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Scebba F, Salvadori S, Cateni S, Mantellini P, Carozzi F, Bisanzi S, Sani C, Robotti M, Barravecchia I, Martella F, Colla V, Angeloni D. Top-Down Proteomics of Human Saliva, Analyzed with Logistic Regression and Machine Learning Methods, Reveal Molecular Signatures of Ovarian Cancer. Int J Mol Sci 2023; 24:15716. [PMID: 37958700 PMCID: PMC10648137 DOI: 10.3390/ijms242115716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 10/11/2023] [Accepted: 10/16/2023] [Indexed: 11/15/2023] Open
Abstract
Ovarian cancer (OC) is the most lethal of all gynecological cancers. Due to vague symptoms, OC is mostly detected at advanced stages, with a 5-year survival rate (SR) of only 30%; diagnosis at stage I increases the 5-year SR to 90%, suggesting that early diagnosis is essential to cure OC. Currently, the clinical need for an early, reliable diagnostic test for OC screening remains unmet; indeed, screening is not even recommended for healthy women with no familial history of OC for fear of post-screening adverse events. Salivary diagnostics is considered a major resource for diagnostics of the future. In this work, we searched for OC biomarkers (BMs) by comparing saliva samples of patients with various stages of OC, breast cancer (BC) patients, and healthy subjects using an unbiased, high-throughput proteomics approach. We analyzed the results using both logistic regression (LR) and machine learning (ML) for pattern analysis and variable selection to highlight molecular signatures for OC and BC diagnosis and possibly re-classification. Here, we show that saliva is an informative test fluid for an unbiased proteomic search of candidate BMs for identifying OC patients. Although we were not able to fully exploit the potential of ML methods due to the small sample size of our study, LR and ML provided patterns of candidate BMs that are now available for further validation analysis in the relevant population and for biochemical identification.
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Affiliation(s)
- Francesca Scebba
- Health Science Interdisciplinary Center, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
| | - Stefano Salvadori
- Institute of Clinical Physiology, National Research Council, Via G. Moruzzi, 1, 56124 Pisa, Italy;
| | - Silvia Cateni
- Center for Information and Communication Technologies for Complex Industrial Systems and Processes (ICT-COISP), Telecommunications, Computer Engineering, and Photonics Institute (TeCIP), Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy; (S.C.); (V.C.)
| | - Paola Mantellini
- Istituto per lo Studio, la Prevenzione e la Rete Oncologica (ISPRO), Via Cosimo il Vecchio, 2, 50139 Firenze, Italy; (P.M.); (F.C.); (S.B.); (C.S.)
| | - Francesca Carozzi
- Istituto per lo Studio, la Prevenzione e la Rete Oncologica (ISPRO), Via Cosimo il Vecchio, 2, 50139 Firenze, Italy; (P.M.); (F.C.); (S.B.); (C.S.)
| | - Simonetta Bisanzi
- Istituto per lo Studio, la Prevenzione e la Rete Oncologica (ISPRO), Via Cosimo il Vecchio, 2, 50139 Firenze, Italy; (P.M.); (F.C.); (S.B.); (C.S.)
| | - Cristina Sani
- Istituto per lo Studio, la Prevenzione e la Rete Oncologica (ISPRO), Via Cosimo il Vecchio, 2, 50139 Firenze, Italy; (P.M.); (F.C.); (S.B.); (C.S.)
| | - Marzia Robotti
- Ph.D. School in Translational Medicine, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
| | - Ivana Barravecchia
- The Institute of Biorobotics, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
| | - Francesca Martella
- Breast Unit and SOC Oncologia Medica Firenze—Dipartimento Oncologico, Azienda Usl Toscana Centro, Ospedale Santa Maria Annunziata, Via dell’Antella, 58, 50012 Firenze, Italy;
| | - Valentina Colla
- Center for Information and Communication Technologies for Complex Industrial Systems and Processes (ICT-COISP), Telecommunications, Computer Engineering, and Photonics Institute (TeCIP), Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy; (S.C.); (V.C.)
| | - Debora Angeloni
- Health Science Interdisciplinary Center, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
- Ph.D. School in Translational Medicine, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
- The Institute of Biorobotics, Scuola Superiore Sant’Anna, Via G. Moruzzi, 1, 56124 Pisa, Italy;
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2
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Fagery M, Khorshidi HA, Wong SQ, Vu M, IJzerman M. Health Economic Evidence and Modeling Challenges for Liquid Biopsy Assays in Cancer Management: A Systematic Literature Review. PHARMACOECONOMICS 2023; 41:1229-1248. [PMID: 37351802 PMCID: PMC10492680 DOI: 10.1007/s40273-023-01292-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/01/2023] [Indexed: 06/24/2023]
Abstract
BACKGROUND Cancer-derived material circulating in the bloodstream and other bodily fluids, referred to as liquid biopsies (LBs), has become an appealing adjunct or alternative to tissue biopsies, showing vital promise in several clinical applications. PURPOSE A systematic literature review was conducted to (1) summarize the current health economic evidence for LB assays and (2) identify and analyze the studies addressed or reported on the challenges of health economic modeling in precision medicine. METHODS Relevant studies were identified in the EMBASE, MEDLINE, Cochrane Library, EconLit, and the University of Melbourne Full Text Journal databases from 1 January 2013 to 16 September 2022. Included papers were selected if they were economic evaluations and/or budget impact analyses. RESULTS A total of 24 studies were included and analyzed, with the majority being full economic evaluations (n = 19, 79.2%). Four studies (16.7%) were health and budget impact analyses, and one study (4.1%) incorporated both an economic evaluation and a budget impact analysis. Cohort-level modeling techniques were the most common approach (n = 16; 80%). LB technologies were cost-effective in 15 studies (75%) considering different biomarkers, cancer types and stages, and economic analyses. These studies evaluated LBs for screening and early detection (66.7%), treatment selection (26.7%), and monitoring treatment response (6.6%). Budget impact analysis results were varied among included studies, with the majority of studies (n = 4; 80%) reporting either cost savings, minimal, or modest budget impact, while one study (20%) reported LBs as an efficient strategy. The reviewed studies often inadequately reported or addressed modeling challenges, such as patient-level processes, the combination of tests and treatments, preferences, and uncertainty. CONCLUSION LBs could provide a cost-effective approach for treatment selection in lung cancer and aid in the screening and early detection of other cancers, including colorectal, gastric, breast, and brain cancers. This is in comparison with various alternatives, such as the standard of care (SOC) and no screening scenario. However, it is important to mention that in some comparisons, LBs were used in combination with SOC instead of replacing it. Importantly, few studies have pointed toward LBs' cost-effectiveness for monitoring treatment response. Most health and budget impact analyses, especially those focused on lung cancer, suggest potential cost savings or a minimal-to-moderate budget impact. Nevertheless, additional research is needed to ascertain their effectiveness across various stages of lung and colorectal cancer, as well as to address potential modeling challenges. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42022307939.
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Affiliation(s)
- Mussab Fagery
- Cancer Health Services Research, Centre for Cancer Research, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia.
- Cancer Health Services Research, Centre for Health Policy, Melbourne School of Population and Global Health, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia.
| | - Hadi A Khorshidi
- Cancer Health Services Research, Centre for Cancer Research, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Cancer Health Services Research, Centre for Health Policy, Melbourne School of Population and Global Health, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
| | - Stephen Q Wong
- Peter MacCallum Cancer Centre, Melbourne, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Martin Vu
- Cancer Health Services Research, Centre for Cancer Research, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Cancer Health Services Research, Centre for Health Policy, Melbourne School of Population and Global Health, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
| | - Maarten IJzerman
- Cancer Health Services Research, Centre for Cancer Research, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Cancer Health Services Research, Centre for Health Policy, Melbourne School of Population and Global Health, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Peter MacCallum Cancer Centre, Melbourne, Australia
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
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Negrón-Vega L, Cora EM, Pérez-Torres M, Tang SC, Maihle NJ, Ryu JS. Expression of EGFR isoform D is regulated by HER receptor activators in breast cancer cells. Biochem Biophys Rep 2022; 31:101326. [PMID: 36039113 PMCID: PMC9418195 DOI: 10.1016/j.bbrep.2022.101326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 07/30/2022] [Accepted: 08/08/2022] [Indexed: 11/28/2022] Open
Abstract
Human epidermal growth factor receptor isoform D (EGFR; isoform D) is a soluble protein from a 3 kb alternate mRNA transcript that arises from the human EGFR gene. Several studies have identified this circulating isoform of EGFR as a potential diagnostic biomarker for the detection of early stage of cancers. While the expression of the full-length EGFR (isoform A) is regulated by its cognate ligand, EGF, as well as by phorbol myristate acetate (PMA), no studies have examined the factors regulating the expression of EGFR isoform D. In this study, using breast cancer cell lines, we show that the HER receptor ligands, EGF and neuregulin (NRG-1β), as well as the phorbol ester, PMA, can increase the expression of EGFR isoform D, as well as isoform A. Our results, based on measurement of mRNA levels, suggest that EGF induced expression of both isoform A and isoform D occur through a mitogen activated protein kinase (MAPK)-dependent mechanism, and also suggest that protein kinase C is involved in PMA-induced regulation of both isoforms. We also demonstrate that NRG-1β increases isoform A and isoform D expression via the MAPK-dependent pathway, but this regulation occurs independently of phosphatidylinositol 3-kinase/Akt activation. These results suggest that regulation of EGFR isoform A and isoform D expression occur using similar mechanisms. Despite commonalities in the transcriptional regulation of these two EGFR isoforms, the half-lives of these two transcripts is quite different. Moreover, EGFR isoform D, unlike isoform A, is not post-transcriptionally modulated by EGFR activators in the breast cancer cell line MDA-MB-468.
