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Futia GL, Schlaepfer IR, Qamar L, Behbakht K, Gibson EA. Statistical performance of image cytometry for DNA, lipids, cytokeratin, & CD45 in a model system for circulation tumor cell detection. Cytometry A 2017; 91:662-674. [PMID: 28608985 DOI: 10.1002/cyto.a.23144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Revised: 03/13/2017] [Accepted: 05/08/2017] [Indexed: 11/06/2022]
Abstract
Detection of circulating tumor cells (CTCs) in a blood sample is limited by the sensitivity and specificity of the biomarker panel used to identify CTCs over other blood cells. In this work, we present Bayesian theory that shows how test sensitivity and specificity set the rarity of cell that a test can detect. We perform our calculation of sensitivity and specificity on our image cytometry biomarker panel by testing on pure disease positive (D+ ) populations (MCF7 cells) and pure disease negative populations (D- ) (leukocytes). In this system, we performed multi-channel confocal fluorescence microscopy to image biomarkers of DNA, lipids, CD45, and Cytokeratin. Using custom software, we segmented our confocal images into regions of interest consisting of individual cells and computed the image metrics of total signal, second spatial moment, spatial frequency second moment, and the product of the spatial-spatial frequency moments. We present our analysis of these 16 features. The best performing of the 16 features produced an average separation of three standard deviations between D+ and D- and an average detectable rarity of ∼1 in 200. We performed multivariable regression and feature selection to combine multiple features for increased performance and showed an average separation of seven standard deviations between the D+ and D- populations making our average detectable rarity of ∼1 in 480. Histograms and receiver operating characteristics (ROC) curves for these features and regressions are presented. We conclude that simple regression analysis holds promise to further improve the separation of rare cells in cytometry applications. © 2017 International Society for Advancement of Cytometry.
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Affiliation(s)
- Gregory L Futia
- Department of Bioengineering, University of Colorado Denver
- Anschutz Medical Campus, 12700 E. 19th Ave, Aurora, Colorado, 80045
| | - Isabel R Schlaepfer
- Division of Medical Oncology, University of Colorado
- Anschutz Medical Campus, 12801 E. 17th Ave, Aurora, Colorado, 80045
| | - Lubna Qamar
- Department of Obstetrics and Gynecology, University of Colorado
- Anschutz Medical Campus, 12700 E. 19th Ave, Aurora, Colorado, 80045
| | - Kian Behbakht
- Department of Obstetrics and Gynecology, University of Colorado
- Anschutz Medical Campus, 12700 E. 19th Ave, Aurora, Colorado, 80045
| | - Emily A Gibson
- Department of Bioengineering, University of Colorado Denver
- Anschutz Medical Campus, 12700 E. 19th Ave, Aurora, Colorado, 80045
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Abstract
Chromosome instability (CIN) is gaining increasing interest as a central process in cancer. CIN, either past or present, is indicated whenever tumour cells harbour an abnormal quantity of DNA, termed 'aneuploidy'. At present, the most widely used approach to detecting aneuploidy is DNA cytometry - a well-known research assay that involves staining of DNA in the nuclei of cells from a tissue sample, followed by analysis using quantitative flow cytometry or microscopic imaging. Aneuploidy in cancer tissue has been implicated as a predictor of a poor prognosis. In this Review, we have explored this hypothesis by surveying the current landscape of peer-reviewed research in which DNA cytometry has been applied in studies with disease-appropriate clinical follow up. This area of research is broad, however, and we restricted our survey to results published since 2000 relating to seven common epithelial cancers (those of the breast; endometrium, ovary, and uterine cervix; oesophagus; colon and rectum; lung; prostate; and bladder). We placed particular emphasis on results from multivariate analyses to pinpoint situations in which the prognostic value of aneuploidy as a biomarker is strong compared with that of existing indicators, such as clinical stage, histological grade, and specific molecular markers. We summarize the implications of our findings for the prognostic use of ploidy analysis in the clinic and for the theoretical understanding of the role of CIN in carcinogenesis.
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Oral lichen planus patients exhibit consistent chromosomal numerical aberrations: A follow-up analysis. Head Neck 2015; 38 Suppl 1:E741-6. [DOI: 10.1002/hed.24086] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2013] [Revised: 11/12/2014] [Accepted: 04/14/2015] [Indexed: 11/07/2022] Open
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Prognostic Significance of Cell Cycle- and Invasion-Related Molecular Markers and Genomic Instability in Primary Carcinoma of the Vagina. Int J Gynecol Cancer 2013; 23:41-51. [DOI: 10.1097/igc.0b013e31827670c4] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
ObjectiveThis study aimed to analyze the prognostic value of DNA content and biological markers for cell cycle regulation and invasion in primary carcinoma of the vagina (PCV).Material and MethodsSeventy-two consecutive patients with PCV, categorized as short-term (≤2 years) and long-term (≥8 years) survivors, were evaluated for DNA content by image cytometry, and for expression of p53, p21, cyclin A, Ki67, E-cadherin, and laminin-5γ2 chain by immunohistochemistry. The relationship between these biological markers and histopathological and clinical parameters was assessed.ResultsAll PCV showed aneuploid DNA content. Most of the PCV patients showed no overexpression of p53 and high expression of p21, cyclin A, and Ki67. Loss or underexpression of E-cadherin was found in 94% (68/72) of PCV patients, and all patients showed immunopositivity for the laminin-5γ2 chain. Tumors with a vaginal longitudinal location in the lower third or in the entire vagina more often had overexpression of p53, high expression of Ki67 (P = 0.044), and underexpression of E-cadherin (P = 0.038), than tumors confined only to the upper third. Overexpression of p53 was significantly associated with short-term survival in the univariate analysis, but not in the multivariate analysis adjusted for age at diagnosis and tumor size.ConclusionsThe expression level of some markers was related to tumor location, which might be indicative of different genesis. Overexpression of p53 was associated with short-term survival, but the only independent predictors of survival were age at diagnosis and tumor size.
