1
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Siegelmann R, Siegelmann HT. Meta-Analytic Operation of Threshold-independent Filtering (MOTiF) reveals sub-threshold genomic robustness in trisomy: The Jörmungandr Effect. Biochem Biophys Res Commun 2024; 737:150802. [PMID: 39500042 DOI: 10.1016/j.bbrc.2024.150802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 08/27/2024] [Accepted: 10/08/2024] [Indexed: 11/13/2024]
Abstract
Trisomy, a form of aneuploidy wherein the cell possesses an additional copy of a specific chromosome, exhibits a high correlation with cancer. Studies from across different hosts, cell-lines, and labs into the cellular effects induced by aneuploidy have conflicted, ranging from small, chaotic global changes to large instances of either overexpression or underexpression throughout the trisomic chromosome. We ascertained that conflicting findings may be correct but miss the overarching ground truth due to injudicious use of thresholds. To correct this deficiency, we introduce the Meta-analytic Operation of Threshold-independent Filtering (MOTiF) method, which begins by providing a panoramic view of all thresholds, transforms the data to eliminate the effects accounted for by known mechanisms, and then reconstructs an explanation of the mechanisms that underly the difference between the baseline and the uncharacterized effects observed. As a proof of concept, we applied MOTiF to human colonic epithelial cells, discovering a uniform decrease in gene expression levels throughout the genome, which while significant, is beneath most common thresholds. Using Hi-C data we identified the structural correlate, wherein the physical genomic architecture condenses, compactifying in a uniform, genome-wide manner. This effect, which we dub the Jörmungandr Effect, is likely a robustness mechanism counteracting the addition of a chromosome. We were able to break down the gene expression alterations into three overlapping mechanisms: the raw chromosome content, the genomic compartmentalization, and the global structural condensation. While further studies must be conducted to corroborate the hypothesized Jörmungandr Effect, MOTiF presents a useful meta-analytic tool in the realm of gene expression and beyond.
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Affiliation(s)
- Roy Siegelmann
- Department of Applied Mathematics and Statistics Johns Hopkins University, Baltimore, MD 21218-2680, USA.
| | - Hava T Siegelmann
- Manning College of Information and Computer Sciences University of Massachusetts, Amherst Amherst, MA 01003-9264, USA.
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2
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Beech C, Hechtman JF. Molecular Approach to Colorectal Carcinoma: Current Evidence and Clinical Application. Clin Lab Med 2024; 44:221-238. [PMID: 38821642 DOI: 10.1016/j.cll.2023.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2024]
Abstract
Colorectal carcinoma is one of the most common cancer types in men and women, responsible for both the third highest incidence of new cancer cases and the third highest cause of cancer deaths. In the last several decades, the molecular mechanisms surrounding colorectal carcinoma's tumorigenesis have become clearer through research, providing new avenues for diagnostic testing and novel approaches to therapeutics. Laboratories are tasked with providing the most current information to help guide clinical decisions. In this review, we summarize the current knowledge surrounding colorectal carcinoma tumorigenesis and highlight clinically relevant molecular testing.
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Affiliation(s)
- Cameron Beech
- Department of Pathology, Yale New Haven Hospital, New Haven, CT, USA
| | - Jaclyn F Hechtman
- Molecular and GI Pathologist, NeoGenomics Laboratories, Fort Myers, FL, USA.
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3
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Luz IS, Takaya R, Ribeiro DG, Castro MS, Fontes W. Proteomics: Unraveling the Cross Talk Between Innate Immunity and Disease Pathophysiology, Diagnostics, and Treatment Options. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2024; 1443:221-242. [PMID: 38409424 DOI: 10.1007/978-3-031-50624-6_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
Abstract
Inflammation is crucial in diseases, and proteins play a key role in the interplay between innate immunity and pathology. This review explores how proteomics helps understanding this relationship, focusing on diagnosis and treatment. We explore the dynamic innate response and the significance of proteomic techniques in deciphering the complex network of proteins involved in prevalent diseases, including infections, cancer, autoimmune and neurodegenerative disorders. Proteomics identifies key proteins in host-pathogen interactions, shedding light on infection mechanisms and inflammation. These discoveries hold promise for diagnostic tools, therapies, and vaccines. In cancer research, proteomics reveals innate signatures associated with tumor development, immune evasion, and therapeutic response. Additionally, proteomic analysis has unveiled autoantigens and dysregulation of the innate immune system in autoimmunity, offering opportunities for early diagnosis, disease monitoring, and new therapeutic targets. Moreover, proteomic analysis has identified altered protein expression patterns in neurodegenerative diseases like Alzheimer's and Parkinson's, providing insights into potential therapeutic strategies. Proteomics of the innate immune system provides a comprehensive understanding of disease mechanisms, identifies biomarkers, and enables effective interventions in various diseases. Despite still in its early stages, this approach holds great promise to revolutionize innate immunity research and significantly improve patient outcomes across a wide range of diseases.