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Affiliation(s)
- Lisandra Negrón-Vega
- Department of Biochemistry, University of Puerto Rico-Medical Sciences Campus, PO Box 365067, San Juan, PR, 00936-5067, Puerto Rico
| | - Elsa M. Cora
- Department of Biochemistry, University of Puerto Rico-Medical Sciences Campus, PO Box 365067, San Juan, PR, 00936-5067, Puerto Rico
| | - Marianela Pérez-Torres
- School of Pharmacy, University of Puerto Rico-Medical Sciences Campus, PO Box 365067, San Juan, PR, 00936-5067, Puerto Rico
| | - Shou-Ching Tang
- Department of Medicine, Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Cell and Molecular Biology, Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS, USA
| | - Nita J. Maihle
- Department of Medicine, Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Cell and Molecular Biology, Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jung Su Ryu
- Department of Cell and Molecular Biology, Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS, USA
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Le Louedec F, Alix-Panabières C, Lafont T, Allal BC, Garrel R, Digue L, Guigay J, Cupissol D, Delord JP, Lallemant B, Alfonsi M, Aubry K, Mazel M, Becher F, Perriard F, Chatelut E, Thomas F. Cetuximab pharmacokinetic/pharmacodynamics relationships in advanced head and neck carcinoma patients. Br J Clin Pharmacol 2019; 85:1357-1366. [PMID: 30811063 DOI: 10.1111/bcp.13907] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 02/01/2019] [Accepted: 02/16/2019] [Indexed: 12/28/2022] Open
Abstract
AIMS Cetuximab associated with cisplatin and 5-fluorouracil is used to treat patients with inoperable or metastatic head and neck squamous cell carcinomas (HNSCC) up until disease progression or unacceptable toxicities. To date, no biomarkers of efficacy are available to select patients who will benefit from treatment. METHODS An ancillary pharmacokinetics (PK) exploration was performed in the context of a prospective study investigating circulating-tumour cells vs progression-free survival (PFS). Cetuximab plasma concentrations were analysed according to a population PK model. Individual exposure parameters were confronted with soluble epidermal growth factor receptor (sEGFR) concentrations, tumour response and PFS. RESULTS PK data (28 patients, 203 observations) were best described by a two-compartment model with linear elimination. Performance status (PS) significantly correlated to both cetuximab clearance and central volume of distribution with both parameters increasing by 33.3% (95% CI 1-65.6) for each 1-point increase of PS compared to PS = 0. Univariate analysis showed that patients with higher trough cetuximab concentrations at Day 7 (Cmin,D7 ) had better tumour response (P = 0.03) and longer PFS (P = 0.035). However, multivariate analysis revealed that only PS and tumour size at baseline remained significantly associated with PFS. Levels of sEGFR increased during cetuximab treatment but were not associated with PFS in the multivariate analysis. CONCLUSIONS Our study prospectively indicates that PS is likely a confounding factor in the relationship between cetuximab PK and PFS, patients with a poor PS having lower cetuximab plasma exposure and lower PFS.
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Affiliation(s)
- Félicien Le Louedec
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,CRCT, University of Toulouse, Inserm, Toulouse, France
| | - Catherine Alix-Panabières
- Laboratory of Rare Human Circulating Cells, University Medical Centre of Montpellier, Montpellier, France
| | - Thierry Lafont
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,CRCT, University of Toulouse, Inserm, Toulouse, France
| | - Ben C Allal
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,CRCT, University of Toulouse, Inserm, Toulouse, France
| | - Renaud Garrel
- Department of Head Neck Cancer and Laryngology, University Medical Centre of Montpellier, France
| | - Laurence Digue
- Medical Oncology Department, CHU Saint André, Bordeaux, France
| | - Joël Guigay
- Department of Head and Neck Oncology, Gustave Roussy, Villejuif, France.,Department of Medical Oncology, Nice, France
| | - Didier Cupissol
- Medical Oncology Department, Institute of Cancer of Montpellier, France
| | - Jean-Pierre Delord
- CRCT, University of Toulouse, Inserm, Toulouse, France.,Medical Oncology Department, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France
| | - Benjamin Lallemant
- Department of Head and Neck Surgery, University Hospital Center of Nîmes, France
| | - Marc Alfonsi
- Department of Radiation Oncology, Clinique Sainte Catherine, Avignon, France
| | - Karine Aubry
- Department of Head and Neck Oncology and Surgery, Hôpital Dupuytren CHU, Limoges, France
| | - Martine Mazel
- Laboratory of Rare Human Circulating Cells, University Medical Centre of Montpellier, Montpellier, France
| | - François Becher
- Service de Pharmacologie et Immunoanalyse, Laboratoire d'Etude du Métabolisme des Médicaments, Commissariat à l'Énergie Atomique et aux Énergies Alternatives, Institut National de la Recherche Agronomique, Université Paris Saclay, Gif-sur-Yvette, France
| | - Françoise Perriard
- Department of Biostatistics, UPRES EA2415, Clinical Research University Institute, Montpellier, France
| | - Etienne Chatelut
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,CRCT, University of Toulouse, Inserm, Toulouse, France
| | - Fabienne Thomas
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,CRCT, University of Toulouse, Inserm, Toulouse, France
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5
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Quaranta M, Divella R, Daniele A, Di Tardo S, Venneri MT, Lolli I, Troccoli G. Epidermal Growth Factor Receptor Serum Levels and Prognostic Value in Malignant Gliomas. TUMORI JOURNAL 2018; 93:275-80. [PMID: 17679463 DOI: 10.1177/030089160709300308] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Aims and background The epidermal growth factor receptor (EGFR) is a member of a family of cell membrane receptors that use tyrosine kinase activity as the signal transduction mechanism. It is commonly expressed or overexpressed by many solid tumors and correlates with disease progression and a poor clinical prognosis. Increased EGFR expression might therefore be a strong prognostic feature in multiple tumor types, and inhibition of its cellular actions may have substantial therapeutic benefit. The aim of this study was to estimate the EGFR serum concentration for potential use as a biological marker of brain cancer to predict prognosis and follow-up after treatment. Methods and study design Serum samples obtained from 50 healthy individuals and 65 brain cancer patients (35 glioblastoma multiforme and 30 anaplastic astrocytomas) were collected before and after treatment and assayed for EGFR extracellular domain serum concentrations by a sandwich ELISA. Results EGFR was elevated in 47 of 65 brain cancer patients, with mean serum values of 84 ± 18 ng/ml, compared with that of healthy controls (43.6 ± 11 ng/ml, P = 0.001). There was a significant difference in the mean serum levels of EGFR between glioblastoma multiforme patients (96.2 ± 12 ng/ml) and anaplastic astrocytoma patients (71.6 ± 18 ng/ml, P = 0.04). Sixty brain cancer patients underwent surgery; EGFR serum levels did not show significant differences from those observed before surgery. For all patients, median overall survival was 13 months (anaplastic astrocytoma, 18 months; glioblastoma multiforme, 12.5 months). In 47 patients with high EGFR serum levels, overall survival was reduced (P = 0. 01), with a median survival time corresponding to 11.5 months (anaplastic astrocytoma, 14.5 months; glioblastoma multiforme, 10.5 months). Conclusions Although a prospective study with large sample size is warranted, serum EGFR extracellular domain may be potentially useful as a biological marker of gliomas for prediction of prognosis and follow-up after treatment.
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Affiliation(s)
- Michele Quaranta
- Department of Experimental Oncology of Cancer Research, IRCCS Istituto Tumori Giovanni Paolo II, Bari, Italy.
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6
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Boylan KLM, Geschwind K, Koopmeiners JS, Geller MA, Starr TK, Skubitz APN. A multiplex platform for the identification of ovarian cancer biomarkers. Clin Proteomics 2017; 14:34. [PMID: 29051715 PMCID: PMC5634875 DOI: 10.1186/s12014-017-9169-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Accepted: 09/28/2017] [Indexed: 02/06/2023] Open
Abstract
Background Currently, there are no FDA approved screening tools for detecting early stage ovarian cancer in the general population. Development of a biomarker-based assay for early detection would significantly improve the survival of ovarian cancer patients.
Methods We used a multiplex approach to identify protein biomarkers for detecting early stage ovarian cancer. This new technology (Proseek® Multiplex Oncology Plates) can simultaneously measure the expression of 92 proteins in serum based on a proximity extension assay. We analyzed serum samples from 81 women representing healthy, benign pathology, early, and advanced stage serous ovarian cancer patients.
