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Millstein J, Budden T, Goode EL, Anglesio MS, Talhouk A, Intermaggio MP, Leong HS, Chen S, Elatre W, Gilks B, Nazeran T, Volchek M, Bentley RC, Wang C, Chiu DS, Kommoss S, Leung SCY, Senz J, Lum A, Chow V, Sudderuddin H, Mackenzie R, George J, Fereday S, Hendley J, Traficante N, Steed H, Koziak JM, Köbel M, McNeish IA, Goranova T, Ennis D, Macintyre G, Silva De Silva D, Ramón Y Cajal T, García-Donas J, Hernando Polo S, Rodriguez GC, Cushing-Haugen KL, Harris HR, Greene CS, Zelaya RA, Behrens S, Fortner RT, Sinn P, Herpel E, Lester J, Lubiński J, Oszurek O, Tołoczko A, Cybulski C, Menkiszak J, Pearce CL, Pike MC, Tseng C, Alsop J, Rhenius V, Song H, Jimenez-Linan M, Piskorz AM, Gentry-Maharaj A, Karpinskyj C, Widschwendter M, Singh N, Kennedy CJ, Sharma R, Harnett PR, Gao B, Johnatty SE, Sayer R, Boros J, Winham SJ, Keeney GL, Kaufmann SH, Larson MC, Luk H, Hernandez BY, Thompson PJ, Wilkens LR, Carney ME, Trabert B, Lissowska J, Brinton L, Sherman ME, Bodelon C, Hinsley S, Lewsley LA, Glasspool R, Banerjee SN, Stronach EA, Haluska P, Ray-Coquard I, Mahner S, Winterhoff B, Slamon D, Levine DA, Kelemen LE, Benitez J, Chang-Claude J, Gronwald J, Wu AH, Menon U, Goodman MT, Schildkraut JM, Wentzensen N, Brown R, Berchuck A, Chenevix-Trench G, deFazio A, Gayther SA, García MJ, Henderson MJ, Rossing MA, Beeghly-Fadiel A, Fasching PA, Orsulic S, Karlan BY, Konecny GE, Huntsman DG, Bowtell DD, Brenton JD, Doherty JA, Pharoah PDP, Ramus SJ. Prognostic gene expression signature for high-grade serous ovarian cancer. Ann Oncol 2020; 31:1240-1250. [PMID: 32473302 PMCID: PMC7484370 DOI: 10.1016/j.annonc.2020.05.019] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Revised: 05/06/2020] [Accepted: 05/06/2020] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Median overall survival (OS) for women with high-grade serous ovarian cancer (HGSOC) is ∼4 years, yet survival varies widely between patients. There are no well-established, gene expression signatures associated with prognosis. The aim of this study was to develop a robust prognostic signature for OS in patients with HGSOC. PATIENTS AND METHODS Expression of 513 genes, selected from a meta-analysis of 1455 tumours and other candidates, was measured using NanoString technology from formalin-fixed paraffin-embedded tumour tissue collected from 3769 women with HGSOC from multiple studies. Elastic net regularization for survival analysis was applied to develop a prognostic model for 5-year OS, trained on 2702 tumours from 15 studies and evaluated on an independent set of 1067 tumours from six studies. RESULTS Expression levels of 276 genes were associated with OS (false discovery rate < 0.05) in covariate-adjusted single-gene analyses. The top five genes were TAP1, ZFHX4, CXCL9, FBN1 and PTGER3 (P < 0.001). The best performing prognostic signature included 101 genes enriched in pathways with treatment implications. Each gain of one standard deviation in the gene expression score conferred a greater than twofold increase in risk of death [hazard ratio (HR) 2.35, 95% confidence interval (CI) 2.02-2.71; P < 0.001]. Median survival [HR (95% CI)] by gene expression score quintile was 9.5 (8.3 to -), 5.4 (4.6-7.0), 3.8 (3.3-4.6), 3.2 (2.9-3.7) and 2.3 (2.1-2.6) years. CONCLUSION The OTTA-SPOT (Ovarian Tumor Tissue Analysis consortium - Stratified Prognosis of Ovarian Tumours) gene expression signature may improve risk stratification in clinical trials by identifying patients who are least likely to achieve 5-year survival. The identified novel genes associated with the outcome may also yield opportunities for the development of targeted therapeutic approaches.