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Affiliation(s)
- Isabelle Souza Luz
- Laboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, University of Brasilia, Brasília, Federal District, Brazil
| | - Raquel Takaya
- Laboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, University of Brasilia, Brasília, Federal District, Brazil
| | - Daiane Gonzaga Ribeiro
- Laboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, University of Brasilia, Brasília, Federal District, Brazil
| | - Mariana S Castro
- Laboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, University of Brasilia, Brasília, Federal District, Brazil
| | - Wagner Fontes
- Laboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, University of Brasilia, Brasília, Federal District, Brazil.
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4
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Praus F, Künstner A, Sauer T, Kohl M, Kern K, Deichmann S, Végvári Á, Keck T, Busch H, Habermann JK, Gemoll T. Panomics reveals patient individuality as the major driver of colorectal cancer progression. J Transl Med 2023; 21:41. [PMID: 36691026 PMCID: PMC9869555 DOI: 10.1186/s12967-022-03855-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Accepted: 12/26/2022] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND Colorectal cancer (CRC) is one of the most prevalent cancers, with over one million new cases per year. Overall, prognosis of CRC largely depends on the disease stage and metastatic status. As precision oncology for patients with CRC continues to improve, this study aimed to integrate genomic, transcriptomic, and proteomic analyses to identify significant differences in expression during CRC progression using a unique set of paired patient samples while considering tumour heterogeneity. METHODS We analysed fresh-frozen tissue samples prepared under strict cryogenic conditions of matched healthy colon mucosa, colorectal carcinoma, and liver metastasis from the same patients. Somatic mutations of known cancer-related genes were analysed using Illumina's TruSeq Amplicon Cancer Panel; the transcriptome was assessed comprehensively using Clariom D microarrays. The global proteome was evaluated by liquid chromatography-coupled mass spectrometry (LC‒MS/MS) and validated by two-dimensional difference in-gel electrophoresis. Subsequent unsupervised principal component clustering, statistical comparisons, and gene set enrichment analyses were calculated based on differential expression results. RESULTS Although panomics revealed low RNA and protein expression of CA1, CLCA1, MATN2, AHCYL2, and FCGBP in malignant tissues compared to healthy colon mucosa, no differentially expressed RNA or protein targets were detected between tumour and metastatic tissues. Subsequent intra-patient comparisons revealed highly specific expression differences (e.g., SRSF3, OLFM4, and CEACAM5) associated with patient-specific transcriptomes and proteomes. CONCLUSION Our research results highlight the importance of inter- and intra-tumour heterogeneity as well as individual, patient-paired evaluations for clinical studies. In addition to changes among groups reflecting CRC progression, we identified significant expression differences between normal colon mucosa, primary tumour, and liver metastasis samples from individuals, which might accelerate implementation of precision oncology in the future.
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Affiliation(s)
- Friederike Praus
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Axel Künstner
- Medical Systems Biology Group, Lübeck Institute Für Experimental Dermatology, University of Lübeck, Campus Lübeck, 23538, Lübeck, Germany
| | - Thorben Sauer
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Michael Kohl
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Medical Systems Biology Group, Lübeck Institute Für Experimental Dermatology, University of Lübeck, Campus Lübeck, 23538, Lübeck, Germany
| | - Katharina Kern
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Steffen Deichmann
- Department of Surgery, University Hospital Schleswig-Holstein, Campus Lübeck, 23538, Lübeck, Germany
| | - Ákos Végvári
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 171 77, Stockholm, Sweden
- Proteomics Biomedicum, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Tobias Keck
- Department of Surgery, University Hospital Schleswig-Holstein, Campus Lübeck, 23538, Lübeck, Germany
| | - Hauke Busch
- Medical Systems Biology Group, Lübeck Institute Für Experimental Dermatology, University of Lübeck, Campus Lübeck, 23538, Lübeck, Germany
| | - Jens K Habermann
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Department of Oncology Pathology, Karolinska Institutet, 171 64, Solna, Sweden
| | - Timo Gemoll
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Hospital Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany.