Results Principle component analysis and unsupervised hierarchical clustering separated patients into cancer versus non-cancer subgroups. Data from the Proseek® plate for CA125 levels exhibited a strong correlation with current clinical assays for CA125 (correlation coefficient of 0.89, 95% CI 0.83, 0.93). CA125 and HE4 were present at very low levels in healthy controls and benign cases, while higher levels were found in early stage cases, with highest levels found in the advanced stage cases. Overall, significant trends were observed for 38 of the 92 proteins (p < 0.001), many of which are novel candidate serum biomarkers for ovarian cancer. The area under the ROC curve (AUC) for CA125 was 0.98 and the AUC for HE4 was 0.85 when comparing early stage ovarian cancer versus healthy controls. In total, 23 proteins had an estimated AUC of 0.7 or greater. Using a naïve Bayes classifier that combined 12 proteins, we improved the sensitivity corresponding to 95% specificity from 93 to 95% when compared to CA125 alone. Although small, a 2% increase would have a significant effect on the number of women correctly identified when screening a large population. Conclusions These data demonstrate that the Proseek® technology can replicate the results established by conventional clinical assays for known biomarkers, identify new candidate biomarkers, and improve the sensitivity and specificity of CA125 alone. Additional studies using a larger cohort of patients will allow for validation of these biomarkers and lead to the development of a screening tool for detecting early stage ovarian cancer in the general population. Electronic supplementary material The online version of this article (doi:10.1186/s12014-017-9169-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Kristin L M Boylan
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, MMC 395, 420 Delaware Street, S.E, Minneapolis, MN 55455 USA.,Ovarian Cancer Early Detection Program, University of Minnesota, Minneapolis, MN USA
| | - Kate Geschwind
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, MMC 395, 420 Delaware Street, S.E, Minneapolis, MN 55455 USA.,Ovarian Cancer Early Detection Program, University of Minnesota, Minneapolis, MN USA
| | - Joseph S Koopmeiners
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN USA.,Masonic Cancer Center, University of Minnesota, Minneapolis, MN USA
| | - Melissa A Geller
- Department of Obstetrics, Gynecology, and Women's Health, University of Minnesota, Minneapolis, MN USA.,Masonic Cancer Center, University of Minnesota, Minneapolis, MN USA
| | - Timothy K Starr
- Department of Obstetrics, Gynecology, and Women's Health, University of Minnesota, Minneapolis, MN USA.,Masonic Cancer Center, University of Minnesota, Minneapolis, MN USA.,Department of Genetics, Cell Biology and Genetics, University of Minnesota, Minneapolis, MN USA
| | - Amy P N Skubitz
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, MMC 395, 420 Delaware Street, S.E, Minneapolis, MN 55455 USA.,Ovarian Cancer Early Detection Program, University of Minnesota, Minneapolis, MN USA.,Department of Obstetrics, Gynecology, and Women's Health, University of Minnesota, Minneapolis, MN USA.,Masonic Cancer Center, University of Minnesota, Minneapolis, MN USA
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7
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Szajnik M, Czystowska-Kuźmicz M, Elishaev E, Whiteside TL. Biological markers of prognosis, response to therapy and outcome in ovarian carcinoma. Expert Rev Mol Diagn 2016; 16:811-26. [PMID: 27268121 DOI: 10.1080/14737159.2016.1194758] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Ovarian cancer (OvCa) is among the most common types of cancer and is the leading cause of death from gynecological malignancies in western countries. Cancer biomarkers have a potential for improving the management of OvCa patients at every point from screening and detection, diagnosis, prognosis, follow up, response to therapy and outcome. AREAS COVERED The literature search has indicated a number of candidate biomarkers have recently emerged that could facilitate the molecular definition of OvCa, providing information about prognosis and predicting response to therapy. These potentially promising biomarkers include immune cells and their products, tumor-derived exosomes, nucleic acids and epigenetic biomarkers. Expert commentary: Although most of the biomarkers available today require prospective validation, the development of noninvasive liquid biopsy-based monitoring promises to improve their utility for evaluations of prognosis, response to therapy and outcome in OvCa.
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Affiliation(s)
- Marta Szajnik
- a Department of Gynecology and Gynecologic Oncology , Military Institute of Medicine , Warsaw , Poland.,b Department of Immunology, Centre of Biostructure Research , Medical University of Warsaw , Warsaw , Poland
| | | | - Esther Elishaev
- c Department of Pathology , University of Pittsburgh, School of Medicine , Pittsburgh , PA , USA
| | - Theresa L Whiteside
- c Department of Pathology , University of Pittsburgh, School of Medicine , Pittsburgh , PA , USA.,d University of Pittsburgh Cancer Institute , Pittsburgh , PA , USA
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Maramotti S, Paci M, Manzotti G, Rapicetta C, Gugnoni M, Galeone C, Cesario A, Lococo F. Soluble Epidermal Growth Factor Receptors (sEGFRs) in Cancer: Biological Aspects and Clinical Relevance. Int J Mol Sci 2016; 17:E593. [PMID: 27104520 PMCID: PMC4849047 DOI: 10.3390/ijms17040593] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Revised: 04/11/2016] [Accepted: 04/12/2016] [Indexed: 11/22/2022] Open
Abstract
The identification of molecules that can reliably detect the presence of a tumor or predict its behavior is one of the biggest challenges of research in cancer biology. Biological fluids are intriguing mediums, containing many molecules that express the individual health status and, accordingly, may be useful in establishing the potential risk of cancer, defining differential diagnosis and prognosis, predicting the response to treatment, and monitoring the disease progression. The existence of circulating soluble growth factor receptors (sGFRs) deriving from their membrane counterparts has stimulated the interest of researchers to investigate the use of such molecules as potential cancer biomarkers. But what are the origins of circulating sGFRs? Are they naturally occurring molecules or tumor-derived products? Among these, the epidermal growth factor receptor (EGFR) is a cell-surface molecule significantly involved in cancer development and progression; it can be processed into biological active soluble isoforms (sEGFR). We have carried out an extensive review of the currently available literature on the sEGFRs and their mechanisms of regulation and biological function, with the intent to clarify the role of these molecules in cancer (and other pathological conditions) and, on the basis of the retrieved evidences, speculate about their potential use in the clinical setting.
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Affiliation(s)
- Sally Maramotti
- Laboratory of Translational Research, Research and Statistic Infrastructure, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Massimiliano Paci
- Thoracic Surgery Unit, Department of Cardiology, Thoracic and Vascular Surgery, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Gloria Manzotti
- Laboratory of Translational Research, Research and Statistic Infrastructure, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Cristian Rapicetta
- Thoracic Surgery Unit, Department of Cardiology, Thoracic and Vascular Surgery, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Mila Gugnoni
- Laboratory of Translational Research, Research and Statistic Infrastructure, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Carla Galeone
- Thoracic Surgery Unit, Department of Cardiology, Thoracic and Vascular Surgery, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Alfredo Cesario
- Head, Systems Medicine, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
| | - Filippo Lococo
- Thoracic Surgery Unit, Department of Cardiology, Thoracic and Vascular Surgery, Arcispedale Santa Maria Nuova-IRCCS, Reggio Emilia 42123, Italy.
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9
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Preliminary Evidence on the Diagnostic and Molecular Role of Circulating Soluble EGFR in Non-Small Cell Lung Cancer. Int J Mol Sci 2015; 16:19612-30. [PMID: 26295387 PMCID: PMC4581315 DOI: 10.3390/ijms160819612] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Revised: 07/22/2015] [Accepted: 08/05/2015] [Indexed: 12/19/2022] Open
Abstract
Assessment of biological diagnostic factors providing clinically-relevant information to guide physician decision-making are still needed for diseases with poor outcomes, such as non-small cell lung cancer (NSCLC). Epidermal growth factor receptor (EGFR) is a promising molecule in the clinical management of NSCLC. While the EGFR transmembrane form has been extensively investigated in large clinical trials, the soluble, circulating EGFR isoform (sEGFR), which may have a potential clinical use, has rarely been considered. This study investigates the use of sEGFR as a potential diagnostic biomarker for NSCLC and also characterizes the biological function of sEGFR to clarify the molecular mechanisms involved in the course of action of this protein. Plasma sEGFR levels from a heterogeneous cohort of 37 non-advanced NSCLC patients and 54 healthy subjects were analyzed by using an enzyme-linked immunosorbent assay. The biological function of sEGFR was analyzed in vitro using NSCLC cell lines, investigating effects on cell proliferation and migration. We found that plasma sEGFR was significantly decreased in the NSCLC patient group as compared to the control group (median value: 48.6 vs. 55.6 ng/mL respectively; p = 0.0002). Moreover, we demonstrated that sEGFR inhibits growth and migration of NSCLC cells in vitro through molecular mechanisms that included perturbation of EGF/EGFR cell signaling and holoreceptor internalization. These data show that sEGFR is a potential circulating biomarker with a physiological protective role, providing a first approach to the functional role of the soluble isoform of EGFR. However, the impact of these data on daily clinical practice needs to be further investigated in larger prospective studies.
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Branscum AJ, Johnson WO, Hanson TE, Baron AT. Flexible regression models for ROC and risk analysis, with or without a gold standard. Stat Med 2015; 34:3997-4015. [DOI: 10.1002/sim.6610] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 07/06/2015] [Indexed: 11/07/2022]
Affiliation(s)
- Adam J. Branscum
- Biostatistics Program; Oregon State University; Corvallis 97331 Oregon U.S.A
| | | | - Timothy E. Hanson
- Department of Statistics; University of South Carolina; Columbia SC U.S.A
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Theophilou G, Paraskevaidi M, Lima KMG, Kyrgiou M, Martin-Hirsch PL, Martin FL. Extracting biomarkers of commitment to cancer development: potential role of vibrational spectroscopy in systems biology. Expert Rev Mol Diagn 2015; 15:693-713. [DOI: 10.1586/14737159.2015.1028372] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Tas F, Karabulut S, Serilmez M, Ciftci R, Duranyildiz D. Increased serum level of epidermal growth factor receptor (EGFR) is associated with poor progression-free survival in patients with epithelial ovarian cancer. Cancer Chemother Pharmacol 2014; 73:631-7. [PMID: 24477605 DOI: 10.1007/s00280-014-2396-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2013] [Accepted: 01/18/2014] [Indexed: 11/28/2022]
Abstract
PURPOSE Epidermal growth factor receptor (EGFR) plays an important role in the pathogenesis of multiple malignancies, and its expression also strongly affects the outcomes of cancer patients. The objective of this study was to determine the clinical significance of the serum levels of EGFR in epithelial ovarian cancer (EOC) patients. MATERIALS AND METHODS A total of 50 patients with a pathologically confirmed diagnosis of EOC were enrolled into this study. Serum EGFR levels were determined by the solid-phase sandwich ELISA method. Age and sex matched 20 healthy controls were included in the analysis. RESULTS Median age of patients was 56.5 years old, range 22-83 years. Majority of the patients had advanced disease (FIGO stage III-IV) (90 %). No significant difference in baseline serum EGFR levels between EOC patients and controls (65.9 vs. 65.4 ng/mL, p = 0.86). Patients with normal CA 125 had higher serum EGFR level compared with the higher CA 125 level (p = 0.02). No other clinical variables including histology, stage of disease, and response to chemotherapy were found to be correlated with serum EGFR assay (p > 0.05). The patients with increased serum EGFR levels had poor progression-free survival than those with lower levels (median survival 4 vs. 12 months, respectively, p = 0.01). However, serum EGFR level was found no prognostic role for overall survival (p = 0.15). CONCLUSION Increased serum level of EGFR is associated with poor progression-free survival in EOC patients.
