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Alkabie S, Bello B, Martinez RF, Geis WP, Ballo MS. Metastatic Adenocarcinoma of Unknown Origin Presenting as Small Bowel Perforation. J Investig Med High Impact Case Rep 2015; 3:2324709615577415. [PMID: 26425638 PMCID: PMC4586912 DOI: 10.1177/2324709615577415] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Metastatic malignant tumors that originate from occult primaries are defined as “cancers of unknown origin.” We herein present the case of a 59-year-old man who presented with small bowel perforation secondary to metastatic adenocarcinoma of an unknown primary site. Imaging exhibited two pulmonary nodules, neither of which was dominant, along with mediastinal and retroperitoneal lymphadenopathy. Immunohistochemical profiling of the small bowel biopsy specimens revealed the tumor was most likely pulmonary in origin.
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Affiliation(s)
- Samir Alkabie
- Northwest Hospital, Randallstown, MD, USA
- Saba University School of Medicine, Devens, MA, USA
| | - Brian Bello
- Northwest Hospital, Randallstown, MD, USA
- Sinai Hospital, Baltimore, MD, USA
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Abstract
BACKGROUND Cancer of unknown primary site (CUP) comprises a relatively frequently occurring group of heterogeneous malignant tumors in the clinical routine, which currently has an abysmal prognosis for affected patients. Based on the improved diagnostic tools it is now possible to identify subgroups of patients with different clinical prognoses. New therapies adapted to these identified subgroups are becoming increasingly more relevant. AIM This review aims to evaluate the role of surgery and different surgical options in the therapy of patients with CUP. RESULTS For the treatment of patients with CUP it is important to identify subgroups of patients with a better prognosis. Surgical resection of CUP metastasis is a therapy option leading to a prolonged survival in (1) women with papillary peritoneal adenocarcinomatosis, (2) women with axillary lymph node metastasis of adenocarcinoma, (3) patients with cervical lymph node metastasis of squamous cell carcinoma, (4) patients with inguinal lymph node metastasis, (5) patients with poorly differentiated carcinomas with midline distribution (e.g. extragonadal germ cell syndrome) and (6) patients with small resectable tumors. CONCLUSION Surgery is an important therapy option in different subgroups of patients with CUP. Together with multimodal therapy, adjusted according to the identified most likely origin of the primary tumor, it is possible to prolong patient survival.
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Affiliation(s)
- T Schmidt
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Universitätklinikum Heidelberg, Im Neuenheimer Feld 110, 69117, Heidelberg, Deutschland
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Søkilde R, Vincent M, Møller AK, Hansen A, Høiby PE, Blondal T, Nielsen BS, Daugaard G, Møller S, Litman T. Efficient identification of miRNAs for classification of tumor origin. J Mol Diagn 2013; 16:106-15. [PMID: 24211363 DOI: 10.1016/j.jmoldx.2013.10.001] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Revised: 09/16/2013] [Accepted: 10/01/2013] [Indexed: 12/18/2022] Open
Abstract
Carcinomas of unknown primary origin constitute 3% to 5% of all newly diagnosed metastatic cancers, with the primary source difficult to classify with current histological methods. Effective cancer treatment depends on early and accurate identification of the tumor; patients with metastases of unknown origin have poor prognosis and short survival. Because miRNA expression is highly tissue specific, the miRNA profile of a metastasis may be used to identify its origin. We therefore evaluated the potential of miRNA profiling to identify the primary tumor of known metastases. Two hundred eight formalin-fixed, paraffin-embedded samples, representing 15 different histologies, were profiled on a locked nucleic acid-enhanced microarray platform, which allows for highly sensitive and specific detection of miRNA. On the basis of these data, we developed and cross-validated a novel classification algorithm, least absolute shrinkage and selection operator, which had an overall accuracy of 85% (CI, 79%-89%). When the classifier was applied on an independent test set of 48 metastases, the primary site was correctly identified in 42 cases (88% accuracy; CI, 75%-94%). Our findings suggest that miRNA expression profiling on paraffin tissue can efficiently predict the primary origin of a tumor and may provide pathologists with a molecular diagnostic tool that can improve their capability to correctly identify the origin of hitherto unidentifiable metastatic tumors and, eventually, enable tailored therapy.