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Abstract
BACKGROUND The histopathological classification and staging system for uterine sarcoma (US) were revised in 2003 and 2009, respectively. However, there is currently no consensus on the significance of various prognostic factors. Therefore the available clinicopathological data on US are summarized in this review. METHODS Articles on uterine sarcoma published in English from 1970 to 2011 were identified systematically by computer-based searches in Medline and the Cochrane Library. RESULTS Prognosis of US is poor, with a five-year survival rate as low as 30%. The most common histological types are leiomyosarcoma (LMS, 63%), endometrial stromal sarcoma (ESS, 21%), adenosarcoma (6%), undifferentiated sarcoma (5%) and other types (5%). Carcinosarcoma is a mixed tumor, which is today regarded as a subset of endometrial carcinoma. Disease stage is the most important prognostic factor for all types of US. However, the prognosis of stage I LMS is also significantly related to tumor size and mitotic index (MI), and stage I ESS is related to MI and tumor cell necrosis (TCN). In adenosarcoma, TCN is the only significant histopathological prognostic factor. Information on the use of preoperative imaging for staging purposes is lacking. Total hysterectomy is the cornerstone of US treatment. The ovary can be preserved in premenopausal women with early-stage LMS and ESS, and routine lymphadenectomy is not necessary unless enlarged lymph nodes are present. As tumor-free resection margins at primary surgery are the most important prognostic factor for survival, sarcoma surgery should be centralized. Adjuvant treatment has changed from radiation therapy to chemotherapy over the last decades, without any change in survival. CONCLUSION There are differences in survival between histological types of US. LMS and ESS can be divided into different prognostic groups and should be treated separately.
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Affiliation(s)
- Claes G Tropé
- Department of Gynaecologic Oncology, Oslo University Hospital, the Norwegian Radium Hospital, Norway.
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Gemoll T, Habermann JK, Lahmann J, Szymczak S, Lundgren C, Bündgen NK, Jungbluth T, Nordström B, Becker S, Lomnytska MI, Bruch HP, Ziegler A, Hellman U, Auer G, Roblick UJ, Jörnvall H. Protein profiling of genomic instability in endometrial cancer. Cell Mol Life Sci 2012; 69:325-33. [PMID: 21739232 PMCID: PMC11115173 DOI: 10.1007/s00018-011-0752-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2011] [Revised: 06/07/2011] [Accepted: 06/14/2011] [Indexed: 11/28/2022]
Abstract
DNA aneuploidy has been identified as a prognostic factor in the majority of epithelial malignancies. We aimed at identifying ploidy-associated protein expression in endometrial cancer of different prognostic subgroups. Comparison of gel electrophoresis-based protein expression patterns between normal endometrium (n = 5), diploid (n = 7), and aneuploid (n = 7) endometrial carcinoma detected 121 ploidy-associated protein forms, 42 differentially expressed between normal endometrium and diploid endometrioid carcinomas, 37 between diploid and aneuploid endometrioid carcinomas, and 41 between diploid endometrioid and aneuploid uterine papillary serous cancer. Proteins were identified by mass spectrometry and evaluated by Ingenuity Pathway Analysis. Targets were confirmed by liquid chromatography/mass spectrometry. Mass spectrometry identified 41 distinct polypeptides and pathway analysis resulted in high-ranked networks with vimentin and Nf-κB as central nodes. These results identify ploidy-associated protein expression differences that overrule histopathology-associated expression differences and emphasize particular protein networks in genomic stability of endometrial cancer.