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Affiliation(s)
- Faruk Tas
- Institute of Oncology, Istanbul University, Capa, 34390, Istanbul, Turkey,
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Gogoi R, Srinivasan S, Fishman DA. Progress in biomarker discovery for diagnostic testing in epithelial ovarian cancer. Expert Rev Mol Diagn 2014; 6:627-37. [PMID: 16824035 DOI: 10.1586/14737159.6.4.627] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Ovarian cancer accounts for more deaths than all other gynecological malignancies combined, primarily due to advanced stage at initial presentation and our continued inability to detect early-stage disease. Multiple approaches have led to the development of new diagnostic markers for early detection, with no real success (high false positives and poor positive predictive values). Considering the rarity of this disease, the impact of poor diagnostic markers will only be detrimental to the entire early-detection process. Recent advances in proteomics, as well as breakthroughs in analytical techniques and bioinformatics, have enabled researchers to look outside the box, for a panel of proteins (protein profiles) rather than just one or two proteins, thus increasing sensitivity and specificity. This review describes current strategies in the early detection of ovarian cancer, existing markers, their clinical utilities and shortcomings, and highlights newer markers and technologies that are being pursued to improve women's healthcare.
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Affiliation(s)
- Radhika Gogoi
- New York University School of Medicine, 550 First Avenue, TH538, NY 10016, USA.
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Robust Medical Test Evaluation Using Flexible Bayesian Semiparametric Regression Models. ACTA ACUST UNITED AC 2013. [DOI: 10.1155/2013/131232] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The application of Bayesian methods is increasing in modern epidemiology. Although parametric Bayesian analysis has penetrated the population health sciences, flexible nonparametric Bayesian methods have received less attention. A goal in nonparametric Bayesian analysis is to estimate unknown functions (e.g., density or distribution functions) rather than scalar parameters (e.g., means or proportions). For instance, ROC curves are obtained from the distribution functions corresponding to continuous biomarker data taken from healthy and diseased populations. Standard parametric approaches to Bayesian analysis involve distributions with a small number of parameters, where the prior specification is relatively straight forward. In the nonparametric Bayesian case, the prior is placed on an infinite dimensional space of all distributions, which requires special methods. A popular approach to nonparametric Bayesian analysis that involves Polya tree prior distributions is described. We provide example code to illustrate how models that contain Polya tree priors can be fit using SAS software. The methods are used to evaluate the covariate-specific accuracy of the biomarker, soluble epidermal growth factor receptor, for discerning lung cancer cases from controls using a flexible ROC regression modeling framework. The application highlights the usefulness of flexible models over a standard parametric method for estimating ROC curves.
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Skaggs HS, Saunders BA, Miller RW, Goodrich ST, King MS, Kimbler KD, Branscum AJ, Fung ET, DePriest PD, van Nagell JR, Ueland FR, Baron AT. Ovarian Cyst Fluids Are a Cache of Tumor Biomarkers That Include Calgranulin A and Calgranulin B Isoforms. Cancer Invest 2013; 31:433-53. [DOI: 10.3109/07357907.2013.802799] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Esteghamati A, Seyedahmadinejad S, Zandieh A, Esteghamati A, Gharedaghi MH, Sadaghiani MS, Saadipoor A, Nakhjavani M. The inverse relation of CA-125 to diabetes, metabolic syndrome, and associated clinical variables. Metab Syndr Relat Disord 2013; 11:256-61. [PMID: 23560726 DOI: 10.1089/met.2012.0058] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
OBJECTIVE We aimed to evaluate the association of carbohydrate antigen 125 (CA-125; also known as cancer antigen 125) with various anthropometric and metabolic measures and also with diabetes and metabolic syndrome. METHODS A total of 357 diabetic and nondiabetic subjects were enrolled. CA-125, anthropometric parameters, lipids, blood pressure, as well as glycemic and insulin resistance measures were assessed. Metabolic syndrome was defined according to the International Diabetes Federation (IDF) criteria. RESULTS CA-125 was lower in subjects with diabetes and/or metabolic syndrome [median (interquartile range) of 8.20 (5.70-11.57) and 9.55 (6.50-16.25) U/mL for diabetic and nondiabetic subjects, respectively, P<0.05; 8.11 (5.90-11.45) and 9.50 (6.34-14.76) U/mL for subjects with metabolic syndrome and those without metabolic syndrome, respectively, P<0.05]. Anthropometric measures, dyslipidemia, insulin resistance, and blood pressure were inversely associated with CA-125 (P<0.05); waist circumference and body mass index were also identified as the strongest determinants of CA-125 (P<0.001). Using multiple linear regression models, waist circumference (β=-0.088, P<0.01), apolipoprotein B (β=-0.027, P<0.05), and systolic blood pressure (β=-0.054, P<0.05) were independently associated with CA-125. However, none of insulin resistance measures remained in the model after adjusting for other clinical variables. CONCLUSION CA-125 is inversely correlated with diabetes status, metabolic syndrome, and their associated anthropometric and metabolic measures. Furthermore, CA-125 is independently associated with waist circumference, apolipoprotein B, and systolic blood pressure, but not with any insulin resistance measures.
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Affiliation(s)
- Alireza Esteghamati
- Endocrinology and Metabolism Research Center (EMRC), Vali-Asr Hospital, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.
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Leslie KK, Sill MW, Fischer E, Darcy KM, Mannel RS, Tewari KS, Hanjani P, Wilken JA, Baron AT, Godwin AK, Schilder RJ, Singh M, Maihle NJ. A phase II evaluation of gefitinib in the treatment of persistent or recurrent endometrial cancer: a Gynecologic Oncology Group study. Gynecol Oncol 2013; 129:486-94. [PMID: 23438670 DOI: 10.1016/j.ygyno.2013.02.019] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2012] [Revised: 02/07/2013] [Accepted: 02/13/2013] [Indexed: 10/27/2022]
Abstract
BACKGROUND A phase II trial was performed to evaluate the efficacy and safety of gefitinib in patients with persistent/recurrent endometrial cancer. METHODS Women with histologically confirmed persistent/recurrent endometrial cancer were treated with 500mg oral gefitinib daily until progression or severe toxicity, with progression-free survival (PFS) at six months as the primary endpoint. Tumor expression of total epidermal growth factor receptor (EGFR), estrogen receptor (ER), progesterone receptor A (PRA) and B (PRB), Ki67, pEGFR and activated extracellular signal-regulated kinase (pERK) were examined pre- and post-treatment. EGFR was sequenced, and serum concentrations of soluble EGFR (sEGFR) at baseline also were examined. RESULTS Of 29 patients enrolled, 26 were evaluable for efficacy and toxicity. Four patients experienced PFS ≥6 months, and one had a complete response which was not associated with an EGFR mutation. The concentration of sEGFR in pretreatment serum was positively correlated with overall survival (OS), but not with responsiveness to gefitinib in this small patient cohort. Expression of tumor biomarkers was not associated with PFS or OS. Co-expression of ER with PRA in primary and recurrent tumors, and pEGFR with pERK in primary tumors was observed. CONCLUSIONS This treatment regimen was tolerable but lacked sufficient efficacy to warrant further evaluation in this setting. The possible association between serum sEGFR concentrations and OS, and temporal changes in expression of pEGFR and pERK and the documented CR of one patient are interesting and warrant additional investigation.
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Affiliation(s)
- Kimberly K Leslie
- University of New Mexico Health Sciences Center, Albuquerque, NM 87131, United States.
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Toward an integrative analysis of the tumor microenvironment in ovarian epithelial carcinoma. CANCER MICROENVIRONMENT 2011; 5:173-83. [PMID: 22109660 DOI: 10.1007/s12307-011-0092-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2011] [Accepted: 11/10/2011] [Indexed: 12/11/2022]
Abstract
Ovarian epithelial carcinomas are heterogeneous malignancies exhibiting great diversity in histological phenotypes as well as genetic and epigenetic aberrations. A general early event in tumorigenesis is regional dissemination into the peritoneal cavity. Initial spread to the peritoneum is made possible by cooperative signaling between a wide array of molecules constituting the tissue microenvironment in the coelomic epithelium. Changes in the activity of key microenvironmental components not constitutively expressed in normal tissue, including several disclosed adhesion molecules, growth factors, proteases, and G-protein coupled receptors (GPCRs), coordinate the transition. Remodeling of the extracellular matrix (ECM) and subsequent cell surface interactions enable transformation by promoting chromosomal instability (CIN) and stimulating several common signal transduction cascades to prepare the tissue for harboring and facilitating growth, angiogenesis and metastasis of the developing tumor.
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Van Calster B, Valentin L, Van Holsbeke C, Zhang J, Jurkovic D, Lissoni AA, Testa AC, Czekierdowski A, Fischerová D, Domali E, Van de Putte G, Vergote I, Van Huffel S, Bourne T, Timmerman D. A novel approach to predict the likelihood of specific ovarian tumor pathology based on serum CA-125: a multicenter observational study. Cancer Epidemiol Biomarkers Prev 2011; 20:2420-8. [PMID: 21908724 DOI: 10.1158/1055-9965.epi-11-0422] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The CA-125 tumor marker has limitations when used to distinguish between benign and malignant ovarian masses. We therefore establish likelihood curves of six subgroups of ovarian pathology based on CA-125 and menopausal status. METHODS This cross-sectional study conducted by the International Ovarian Tumor Analysis group involved 3,511 patients presenting with a persistent adnexal mass that underwent surgical intervention. CA-125 distributions for six tumor subgroups (endometriomas and abscesses, other benign tumors, borderline tumors, stage I invasive cancers, stage II-IV invasive cancers, and metastatic tumors) were estimated using kernel density estimation with stratification for menopausal status. Likelihood curves for the tumor subgroups were derived from the distributions. RESULTS Endometriomas and abscesses were the only benign pathologies with median CA-125 levels above 20 U/mL (43 and 45, respectively). Borderline and invasive stage I tumors had relatively low median CA-125 levels (29 and 81 U/mL, respectively). The CA-125 distributions of stage II-IV invasive cancers and benign tumors other than endometriomas or abscesses were well separated; the distributions of the other subgroups overlapped substantially. This held for premenopausal and postmenopausal patients. Likelihood curves and reference tables comprehensibly show how subgroup likelihoods change with CA-125 and menopausal status. CONCLUSIONS AND IMPACT Our results confirm the limited clinical value of CA-125 for preoperative discrimination between benign and malignant ovarian pathology. We have shown that CA-125 may be used in a different way. By using likelihood reference tables, we believe clinicians will be better able to interpret preoperative serum CA-125 results in patients with adnexal masses.
