly, we developed a CNN to enable automated quantitative measurement of TDLU involution and tested its performance in 174 specimens selected from the pathology archives at Mayo Clinic, Rochester, MN. The CNN was trained and tested on a subset of 33 biopsies, delineating important tissue types. Nine quantitative features were extracted from delineated TDLU regions. Our CNN reached an overall dice-score of 0.871 (±0.049) for tissue classes versus reference standard annotation. Consensus of four reviewers scoring 705 images for TDLU involution demonstrated substantial agreement with the CNN method (unweighted κappa = 0.747 ± 0.01). Quantitative involution measures showed anticipated associations with BBD histology, breast cancer risk, breast density, menopausal status, and breast cancer risk prediction scores (p < 0.05). Our work demonstrates the potential to improve risk prediction for women with BBD biopsies by applying CNN approaches to generate automated quantitative evaluation of TDLU involution.
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Affiliation(s)
- Thomas de Bel
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands. .,Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands.
| | - Geert Litjens
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands.,Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Joshua Ogony
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | | | - Jodi M Carter
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Tracy Hilton
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Derek C Radisky
- Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | | | | | - Tanya L Hoskin
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Stacey J Winham
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Marlene H Frost
- Division of Medical Oncology, Mayo Clinic, Rochester, MN, USA
| | - Daniel W Visscher
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Teresa Allers
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Amy C Degnim
- Department of Surgery, Mayo Clinic, Rochester, MN, USA
| | - Mark E Sherman
- Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Jeroen A W M van der Laak
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands.,Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands.,Center for Medical Image Science and Visualization, Linköping University, Linköping, Sweden
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42
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Cunningham JM, Winham SJ, Wang C, Weiglt B, Fu Z, Armasu SM, McCauley BM, Brand AH, Chiew YE, Elishaev E, Gourley C, Kennedy CJ, Laslavic A, Lester J, Piskorz A, Sekowska M, Brenton JD, Churchman M, DeFazio A, Drapkin R, Elias KM, Huntsman DG, Karlan BY, Köbel M, Konner J, Lawrenson K, Papaemmanuil E, Bolton KL, Modugno F, Goode EL. DNA Methylation Profiles of Ovarian Clear Cell Carcinoma. Cancer Epidemiol Biomarkers Prev 2022; 31:132-141. [PMID: 34697060 PMCID: PMC8755592 DOI: 10.1158/1055-9965.epi-21-0677] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [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: 05/27/2021] [Revised: 08/18/2021] [Accepted: 10/21/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Ovarian clear cell carcinoma (OCCC) is a rare ovarian cancer histotype that tends to be resistant to standard platinum-based chemotherapeutics. We sought to better understand the role of DNA methylation in clinical and biological subclassification of OCCC. METHODS We interrogated genome-wide methylation using DNA from fresh frozen tumors from 271 cases, applied nonsmooth nonnegative matrix factorization (nsNMF) clustering, and evaluated clinical associations and biological pathways. RESULTS Two approximately equally sized clusters that associated with several clinical features were identified. Compared with Cluster 2 (N = 137), Cluster 1 cases (N = 134) presented at a more advanced stage, were less likely to be of Asian ancestry, and tended to have poorer outcomes including macroscopic residual disease following primary debulking surgery (P < 0.10). Subset analyses of targeted tumor sequencing and IHC data revealed that Cluster 1 tumors showed TP53 mutation and abnormal p53 expression, and Cluster 2 tumors showed aneuploidy and ARID1A/PIK3CA mutation (P < 0.05). Cluster-defining CpGs included 1,388 CpGs residing within 200 bp of the transcription start sites of 977 genes; 38% of these genes (N = 369 genes) were differentially expressed across cluster in transcriptomic subset analysis (P < 10-4). Differentially expressed genes were enriched for six immune-related pathways, including IFNα and IFNγ responses (P < 10-6). CONCLUSIONS DNA methylation clusters in OCCC correlate with disease features and gene expression patterns among immune pathways. IMPACT This work serves as a foundation for integrative analyses that better understand the complex biology of OCCC in an effort to improve potential for development of targeted therapeutics.