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Affiliation(s)
- J Millstein
- Division of Biostatistics, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - T Budden
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; CRUK Manchester Institute, The University of Manchester, Manchester, UK
| | - E L Goode
- Department of Health Science Research, Division of Epidemiology, Mayo Clinic, Rochester, USA
| | - M S Anglesio
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - A Talhouk
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - M P Intermaggio
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia
| | - H S Leong
- Peter MacCallum Cancer Center, Melbourne, Australia
| | - S Chen
- Center for Cancer Prevention and Translational Genomics, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - W Elatre
- Department of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, USA
| | - B Gilks
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - T Nazeran
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - M Volchek
- Anatomical Pathology, Royal Women's Hospital, Parkville, Australia
| | - R C Bentley
- Department of Pathology, Duke University Hospital, Durham, USA
| | - C Wang
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - D S Chiu
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - S Kommoss
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - S C Y Leung
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J Senz
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - A Lum
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - V Chow
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - H Sudderuddin
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - R Mackenzie
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J George
- The Jackson Laboratory for Genomic Medicine, Farmington, USA
| | - S Fereday
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J Hendley
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - N Traficante
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - H Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, Edmonton, Canada
| | - J M Koziak
- Alberta Health Services-Cancer Care, Calgary, Canada
| | - M Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Canada
| | - I A McNeish
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK; Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - T Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Ennis
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK; Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - G Macintyre
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Silva De Silva
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - T Ramón Y Cajal
- Medical Oncology Service, Hospital Sant Pau, Barcelona, Spain
| | - J García-Donas
- HM Hospitales D Centro Integral Oncológico HM Clara Campal, Madrid, Spain
| | - S Hernando Polo
- Medical Oncology Service, Hospital Universitario Funcacion Alcorcon, Alcorcón, Spain
| | - G C Rodriguez
- Division of Gynecologic Oncology, NorthShore University HealthSystem, University of Chicago, Evanston, USA
| | - K L Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA
| | - H R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - C S Greene
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - R A Zelaya
- Department of Genetics, Geisel School of Medicine at Dartmouth, Hanover, USA
| | - S Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - R T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - P Sinn
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - E Herpel
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany; National Center for Tumor Diseases, University Hospital and German Cancer Research Center, Heidelberg, Germany
| | - J Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - O Oszurek
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A Tołoczko
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - C Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - J Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - C L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, USA; Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA
| | - M C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA; Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - C Tseng
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - J Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - V Rhenius
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - H Song
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - M Jimenez-Linan
- Department of Pathology, Addenbrooke's Hospital NHS Trust, Cambridge, UK
| | - A M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - A Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - C Karpinskyj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M Widschwendter
- Department of Women's Cancer, Institute for Women's Health, University College London, London, UK
| | - N Singh
- Department of Pathology, Barts Health National Health Service Trust, London, UK
| | - C J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - R Sharma
- Pathology West ICPMR Westmead, Westmead Hospital, The University of Sydney, Sydney, Australia; University of Western Sydney at Westmead Hospital, Sydney, Australia
| | - P R Harnett
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - B Gao
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - S E Johnatty
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - R Sayer
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - J Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S J Winham
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - G L Keeney
- Department of Laboratory Medicine and Pathology, Division of Anatomic Pathology, Mayo Clinic, Rochester, USA
| | - S H Kaufmann
- Department of Oncology, Mayo Clinic, Rochester, USA; Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, USA
| | - M C Larson
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - H Luk
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - B Y Hernandez
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - P J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - L R Wilkens
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - M E Carney
- John A. Burns School of Medicine, Department of Obstetrics and Gynecology, University of Hawaii, Honolulu, USA
| | - B Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - J Lissowska
- Department of Cancer Epidemiology and Prevention, M Sklodowska Curie National Research Institute of Oncology, Warsaw, Poland
| | - L Brinton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - M E Sherman
- Department of Health Sciences Research, Mayo Clinic College of Medicine, Jacksonville, USA
| | - C Bodelon
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - S Hinsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - L A Lewsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - R Glasspool
- Department of Medical Oncology, Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, UK
| | - S N Banerjee
- The Royal Marsden NHS Foundation Trust and Institute of Cancer Research, London, UK
| | - E A Stronach
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK
| | - P Haluska
- Department of Oncology, Mayo Clinic, Rochester, USA
| | - I Ray-Coquard
- Centre Leon Berard and University Claude Bernard Lyon 1, Lyon, France
| | - S Mahner
- Department of Obstetrics and Gynecology, University Hospital, LMU Munich, Munich, Germany
| | - B Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, USA
| | - D Slamon
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D A Levine
- Gynecology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, USA; Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, NYU Langone Medical Center, New York, USA
| | - L E Kelemen
- Hollings Cancer Center and Department of Public Health Sciences, Medical University of South Carolina, Charleston, USA
| | - J Benitez
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain; Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - J Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - J Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - U Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, USA
| | - N Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - R Brown
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, UK
| | - A Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, USA
| | - G Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - A deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, USA
| | - M J García
- Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain; Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - M J Henderson
- Children's Cancer Institute, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia
| | - M A Rossing
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - A Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, USA
| | - P A Fasching
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA; Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - S Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - B Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - G E Konecny
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D G Huntsman
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada; Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, Canada
| | - D D Bowtell
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - J A Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, USA
| | - P D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK; Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - S J Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia.