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Affiliation(s)
- Ben Van Calster
- Department of Obstetrics and Gynecology, University Hospitals K.U. Leuven, Leuven, Belgium.
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Dey M, Pathak N. Giant serous papillary cystadenoma. Med J Armed Forces India 2011; 67:272-3. [PMID: 27365823 PMCID: PMC4920867 DOI: 10.1016/s0377-1237(11)60059-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2010] [Accepted: 10/19/2010] [Indexed: 11/22/2022] Open
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Tcherkassova J, Abramovich C, Moro R, Chen C, Schmit R, Gerber A, Moro R. Combination of CA125 and RECAF biomarkers for early detection of ovarian cancer. Tumour Biol 2011; 32:831-8. [PMID: 21625941 PMCID: PMC3131516 DOI: 10.1007/s13277-011-0186-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2011] [Accepted: 04/29/2011] [Indexed: 01/22/2023] Open
Abstract
Ovarian cancer can be cured in up to 90% of cases if diagnosed early. CA125, the most studied ovarian cancer biomarker, exhibits poor sensitivity for detecting early disease stages and low specificity to malignancy. RECAF, the alpha-fetoprotein receptor, is a wide-spectrum oncofetal antigen with clinical potential for cancer diagnosis, screening, and monitoring. This study evaluated the performance of RECAF as a diagnostic tool and the sensitivity of a combination of RECAF and CA125 to detect early stages of ovarian cancer at a cutoff resulting in 100% specificity among healthy women. This retrospective case–control study was designed to measure the serum levels of RECAF and CA125 in normal individuals (n = 106) and cancer patients stages I/II (RECAF, n = 32; CA125, n = 35) and III/IV (RECAF, n = 49; CA125, n = 51). A competitive chemiluminescence assay was developed to measure the circulating RECAF. To eliminate any false positives, we classified as positive any patient with a RECAF or a CA125 value higher than their respective 100% specificity cutoff. We have shown that RECAF discriminated cancer and healthy donors better than CA125, particularly in the early stages (AUCRECAF = 0.96 and AUCCA125 = 0.805). CA125 sensitivity was lower in the early stages than in the advance stages; RECAF sensitivity was high at all stages. A combination of CA125 and RECAF detected three out of four early-stage patients, with no false positives. In conclusion, the combination of RECAF and CA125 serum values provides the specificity and the sensitivity necessary to screen for ovarian cancer and in particular, to detect early stages of the disease.
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Jantus-Lewintre E, Sirera R, Cabrera A, Blasco A, Caballero C, Iranzo V, Rosell R, Camps C. Analysis of the prognostic value of soluble epidermal growth factor receptor plasma concentration in advanced non-small-cell lung cancer patients. Clin Lung Cancer 2011; 12:320-7. [PMID: 21729651 DOI: 10.1016/j.cllc.2011.03.031] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2010] [Revised: 03/16/2011] [Accepted: 03/29/2011] [Indexed: 11/16/2022]
Abstract
BACKGROUND Epidermal growth factor receptor (EGFR) is overexpressed in a variety of epithelial malignancies including lung cancer. A soluble fragment of the EGFR extracellular domain (sEGFR) can be detected in the blood of patients who have non-small-cell lung cancer (NSCLC), but its clinical/ prognostic role must be further elucidated. METHODS sEGFR concentration was retrospectively determined by enzyme-linked immunosorbent assay in plasma samples from 308 advanced NSCLC patients (before treatment) and 109 healthy controls and correlated with clinico-pathological variables. RESULTS The concentration of sEGFR was lower in NSCLC patients than in controls (P < .0001). sEGFR behaves as a sensitive but not specific screening biomarker. No significant associations were observed between sEGFR concentration and demographic/clinical characteristics such as gender, Eastern Cooperative Oncology Group performance status, stage, and number or location of the metastatic sites. sEGFR was lower in patients with progressive disease or in squamous cell carcinoma compared with adenocarcinoma, but these differences were not significant. Patients with sEGFR ≤ 34.56 ng/mL showed a shorter overall survival (median 9.1 versus 12.2 months, P = .019) than others. Moreover, in multivariate analysis, sEGFR remained a significant independent prognostic marker. CONCLUSION Low baseline sEGFR is associated with reduced survival in advanced NSCLC. Therefore, our findings in this large cohort of patients suggest that the determination of sEGFR concentration provides valuable prognostic information.
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Affiliation(s)
- Eloisa Jantus-Lewintre
- Molecular Oncology Laboratory, Fundación para la Investigación del Hospital General Universitario, Valencia, Spain
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Identification of salt-inducible kinase 3 as a novel tumor antigen associated with tumorigenesis of ovarian cancer. Oncogene 2011; 30:3570-84. [DOI: 10.1038/onc.2011.77] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Multiplexed detection of protein cancer markers on Au/Ag-barcoded nanorods using fluorescent-conjugated polymers. Anal Bioanal Chem 2010; 397:2261-70. [DOI: 10.1007/s00216-010-3834-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2010] [Revised: 05/04/2010] [Accepted: 05/05/2010] [Indexed: 10/19/2022]
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Ramirez AB, Loch CM, Zhang Y, Liu Y, Wang X, Wayner EA, Sargent JE, Sibani S, Hainsworth E, Mendoza EA, Eugene R, Labaer J, Urban ND, McIntosh MW, Lampe PD. Use of a single-chain antibody library for ovarian cancer biomarker discovery. Mol Cell Proteomics 2010; 9:1449-60. [PMID: 20467042 DOI: 10.1074/mcp.m900496-mcp200] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The discovery of novel early detection biomarkers of disease could offer one of the best approaches to decrease the morbidity and mortality of ovarian and other cancers. We report on the use of a single-chain variable fragment antibody library for screening ovarian serum to find novel biomarkers for the detection of cancer. We alternately panned the library with ovarian cancer and disease-free control sera to make a sublibrary of antibodies that bind proteins differentially expressed in cancer. This sublibrary was printed on antibody microarrays that were incubated with labeled serum from multiple sets of cancer patients and controls. The antibodies that performed best at discriminating disease status were selected, and their cognate antigens were identified using a functional protein microarray. Overexpression of some of these antigens was observed in cancer serum, tumor proximal fluid, and cancer tissue via dot blot and immunohistochemical staining. Thus, our use of recombinant antibody microarrays for unbiased discovery found targets for ovarian cancer detection in multiple sample sets, supporting their further study for disease diagnosis.
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Affiliation(s)
- Arturo B Ramirez
- Molecular Diagnostics Program, Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
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Preoperative serum carbohydrate antigen 125 level is an independent negative prognostic marker for overall survival in colorectal cancer. Med Oncol 2010; 28:789-95. [PMID: 20373053 DOI: 10.1007/s12032-010-9518-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2010] [Accepted: 03/26/2010] [Indexed: 01/02/2023]
Abstract
To evaluate the prognostic value of preoperative serum carbohydrate antigen19-9 (CA19-9), carcinoembryonic antigen (CEA), and carbohydrate antigen 125 (CA125) for overall survival (OS) in patients with colorectal cancer (CRC). Preoperative serum CA19-9, CEA, and CA125 levels were detected by C12 protein chip diagnostic system in 80 patients with CRC, and the association of their preoperative status with the patients' OS was analyzed. Patients with positive preoperative serum CA19-9, CA125, and CEA had a worse survival comparing with those negative patients, the difference in CA19-9 and CA125 reached statistical significance (Log rank test, P<0.05), but the difference of CEA did not achieve statistical significance (Log rank test, P>0.05). The OS of patients with CRC with three positive tumor markers (TMs)<1 or 2 positive TMs<negative TM, simultaneously positive serum CA19-9, CEA, and CA125 was the most dismal predicting factor for OS. Spearman correlations revealed that the preoperative serum status of CA19-9 (P=0.000), CEA (P=0.000), and CA125 (P=0.000) had correlations with stage; the preoperative serum CA125 status (r=-0.385, P=0.000) and stage (r=-0.457, P=0.000) and location (r=0.223, P=0.047) had correlations with OS. Multivariate analysis with Cox regression model showed that only stage (P=0.000) and the preoperative serum CA125 status (P=0.016) were independent prognostic factors for OS of patients with CRC. The preoperative status of serum CA19-9, CEA, and CA125 had correlations with CRC stage. The simultaneously positive serum CA19-9, CEA, and CA125 was the most dismal predicting factor for OS of patients with CRC. Preoperative serum CA125 status and stage were independent prognostic factors for OS of CRC.