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Affiliation(s)
| | | | - Anne K Møller
- Department of Oncology, State University Hospital, Copenhagen, Denmark
| | - Alastair Hansen
- Department of Pathology, Herlev University Hospital, Herlev, Denmark
| | | | | | | | - Gedske Daugaard
- Department of Oncology, State University Hospital, Copenhagen, Denmark
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Schnabel CA, Erlander MG. Gene expression-based diagnostics for molecular cancer classification of difficult to diagnose tumors. ACTA ACUST UNITED AC 2012; 6:407-19. [PMID: 23480806 DOI: 10.1517/17530059.2012.704363] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
INTRODUCTION Standardized methods for accurate tumor classification are of critical importance for cancer diagnosis and treatment, particularly in diagnostically-challenging cases where site-directed therapies are an option. Molecular diagnostics for tumor classification, subclassification and site of origin determination based on advances in gene expression profiling have translated into clinical practice as complementary approaches to clinicopathological evaluations. AREAS COVERED In this review, the foundational science of gene expression-based cancer classification, technical and clinical considerations for clinical translation, and an overview of molecular signatures of tumor classification that are available for clinical use will be discussed. Proposed approaches will also be described for further integration of molecular tests for cancer classification into the diagnostic paradigm using a tissue-based strategy as a key component to direct evaluation. EXPERT OPINION Increasing evidence of improved patient outcomes with the application of site and molecularly-targeted cancer therapy through use of molecular tools highlights the growing potential for these gene expression-based diagnostics to positively impact patient management. Looking forward, the availability of adequate tissue will be a significant issue and limiting factor as cancer diagnosis progresses; when the tumor specimen is limited, use of molecular classification may be a reasonable early step in the evaluation, particularly if the tumor is poorly-differentiated and has atypical features.
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Differentiating rectal carcinoma by an immunohistological analysis of carcinomas of pelvic organs based on the NCBI Literature Survey and the Human Protein Atlas database. Surg Today 2012; 42:515-25. [PMID: 22441574 DOI: 10.1007/s00595-012-0167-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2011] [Accepted: 08/01/2011] [Indexed: 12/27/2022]
Abstract
The treatments and prognoses of pelvic organ carcinomas differ, depending on whether the primary tumor originated in the rectum, urinary bladder, prostate, ovary, or uterus; therefore, it is essential to diagnose pathologically the primary origin and stages of these tumors. To establish the panels of immunohistochemical markers for differential diagnosis, we reviewed 91 of the NCBI articles on these topics and found that the results correlated closely with those of the public protein database, the Human Protein Atlas. The results revealed the panels of immunohistochemical markers for the differential diagnosis of rectal adenocarcinoma, in which [+] designates positivity in rectal adenocarcinoma and [-] designates negativity in rectal adenocarcinoma: from bladder adenocarcinoma, CDX2[+], VIL1[+], KRT7[-], THBD[-] and UPK3A[-]; from prostate adenocarcinoma, CDX2[+], VIL1[+], CEACAM5[+], KLK3(PSA)[-], ACPP(PAP)[-] and SLC45A3(prostein)[-]; and from ovarian mucinous adenocarcinoma, CEACAM5[+], VIL1[+], CDX2[+], KRT7[-] and MUC5AC[-]. The panels of markers distinguishing ovarian serous adenocarcinoma, cervical carcinoma, and endometrial adenocarcinoma were also represented. Such a comprehensive review on the differential diagnosis of carcinomas of pelvic organs has not been reported before. Thus, much information has been accumulated in public databases to provide an invaluable resource for clinicians and researchers.
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Natoli C, Ramazzotti V, Nappi O, Giacomini P, Palmeri S, Salvatore M, Landriscina M, Zilli M, Natali PG, Tinari N, Iacobelli S. Unknown primary tumors. Biochim Biophys Acta Rev Cancer 2011; 1816:13-24. [PMID: 21371531 DOI: 10.1016/j.bbcan.2011.02.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2011] [Revised: 02/17/2011] [Accepted: 02/19/2011] [Indexed: 12/27/2022]
Abstract
An unknown primary tumor (UPT) is defined by the presence of a metastatic cancer without a known primary site of origin despite a standardized diagnostic workup. Clinically, UPTs show rapid progression and early dissemination, with signs and symptoms related to the metastatic site. The molecular bases of their biology remain largely unknown, with no evidence as to whether they represent a distinct biological entity. Immunohistochemistry remain the best diagnostic tool in term of cost-effectiveness, but the time-consuming "algorithmic process" it relies on has led to the application of new molecular techniques for the identification of the primary site of UPTs. For example, several microarray or miRNA classifications of UPTs have been used, with an accuracy in the prediction of the primary site as high as 90%. It should be noted that validating a prediction of tissue origin is challenging in these patients, since most of them will never have a primary site identified. Moreover, prospective studies to determine whether selection of treatment options based on such profiling methods actually improves patient outcome are still missing. In the last few years functional imaging (i.e. FDG-PET/CT) has gained a main role in the detection of the site of origin of UPTs and is currently recommended by the European Association of Nuclear Medicine. However, despite recent refinements in the diagnostic workup, the site of origin of UPT often remains elusive. As a consequence, treatment of patients with UPT is still empirical and inadequate.