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Affiliation(s)
- Julie M Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota.
| | - Stacey J Winham
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Chen Wang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Britta Weiglt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Zhuxuan Fu
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
| | - Sebastian M Armasu
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Bryan M McCauley
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Alison H Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- University of Sydney, Sydney, New South Wales, Australia
| | - Yoke-Eng Chiew
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Charlie Gourley
- Nicola Murray Centre for Ovarian Cancer Research, Cancer Research UK Edinburgh Centre, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
| | - Catherine J Kennedy
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Angela Laslavic
- Womens Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Anna Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Magdalena Sekowska
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Michael Churchman
- Nicola Murray Centre for Ovarian Cancer Research, Cancer Research UK Edinburgh Centre, MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
| | - Anna DeFazio
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- University of Sydney, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Ronny Drapkin
- Penn Ovarian Cancer Research Center, Department of Obstetrics and Gynecology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | | | - David G Huntsman
- British Columbia's Ovarian Cancer Research (OVCARE) Program, 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
- 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
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
| | - Martin Köbel
- Department of Laboratory and Pathology Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Jason Konner
- Weill Cornell Medical College of Cornell University, New York, New York
- Department of Medicine, Washington University, St. Louis, Missouri
| | - 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, California
| | - Elli Papaemmanuil
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Kelly L Bolton
- Department of Medicine, Washington University, St. Louis, Missouri
| | - Francesmary Modugno
- 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
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Ellen L Goode
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
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Liu Y, Chen H, Heine J, Lindstrom S, Turman C, Warner ET, Winham SJ, Vachon CM, Tamimi RM, Kraft P, Jiang X. A genome-wide association study of mammographic texture variation. Breast Cancer Res 2022; 24:76. [PMCID: PMC9639267 DOI: 10.1186/s13058-022-01570-8] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 10/26/2022] [Indexed: 11/09/2022] Open
Abstract
Background Breast parenchymal texture features, including grayscale variation (V), capture the patterns of texture variation on a mammogram and are associated with breast cancer risk, independent of mammographic density (MD). However, our knowledge on the genetic basis of these texture features is limited. Methods We conducted a genome-wide association study of V in 7040 European-ancestry women. V assessments were generated from digitized film mammograms. We used linear regression to test the single-nucleotide polymorphism (SNP)-phenotype associations adjusting for age, body mass index (BMI), MD phenotypes, and the top four genetic principal components. We further calculated genetic correlations and performed SNP-set tests of V with MD, breast cancer risk, and other breast cancer risk factors. Results We identified three genome-wide significant loci associated with V: rs138141444 (6q24.1) in ECT2L, rs79670367 (8q24.22) in LINC01591, and rs113174754 (12q22) near PGAM1P5. 6q24.1 and 8q24.22 have not previously been associated with MD phenotypes or breast cancer risk, while 12q22 is a known locus for both MD and breast cancer risk. Among known MD and breast cancer risk SNPs, we identified four variants that were associated with V at the Bonferroni-corrected thresholds accounting for the number of SNPs tested: rs335189 (5q23.2) in PRDM6, rs13256025 (8p21.2) in EBF2, rs11836164 (12p12.1) near SSPN, and rs17817449 (16q12.2) in FTO. We observed significant genetic correlations between V and mammographic dense area (rg = 0.79, P = 5.91 × 10−5), percent density (rg = 0.73, P = 1.00 × 10−4), and adult BMI (rg = − 0.36, P = 3.88 × 10−7). Additional significant relationships were observed for non-dense area (z = − 4.14, P = 3.42 × 10−5), estrogen receptor-positive breast cancer (z = 3.41, P = 6.41 × 10−4), and childhood body fatness (z = − 4.91, P = 9.05 × 10−7) from the SNP-set tests. Conclusions These findings provide new insights into the genetic basis of mammographic texture variation and their associations with MD, breast cancer risk, and other breast cancer risk factors. Supplementary Information The online version contains supplementary material available at 10.1186/s13058-022-01570-8.