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5
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Beech C, Hechtman JF. Molecular Approach to Colorectal Carcinoma: Current Evidence and Clinical Application. Surg Pathol Clin 2021; 14:429-441. [PMID: 34373094 DOI: 10.1016/j.path.2021.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Colorectal carcinoma is one of the most common cancer types in men and women, responsible for both the third highest incidence of new cancer cases and the third highest cause of cancer deaths. In the last several decades, the molecular mechanisms surrounding colorectal carcinoma's tumorigenesis have become clearer through research, providing new avenues for diagnostic testing and novel approaches to therapeutics. Laboratories are tasked with providing the most current information to help guide clinical decisions. In this review, we summarize the current knowledge surrounding colorectal carcinoma tumorigenesis and highlight clinically relevant molecular testing.
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Affiliation(s)
- Cameron Beech
- Department of Pathology, Yale New Haven Hospital, New Haven, CT, USA
| | - Jaclyn F Hechtman
- Molecular and GI Pathologist, NeoGenomics Laboratories, Fort Myers, FL, USA.
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6
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Ippolito MR, Martis V, Martin S, Tijhuis AE, Hong C, Wardenaar R, Dumont M, Zerbib J, Spierings DCJ, Fachinetti D, Ben-David U, Foijer F, Santaguida S. Gene copy-number changes and chromosomal instability induced by aneuploidy confer resistance to chemotherapy. Dev Cell 2021; 56:2440-2454.e6. [PMID: 34352223 DOI: 10.1016/j.devcel.2021.07.006] [Citation(s) in RCA: 115] [Impact Index Per Article: 28.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 05/09/2021] [Accepted: 07/09/2021] [Indexed: 12/30/2022]
Abstract
Mitotic errors lead to aneuploidy, a condition of karyotype imbalance, frequently found in cancer cells. Alterations in chromosome copy number induce a wide variety of cellular stresses, including genome instability. Here, we show that cancer cells might exploit aneuploidy-induced genome instability and the resulting gene copy-number changes to survive under conditions of selective pressure, such as chemotherapy. Resistance to chemotherapeutic drugs was dictated by the acquisition of recurrent karyotypes, indicating that gene dosage might play a role in driving chemoresistance. Thus, our study establishes a causal link between aneuploidy-driven changes in gene copy number and chemoresistance and might explain why some chemotherapies fail to succeed.
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Affiliation(s)
- Marica Rosaria Ippolito
- Department of Experimental Oncology at IEO, European Institute of Oncology IRCCS, Via Adamello 16, 20139 Milan, Italy
| | - Valentino Martis
- Department of Experimental Oncology at IEO, European Institute of Oncology IRCCS, Via Adamello 16, 20139 Milan, Italy
| | - Sara Martin
- Department of Experimental Oncology at IEO, European Institute of Oncology IRCCS, Via Adamello 16, 20139 Milan, Italy
| | - Andréa E Tijhuis
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, 9713 AV, Groningen, the Netherlands
| | - Christy Hong
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, 9713 AV, Groningen, the Netherlands
| | - René Wardenaar
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, 9713 AV, Groningen, the Netherlands
| | - Marie Dumont
- Institut Curie, PSL Research University, CNRS, UMR144, Paris, France
| | - Johanna Zerbib
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Diana C J Spierings
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, 9713 AV, Groningen, the Netherlands
| | | | - Uri Ben-David
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Floris Foijer
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, 9713 AV, Groningen, the Netherlands
| | - Stefano Santaguida
- Department of Experimental Oncology at IEO, European Institute of Oncology IRCCS, Via Adamello 16, 20139 Milan, Italy; Department of Oncology and Hemato-Oncology, University of Milan, Via Santa Sofia 9/1, 20122 Milan, Italy.
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7
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Kour A, Sambyal V, Guleria K, Singh NR, Uppal MS, Manjari M, Sudan M. In silico pathway analysis based on chromosomal instability in breast cancer patients. BMC Med Genomics 2020; 13:168. [PMID: 33167967 PMCID: PMC7653868 DOI: 10.1186/s12920-020-00811-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 06/11/2020] [Indexed: 02/15/2023] Open
Abstract
BACKGROUND Complex genomic changes that arise in tumors are a consequence of chromosomal instability. In tumor cells genomic aberrations disrupt core signaling pathways involving various genes, thus delineating of signaling pathways can help understand the pathogenesis of cancer. The bioinformatics tools can further help in identifying networks of interactions between the genes to get a greater biological context of all genes affected by chromosomal instability. METHODS Karyotypic analyses was done in 150 clinically confirmed breast cancer patients and 150 age and gender matched healthy controls after 72 h Peripheral lymphocyte culturing and GTG-banding. Reactome database from Cytoscape software version 3.7.1 was used to perform in-silico analysis (functional interaction and gene enrichment). RESULTS Frequency of chromosomal aberrations (structural and numerical) was found to be significantly higher in patients as compared to controls. The genes harbored by chromosomal regions showing increased aberration frequency in patients were further analyzed in-silico. Pathway analysis on a set of genes that were not linked together revealed that genes HDAC3, NCOA1, NLRC4, COL1A1, RARA, WWTR1, and BRCA1 were enriched in the RNA Polymerase II Transcription pathway which is involved in recruitment, initiation, elongation and dissociation during transcription. CONCLUSION The current study employs the information inferred from chromosomal instability analysis in a non-target tissue for determining the genes and the pathways associated with breast cancer. These results can be further extrapolated by performing either mutation analysis in the genes/pathways deduced or expression analysis which can pinpoint the relevant functional impact of chromosomal instability.