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Köbel M, Madore J, Ramus SJ, Clarke BA, Pharoah PDP, Deen S, Bowtell DD, Odunsi K, Menon U, Morrison C, Lele S, Bshara W, Sucheston L, Beckmann MW, Hein A, Thiel FC, Hartmann A, Wachter DL, Anglesio MS, Høgdall E, Jensen A, Høgdall C, Kalli KR, Fridley BL, Keeney GL, Fogarty ZC, Vierkant RA, Liu S, Cho S, Nelson G, Ghatage P, Gentry-Maharaj A, Gayther SA, Benjamin E, Widschwendter M, Intermaggio MP, Rosen B, Bernardini MQ, Mackay H, Oza A, Shaw P, Jimenez-Linan M, Driver KE, Alsop J, Mack M, Koziak JM, Steed H, Ewanowich C, DeFazio A, Chenevix-Trench G, Fereday S, Gao B, Johnatty SE, George J, Galletta L, Goode EL, Kjær SK, Huntsman DG, Fasching PA, Moysich KB, Brenton JD, Kelemen LE. Evidence for a time-dependent association between FOLR1 expression and survival from ovarian carcinoma: implications for clinical testing. An Ovarian Tumour Tissue Analysis consortium study. Br J Cancer 2014; 111:2297-307. [PMID: 25349970 PMCID: PMC4264456 DOI: 10.1038/bjc.2014.567] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [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] [Revised: 09/03/2014] [Accepted: 10/02/2014] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Folate receptor 1 (FOLR1) is expressed in the majority of ovarian carcinomas (OvCa), making it an attractive target for therapy. However, clinical trials testing anti-FOLR1 therapies in OvCa show mixed results and require better understanding of the prognostic relevance of FOLR1 expression. We conducted a large study evaluating FOLR1 expression with survival in different histological types of OvCa. METHODS Tissue microarrays composed of tumour samples from 2801 patients in the Ovarian Tumour Tissue Analysis (OTTA) consortium were assessed for FOLR1 expression by centralised immunohistochemistry. We estimated associations for overall (OS) and progression-free (PFS) survival using adjusted Cox regression models. High-grade serous ovarian carcinomas (HGSC) from The Cancer Genome Atlas (TCGA) were evaluated independently for association between FOLR1 mRNA upregulation and survival. RESULTS FOLR1 expression ranged from 76% in HGSC to 11% in mucinous carcinomas in OTTA. For HGSC, the association between FOLR1 expression and OS changed significantly during the years following diagnosis in OTTA (Pinteraction=0.01, N=1422) and TCGA (Pinteraction=0.01, N=485). In OTTA, particularly for FIGO stage I/II tumours, patients with FOLR1-positive HGSC showed increased OS during the first 2 years only (hazard ratio=0.44, 95% confidence interval=0.20-0.96) and patients with FOLR1-positive clear cell carcinomas (CCC) showed decreased PFS independent of follow-up time (HR=1.89, 95% CI=1.10-3.25, N=259). In TCGA, FOLR1 mRNA upregulation in HGSC was also associated with increased OS during the first 2 years following diagnosis irrespective of tumour stage (HR: 0.48, 95% CI: 0.25-0.94). CONCLUSIONS FOLR1-positive HGSC tumours were associated with an increased OS in the first 2 years following diagnosis. Patients with FOLR1-negative, poor prognosis HGSC would be unlikely to benefit from anti-FOLR1 therapies. In contrast, a decreased PFS interval was observed for FOLR1-positive CCC. The clinical efficacy of FOLR1-targeted interventions should therefore be evaluated according to histology, stage and time following diagnosis.