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Affiliation(s)
- Yuxi Liu
- grid.38142.3c000000041936754XDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA USA ,grid.38142.3c000000041936754XProgram in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2-249A, Boston, MA 02115 USA
| | - Hongjie Chen
- grid.34477.330000000122986657Department of Epidemiology, University of Washington, Seattle, WA USA
| | - John Heine
- grid.468198.a0000 0000 9891 5233Division of Population Sciences, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL USA
| | - Sara Lindstrom
- grid.34477.330000000122986657Department of Epidemiology, University of Washington, Seattle, WA USA ,grid.270240.30000 0001 2180 1622Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA
| | - Constance Turman
- grid.38142.3c000000041936754XDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA USA
| | - Erica T. Warner
- grid.38142.3c000000041936754XClinical and Translational Epidemiology Unit, Department of Medicine, Mongan Institute, Massachusetts General Hospital and Harvard Medical School, Boston, MA USA
| | - Stacey J. Winham
- grid.66875.3a0000 0004 0459 167XBiomedical Statistics and Informatics, Mayo Clinic, Rochester, MN USA
| | - Celine M. Vachon
- grid.66875.3a0000 0004 0459 167XDivision of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN USA
| | - Rulla M. Tamimi
- grid.38142.3c000000041936754XChanning Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA USA ,grid.5386.8000000041936877XDepartment of Population Health Sciences, Weill Cornell Medicine, New York, NY USA
| | - Peter Kraft
- grid.38142.3c000000041936754XDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA USA ,grid.38142.3c000000041936754XProgram in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2-249A, Boston, MA 02115 USA ,grid.38142.3c000000041936754XDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA USA
| | - Xia Jiang
- grid.465198.7Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Visionsgatan 18, 171 77 Solna, Stockholm Sweden ,grid.13291.380000 0001 0807 1581West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
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Ho AMC, Winham SJ, McCauley BM, Kundakovic M, Robertson KD, Sun Z, Ordog T, Webb LM, Frye MA, Veldic M. Plasma Cell-Free DNA Methylomics of Bipolar Disorder With and Without Rapid Cycling. Front Neurosci 2021; 15:774037. [PMID: 34916903 PMCID: PMC8669968 DOI: 10.3389/fnins.2021.774037] [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] [Received: 09/10/2021] [Accepted: 11/01/2021] [Indexed: 11/21/2022] Open
Abstract
Rapid cycling (RC) burdens bipolar disorder (BD) patients further by causing more severe disability and increased suicidality. Because diagnosing RC can be challenging, RC patients are at risk of rapid decline due to delayed suitable treatment. Here, we aimed to identify the differences in the circulating cell-free DNA (cfDNA) methylome between BD patients with and without RC. The cfDNA methylome could potentially be developed as a diagnostic test for BD RC. We extracted cfDNA from plasma samples of BD1 patients (46 RC and 47 non-RC). cfDNA methylation levels were measured by 850K Infinium MethylationEPIC array. Principal component analysis (PCA) was conducted to assess global differences in methylome. cfDNA methylation levels were compared between RC groups using a linear model adjusted for age and sex. PCA suggested differences in methylation profiles between RC groups (p = 0.039) although no significant differentially methylated probes (DMPs; q > 0.15) were found. The top four CpG sites which differed between groups at p < 1E-05 were located in CGGPB1, PEX10, NR0B2, and TP53I11. Gene set enrichment analysis (GSEA) on top DMPs (p < 0.05) showed significant enrichment of gene sets related to nervous system tissues, such as neurons, synapse, and glutamate neurotransmission. Other top notable gene sets were related to parathyroid regulation and calcium signaling. To conclude, our study demonstrated the feasibility of utilizing a microarray method to identify circulating cfDNA methylation sites associated with BD RC and found the top differentially methylated CpG sites were mostly related to the nervous system and the parathyroid.