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Chang ST, Zahn JM, Horecka J, Kunz PL, Ford JM, Fisher GA, Le QT, Chang DT, Ji H, Koong AC. Identification of a biomarker panel using a multiplex proximity ligation assay improves accuracy of pancreatic cancer diagnosis. J Transl Med 2009; 7:105. [PMID: 20003342 PMCID: PMC2796647 DOI: 10.1186/1479-5876-7-105] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2009] [Accepted: 12/11/2009] [Indexed: 02/08/2023] Open
Abstract
Background Pancreatic cancer continues to prove difficult to clinically diagnose. Multiple simultaneous measurements of plasma biomarkers can increase sensitivity and selectivity of diagnosis. Proximity ligation assay (PLA) is a highly sensitive technique for multiplex detection of biomarkers in plasma with little or no interfering background signal. Methods We examined the plasma levels of 21 biomarkers in a clinically defined cohort of 52 locally advanced (Stage II/III) pancreatic ductal adenocarcinoma cases and 43 age-matched controls using a multiplex proximity ligation assay. The optimal biomarker panel for diagnosis was computed using a combination of the PAM algorithm and logistic regression modeling. Biomarkers that were significantly prognostic for survival in combination were determined using univariate and multivariate Cox survival models. Results Three markers, CA19-9, OPN and CHI3L1, measured in multiplex were found to have superior sensitivity for pancreatic cancer vs. CA19-9 alone (93% vs. 80%). In addition, we identified two markers, CEA and CA125, that when measured simultaneously have prognostic significance for survival for this clinical stage of pancreatic cancer (p < 0.003). Conclusions A multiplex panel assaying CA19-9, OPN and CHI3L1 in plasma improves accuracy of pancreatic cancer diagnosis. A panel assaying CEA and CA125 in plasma can predict survival for this clinical cohort of pancreatic cancer patients.
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Affiliation(s)
- Stephanie T Chang
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford University, Stanford, CA, USA.
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Jokerst JV, Raamanathan A, Christodoulides N, Floriano PN, Pollard AA, Simmons GW, Wong J, Gage C, Furmaga WB, Redding SW, McDevitt JT. Nano-bio-chips for high performance multiplexed protein detection: determinations of cancer biomarkers in serum and saliva using quantum dot bioconjugate labels. Biosens Bioelectron 2009; 24:3622-9. [PMID: 19576756 PMCID: PMC2740498 DOI: 10.1016/j.bios.2009.05.026] [Citation(s) in RCA: 194] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2009] [Revised: 05/15/2009] [Accepted: 05/19/2009] [Indexed: 11/15/2022]
Abstract
The integration of semiconductor nanoparticle quantum dots (QDs) into a modular, microfluidic biosensor for the multiplexed quantitation of three important cancer markers, carcinoembryonic antigen (CEA), cancer antigen 125 (CA125), and Her-2/Neu (C-erbB-2) was achieved. The functionality of the integrated sample processing, analyte capture and detection modalities was demonstrated using both serum and whole saliva specimens. Here, nano-bio-chips that employed a fluorescence transduction signal with QD-labeled detecting antibody were used in combination with antigen capture by a microporous agarose bead array supported within a microfluidics ensemble so as to complete the sandwich-type immunoassay. The utilization of QD probes in this miniaturized biosensor format resulted in signal amplification 30 times relative to that of standard molecular fluorophores as well as affording a reduction in observed limits of detection by nearly 2 orders of magnitude (0.02 ng/mL CEA; 0.11 pM CEA) relative to enzyme-linked immunosorbent assay (ELISA). Assay validation studies indicate that measurements by the nano-bio-chip system correlate to standard methods at R(2)=0.94 and R(2)=0.95 for saliva and serum, respectively. This integrated nano-bio-chip assay system, in tandem with next-generation fluorophores, promises to be a sensitive, multiplexed tool for important diagnostic and prognostic applications.
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Affiliation(s)
- Jesse V. Jokerst
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Archana Raamanathan
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Nicolaos Christodoulides
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Pierre N. Floriano
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Amanda A. Pollard
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Glennon W. Simmons
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Jorge Wong
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
| | - Carole Gage
- Department of Pathology Bexar County University Hospital San Antonio, TX
| | - Wieslaw B. Furmaga
- Department of Pathology Bexar County University Hospital San Antonio, TX
| | - Spencer W. Redding
- Department of Dental Diagnostic Science University of Texas Health Science Center San Antonio San Antonio, TX 78229-3900
| | - John T. McDevitt
- Department of Chemistry and Biochemistry University of Texas at Austin 1 University Station A5300 Austin, TX 78712
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Bijian K, Mlynarek AM, Balys RL, Jie S, Xu Y, Hier MP, Black MJ, Di Falco MR, LaBoissiere S, Alaoui-Jamali MA. Serum proteomic approach for the identification of serum biomarkers contributed by oral squamous cell carcinoma and host tissue microenvironment. J Proteome Res 2009; 8:2173-85. [PMID: 19284786 DOI: 10.1021/pr800979e] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The lack of serum biomarkers for head and neck carcinoma limits early diagnosis, monitoring of advanced disease, and prediction of relapses in patients. We conducted a comprehensive proteomics study on serum from mice bearing orthotopic human oral squamous cell carcinomas (OSCC) with distinct invasive phenotypes. Matched established cell lines were transplanted orthotopically into tongues of RAG-2/gamma(c) mice and mouse serum was analyzed by 2-dimensional-differential gel electrophoresis(2D-DIGE)/liquid chromatography (LC)-MS/MS and by online 2D-LC-MS/MS of iTRAQ labeled samples. We identified several serum proteins as being differentially expressed between control and cancer-bearing mice and between noninvasive and invasive cancer (p<0.05). Differentially expressed proteins of human origin included the epidermal growth factor receptor (EGFR), cytokeratins, G-protein coupled receptor 87, Rab11 GTPase, PDZ-domain containing proteins, and PEST-containing nuclear proteins. Identified proteins of mouse origin included clusterin, titin, vitronectin, vitamin D-binding protein, hemopexin, and kininogen I. The levels of serum and cell secreted EGFR were further validated to match proteomic data regarding the inverse correlation with the invasive phenotype. In summary, we report a comprehensive patient-based proteomics approach for the identification of potential serum biomarkers for OSCC using an orthotopic xenograft mouse model.
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Affiliation(s)
- Krikor Bijian
- Department of Oncology and Medicine, Otolaryngology-Head and Neck Surgery, Lady Davis Institute for Medical Research and Segal Comprehensive Cancer Center, SMBD Jewish General Hospital, McGill University, Montreal, QC, Canada
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Daniel KD, Kim GY, Vassiliou CC, Galindo M, Guimaraes AR, Weissleder R, Charest A, Langer R, Cima MJ. Implantable diagnostic device for cancer monitoring. Biosens Bioelectron 2009; 24:3252-7. [PMID: 19442510 DOI: 10.1016/j.bios.2009.04.010] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2009] [Accepted: 04/06/2009] [Indexed: 11/28/2022]
Abstract
Biopsies provide required information to diagnose cancer but, because of their invasiveness, they are difficult to use for managing cancer therapy. The ability to repeatedly sample the local environment for tumor biomarker, chemotherapeutic agent, and tumor metabolite concentrations could improve early detection of metastasis and personalized therapy. Here we describe an implantable diagnostic device that senses the local in vivo environment. This device, which could be left behind during biopsy, uses a semi-permeable membrane to contain nanoparticle magnetic relaxation switches. A cell line secreting a model cancer biomarker produced ectopic tumors in mice. The transverse relaxation time (T(2)) of devices in tumor-bearing mice was 20+/-10% lower than devices in control mice after 1 day by magnetic resonance imaging (p<0.01). Short term applications for this device are numerous, including verification of successful tumor resection. This may represent the first continuous monitoring device for soluble cancer biomarkers in vivo.
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Affiliation(s)
- Karen D Daniel
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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31
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Abstract
Ovarian cancer is a leading cause of gynecologic cancer death among women. Tumors diagnosed early (in stage I) have a cure rate approaching 90%. However, because specific symptoms and screening tools are lacking, most ovarian cancers are very advanced when finally diagnosed. CA125 expression and pelvic ultrasonography are of limited efficacy in screening, and the search for new, complementary ovarian cancer biomarkers continues. New technology and research techniques have allowed the identification of over 100 possible tumor markers, many of which are still being evaluated for clinical relevance and several of which have entered clinical trials. Here, we review the methods of biomarker discovery, address the significance and functions of newly identified ovarian cancer tumor markers, and provide further insight into the future of ovarian cancer biomarkers.
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Affiliation(s)
- Celestine S Tung
- University of Texas, MD Anderson Cancer Center, Department of Gynecologic Oncology, 1515 Holcombe Blvd, Unit 1362, Houston, TX 77030, USA.
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32
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Novel fluoroimmunoassay for ovarian cancer biomarker CA-125. Anal Bioanal Chem 2009; 393:1521-3. [DOI: 10.1007/s00216-008-2569-8] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2008] [Revised: 11/26/2008] [Accepted: 12/05/2008] [Indexed: 10/21/2022]
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Baron AT, Lafky JM, Boardman CH, Cora EM, Buenafe MC, Liu D, Rademaker A, Fishman DA, Podratz KC, Reiter JL, Maihle NJ. Soluble epidermal growth factor receptor: a biomarker of epithelial ovarian cancer. Cancer Treat Res 2009; 149:189-202. [PMID: 19763437 DOI: 10.1007/978-0-387-98094-2_9] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Affiliation(s)
- Andre T Baron
- Division of Hematology, Oncology, Blood and Marrow Transplantation, Department of Internal Medicine, Lucille P. Markey Cancer Center, University of Kentucky, 408 Ben F. Roach Building, 800 Rose Street, Lexington, KY 40536-0093, USA.
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Hudson LG, Zeineldin R, Silberberg M, Stack MS. Activated epidermal growth factor receptor in ovarian cancer. Cancer Treat Res 2009; 149:203-26. [PMID: 19763438 PMCID: PMC3701255 DOI: 10.1007/978-0-387-98094-2_10] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Laurie G Hudson
- Department of Pharmaceutical Sciences, College of Pharmacy, University of New Mexico, Albuquerque, NM 87131-0001, USA.