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Affiliation(s)
- M Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - J Madore
- Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada
- Melanoma Institute Australia, University of Sydney, Royal Prince Alfred Hospital, Gloucester House–level 3, Missenden Road, Camperdown, NSW 2050, Australia
| | - S J Ramus
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - B A Clarke
- Department of Laboratory Medicine and Pathobiology, Princess Margaret Cancer Centre, University of Toronto, 610 Univeristy Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - P D P Pharoah
- Department of Public Health and Primary Care, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - S Deen
- Department of Histopathology, Queen's Medical Centre, Nottingham University Hospitals NHS Trust, Nottingham NG7 2UH, UK
| | - D D Bowtell
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
- Department of Biochemistry and Molecular Biology, University of Melbourne, 30 Flemington Road, Melbourne, VIC 3010, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, 30 Flemington Road, Melbourne, VIC 3010, Australia
| | - K Odunsi
- Department of Gynecological Oncology, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - U Menon
- Gynaecological Cancer Research Centre, Department of Women's Cancer, Institute for Women's Health, University College London, Maple House 1st Floor, 149 Tottenham Court Road, London W1T 7DN, UK
| | - C Morrison
- Department of Pathology and Laboratory Medicine, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - S Lele
- Department of Gynecological Oncology, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - W Bshara
- Department of Pathology and Laboratory Medicine, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - L Sucheston
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - M W Beckmann
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - A Hein
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - F C Thiel
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - A Hartmann
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Krankenhausstrasse 8-10, 91054 Erlangen, Germany
| | - D L Wachter
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Krankenhausstrasse 8-10, 91054 Erlangen, Germany
| | - M S Anglesio
- Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada
| | - E Høgdall
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark
- Department of Pathology, Herlev Hospital, University of Copenhagen, Herlev Ringvej 75, DK-2370 Herlev, Denmark
| | - A Jensen
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark
| | - C Høgdall
- The Juliane Marie Center, Department of Obstetrics and Gynecology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Ø, Denmark
| | - K R Kalli
- Department of Medical Oncology, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - B L Fridley
- Department of Biostatistics, University of Kansas Medical Center, 3901 Rainbow Boulevard, Kansas City, KS 66160, USA
| | - G L Keeney
- Department of Laboratory Medicine and Pathology, Division of Anatomic Pathology, Mayo Clinic, 200 First Street SW, Stabile 13, Rochester, MN 55905, USA
| | - Z C Fogarty
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - R A Vierkant
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - S Liu
- Anatomic Pathology Research Laboratory, Calgary Laboratory Services, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - S Cho
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - G Nelson
- Department of Obstetrics and Gynecology, Division of Oncology, Tom Baker Cancer Centre, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - P Ghatage
- Department of Obstetrics and Gynecology, Division of Oncology, Tom Baker Cancer Centre, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - A Gentry-Maharaj
- Gynaecological Cancer Research Centre, Department of Women's Cancer, Institute for Women's Health, University College London, Maple House 1st Floor, 149 Tottenham Court Road, London W1T 7DN, UK
| | - S A Gayther
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - E Benjamin
- Department of Pathology, Cancer Institute, University College London, Maple House, 149 Tottenham Court Road, London WC1E 6JJ, UK
| | - M Widschwendter
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London WC1E 6AU, UK
| | - M P Intermaggio
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - B Rosen
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - M Q Bernardini
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - H Mackay
- Department of Medicine, Division of Medical Oncology, University of Toronto, Princess Margaret Hospital, 610 University Avenue, Toronto, ON M5G 2M9, Canada
| | - A Oza
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - P Shaw
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - M Jimenez-Linan
- Department of Pathology, Addenbrooke's Hospital, Cambridge University Hospital NHS Foundation Trust, Hills Road, Cambridge CB2 0QQ, UK
- National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge CB2 2QQ, UK
| | - K E Driver
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - J Alsop
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - M Mack
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - J M Koziak
- Department of Population Health Research, Alberta Health Services-Cancer Care, 2210 2nd Street SW, Calgary, AB, T2S 3C3, Canada
| | - H Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, 10240 Kingsway Ave, Edmonton, AB T5H 3V9, Canada
| | - C Ewanowich