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Affiliation(s)
- Akeen Kour
- Human Cytogenetics Laboratory, Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India
| | - Vasudha Sambyal
- Human Cytogenetics Laboratory, Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India.
| | - Kamlesh Guleria
- Human Cytogenetics Laboratory, Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India
| | - Neeti Rajan Singh
- Department of Surgery, Sri Guru Ram Das Institute of Medical Sciences and Research, Vallah, Amritsar, Punjab, India
| | - Manjit Singh Uppal
- Department of Surgery, Sri Guru Ram Das Institute of Medical Sciences and Research, Vallah, Amritsar, Punjab, India
| | - Mridu Manjari
- Department of Pathology, Sri Guru Ram Das Institute of Medical Sciences and Research, Vallah, Amritsar, Punjab, India
| | - Meena Sudan
- Department of Radiotherapy, Sri Guru Ram Das Institute of Medical Sciences and Research, Vallah, Amritsar, Punjab, India
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8
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Ried T, Meijer GA, Harrison DJ, Grech G, Franch-Expósito S, Briffa R, Carvalho B, Camps J. The landscape of genomic copy number alterations in colorectal cancer and their consequences on gene expression levels and disease outcome. Mol Aspects Med 2019; 69:48-61. [PMID: 31365882 DOI: 10.1016/j.mam.2019.07.007] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 07/23/2019] [Accepted: 07/26/2019] [Indexed: 12/18/2022]
Abstract
Aneuploidy, the unbalanced state of the chromosome content, represents a hallmark of most solid tumors, including colorectal cancer. Such aneuploidies result in tumor specific genomic imbalances, which emerge in premalignant precursor lesions. Moreover, increasing levels of chromosomal instability have been observed in adenocarcinomas and are maintained in distant metastases. A number of studies have systematically integrated copy number alterations with gene expression changes in primary carcinomas, cell lines, and experimental models of aneuploidy. In fact, chromosomal aneuploidies target a number of genes conferring a selective advantage for the metabolism of the cancer cell. Copy number alterations not only have a positive correlation with expression changes of the majority of genes on the altered genomic segment, but also have effects on the transcriptional levels of genes genome-wide. Finally, copy number alterations have been associated with disease outcome; nevertheless, the translational applicability in clinical practice requires further studies. Here, we (i) review the spectrum of genetic alterations that lead to colorectal cancer, (ii) describe the most frequent copy number alterations at different stages of colorectal carcinogenesis, (iii) exemplify their positive correlation with gene expression levels, and (iv) discuss copy number alterations that are potentially involved in disease outcome of individual patients.
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Affiliation(s)
- Thomas Ried
- Genetics Branch, Center for Cancer Research, National Cancer Institute/National Institutes of Health, Bethesda, MD, USA.
| | - Gerrit A Meijer
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - David J Harrison
- School of Medicine, University of St Andrews, St Andrews, Scotland, UK
| | - Godfrey Grech
- Laboratory of Molecular Pathology, Department of Pathology, Faculty of Medicine and Surgery, University of Malta, Msida, Malta
| | - Sebastià Franch-Expósito
- Gastrointestinal and Pancreatic Oncology Group, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), CIBEREHD, Barcelona, Spain
| | - Romina Briffa
- School of Medicine, University of St Andrews, St Andrews, Scotland, UK; Laboratory of Molecular Pathology, Department of Pathology, Faculty of Medicine and Surgery, University of Malta, Msida, Malta
| | - Beatriz Carvalho
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Jordi Camps
- Gastrointestinal and Pancreatic Oncology Group, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), CIBEREHD, Barcelona, Spain; Unitat de Biologia Cel·lular i Genètica Mèdica, Departament de Biologia Cel·lular, Fisiologia i Immunologia, Facultat de Medicina, Universitat Autònoma de Barcelona, Bellaterra, Spain.