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Affiliation(s)
- Ada Man-Choi Ho
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, United States
| | - Stacey J Winham
- Department of Health Science Research, Mayo Clinic, Rochester, MN, United States
| | - Bryan M McCauley
- Department of Health Science Research, Mayo Clinic, Rochester, MN, United States
| | - Marija Kundakovic
- Department of Biological Sciences, Fordham University, New York, NY, United States
| | - Keith D Robertson
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, United States
| | - Zhifu Sun
- Department of Health Science Research, Mayo Clinic, Rochester, MN, United States
| | - Tamas Ordog
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, United States
| | - Lauren M Webb
- Mayo Clinic Alix School of Medicine, Rochester, MN, United States
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, United States
| | - Marin Veldic
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, United States
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45
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Affiliation(s)
- Stacey J Winham
- Division of Computational Biology, Department of Quantitative Health Science, Mayo Clinic, Rochester, MN, USA
- Mayo Clinic Specialized Center of Research Excellence, Mayo Clinic, Rochester, MN, USA
| | - Michelle M Mielke
- Mayo Clinic Specialized Center of Research Excellence, Mayo Clinic, Rochester, MN, USA.
- Division of Epidemiology, Department of Quantitative Health Science, Mayo Clinic, Rochester, MN, USA.
- Department of Neurology, Mayo Clinic, Rochester, MN, USA.
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46
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Duong Q, Mandrekar SJ, Winham SJ, Cook K, Jatoi A, Le-Rademacher JG. Understanding Verbosity: Funding Source and the Length of Consent Forms for Cancer Clinical Trials. J Cancer Educ 2021; 36:1248-1252. [PMID: 32385740 PMCID: PMC7648720 DOI: 10.1007/s13187-020-01757-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Consent forms are an important educational tool that helps cancer patients decide on whether or not to enroll on a clinical trial, but wordiness potentially detracts from their educational value. This single-institution study examined word counts of consent forms for all phase I, II, and III solid tumor clinical trials between 2004 and 2010. Consent forms were categorized by trial funding source: (1) pharmaceutical company; (2) National Clinical Trials Network (NCTN); (3) R01- or other non-government grants; and (4) mixed (funding from multiple sources). Three hundred fifteen consent forms were studied; these included 106 (34%) pharmaceutical company; 145 (46%) NCTN; 44 (14%) R01 type; and 20 (6%) mixed. The overall median word count was 5129 words per consent form (interquartile range (IQR) range, 4226 to 6695). The median word counts per consent form (IQR) were 5648 (4814, 6803), 5243 (4139, 6932), 4365 (3806, 5124), and 4319 (3862, 5944), respectively, based on the above funding sources, showing that pharmaceutical company trial consent forms had the highest median word count. Of note, phase of trial was associated with consent form length (phase III were wordier), and consent forms manifested a consistent increase in wordiness over time. These observations underscore a timely need to find ways to limit the verbosity of consent forms, particularly in those from pharmaceutical company trials.
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Affiliation(s)
- Quyen Duong
- Section of Cancer Center Biostatistics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Sumithra J Mandrekar
- Section of Cancer Center Biostatistics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Section of Computational Genomics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Kathryn Cook
- Department of Oncology, Mayo Clinic, Rochester, MN, USA
| | - Aminah Jatoi
- Department of Oncology, Mayo Clinic, Rochester, MN, USA.
- Betty J. Foust, M.D. and Parents' Professor, 200 First Street SW, Rochester, MN, 55905, USA.