- Department of Laboratory Medicine and Pathology, Royal Alexandra Hospital, 10240 Kingsway Ave, Edmonton, AB T5H 3V9, Canada
| | - A DeFazio
- Department of Gynaecological Oncology and Westmead Institute for Cancer Research, University of Sydney at Westmead Millennium Institute, Westmead Hospital, Westmead, NSW 2145, Australia
| | - G Chenevix-Trench
- Genetics and Computational Biology Department, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD,4006, Australia
| | - S Fereday
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - B Gao
- Department of Gynaecological Oncology and Westmead Institute for Cancer Research, University of Sydney at Westmead Millennium Institute, Westmead Hospital, Westmead, NSW 2145, Australia
| | - S E Johnatty
- Genetics and Computational Biology Department, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD,4006, Australia
| | - J George
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - L Galletta
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - AOCS Study Group
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - E L Goode
- Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic, 200 First Street SW Charlton 6, Rochester, MN 55905, USA
| | - S K Kjær
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark
- The Juliane Marie Center, Department of Obstetrics and Gynecology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Ø, Denmark
| | - D G Huntsman
- Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada
- Centre For Translational and Applied Genomics, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6, Canada
| | - P A Fasching
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
- Department of Medicine, Division of Hematology and Oncology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA 90095, USA
| | - K B Moysich
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - J D Brenton
- National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge CB2 2QQ, UK
- Department of Oncology, University of Cambridge, Hutchison/MRC Research Centre, Hills Road, Cambridge CB2 0XZ, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
- Cambridge Experimental Cancer Medicine Centre, Cambridge CB2 0RE, UK
| | - L E Kelemen
- Department of Public Health Sciences, Medical University of South Carolina and Hollings Cancer Center, 135 Cannon Street, Charleston, SC 29425, USA
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3
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Köbel M, Madore J, Ramus SJ, Clarke BA, Pharoah PDP, Deen S, Bowtell DD, Odunsi K, Menon U, Morrison C, Lele S, Bshara W, Sucheston L, Beckmann MW, Hein A, Thiel FC, Hartmann A, Wachter DL, Anglesio MS, Høgdall E, Jensen A, Høgdall C, Kalli KR, Fridley BL, Keeney GL, Fogarty ZC, Vierkant RA, Liu S, Cho S, Nelson G, Ghatage P, Gentry-Maharaj A, Gayther SA, Benjamin E, Widschwendter M, Intermaggio MP, Rosen B, Bernardini MQ, Mackay H, Oza A, Shaw P, Jimenez-Linan M, Driver KE, Alsop J, Mack M, Koziak JM, Steed H, Ewanowich C, DeFazio A, Chenevix-Trench G, Fereday S, Gao B, Johnatty SE, George J, Galletta L, Goode EL, Kjær SK, Huntsman DG, Fasching PA, Moysich KB, Brenton JD, Kelemen LE. Evidence for a time-dependent association between FOLR1 expression and survival from ovarian carcinoma: implications for clinical testing. An Ovarian Tumour Tissue Analysis consortium study. Br J Cancer 2014. [PMID: 25349970 DOI: 10.1038/bjc.2014.567] [] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Folate receptor 1 (FOLR1) is expressed in the majority of ovarian carcinomas (OvCa), making it an attractive target for therapy. However, clinical trials testing anti-FOLR1 therapies in OvCa show mixed results and require better understanding of the prognostic relevance of FOLR1 expression. We conducted a large study evaluating FOLR1 expression with survival in different histological types of OvCa. METHODS Tissue microarrays composed of tumour samples from 2801 patients in the Ovarian Tumour Tissue Analysis (OTTA) consortium were assessed for FOLR1 expression by centralised immunohistochemistry. We estimated associations for overall (OS) and progression-free (PFS) survival using adjusted Cox regression models. High-grade serous ovarian carcinomas (HGSC) from The Cancer Genome Atlas (TCGA) were evaluated independently for association between FOLR1 mRNA upregulation and survival. RESULTS FOLR1 expression ranged from 76% in HGSC to 11% in mucinous carcinomas in OTTA. For HGSC, the association between FOLR1 expression and OS changed significantly during the years following diagnosis in OTTA (Pinteraction=0.01, N=1422) and TCGA (Pinteraction=0.01, N=485). In OTTA, particularly for FIGO stage I/II tumours, patients with FOLR1-positive HGSC showed increased OS during the first 2 years only (hazard ratio=0.44, 95% confidence interval=0.20-0.96) and patients with FOLR1-positive clear cell carcinomas (CCC) showed decreased PFS independent of follow-up time (HR=1.89, 95% CI=1.10-3.25, N=259). In TCGA, FOLR1 mRNA upregulation in HGSC was also associated with increased OS during the first 2 years following diagnosis irrespective of tumour stage (HR: 0.48, 95% CI: 0.25-0.94). CONCLUSIONS FOLR1-positive HGSC tumours were associated with an increased OS in the first 2 years following diagnosis. Patients with FOLR1-negative, poor prognosis HGSC would be unlikely to benefit from anti-FOLR1 therapies. In contrast, a decreased PFS interval was observed for FOLR1-positive CCC. The clinical efficacy of FOLR1-targeted interventions should therefore be evaluated according to histology, stage and time following diagnosis.