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Affiliation(s)
- C Natoli
- Unit of Medical Oncology, Department of Oncology and Experimental Medicine and CeSI, Fondazione 'G. D' Annunzio', University of Chieti-Pescara, 66100 Chieti, Italy.
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Mohamed MA, Lentz MR, Lee V, Halpern EF, Sacktor N, Selnes O, Barker PB, Pomper MG. Factor analysis of proton MR spectroscopic imaging data in HIV infection: metabolite-derived factors help identify infection and dementia. Radiology 2010; 254:577-86. [PMID: 20093528 DOI: 10.1148/radiol.09081867] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE To develop a relevant pathophysiologic model of human immunodeficiency virus (HIV)-associated dementia by studying regional variations in metabolite levels measured with magnetic resonance (MR) spectroscopic imaging and their relationship to immunologic measures and cognitive dysfunction. MATERIALS AND METHODS This was a HIPAA-compliant, institutional review board-approved study involving written informed consent. Distributions of N-acetylaspartate (NAA), choline (Cho), and creatine (Cr) concentrations in 94 subjects (20 seronegative controls and 74 HIV-positive subjects; 34 of the HIV-positive subjects having HIV-associated dementia; 63 men, 31 women; mean age, 40 years) were determined with proton (hydrogen 1 [(1)H]) MR spectroscopic imaging. HIV-positive subjects underwent neuropsychological testing and blood and cerebrospinal fluid (CSF) analysis. Factor analysis was utilized to determine associations between metabolites across regions. Analysis of variance and t tests were used to isolate differences between cohorts. RESULTS A "Cho factor" differentiated seronegative controls from HIV-infected cohorts, indicating elevated Cho levels across deep gray and white matter regions of HIV-positive individuals. An "NAA factor" differentiated those with dementia from those without and correlated best with psychomotor and executive function tests. A "Cr factor" indicated Cr elevations correlated with CSF monocyte chemoattractant protein-1 levels. NAA and Cr factor scores were strongly weighted to metabolite changes in white matter regions. CONCLUSION These results highlight the importance of white matter involvement in HIV-associated dementia and support the current pathogenesis model of glial cell proliferation in HIV infection, denoted by regional Cho elevations, and neuronal dysfunction and/or death, denoted by NAA decreases, associated with dementia. Factor analysis of MR spectroscopic imaging data is a useful method for determining regional metabolic variations in HIV infection and its neuropsychological correlates.
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Affiliation(s)
- Mona A Mohamed
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins Medical Institutions, 1550 Orleans St, 492 CRB II, Baltimore, MD 21231, USA
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Fernández Cotarelo MJ, Guerra Vales JM. [Diagnostic approach to cancer of unknown primary site]. Rev Clin Esp 2009; 209:347-51. [PMID: 19709540 DOI: 10.1016/s0014-2565(09)71820-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Cancer of unknown primary site (CUPS) is a heterogeneous entity defined by the presence of a histologically-proven metastatic neoplasm, in which the original tumor cannot be identified after a targeted study. The current guidelines for CUPS focus is not based on the search for the primary neoplasm but rather on the identification of patients who may benefit from a treatment that will prolong their survival, based on the clinical and histological characteristics of each case. By improving the diagnostic study, we avoid using fruitless tests in patients with limited therapeutic possibilities and poor short-term prognosis.
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Wittekind C, Horn LC. [Pathohistology and molecular genetic diagnostics in CUP syndrome]. DER PATHOLOGE 2009; 30:125-30. [PMID: 19083239 DOI: 10.1007/s00292-008-1117-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Patients with cancers of unknown primary (CUP syndrome) represent a relatively large group of cancer patients (5-10%) in whom the histomorphological diagnosis is made from tissue from the metastasis, and the site of the primary tumour remains unclear. The incidence is variable, depending on the definition used and the intensity of the search for a primary tumour. From a biological and prognostic point of view, it is helpful to distinguish eight clinical entities of the CUP syndrome; four of these entities can be subdivided histologically. Histopathologic diagnosis should be performed using a diagnostic algorithm based on the HE morphology and supplemented by immunohistochemistry. With the use of a broad spectrum of immunohistochemical markers, many tumour entities can be diagnosed, so in most cases molecular genetic investigations are not necessary.