| | - Jennifer G Le-Rademacher
- Section of Cancer Center Biostatistics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
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Acciavatti RJ, Cohen EA, Maghsoudi OH, Gastounioti A, Pantalone L, Hsieh MK, Conant EF, Scott CG, Winham SJ, Kerlikowske K, Vachon C, Maidment ADA, Kontos D. Incorporating Robustness to Imaging Physics into Radiomic Feature Selection for Breast Cancer Risk Estimation. Cancers (Basel) 2021; 13:5497. [PMID: 34771660 PMCID: PMC8582675 DOI: 10.3390/cancers13215497] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 10/16/2021] [Accepted: 10/27/2021] [Indexed: 11/17/2022] Open
Abstract
Digital mammography has seen an explosion in the number of radiomic features used for risk-assessment modeling. However, having more features is not necessarily beneficial, as some features may be overly sensitive to imaging physics (contrast, noise, and image sharpness). To measure the effects of imaging physics, we analyzed the feature variation across imaging acquisition settings (kV, mAs) using an anthropomorphic phantom. We also analyzed the intra-woman variation (IWV), a measure of how much a feature varies between breasts with similar parenchymal patterns-a woman's left and right breasts. From 341 features, we identified "robust" features that minimized the effects of imaging physics and IWV. We also investigated whether robust features offered better case-control classification in an independent data set of 575 images, all with an overall BI-RADS® assessment of 1 (negative) or 2 (benign); 115 images (cases) were of women who developed cancer at least one year after that screening image, matched to 460 controls. We modeled cancer occurrence via logistic regression, using cross-validated area under the receiver-operating-characteristic curve (AUC) to measure model performance. Models using features from the most-robust quartile of features yielded an AUC = 0.59, versus 0.54 for the least-robust, with p < 0.005 for the difference among the quartiles.
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Affiliation(s)
- Raymond J. Acciavatti
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Eric A. Cohen
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Omid Haji Maghsoudi
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Aimilia Gastounioti
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Lauren Pantalone
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Meng-Kang Hsieh
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Emily F. Conant
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Christopher G. Scott
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.G.S.); (S.J.W.); (C.V.)
| | - Stacey J. Winham
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.G.S.); (S.J.W.); (C.V.)
| | - Karla Kerlikowske
- Departments of Medicine and Epidemiology/Biostatistics, Women’s Health Clinical Research Center, UCSF, San Francisco, CA 94143, USA;
| | - Celine Vachon
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.G.S.); (S.J.W.); (C.V.)
| | - Andrew D. A. Maidment
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
| | - Despina Kontos
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; (E.A.C.); (O.H.M.); (A.G.); (L.P.); (M.-K.H.); (E.F.C.); (A.D.A.M.); (D.K.)
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Almodallal Y, Duong Q, Satele D, Novotny P, Cook KD, Chauhan C, Daiss MK, Le-Rademacher J, Looker S, Martin N, Smestad MF, Winham SJ, Mandrekar SJ, Jatoi A. Randomized, Double-Blind Trial on the Impact of Word Count in Cancer Clinical Trial Consent Forms. JCO Oncol Pract 2021; 17:e1460-e1472. [PMID: 34125586 PMCID: PMC9810143 DOI: 10.1200/op.21.00071] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
PURPOSE This randomized, double-blind study sought to understand whether cancer clinical trial consent form verbosity detracts from patients' decision making on trial enrollment. METHODS This trial tested mock consent forms of 2,000, 4,000, and 6,000 words. The first two comprised the two experimental arms and the third the control arm. Phase II was conducted to identify the promising arm, which, in phase III, was compared with the control arm. Each consent form described the same trial. Eligible adult patients reported a cancer history and English literacy. The primary end point used a patient-reported Likert scale to assess the relationship between information in the consent form and trial decision making. RESULTS In phase II, 93 patients were accrued and prompted the selection of the 2,000-word consent form for phase III. In phase III, 182 patients were recruited, resulting in 240 total evaluable patients to compare the 2,000-word versus the 6,000-word arm (control). For the primary end point, 103 (84%) and 107 (91%) patients in the 2,000- and 6,000-word arms, respectively, strongly agreed or agreed with the following: "The information in this consent form helped me make a decision about whether or not to enroll in the trial" (two-sided, P = .14). Median time to read each consent form was 8 and 12 minutes, respectively (two-sided, P < .0001). Among those assigned these consent forms, 84% and 73%, respectively (two-sided, P = .04) signed or expressed a willingness to sign. CONCLUSION This study's primary end point was not met. However, secondary outcomes suggest a need to further study the efficiency and efficacy of shorter consent forms for cancer clinical trial enrollment.