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Affiliation(s)
- M Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - J Madore
- 1] Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada [2] Melanoma Institute Australia, University of Sydney, Royal Prince Alfred Hospital, Gloucester House-level 3, Missenden Road, Camperdown, NSW 2050, Australia
| | - S J Ramus
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - B A Clarke
- Department of Laboratory Medicine and Pathobiology, Princess Margaret Cancer Centre, University of Toronto, 610 Univeristy Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - P D P Pharoah
- 1] Department of Public Health and Primary Care, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK [2] Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - S Deen
- Department of Histopathology, Queen's Medical Centre, Nottingham University Hospitals NHS Trust, Nottingham NG7 2UH, UK
| | - D D Bowtell
- 1] Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia [2] Department of Biochemistry and Molecular Biology, University of Melbourne, 30 Flemington Road, Melbourne, VIC 3010, Australia [3] Sir Peter MacCallum Department of Oncology, University of Melbourne, 30 Flemington Road, Melbourne, VIC 3010, Australia
| | - K Odunsi
- Department of Gynecological Oncology, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - U Menon
- Gynaecological Cancer Research Centre, Department of Women's Cancer, Institute for Women's Health, University College London, Maple House 1st Floor, 149 Tottenham Court Road, London W1T 7DN, UK
| | - C Morrison
- Department of Pathology and Laboratory Medicine, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - S Lele
- 1] Department of Gynecological Oncology, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA [2] Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - W Bshara
- Department of Pathology and Laboratory Medicine, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - L Sucheston
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - M W Beckmann
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - A Hein
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - F C Thiel
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany
| | - A Hartmann
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Krankenhausstrasse 8-10, 91054 Erlangen, Germany
| | - D L Wachter
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Krankenhausstrasse 8-10, 91054 Erlangen, Germany
| | - M S Anglesio
- Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada
| | - E Høgdall
- 1] Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark [2] Department of Pathology, Herlev Hospital, University of Copenhagen, Herlev Ringvej 75, DK-2370 Herlev, Denmark
| | - A Jensen
- Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark
| | - C Høgdall
- The Juliane Marie Center, Department of Obstetrics and Gynecology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Ø, Denmark
| | - K R Kalli
- Department of Medical Oncology, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - B L Fridley
- Department of Biostatistics, University of Kansas Medical Center, 3901 Rainbow Boulevard, Kansas City, KS 66160, USA
| | - G L Keeney
- Department of Laboratory Medicine and Pathology, Division of Anatomic Pathology, Mayo Clinic, 200 First Street SW, Stabile 13, Rochester, MN 55905, USA
| | - Z C Fogarty
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - R A Vierkant
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, 200 First Street SW, Charlton 6, Rochester, MN 55905, USA
| | - S Liu
- Anatomic Pathology Research Laboratory, Calgary Laboratory Services, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - S Cho
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - G Nelson
- Department of Obstetrics and Gynecology, Division of Oncology, Tom Baker Cancer Centre, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - P Ghatage
- Department of Obstetrics and Gynecology, Division of Oncology, Tom Baker Cancer Centre, University of Calgary, Foothills Medical Center, 1403 29 ST NW, Calgary, AB T2N 2T9, Canada
| | - A Gentry-Maharaj
- Gynaecological Cancer Research Centre, Department of Women's Cancer, Institute for Women's Health, University College London, Maple House 1st Floor, 149 Tottenham Court Road, London W1T 7DN, UK
| | - S A Gayther
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - E Benjamin
- Department of Pathology, Cancer Institute, University College London, Maple House, 149 Tottenham Court Road, London WC1E 6JJ, UK
| | - M Widschwendter
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London WC1E 6AU, UK
| | - M P Intermaggio
- Department of Preventive Medicine, Keck School of Medicine, USC/Norris Comprehensive Cancer Center, University of Southern California, Harlyne Norris Research Tower, 1450 Biggy Street, Office 2517G, Los Angeles, CA 90033, USA
| | - B Rosen
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - M Q Bernardini
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - H Mackay
- Department of Medicine, Division of Medical Oncology, University of Toronto, Princess Margaret Hospital, 610 University Avenue, Toronto, ON M5G 2M9, Canada
| | - A Oza