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35
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Bertenshaw GP, Yip P, Seshaiah P, Zhao J, Chen TH, Wiggins WS, Mapes JP, Mansfield BC. Multianalyte Profiling of Serum Antigens and Autoimmune and Infectious Disease Molecules to Identify Biomarkers Dysregulated in Epithelial Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2008; 17:2872-81. [DOI: 10.1158/1055-9965.epi-08-0464] [Citation(s) in RCA: 70] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
Ovarian cancer is the deadliest gynecologic cancer in the United States. When detected early, the 5-year survival rate is 92%, although most cases remain undetected until the late stages where 5-year survival rates are 30%. Serum biomarkers may hold promise. Although many markers have been proposed and multivariate diagnostic models were built to fit the data on small, disparate sample sets, there has been no systematic evaluation of these markers on a single, large, well-defined sample set. To address this, we evaluated the dysregulation of 204 molecules in a sample set consisting of serum from 294 patients, collected from multiple collection sites, under a well-defined Gynecologic Oncology Group protocol. The population, weighted with early-stage cancers to assess biomarker value for early detection, contained all stages of ovarian cancer and common benign gynecologic conditions. The panel of serum molecules was assayed using rigorously qualified, high-throughput, multiplexed immunoassays and evaluated for their independent ovarian cancer diagnostic potential. Seventy-seven biomarkers were dysregulated in the ovarian cancer samples, although cancer antigen 125, C-reactive protein, epidermal growth factor receptor, interleukin 10, interleukin 8, connective tissue growth factor, haptoglobin, and tissue inhibitor of metalloproteinase 1 stood out as the most informative. When analyzed by cancer subtype and stage, there were differences in the relative value of biomarkers. In this study, using a large sample cohort, we show that some of the reported ovarian cancer biomarkers are more robust than others, and we identify additional informative candidates. These findings may guide the development of multivariate diagnostic models, which should be tested on additional, prospectively collected samples. (Cancer Epidemiol Biomarkers Prev 2008;17(10):2872–81)
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Affiliation(s)
| | - Ping Yip
- 1Correlogic Systems, Inc., Rockville, Maryland and
| | | | - Jinghua Zhao
- 1Correlogic Systems, Inc., Rockville, Maryland and
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36
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Johnson CC, Kessel B, Riley TL, Ragard LR, Williams CR, Xu JL, Buys SS. The epidemiology of CA-125 in women without evidence of ovarian cancer in the Prostate, Lung, Colorectal and Ovarian Cancer (PLCO) Screening Trial. Gynecol Oncol 2008; 110:383-9. [PMID: 18586313 PMCID: PMC3744195 DOI: 10.1016/j.ygyno.2008.05.006] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2008] [Revised: 05/12/2008] [Accepted: 05/15/2008] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To determine the epidemiology of CA-125 in women without ovarian cancer. METHODS We analyzed demographic, medical and lifestyle characteristics related to CA-125, measured using the Centocor CA-125II RIA assay, among 25,608 multi-ethnic U.S. women aged 55-74 years enrolled in a cancer screening trial and found to have no evidence of ovarian cancer. RESULTS Mean CA-125 level was 11.9 U/ml (SD 8.3); median 10.0 U/ml, interquartile range 8.0-14.0. High levels, using the clinical cut point of >or=35 U/ml, were associated with increased age (p<0.001) and former smoking (p<0.021), while hysterectomy and obesity were protective (p<0.001). Mean levels were higher with increasing age (p<0.001), ever use of hormone therapy (p<0.001), former smoking (p<0.017) and history of breast cancer (p<0.002), but lower (p<0.001) with non-White status, previous hysterectomy, current smoking, and obesity. Current hormone therapy use was not associated with CA-125 in women without a uterus. CONCLUSION In post-menopausal women without ovarian cancer, CA-125 level is influenced by a number of factors, including race/ethnicity, age, hysterectomy, smoking history and obesity.
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37
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Kavsak PA, Lee A, Hirte H, Young E, Gauldie J. Cytokine elevations in acute coronary syndrome and ovarian cancer: A mechanism for the up-regulation of the acute phase proteins in these different disease etiologies. Clin Biochem 2008; 41:607-10. [DOI: 10.1016/j.clinbiochem.2008.01.019] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2007] [Revised: 01/17/2008] [Accepted: 01/18/2008] [Indexed: 10/22/2022]
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Fredriksson S, Horecka J, Terje Brustugun O, Schlingemann J, Koong AC, Tibshirani R, Davis RW. Multiplexed Proximity Ligation Assays to Profile Putative Plasma Biomarkers Relevant to Pancreatic and Ovarian Cancer. Clin Chem 2008; 54:582-9. [DOI: 10.1373/clinchem.2007.093195] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Abstract
Background: Sensitive methods are needed for biomarker discovery and validation. We tested one promising technology, multiplex proximity ligation assay (PLA), in a pilot study profiling plasma biomarkers in pancreatic and ovarian cancer.
Methods: We used 4 panels of 6- and 7-plex PLAs to detect biomarkers, with each assay consuming 1 μL plasma and using either matched monoclonal antibody pairs or single batches of polyclonal antibody. Protein analytes were converted to unique DNA amplicons by proximity ligation and subsequently detected by quantitative PCR. We profiled 18 pancreatic cancer cases and 19 controls and 19 ovarian cancer cases and 20 controls for the following proteins: a disintegrin and metalloprotease 8, CA-125, CA 19-9, carboxypeptidase A1, carcinoembryonic antigen, connective tissue growth factor, epidermal growth factor receptor, epithelial cell adhesion molecule, Her2, galectin-1, insulin-like growth factor 2, interleukin-1α, interleukin-7, mesothelin, macrophage migration inhibitory factor, osteopontin, secretory leukocyte peptidase inhibitor, tumor necrosis factor α, vascular endothelial growth factor, and chitinase 3–like 1. Probes for CA-125 were present in 3 of the multiplex panels. We measured plasma concentrations of the CA-125–mesothelin complex by use of a triple-specific PLA with 2 ligation events among 3 probes.
Results: The assays displayed consistent measurements of CA-125 independent of which other markers were simultaneously detected and showed good correlation with Luminex data. In comparison to literature reports, we achieved expected results for other putative markers.
Conclusion:
Multiplex PLA using either matched monoclonal antibodies or single batches of polyclonal antibody should prove useful for identifying and validating sets of putative disease biomarkers and finding multimarker panels.
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Affiliation(s)
- Simon Fredriksson
- Stanford Genome Technology Center, Bio-X, Stanford University, Stanford, CA
| | - Joe Horecka
- Stanford Genome Technology Center, Bio-X, Stanford University, Stanford, CA
| | | | - Joerg Schlingemann
- Rudbeck Laboratory, Department of Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Albert C Koong
- Department of Radiation Oncology, Stanford University, Stanford, CA
| | - Rob Tibshirani
- Departments of Health Research and Policy and Statistics, Stanford University, Stanford, CA
| | - Ronald W Davis
- Stanford Genome Technology Center, Bio-X, Stanford University, Stanford, CA
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39
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Lafky JM, Wilken JA, Baron AT, Maihle NJ. Clinical implications of the ErbB/epidermal growth factor (EGF) receptor family and its ligands in ovarian cancer. Biochim Biophys Acta Rev Cancer 2008; 1785:232-65. [PMID: 18291115 DOI: 10.1016/j.bbcan.2008.01.001] [Citation(s) in RCA: 108] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2007] [Revised: 01/22/2008] [Accepted: 01/23/2008] [Indexed: 01/28/2023]
Abstract
The ERBB or EGF receptor (EGFR) proto-oncogene family, which consists of four structurally-related transmembrane receptors (i.e., EGFR, ErbB2, ErbB3, and ErbB4), plays an etiological role in the molecular pathogenesis of cancer and is a key therapeutic target in many types of cancer, including ovarian cancer. These ErbB/EGF receptor tyrosine kinases play important physiologic roles in cell proliferation, survival, adhesion, motility, invasion, and angiogenesis. It is, therefore, not surprising that gene amplification, genetic mutation, and altered transcription/translation result in aberrant ErbB/EGF receptor expression and/or signal transduction, contributing to the development of malignant transformation. Clinically, the diagnostic, prognostic, and theragnostic significance of any single ErbB receptor and/or ErbB ligand is controversial, but generally, ErbB receptor overexpression has been correlated with poor prognosis and decreased therapeutic responsiveness in ovarian cancer patients. Thus, anticancer agents targeting ErbB/EGF receptors hold great promise for personalized cancer treatment. Yet, challenges remain in designing prospective clinical trials to assess the clinical utility of ErbB receptors and their ligands to diagnose cancer; to predict progression-free and overall survival, therapeutic responsiveness, and disease recurrence; and to monitor treatment responsiveness. Here, we review the tissue expression and serum biomarker studies that have evaluated the diagnostic, prognostic, and theragnostic utility of ErbB/EGF receptors, their circulating soluble isoforms (sEGFR/sErbBs), and their cognate ligands in ovarian cancer patients.
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Affiliation(s)
- Jacqueline M Lafky
- Department of Experimental Pathology, Mayo Clinic, Rochester, MN 55905, USA
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40
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Daniel KD, Kim GY, Vassiliou CC, Jalali-Yazdi F, Langer R, Cima MJ. Multi-reservoir device for detecting a soluble cancer biomarker. LAB ON A CHIP 2007; 7:1288-93. [PMID: 17896012 DOI: 10.1039/b705143c] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
By combining the sensing capabilities of nanoscale magnetic relaxation switches (MRS) within multi-reservoir structures, a potentially powerful implantable multiplexed sensor has been developed. MRS are magnetic nanoparticles that decrease the transverse relaxation time (T(2)) of water in the presence of an analyte. The switches encased in polydimethylsiloxane (PDMS) devices with polycarbonate membranes (10 nm pores) have demonstrated in vitro sensing of the beta subunit of human chorionic gonadotrophin (hCG-beta), which is elevated in testicular and ovarian cancer. Devices showed transverse relaxation time (T(2)) shortening by magnetic resonance imaging (MRI) when incubated in analyte solutions of 0.5 to 5 microg hCG-beta mL(-1). The decrease in T(2) was between 9% and 27% (compared to control devices) after approximately 28 h. This prototype device is an important first step in developing an implantable sensor for detecting soluble cancer biomarkers in vivo.