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Affiliation(s)
- C Wittekind
- Institut für Pathologie, Universitätsklinikum Leipzig, Leipzig, Deutschland.
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Lentz MR, Lee V, Westmoreland SV, Ratai EM, Halpern EF, González RG. Factor analysis reveals differences in brain metabolism in macaques with SIV/AIDS and those with SIV-induced encephalitis. NMR IN BIOMEDICINE 2008; 21:878-887. [PMID: 18574793 PMCID: PMC2562421 DOI: 10.1002/nbm.1276] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
MRS has often been used to study metabolic processes in the HIV-infected brain. However, it remains unclear how changes in individual metabolites are related to one another in this context of virus-induced central nervous system dysfunction. We used factor analysis (FA) to identify patterns of metabolite distributions from an MRS study of healthy macaques and those infected with simian immunodeficiency virus (SIV) which were moribund with AIDS. FA summarized the correlations from nine metabolites into three main factors. Factor 3 identified patterns that discern healthy animals from those with SIV/AIDS. Factor 2 was able to differentiate between animals that had encephalitis and those moribund with AIDS but lacking encephalitis. Specifically, Factor 2 was able to distinguish animals with moderate to severe encephalitis from animals with mild or no encephalitis as well as uninfected controls. FA not only confirmed the involvement of neuronal metabolites (N-acetylaspartate and glutamate) in disease severity, but also detected changes in creatine and myo-inositol that have not been observed in the SIV macaque model previously. These results suggest that the divergent pathways of N-acetylaspartate and creatine in this disease may enable the commonly reported ratio N-acetylaspartate/creatine to be a more sensitive marker of disease severity.
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Affiliation(s)
- Margaret R. Lentz
- Department of Neuroradiology/A. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
| | - Vallent Lee
- Department of Neuroradiology/A. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
| | | | - Eva-Maria Ratai
- Department of Neuroradiology/A. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
| | - Elkan F. Halpern
- Department of Neuroradiology/A. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
| | - R. Gilberto González
- Department of Neuroradiology/A. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
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Varadhachary GR, Talantov D, Raber MN, Meng C, Hess KR, Jatkoe T, Lenzi R, Spigel DR, Wang Y, Greco FA, Abbruzzese JL, Hainsworth JD. Molecular Profiling of Carcinoma of Unknown Primary and Correlation With Clinical Evaluation. J Clin Oncol 2008; 26:4442-8. [DOI: 10.1200/jco.2007.14.4378] [Citation(s) in RCA: 200] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Purpose To evaluate the feasibility of a 10-gene reverse transcriptase polymerase chain reaction assay to identify the tissue of origin in patients with carcinoma of unknown primary (CUP) site. Patients and Methods Diagnostic biopsy formalin-fixed, paraffin-embedded (FFPE) specimens from 120 patients with CUP were collected retrospectively from Sarah Cannon Research Institute, Nashville, TN, and prospectively from The University of Texas M. D. Anderson Cancer Center, Houston, TX. Tissue of origin assignments by the assay were correlated with clinical and pathologic features and with response to therapy. Results The assay was successfully performed in 104 patients (87%), and a tissue of origin was assigned in 63 patients (61%). In the remaining 41 patients (39%), the molecular profiles were not specific for the six tumor types detectable by this assay. The tissues of origin most commonly identified were lung, pancreas, and colon; most of these patients had clinical and pathologic features consistent with these diagnoses. Patients with lung and pancreas profiles had poor response to treatment. Patients with colon cancer profiles had better response to colon cancer–specific therapies than they did to empiric CUP therapy with taxane/platinum regimens. Patients with ovarian cancer profiles were atypical, with widespread visceral metastases and a paucity of overt peritoneal involvement. Conclusion This gene expression profiling assay was feasible using FFPE biopsy specimens and identified a putative tissue of origin in 61% of patients with CUP. In most patients, the assigned tissue of origin was compatible with clinicopathologic features and response to treatment. Prospective studies in which assay results are used to direct therapy are indicated.