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - P Shaw
- Department of Obstetrics and Gynecology, University of Toronto, Princess Margaret Cancer Centre, 610 University Avenue, M-700, Toronto, ON M5T 2M9, Canada
| | - M Jimenez-Linan
- 1] Department of Pathology, Addenbrooke's Hospital, Cambridge University Hospital NHS Foundation Trust, Hills Road, Cambridge CB2 0QQ, UK [2] National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge CB2 2QQ, UK
| | - K E Driver
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - J Alsop
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - M Mack
- Department of Oncology, University of Cambridge, Strangeways Research Laboratory, Worts Causeway, Cambridge CB1 8RN, UK
| | - J M Koziak
- Department of Population Health Research, Alberta Health Services-Cancer Care, 2210 2nd Street SW, Calgary, AB, T2S 3C3, Canada
| | - H Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, 10240 Kingsway Ave, Edmonton, AB T5H 3V9, Canada
| | - C Ewanowich
- Department of Laboratory Medicine and Pathology, Royal Alexandra Hospital, 10240 Kingsway Ave, Edmonton, AB T5H 3V9, Canada
| | - A DeFazio
- Department of Gynaecological Oncology and Westmead Institute for Cancer Research, University of Sydney at Westmead Millennium Institute, Westmead Hospital, Westmead, NSW 2145, Australia
| | - G Chenevix-Trench
- Genetics and Computational Biology Department, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD,4006, Australia
| | - S Fereday
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - B Gao
- Department of Gynaecological Oncology and Westmead Institute for Cancer Research, University of Sydney at Westmead Millennium Institute, Westmead Hospital, Westmead, NSW 2145, Australia
| | - S E Johnatty
- Genetics and Computational Biology Department, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD,4006, Australia
| | - J George
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | - L Galletta
- Department of Cancer Genomics and Genetics, Peter MacCallum Cancer Centre, Locked Bag I, A'Beckett Street, East Melbourne, VIC 8006, Australia
| | | | - E L Goode
- Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic, 200 First Street SW Charlton 6, Rochester, MN 55905, USA
| | - S K Kjær
- 1] Department of Virus, Lifestyle and Genes, Danish Cancer Society Research Center, Strandboulevarden 49, DK-2100 Copenhagen, Ø, Denmark [2] The Juliane Marie Center, Department of Obstetrics and Gynecology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Ø, Denmark
| | - D G Huntsman
- 1] Department of Pathology and Laboratory Medicine, University of British Columbia, BC Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5E 4E6, Canada [2] Centre For Translational and Applied Genomics, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6, Canada
| | - P A Fasching
- 1] Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Universitaetsstrasse 21-23, 91054 Erlangen, Germany [2] Department of Medicine, Division of Hematology and Oncology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA 90095, USA
| | - K B Moysich
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Elm and Carlton Streets, Buffalo, NY 14263, USA
| | - J D Brenton
- 1] National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge CB2 2QQ, UK [2] Department of Oncology, University of Cambridge, Hutchison/MRC Research Centre, Hills Road, Cambridge CB2 0XZ, UK [3] Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK [4] Cambridge Experimental Cancer Medicine Centre, Cambridge CB2 0RE, UK
| | - L E Kelemen
- Department of Public Health Sciences, Medical University of South Carolina and Hollings Cancer Center, 135 Cannon Street, Charleston, SC 29425, USA
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Abstract
BACKGROUND Nutritional epidemiology is the assessment of diet and its relationship to disease aetiology in populations. The choice of dietary assessment method depends on the disease pathology. Events such as cancer that are chronic and complicated by exposure time require methods that capture consumption patterns of populations over a period of years. Although several methods of dietary assessment exist for collecting information on groups of individuals, their application to epidemiologic studies requires an understanding of the effect of variability in nutrient intake, sources of measurement error, and statistical issues unique to the study of nutritional epidemiology. AIM This review provides an overview of commonly-used methods of dietary assessments in epidemiologic studies, and identifies their strengths and limitations and application to epidemiologic study designs. It concludes with a brief discussion of assumptions of nutrient databases and objectives of energy-adjustment and measurement error correction models. CONCLUSIONS Nutritional epidemiology has contributed significantly to our understanding of the relationships between diet and disease. Ongoing investigations that further characterize important exposure periods (early life, in utero) and clarify associations within the context of genetic susceptibility will continue to elucidate our understanding of the pathophysiology of complex diseases, and support future recommendations for disease prevention.