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Affiliation(s)
| | - Quyen Duong
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Daniel Satele
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Paul Novotny
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | | | | | - Michelle K. Daiss
- Mayo Clinic Institutional Review Board Operations, Mayo Clinic, Rochester, MN
| | | | - Sherry Looker
- Division of Medical Oncology, Mayo Clinic, Rochester, MN
| | - Nichole Martin
- Division of Medical Oncology, Mayo Clinic, Rochester, MN
| | | | - Stacey J. Winham
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | | | - Aminah Jatoi
- Division of Medical Oncology, Mayo Clinic, Rochester, MN,Aminah Jatoi, MD, Department of Oncology, Mayo Clinic, 200 First St SW, Rochester, MN 55905; e-mail:
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Gastounioti A, Pantalone L, Scott CG, Cohen EA, Wu FF, Winham SJ, Jensen MR, Maidment ADA, Vachon CM, Conant EF, Kontos D. Fully Automated Volumetric Breast Density Estimation from Digital Breast Tomosynthesis. Radiology 2021; 301:561-568. [PMID: 34519572 PMCID: PMC8608738 DOI: 10.1148/radiol.2021210190] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Background While digital breast tomosynthesis (DBT) is rapidly replacing digital mammography (DM) in breast cancer screening, the potential of DBT density measures for breast cancer risk assessment remains largely unexplored. Purpose To compare associations of breast density estimates from DBT and DM with breast cancer. Materials and Methods This retrospective case-control study used contralateral DM/DBT studies from women with unilateral breast cancer and age- and ethnicity-matched controls (September 19, 2011-January 6, 2015). Volumetric percent density (VPD%) was estimated from DBT using previously validated software. For comparison, the publicly available Laboratory for Individualized Breast Radiodensity Assessment software package, or LIBRA, was used to estimate area-based percent density (APD%) from raw and processed DM images. The commercial Quantra and Volpara software packages were applied to raw DM images to estimate VPD% with use of physics-based models. Density measures were compared by using Spearman correlation coefficients (r), and conditional logistic regression was performed to examine density associations (odds ratios [OR]) with breast cancer, adjusting for age and body mass index. Results A total of 132 women diagnosed with breast cancer (mean age ± standard deviation [SD], 60 years ± 11) and 528 controls (mean age, 60 years ± 11) were included. Moderate correlations between DBT and DM density measures (r = 0.32-0.75; all P < .001) were observed. Volumetric density estimates calculated from DBT (OR, 2.3 [95% CI: 1.6, 3.4] per SD for VPD%DBT) were more strongly associated with breast cancer than DM-derived density for both APD% (OR, 1.3 [95% CI: 0.9, 1.9] [P < .001] and 1.7 [95% CI: 1.2, 2.3] [P = .004] per SD for LIBRA raw and processed data, respectively) and VPD% (OR, 1.6 [95% CI: 1.1, 2.4] [P = .01] and 1.7 [95% CI: 1.2, 2.6] [P = .04] per SD for Volpara and Quantra, respectively). Conclusion The associations between quantitative breast density estimates and breast cancer risk are stronger for digital breast tomosynthesis compared with digital mammography. © RSNA, 2021 Online supplemental material is available for this article. See also the editorial by Yaffe in this issue.
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Affiliation(s)
- Aimilia Gastounioti
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Lauren Pantalone
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Christopher G Scott
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Eric A Cohen
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Fang F Wu
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Stacey J Winham
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Matthew R Jensen
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Andrew D A Maidment
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Celine M Vachon
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Emily F Conant
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
| | - Despina Kontos
- From the Department of Radiology, University of Pennsylvania, 3700 Hamilton Walk, Richards Bldg, Room D702, Philadelphia, PA 19104 (A.G., L.P., E.A.C., A.D.A.M., E.F.C., D.K.); and the Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minn (C.G.S., F.F.W., S.J.W., M.R.J., C.M.V.)
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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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