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Affiliation(s)
- Karen D Daniel
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
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41
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Yurkovetsky ZR, Linkov FY, E Malehorn D, Lokshin AE. Multiple biomarker panels for early detection of ovarian cancer. Future Oncol 2007; 2:733-41. [PMID: 17155900 DOI: 10.2217/14796694.2.6.733] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Ovarian cancer is the eighth most common cause of cancer mortality in women. It is diagnosed in more than 20,000 women in the USA each year and approximately 15,000 women die of the disease annually. The majority of patients are diagnosed with advanced-stage ovarian cancer, as this deadly disease causes minimal and nonspecific symptoms until late in the course of the disease. No standardized screening test exists to reliably detect ovarian cancer. Cancer antigen (CA)-125 is a protein antigen found at abnormally high levels in the blood of many women with ovarian cancer. Most healthy women have CA-125 levels of below 35 units/microl of blood serum. However, a number of noncancerous conditions can cause elevated CA 125 levels, and many women with early-stage ovarian cancer have normal CA-125 levels. Owing to these limitations, this test is not recommended for routine screening in women who are not at high risk or who do not have specific symptoms of the disease. Currently, many researchers are focusing on simultaneous examination of multiple markers to increase sensitivity of the screening test for early detection of ovarian cancer. Analysis of the current literature shows that combining several biomarkers dramatically improves sensitivity of CA-125 in ovarian cancer patients. This article provides a comprehensive overview of existing studies in the area of multimarker panel development for the early detection and monitoring of ovarian cancer. Our literature review demonstrates that a multimarker approach for the generation of a prototype assay for early detection of ovarian cancer has a great potential to lead to the development of a screening test for this disease.
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Affiliation(s)
- Zoya R Yurkovetsky
- University of Pittsburgh Cancer Institute, Hillman Cancer Center, 5117 Centre Avenue, Pittsburgh, PA 15213, USA.
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Bast RC, Brewer M, Zou C, Hernandez MA, Daley M, Ozols R, Lu K, Lu Z, Badgwell D, Mills GB, Skates S, Zhang Z, Chan D, Lokshin A, Yu Y. Prevention and early detection of ovarian cancer: mission impossible? Recent Results Cancer Res 2007; 174:91-100. [PMID: 17302189 DOI: 10.1007/978-3-540-37696-5_9] [Citation(s) in RCA: 78] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Epithelial ovarian cancer is neither a common nor a rare disease. In the United States, the prevalence of ovarian cancer in postmenopausal women (1 in 2,500) significantly affects strategies for prevention and detection. If chemoprevention for ovarian cancer were provided to all women over the age of 50, side effects would have to be minimal in order to achieve an acceptable ratio of benefit to risk. This ratio might be improved by identifying subsets of individuals at increased risk or by bundling prevention of ovarian cancer with treatment for other more prevalent conditions. Approximately 10% of ovarian cancers are familial and relate to mutations of BRCA1, BRCA2, and mismatch repair genes. More subtle genetic factors are being sought in women with apparently sporadic disease. Use of oral contraceptive agents for as long as 5 years decreases the risk of ovarian cancer in later life by 50%. In one study, fenretinide (4-HPR) delayed development of ovarian cancer in women at increased risk of developing breast and ovarian cancer. Accrual to confirmatory studies has been prohibitively slow and prophylactic oophorectomy is recommended for women at increased genetic risk. Vaccines may have a role for prevention of several different cancers. Breast and ovarian cancers express mucins that could serve as targets for vaccines to prevent both cancers. Early detection of ovarian cancer requires a strategy with high sensitivity (> 75% for stage I disease) and very high specificity (> 99.6%) to achieve a positive predictive value of 10%. Transvaginal sonography (TVS) has achieved these values in some studies, but is limited by the cost of annual screening in a general population. Two-stage strategies that incorporate both serum markers and TVS promise to be more cost-effective. An algorithm has been developed that calculates risk of ovarian cancer based on serial CA125 values and refers patients at highest risks for TVS. Use of the algorithm is currently being evaluated in a trial with 200,000 women in the United Kingdom that will critically test the ability of a two-stage screening strategy to improve survival in ovarian cancer. Whatever the outcome, additional serum markers will be required to detect all patients in an initial phase of screening. More than 30 serum markers have been evaluated alone and in combination with CA125. Recent candidates include: HE4, mesothelin, M-CSF, osteopontin, kallikrein(s) and soluble EGF receptor. Proteomic approaches have been used to define a distinctive pattern of peaks on mass spectroscopy or to identify a limited number of critical markers that can be assayed by more conventional methods. Several groups are placing known markers on multiplex platforms to permit simultaneous assay of multiple markers with very small volumes of serum. Mathematical techniques are being developed to analyze combinations of marker levels to improve sensitivity and specificity. In the future, serum markers should improve the sensitivity of detecting recurrent disease as well as facilitate earlier detection of ovarian cancer.
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Affiliation(s)
- Robert C Bast
- M.D. Anderson Cancer Center, Houston, TX 77030-4009, USA
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Abstract
Gynecologists have to differentiate between benign and malignant adnexal masses. We review the evidence supporting to the specialty care of a gynecologic oncologist on the basis of the physical examination, imaging studies, family history, and CA 125 determination. We recommend adherence to the ACOG/SGO Joint Opinion guidelines. Specifically, referral to a gynecologic oncologist seems warranted for postmenopausal women with elevated CA 125, nodular or fixed pelvic mass, metastatic disease, ascites, or family history of breast or ovarian cancer. Premenopausal women should be referred if the CA 125 is elevated above 200 U/mL, there is an evidence of metastatic disease or ascites, or strong family history of breast or ovarian cancer.
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Affiliation(s)
- Bobbie S Gostout
- Division of Gynecologic Surgery, Mayo Clinic, Rochester, Minnesota 55905, USA.
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44
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Scholler N, Crawford M, Sato A, Drescher CW, O’Briant KC, Kiviat N, Anderson GL, Urban N. Bead-based ELISA for validation of ovarian cancer early detection markers. Clin Cancer Res 2006; 12:2117-24. [PMID: 16609024 PMCID: PMC2734269 DOI: 10.1158/1078-0432.ccr-05-2007] [Citation(s) in RCA: 105] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
PURPOSE Efforts to validate ovarian cancer early detection biomarkers with immunoassays are challenged by the limited specimen volumes available. We sought to develop a specimen-efficient assay to measure CA125 in serum, assess its reproducibility, validity, and performance, and test its potential for multiplexing and combining with human epididymis protein 4 (HE4), a promising novel ovarian cancer marker. EXPERIMENTAL DESIGN Four pairs of commercially available anti-CA125 antibodies and one pair of anti-HE4 antibodies were evaluated for accuracy in measuring known concentrations of antigen on a bead-based platform. The two best pairs were further assessed for reproducibility, validity, and the ability to discriminate between blinded serum samples obtained from ovarian cancer cases (n = 66) and women without ovarian cancer (n = 125). RESULTS Suitability for use in a bead-based assay varied across CA125 antibody pairs. Two CA125 bead-based assays were highly reproducible (overall correlations between replicates >/= 0.95; coefficients of variation < 0.2) and strongly correlated with the research standard CA125II RIA (correlations >/= 0.9). Their ability to distinguish ovarian cancer cases from non-cases based on receiver operating characteristic analyses (area under the curve, AUC, of 0.85 and 0.84) was close to that of the CA125II RIA (AUC, 0.87). The HE4 bead-based assay showed lower reproducibility but yielded an AUC of 0.89 in receiver operating characteristics analysis. Multiplexing was not possible but a composite marker including CA125 and HE4 achieved an AUC of 0.91. CONCLUSION Optimization procedures yielded two bead-based assays for CA125 that perform comparably to the standard CA125II RIA, which could be combined with an HE4 bead-based assay to improve diagnostic performance, and requires only 15 muL of sample each.
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Affiliation(s)
- Nathalie Scholler
- Translational Outcomes Research Laboratory, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Meghan Crawford
- Translational Outcomes Research Laboratory, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Alicia Sato
- WHI Clinical Coordinating Center, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Charles W. Drescher
- Cancer Prevention Program at the Fred Hutchinson Cancer Research Center, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Kathy C. O’Briant
- Cancer Prevention Program at the Fred Hutchinson Cancer Research Center, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Nancy Kiviat
- University of Washington, Harborview Medical Center, Seattle, WA
| | - Garnet L. Anderson
- WHI Clinical Coordinating Center, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
| | - Nicole Urban
- Cancer Prevention Program at the Fred Hutchinson Cancer Research Center, Public Health Sciences, 1100 Fairview Ave. N., Seattle, WA
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45
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Disis ML, Rivkin SE, Baron A, Markman M, Connolly D, Ueland F, Kohn E, Trimble E, Berek JS. Progress in ovarian cancer research: Proceedings of the 5th Biennial Ovarian Cancer Research Symposium. Int J Gynecol Cancer 2006; 16:463-9. [PMID: 16681712 DOI: 10.1111/j.1525-1438.2006.00559.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Ovarian cancer remains the most lethal gynecological malignancy. The 5th Biennial Symposium overviewed the progress of ovarian cancer research over the last few years. Molecularly based technologies have allowed the identification of multiple biomarkers to aid in ovarian cancer diagnosis and treatment. Furthermore, data analysis systems evaluating the behavior of these markers have been designed. Therapeutic use of ovarian cancer protein markers has been fueled by the development of animal models that more closely simulate the pathogenesis of ovarian cancer, and multiple new therapies are being developed that may have impact against the disease. Finally, the design of clinical trials both for ovarian cancer treatment and prevention are key in advancing the science of ovarian cancer into the clinic. The need for strategies that would optimize patient participation in clinical trials is paramount.
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Affiliation(s)
- M L Disis
- University of Washington, Seattle, Washington, USA.
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Affiliation(s)
- J R van Nagell
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Markey Cancer Center, University of Kentucky Chandler Medical Center, Lexington 40536-0293, USA.
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Soluble Epidermal Growth Factor Receptor (sEGFR) and Cancer Antigen 125 (CA 125) as Screening and Diagnostic Tests for Epithelial Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2005. [DOI: 10.1158/1055-9965.epi-14-6-cor] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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