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Affiliation(s)
- Gauri R. Varadhachary
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Dmitri Talantov
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Martin N. Raber
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Christina Meng
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Kenneth R. Hess
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Tim Jatkoe
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Renato Lenzi
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - David R. Spigel
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - Yixin Wang
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - F. Anthony Greco
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - James L. Abbruzzese
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
| | - John D. Hainsworth
- From The University of Texas M. D. Anderson Cancer Center, Department of Gastrointestinal Medical Oncology, Houston TX; Sarah Cannon Research Institute and Tennessee Oncology, Nashville TN; and Veridex, La Jolla, CA
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Morozova O, Morozov V, Hoffman BG, Helgason CD, Marra MA. A seriation approach for visualization-driven discovery of co-expression patterns in Serial Analysis of Gene Expression (SAGE) data. PLoS One 2008; 3:e3205. [PMID: 18787709 PMCID: PMC2527533 DOI: 10.1371/journal.pone.0003205] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2008] [Accepted: 08/19/2008] [Indexed: 11/20/2022] Open
Abstract
Background Serial Analysis of Gene Expression (SAGE) is a DNA sequencing-based method for large-scale gene expression profiling that provides an alternative to microarray analysis. Most analyses of SAGE data aimed at identifying co-expressed genes have been accomplished using various versions of clustering approaches that often result in a number of false positives. Principal Findings Here we explore the use of seriation, a statistical approach for ordering sets of objects based on their similarity, for large-scale expression pattern discovery in SAGE data. For this specific task we implement a seriation heuristic we term ‘progressive construction of contigs’ that constructs local chains of related elements by sequentially rearranging margins of the correlation matrix. We apply the heuristic to the analysis of simulated and experimental SAGE data and compare our results to those obtained with a clustering algorithm developed specifically for SAGE data. We show using simulations that the performance of seriation compares favorably to that of the clustering algorithm on noisy SAGE data. Conclusions We explore the use of a seriation approach for visualization-based pattern discovery in SAGE data. Using both simulations and experimental data, we demonstrate that seriation is able to identify groups of co-expressed genes more accurately than a clustering algorithm developed specifically for SAGE data. Our results suggest that seriation is a useful method for the analysis of gene expression data whose applicability should be further pursued.
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Affiliation(s)
- Olena Morozova
- Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada.
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Pentheroudakis G, Golfinopoulos V, Pavlidis N. Switching benchmarks in cancer of unknown primary: From autopsy to microarray. Eur J Cancer 2007; 43:2026-36. [PMID: 17698346 DOI: 10.1016/j.ejca.2007.06.023] [Citation(s) in RCA: 160] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2007] [Accepted: 06/27/2007] [Indexed: 11/28/2022]
Abstract
INTRODUCTION Cancer of unknown primary (CUP) is associated with unknown biology and dismal prognosis. Information on the primary site of origin is scant and has never been analysed. We systematically reviewed all published evidence on the CUP primary site identified by two different approaches, either autopsy or microarray gene expression profiling. METHODS Published reports on identification of CUP primary site by autopsy or microarray-based multigene expression platforms were retrieved and analysed for year of publication, primary site, patient age, gender, histology, rate of primary identification, manifestations and metastatic deposits, microarray chip technology, training and validation sets, mathematical modelling, classification accuracy and number of classifying genes. RESULTS From 1944 to 2000, a total of 884 CUP patients (66% males) underwent autopsy in 12 studies after presenting with metastatic or systemic symptoms and succumbing to their disease. A primary was identified in 644 (73%) of them, mostly in the lung (27%), pancreas (24%), hepatobiliary tree (8%), kidneys (8%), bowel, genital system and stomach, as a small focus of adenocarcinoma or poorly differentiated carcinoma. An unpredictable systemic dissemination was evident with high frequency of lung (46%), nodal (35%), bone (17%), brain (16%) and uncommon (18%) deposits. Between the 1944-1980 and the 1980-2000 series, female representation increased, 'undetermined neoplasm' diagnosis became rarer, pancreatic primaries were found less often while colonic ones were identified more frequently. Four studies using microarray technology profiled more than 500 CUP cases using classifier set of genes (ranging from 10 to 495) and reported strikingly dissimilar frequencies of assigned primary sites (lung 11.5%, pancreas 12.5%, bowel 12%, breast 15%, hepatobiliary tree 8%, kidneys 6%, genital system 9%, bladder 5%) in 75-90% of the cases. CONCLUSIONS Evolution in medical imaging technology, diet and lifestyle habits probably account for changing epidemiology of CUP primaries in autopsies. Discrepant assignment of primary sites by microarrays may be due to the presence of 'sanctuary sites' in autopsies, molecular misclassification and the postulated presence of a pro-metastatic genetic signature. In view of the absence of patient therapeutic or prognostic benefit with primary identification, gene expression profiling should be re-orientated towards unraveling the complex pathophysiology of metastases.