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9
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Li Y, Li R, Lin C, Qin Y, Ma S. Penalized integrative semiparametric interaction analysis for multiple genetic datasets. Stat Med 2019; 38:3221-3242. [PMID: 30993736 DOI: 10.1002/sim.8172] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Revised: 02/08/2019] [Accepted: 03/27/2019] [Indexed: 12/19/2022]
Abstract
In this article, we consider a semiparametric additive partially linear interaction model for the integrative analysis of multiple genetic datasets. The goals are to identify important genetic predictors and gene-gene interactions and to estimate the nonparametric functions that describe the environmental effects at the same time. To find the similarities and differences of the genetic effects across different datasets, we impose a group structure on the regression coefficients matrix under the homogeneity assumption, ie, models for different datasets share the same sparsity structure, but the coefficients may differ across datasets. We develop an iterative approach to estimate the parameters of main effects, interactions and nonparametric functions, where a reparametrization of interaction parameters is implemented to meet the strong hierarchy assumption. We demonstrate the advantages of the proposed method in identification, estimation, and prediction in a series of numerical studies. We also apply the proposed method to the Skin Cutaneous Melanoma data and the lung cancer data from the Cancer Genome Atlas.
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Affiliation(s)
- Yang Li
- Center for Applied Statistics, Renmin University of China, Beijing, China.,School of Statistics, Renmin University of China, Beijing, China.,Statistical Consulting Center, Renmin University of China, Beijing, China
| | - Rong Li
- School of Statistics, Renmin University of China, Beijing, China.,Statistical Consulting Center, Renmin University of China, Beijing, China
| | - Cunjie Lin
- Center for Applied Statistics, Renmin University of China, Beijing, China.,School of Statistics, Renmin University of China, Beijing, China.,Statistical Consulting Center, Renmin University of China, Beijing, China
| | - Yichen Qin
- Department of Operations, Business Analytics and Information Systems, University of Cincinnati, Cincinatti, Ohio
| | - Shuangge Ma
- School of Statistics, Renmin University of China, Beijing, China.,Department of Biostatistics, Yale University, New Haven, Connecticut
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10
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Braun R, Ronquist S, Wangsa D, Chen H, Anthuber L, Gemoll T, Wangsa D, Koparde V, Hunn C, Habermann JK, Heselmeyer-Haddad K, Rajapakse I, Ried T. Single Chromosome Aneuploidy Induces Genome-Wide Perturbation of Nuclear Organization and Gene Expression. Neoplasia 2019; 21:401-412. [PMID: 30909073 PMCID: PMC6434407 DOI: 10.1016/j.neo.2019.02.003] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Revised: 02/22/2019] [Accepted: 02/26/2019] [Indexed: 12/21/2022] Open
Abstract
Chromosomal aneuploidy is a defining feature of carcinomas and results in tumor-entity specific genomic imbalances. For instance, most sporadic colorectal carcinomas carry extra copies of chromosome 7, an aneuploidy that emerges already in premalignant adenomas, and is maintained throughout tumor progression and in derived cell lines. A comprehensive understanding on how chromosomal aneuploidy affects nuclear organization and gene expression, i.e., the nucleome, remains elusive. We now analyzed a cell line established from healthy colon mucosa with a normal karyotype (46,XY) and its isogenic derived cell line that acquired an extra copy of chromosome 7 as its sole anomaly (47,XY,+7). We studied structure/function relationships consequent to aneuploidization using genome-wide chromosome conformation capture (Hi-C), RNA sequencing and protein profiling. The gain of chromosome 7 resulted in an increase of transcript levels of resident genes as well as genome-wide gene and protein expression changes. The Hi-C analysis showed that the extra copy of chromosome 7 is reflected in more interchromosomal contacts between the triploid chromosomes. Chromatin organization changes are observed genome-wide, as determined by changes in A/B compartmentalization and topologically associating domain (TAD) boundaries. Most notably, chromosome 4 shows a profound loss of chromatin organization, and chromosome 14 contains a large A/B compartment switch region, concurrent with resident gene expression changes. No changes to the nuclear position of the additional chromosome 7 territory were observed when measuring distances of chromosome painting probes by interphase FISH. Genome and protein data showed enrichment in signaling pathways crucial for malignant transformation, such as the HGF/MET-axis. We conclude that a specific chromosomal aneuploidy has profound impact on nuclear structure and function, both locally and genome-wide. Our study provides a benchmark for the analysis of cancer nucleomes with complex karyotypes.