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Affiliation(s)
- Timo Gemoll
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheeles väg 2, 17177 Stockholm, Sweden
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
- Karolinska Biomic Center, Karolinska Institutet, 17176 Stockholm, Sweden
| | - Jens K. Habermann
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheeles väg 2, 17177 Stockholm, Sweden
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Johanna Lahmann
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Silke Szymczak
- Institute of Medical Biometry and Statistics, University of Lübeck, 23562 Lübeck, Germany
| | - Caroline Lundgren
- Department of Oncology, Radiumhemmet, Karolinska University Hospital, 17176 Stockholm, Sweden
| | - Nana K. Bündgen
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Thomas Jungbluth
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Britta Nordström
- Department of Oncology, Radiumhemmet, Karolinska University Hospital, 17176 Stockholm, Sweden
| | - Susanne Becker
- Karolinska Biomic Center, Karolinska Institutet, 17176 Stockholm, Sweden
| | - Marta I. Lomnytska
- Karolinska Biomic Center, Karolinska Institutet, 17176 Stockholm, Sweden
- Department of Oncology, Radiumhemmet, Karolinska University Hospital, 17176 Stockholm, Sweden
| | - Hans-Peter Bruch
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Andreas Ziegler
- Institute of Medical Biometry and Statistics, University of Lübeck, 23562 Lübeck, Germany
| | - Ulf Hellman
- Ludwig Institute for Cancer Research, Ltd., 75124 Uppsala, Sweden
| | - Gert Auer
- Karolinska Biomic Center, Karolinska Institutet, 17176 Stockholm, Sweden
| | - Uwe J. Roblick
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheeles väg 2, 17177 Stockholm, Sweden
- Department of Surgery, University of Lübeck, 23538 Lübeck, Germany
| | - Hans Jörnvall
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheeles väg 2, 17177 Stockholm, Sweden
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Wik E, Trovik J, Iversen OE, Engelsen IB, Stefansson IM, Vestrheim LC, Haugland HK, Akslen LA, Salvesen HB. Deoxyribonucleic acid ploidy in endometrial carcinoma: a reproducible and valid prognostic marker in a routine diagnostic setting. Am J Obstet Gynecol 2009; 201:603.e1-7. [PMID: 19800606 DOI: 10.1016/j.ajog.2009.07.029] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2009] [Revised: 05/20/2009] [Accepted: 07/14/2009] [Indexed: 10/20/2022]
Abstract
OBJECTIVE The objective of the study was to investigate the prognostic impact of deoxyribonucleic acid (DNA) ploidy in endometrial carcinoma in a routine diagnostic series as compared with a research series. STUDY DESIGN We studied a population-based series of 363 endometrial carcinomas prospectively collected, with long and complete follow-up. The prognostic value of DNA ploidy was investigated in a routine diagnostic series (n=262) and compared with the results from a previous research series (n=101). RESULTS The proportion of DNA aneuploid tumors was 21% in the research series and 25% in the routine diagnostic series (P=NS). In both series, DNA aneuploidy was significantly correlated to higher age at diagnosis, nonendometrioid subtype, and high histologic grade. Patients with DNA aneuploid tumors had significantly poorer survival, adjusted for established clinicopathologic prognostic factors. CONCLUSION DNA ploidy estimation in endometrial carcinoma adds independent prognostic information in a routine diagnostic setting.
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Kildal W, Abeler V, Kristensen G, Jenstad M, Thoresen S, Danielsen H. The prognostic value of DNA ploidy in a total population of uterine sarcomas. Ann Oncol 2009; 20:1037-41. [DOI: 10.1093/annonc/mdn765] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Kulkarni AA, Loddo M, Leo E, Rashid M, Eward KL, Fanshawe TR, Butcher J, Frost A, Ledermann JA, Williams GH, Stoeber K. DNA Replication Licensing Factors and Aurora Kinases are Linked to Aneuploidy and Clinical Outcome in Epithelial Ovarian Carcinoma. Clin Cancer Res 2007; 13:6153-61. [DOI: 10.1158/1078-0432.ccr-07-0671] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Hirshberg A, Yarom N, Amariglio N, Yahalom R, Adam I, Stanchescu R, Ben-Dov I, Taicher S, Rechavi G, Trakhtenbrot L. Detection of non-diploid cells in premalignant and malignant oral lesions using combined morphological and FISH analysis - a new method for early detection of suspicious oral lesions. Cancer Lett 2007; 253:282-90. [PMID: 17386971 DOI: 10.1016/j.canlet.2007.02.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2006] [Revised: 02/02/2007] [Accepted: 02/05/2007] [Indexed: 11/15/2022]
Abstract
Alteration in DNA content is an early event in oral carcinogenesis. We have examined oral brush samples to detect non-diploid cells (NDC) using simultaneous morphological and cytogenetic analysis. The study included 8 oral squamous cell carcinomas (OSCC), 22 premalignant lesions (OPLs), and 25 control individuals. Slides stained with Giemsa followed by FISH using chromosome 2 centromeric DNA probe, were scanned and fluorescent signals were simultaneously analyzed in parallel with the morphology. The proportion of NDC increased with the severity of the diagnosis. In two control subjects, 1-1.5% of the examined cells were NDC. Over 2% NDC were present in all OSCC cases and in 11 of the OPLs, of which, in 8 the histologic diagnosis was either epithelial hyperplasia or mild dysplasia. A significant number of NDC had normal morphology when cytomorphology and FISH were compared. Two patients with OPLs developed OSCC these patients had a significant proportion of NDC. We suggest that the combined morphological and cytogenetic analysis of cells collected by a non-invasive brush sampling can enhance early detection of potentially malignant cells.
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Affiliation(s)
- Abraham Hirshberg
- Department of Oral Pathology and Oral Medicine, The Maurice and Gabriela Goldschleger School of Dental Medicine, Tel Aviv University, Tel Aviv, Israel.
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