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Affiliation(s)
- George Pentheroudakis
- Department of Medical Oncology, Ioannina University Hospital, Niarxou Avenue, 45500 Ioannina, Greece
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Talantov D, Baden J, Jatkoe T, Hahn K, Yu J, Rajpurohit Y, Jiang Y, Choi C, Ross JS, Atkins D, Wang Y, Mazumder A. A quantitative reverse transcriptase-polymerase chain reaction assay to identify metastatic carcinoma tissue of origin. J Mol Diagn 2006; 8:320-9. [PMID: 16825504 PMCID: PMC1867609 DOI: 10.2353/jmoldx.2006.050136] [Citation(s) in RCA: 85] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Identifying the primary site in patients with metastatic carcinoma of unknown primary origin can enable more specific therapeutic regimens and may prolong survival. Twenty-three putative tissue-specific markers for lung, colon, pancreatic, breast, prostate, and ovarian carcinomas were nominated by querying a gene expression profile database and by performing a literature search. Ten of these marker candidates were then selected based on validation by reverse transcriptase-polymerase chain reaction (RT-PCR) on 205 formalin-fixed, paraffin-embedded metastatic carcinoma specimens originating from these six and from other cancer types. Next, we optimized the RNA isolation and quantitative RT-PCR methods for these 10 markers and applied the quantitative RT-PCR assay to a set of 260 metastatic tumors. We then built a gene-based algorithm that predicted the tissue of origin of metastatic carcinomas with an overall leave-one-out cross-validation accuracy of 78%. Lastly, our assay demonstrated an accuracy of 76% when tested on an independent set of 48 metastatic samples, 37 of which were either a known primary or initially presented as carcinoma of unknown primary but were subsequently resolved.
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Viale G, Mastropasqua MG. Diagnostic and therapeutic management of carcinoma of unknown primary: histopathological and molecular diagnosis. Ann Oncol 2006; 17 Suppl 10:x163-7. [PMID: 17018717 DOI: 10.1093/annonc/mdl254] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- G Viale
- European Institute of Oncology and University of Milan, Milan, Italy
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Birkenkamp-Demtröder K, Wagner L, Brandt Sørensen F, Bording Astrup L, Gartner W, Scherübl H, Heine B, Christiansen P, Ørntoft TF. Secretagogin is a novel marker for neuroendocrine differentiation. Neuroendocrinology 2005; 82:121-38. [PMID: 16449819 DOI: 10.1159/000091207] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2005] [Accepted: 11/17/2005] [Indexed: 01/03/2023]
Abstract
Our previous microarray-based studies identified secretagogin to be highly expressed in normal colon mucosa compared to basal expression in colon adenocarcinomas. The aim of this study was to analyze the differential expression of secretagogin in normal mucosa, adenocarcinomas, and neuroendocrine tumors. Western blotting, immunohistochemistry, immunofluorescence microscopy and ELISA were applied. Western blot analysis detected a 32-kDa secretagogin band in samples from normal mucosa. Immunohistochemical analyses on tissue specimens showed that secretagogin is exclusively expressed in neuroendocrine cells and nerve cells in normal mucosa of the digestive tract. Tissues adjacent to benign hyperplasic polyps and adenomas showed a decreased number of secretagogin-expressing neuroendocrine cells. Secretagogin co-localized with neuroendocrine markers (chromogranin A, neuron-specific enolase, synaptophysin) in neuroendocrine cells in crypts of normal mucosa, and in tumor cells of carcinoids. Secretagogin was strongly expressed in the cytosol and the nucleus of 19 well-differentiated neuroendocrine carcinoids and carcinoid metastases, as well as in neuroendocrine tumors from the lung, pancreas and adrenal gland. Secretagogin was detected in plasma from carcinoid patients with distant metastasis. Combined immunohistochemical analysis of secretagogin and FK506-binding protein 65, a protein de novo synthesized in adenocarcinomas, distinguished well-differentiated carcinoids, adenocarcinoids and undifferentiated carcinomas. We conclude that secretagogin is a novel marker for neuroendocrine differentiation.
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Affiliation(s)
- Karin Birkenkamp-Demtröder
- Molecular Diagnostic Laboratory, Center for Molecular Clinical Cancer Research, Department of Clinical Biochemistry, Aarhus University Hospital/Skejby Sygehus, Aarhus, Denmark.
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