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Affiliation(s)
- Rüdiger Braun
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Scott Ronquist
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Darawalee Wangsa
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Haiming Chen
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Lena Anthuber
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Timo Gemoll
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Medical Center Schleswig-Holstein, Lübeck, Germany
| | - Danny Wangsa
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Vishal Koparde
- CCR Collaborative Bioinformatics Resource (CCBR), Center for Cancer Research, NCI, Bethesda, MD, USA; Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Cynthia Hunn
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Jens K Habermann
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lübeck and University Medical Center Schleswig-Holstein, Lübeck, Germany
| | - Kerstin Heselmeyer-Haddad
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA
| | - Indika Rajapakse
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA; Department of Mathematics, University of Michigan, Ann Arbor, MI, USA.
| | - Thomas Ried
- Section of Cancer Genomics, National Cancer Institute, Center for Cancer Research, NIH, Bethesda, MD, USA.
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11
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Sun Y, Jiang Y, Li Y, Ma S. Identification of cancer omics commonality and difference via community fusion. Stat Med 2018; 38:1200-1212. [PMID: 30421444 DOI: 10.1002/sim.8027] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Revised: 10/06/2018] [Accepted: 10/13/2018] [Indexed: 12/18/2022]
Abstract
The analysis of cancer omics data is a "classic" problem; however, it still remains challenging. Advancing from early studies that are mostly focused on a single type of cancer, some recent studies have analyzed data on multiple "related" cancer types/subtypes, examined their commonality and difference, and led to insightful findings. In this article, we consider the analysis of multiple omics datasets, with each dataset on one type/subtype of "related" cancers. A Community Fusion (CoFu) approach is developed, which conducts marker selection and model building using a novel penalization technique, informatively accommodates the network community structure of omics measurements, and automatically identifies the commonality and difference of cancer omics markers. Simulation demonstrates its superiority over direct competitors. The analysis of TCGA lung cancer and melanoma data leads to interesting findings.
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Affiliation(s)
- Yifan Sun
- Center for Applied Statistics, Renmin University of China, Beijing, China.,School of Statistics, Renmin University of China, Beijing, China
| | - Yu Jiang
- School of Public Health, The University of Memphis, Memphis, Tennessee
| | - Yang Li
- Center for Applied Statistics, Renmin University of China, Beijing, China.,School of Statistics, Renmin University of China, Beijing, China.,Statistical Consulting Center, Renmin University of China, Beijing, China
| | - Shuangge Ma
- School of Statistics, Renmin University of China, Beijing, China.,Department of Biostatistics, Yale University, New Haven, Connecticut
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12
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Buishand FO, Cardin E, Hu Y, Ried T. Trichostatin A preferentially reverses the upregulation of gene-expression levels induced by gain of chromosome 7 in colorectal cancer cell lines. Genes Chromosomes Cancer 2017; 57:35-41. [PMID: 28940826 DOI: 10.1002/gcc.22505] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Revised: 09/20/2017] [Accepted: 09/20/2017] [Indexed: 12/11/2022] Open
Abstract
Epithelial cancers are defined by a tumor-specific distribution of chromosomal aneuploidies that are maintained when cells metastasize and are conserved in cell lines derived from primary tumors. Correlations between genomic copy number and gene expression have been observed for different tumors including, colorectal (CRC), breast, and pancreatic cancer. These ploidy-driven transcriptional deregulations are characterized by low-level expression changes of most genes on the affected chromosomes. The emergence of these aberrations at an early stage of tumorigenesis and the strong selection for the maintenance of these aneuploidies suggest that aneuploidy-dependent transcriptional deregulations might contribute to cellular transformation and maintenance of the malignant phenotype. The histone deacetylase inhibitor (HDACi) Trichostatin A (TSA) has anticancer effects and is well known to lead to large-scale gene-expression changes. Here we assessed if TSA could disrupt the aneuploidy-driven gene expression in the aneuploid colon cancer cell line SW480 and the artificially generated aneuploid cell line DLD-1 + 7. We found that TSA increases transcriptional activity throughout the genome, yet inhibits aneuploidy-induced gene-expression changes on chromosome 7. Among the TSA affected genes on chromosome 7, we identified potential CRC oncogenes. These experiments represent the first attempt to explain how histone acetylation affects aneuploidy-driven gene-expression changes.