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5
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Knutson KL, Kalli KR, Krco CJ, Goodman K, Kelemen LE, Low PS, Hartmann LC. Patients with breast and ovarian cancer generate immune responses to the folate receptor alpha. J Clin Oncol 2006. [DOI: 10.1200/jco.2006.24.18_suppl.20043] [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: 11/20/2022] Open
Abstract
20043 Background: Studies have demonstrated that the generation of endogenous immunity to specific tumor antigens is associated with improved prognosis for many cancers. Thus, there has been increased efforts to identify tumor-associated antigens to which there is immunity, as these may be tumor rejection antigens. A candidate antigen is the folate receptor alpha (FRα) which is overexpressed in malignancies, especially breast and ovarian cancer. Prior studies involving ovarian and breast cancer patients have demonstrated the presence of FRα-specific cytotoxic T cells in the tumor-associated lymphocyte population. Methods: Using the RANKPEP CD4 T cell epitope prediction algorithm, we predicted promiscuous immunogenic regions of FRα, and tested for immunity in 30 breast or ovarian cancer patients and 18 healthy volunteer donors in order to attain a better understanding of the levels and extent of the endogenous FRα immune response. Immunity was examined using IFN-γ ELIspot analysis and IgG ELISAs. Results: Fourteen peptides were predicted as potential epitopes to which T cells may respond, seven each from the carboxy- and amino-terminus halves of the protein. Greater than 70% of patients demonstrated T cell immunity to at least one of the fourteen peptides. Patients responded to an average of 3 ± 0.7 peptides while healthy donors responded to only 1 ± 0.5 peptides (p = 0.02). Five peptides were recognized by >25% of patients. Responses to three of these peptides were higher (p > 0.05) in the patients than in healthy donors, suggesting that patients generated immunity upon cancer development. Compared to healthy individuals, patients developed higher immunity to the amino-terminus half of the receptor, suggesting natural epitope spreading (p = 0.03). There was no difference between patients and healthy donors in the immune responses to either non-specific stimuli (p = 0.2) or viral peptides (p = 0.5). Patients had detectable FRα-specific IgG antibody consistent with active FRα-specific helper T cell immunity. Conclusions: These findings demonstrate that the FRα is a target of the immune system in patients with breast or ovarian cancer. Understanding the antigens that are naturally targeted by the immune system may be important for diagnosis, prognosis, and immune-based therapies. No significant financial relationships to disclose.
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Affiliation(s)
- K. L. Knutson
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - K. R. Kalli
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - C. J. Krco
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - K. Goodman
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - L. E. Kelemen
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - P. S. Low
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
| | - L. C. Hartmann
- Mayo Clinic, Rochester, MN; Mayo Clinic, Rochester, MN; Purdue, West Lafayette, IN
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Lim U, Schenk M, Kelemen LE, Davis S, Cozen W, Hartge P, Ward MH, Stolzenberg-Solomon R. Dietary determinants of one-carbon metabolism and the risk of non-Hodgkin's lymphoma: NCI-SEER case-control study, 1998-2000. Am J Epidemiol 2005; 162:953-64. [PMID: 16221809 DOI: 10.1093/aje/kwi310] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [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] [Indexed: 11/15/2022] Open
Abstract
The role of dietary one-carbon determinants remains largely unexplored for non-Hodgkin's lymphoma (NHL). In a population-based case-control study of non-African-American adult (aged 20-74 years) women and men from four US Surveillance, Epidemiology, and End Results study centers (Detroit, Michigan; Iowa; Los Angeles, California; and Seattle, Washington; 1998-2000), the authors examined folate; vitamins B2, B6, and B12; methionine; and a one-carbon antagonist, alcohol, in 425 incident NHL cases and 359 controls who completed a detailed food frequency questionnaire. Adjusted odds ratios and 95% confidence intervals were estimated by using unconditional logistic regression. Higher intake of one-carbon determinants from food was associated with a lower risk of NHL, but that for only vitamin B6 (highest vs. lowest quartile: odds ratio = 0.57, 95% confidence interval: 0.34, 0.95; p trend = 0.01) and methionine (odds ratio = 0.49, 95% confidence interval: 0.31, 0.76; p trend = 0.002) reached statistical significance. Folate from food was inversely associated with diffuse subtype (odds ratio = 0.47, 95% confidence interval: 0.23, 0.94; p trend = 0.03). The authors found no association between total (food plus supplement) vitamins and NHL. Nonusers of alcohol had an elevated NHL risk compared with users, and alcohol did not modify other nutrient-NHL associations. Findings suggest that one-carbon nutrients, particularly vitamin B6 and methionine, may be protective against NHL.
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Affiliation(s)
- U Lim
- Nutritional Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, MD 20852, USA
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