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Affiliation(s)
- Floryne O Buishand
- Genetics Branch, Center for Cancer Research, National Cancer Institute, Building 50, Room 1408, Bethesda, Maryland.,Department of Clinical Sciences of Companion Animals, Faculty of Veterinary Medicine, Utrecht University, Yalelaan 108, Utrecht, The Netherlands
| | - Eric Cardin
- Genetics Branch, Center for Cancer Research, National Cancer Institute, Building 50, Room 1408, Bethesda, Maryland
| | - Yue Hu
- Genetics Branch, Center for Cancer Research, National Cancer Institute, Building 50, Room 1408, Bethesda, Maryland
| | - Thomas Ried
- Genetics Branch, Center for Cancer Research, National Cancer Institute, Building 50, Room 1408, Bethesda, Maryland
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13
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Shukla V, Rao M, Zhang H, Beers J, Wangsa D, Wangsa D, Buishand FO, Wang Y, Yu Z, Stevenson HS, Reardon ES, McLoughlin KC, Kaufman AS, Payabyab EC, Hong JA, Zhang M, Davis S, Edelman D, Chen G, Miettinen MM, Restifo NP, Ried T, Meltzer PA, Schrump DS. ASXL3 Is a Novel Pluripotency Factor in Human Respiratory Epithelial Cells and a Potential Therapeutic Target in Small Cell Lung Cancer. Cancer Res 2017; 77:6267-6281. [PMID: 28935813 DOI: 10.1158/0008-5472.can-17-0570] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2017] [Revised: 07/28/2017] [Accepted: 09/07/2017] [Indexed: 01/16/2023]
Abstract
In this study, we generated induced pluripotent stem cells (iPSC) from normal human small airway epithelial cells (SAEC) to investigate epigenetic mechanisms of stemness and pluripotency in lung cancers. We documented key hallmarks of reprogramming in lung iPSCs (Lu-iPSC) that coincided with modulation of more than 15,000 genes relative to parental SAECs. Of particular novelty, we identified the PRC2-associated protein, ASXL3, which was markedly upregulated in Lu-iPSCs and small cell lung cancer (SCLC) lines and clinical specimens. ASXL3 overexpression correlated with increased genomic copy number in SCLC lines. ASXL3 silencing inhibited proliferation, clonogenicity, and teratoma formation by Lu-iPSCs, and diminished clonogenicity and malignant growth of SCLC cells in vivo Collectively, our studies validate the utility of the Lu-iPSC model for elucidating epigenetic mechanisms contributing to pulmonary carcinogenesis and highlight ASXL3 as a novel candidate target for SCLC therapy. Cancer Res; 77(22); 6267-81. ©2017 AACR.
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Affiliation(s)
- Vivek Shukla
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Mahadev Rao
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Hongen Zhang
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | | | - Darawalee Wangsa
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Danny Wangsa
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | | | - Yonghong Wang
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Zhiya Yu
- Laboratory of Pathology, Center for Cancer Research, NCI, Rockville, Maryland
| | - Holly S Stevenson
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Emily S Reardon
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Kaitlin C McLoughlin
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Andrew S Kaufman
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Eden C Payabyab
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Julie A Hong
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Mary Zhang
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Sean Davis
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Daniel Edelman
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | | | - Markku M Miettinen
- Laboratory of Pathology, Center for Cancer Research, NCI, Rockville, Maryland
| | | | - Thomas Ried
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - Paul A Meltzer
- Genetics Branch, Center for Cancer Research, NCI, Rockville, Maryland
| | - David S Schrump
- Thoracic Epigenetics Section, Thoracic and Gastrointestinal Oncology Branch, Center for Cancer Research, NCI, Rockville, Maryland.
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14
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Rao CV, Sanghera S, Zhang Y, Biddick L, Reddy A, Lightfoot S, Janakiram NB, Mohammed A, Dai W, Yamada HY. Systemic Chromosome Instability Resulted in Colonic Transcriptomic Changes in Metabolic, Proliferation, and Stem Cell Regulators in Sgo1-/+ Mice. Cancer Res 2016; 76:630-42. [PMID: 26833665 DOI: 10.1158/0008-5472.can-15-0940] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Colon cancer is the second most lethal cancer and is predicted to claim 49,700 lives in the United States this year. Chromosome instability (CIN) is observed in 80% to 90% of colon cancers and is thought to contribute to colon cancer progression and recurrence. To investigate the impact of CIN on colon cancer development, we developed shugoshin-1 (Sgo1) haploinsufficient (-/+) mice, an animal model focusing on mitotic error-induced CIN. In this study, we analyzed signature changes in the colonic transcriptome of Sgo1(-/+) mice to examine the molecular events underlying the altered carcinogenesis profiles in Sgo1(-/+) mice. We performed next-generation sequencing of normal-looking colonic mucosal tissue from mice treated with the carcinogen azoxymethane after 24 weeks. Transcriptome profiling revealed 349 hits with a 2-fold expression difference threshold (217 upregulated genes, 132 downregulated genes, P < 0.05). Pathway analyses indicated that the Sgo1-CIN tissues upregulated pathways known to be activated in colon cancer, including lipid metabolism (z score 4.47), Notch signaling (4.47), insulin signaling (3.81), and PPAR pathways (3.75), and downregulated pathways involved in immune responses including allograft rejection (6.69) and graft-versus-host disease (6.54). Notably, stem cell markers were also misregulated. Collectively, our findings demonstrate that systemic CIN results in transcriptomic changes in metabolism, proliferation, cell fate, and immune responses in the colon, which may foster a microenvironment amenable to cancer development. Therefore, therapeutic approaches focusing on these identified pathways may be valuable for colon cancer prevention and treatment.
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Affiliation(s)
- Chinthalapally V Rao
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Saira Sanghera
- College of Arts & Sciences, Baylor University, Waco, Texas
| | - Yuting Zhang
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Laura Biddick
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Arun Reddy
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Stan Lightfoot
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Naveena B Janakiram
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Altaf Mohammed
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Wei Dai
- Department of Environmental Medicine, New York University Langone Medical Center, Tuxedo, New York
| | - Hiroshi Y Yamada
- Center for Cancer Prevention and Drug Development, Department of Medicine, Hematology/Oncology Section, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma.
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15
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Yin Y, Song M, Gu B, Qi X, Hu Y, Feng Y, Liu H, Zhou L, Bian Z, Zhang J, Zuo X, Huang Z. Systematic analysis of key miRNAs and related signaling pathways in colorectal tumorigenesis. Gene 2016; 578:177-184. [PMID: 26692142 DOI: 10.1016/j.gene.2015.12.015] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2015] [Revised: 11/10/2015] [Accepted: 12/08/2015] [Indexed: 01/01/2023]
Abstract
The development of colorectal cancers (CRC) is accompanied with the acquisition and maintenance of specific genomic alterations. These alterations can emerge in premalignant adenomas and faithfully maintained in highly advanced tumors. miRNAs are a class of small non-coding RNAs that are frequently deregulated in human cancers and negatively regulate a wide variety of protein coding genes. To identify the sequential alterations of miRNAs and its regulatory networks during CRC development and progression, we detected the miRNA expression profiles of tissue samples from normal colon, colorectal adenoma and CRC using miRNA microarray. qRT-PCR assay was used to validate and select the miRNAs with differential expression among the three groups, and the computer-aided algorithms of TargetScan, miRanda, miRwalk, RNAhybrid and PicTar were used to search for the possible targets of the selected 8 miRNAs (miR-18a, miR-18b, miR-31, miR-142-5p, miR-145, miR-212, miR-451, and miR-638) with continuous alterated expression. These potential target genes were enriched in several key signal transduction pathways (KEGG pathway analysis), which have been proved to be closely related to colorectal tumorigenesis. To confirm the reliability of the analyses, we identified that the metastasis-related gene ZO-1 is a certain target of miR-212 in CRC and keeps declining during CRC progression. By following these analyses, we might gain an in-depth understanding of the molecular regulatory networks of colorectal tumorigenesis and provide new potential targets for the diagnostic and therapeutic interventions of this disease.
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Affiliation(s)
- Yuan Yin
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Mingxu Song
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Bing Gu
- Department of Laboratory Medicine, Affiliated Hospital of Xuzhou Medical College, Xuzhou, Jiangsu 221002, China; Medical Technology Institute of Xuzhou Medical College, Xuzhou, Jiangsu 221002, China
| | - Xiaowei Qi
- Department of Pathology, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Yaling Hu
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Yuyang Feng
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Heyong Liu
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Leyuan Zhou
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Zehua Bian
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Jiwei Zhang
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China
| | - Xianbo Zuo
- Institute of Dermatology and Department of Dermatology, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui 230022, China
| | - Zhaohui Huang
- Wuxi Oncology Institute, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu 214062, China.
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16
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Rutledge SD, Douglas TA, Nicholson JM, Vila-Casadesús M, Kantzler CL, Wangsa D, Barroso-Vilares M, Kale SD, Logarinho E, Cimini D. Selective advantage of trisomic human cells cultured in non-standard conditions. Sci Rep 2016; 6:22828. [PMID: 26956415 PMCID: PMC4783771 DOI: 10.1038/srep22828] [Citation(s) in RCA: 83] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Accepted: 02/17/2016] [Indexed: 01/13/2023] Open
Abstract
An abnormal chromosome number, a condition known as aneuploidy, is a ubiquitous feature of cancer cells. A number of studies have shown that aneuploidy impairs cellular fitness. However, there is also evidence that aneuploidy can arise in response to specific challenges and can confer a selective advantage under certain environmental stresses. Cancer cells are likely exposed to a number of challenging conditions arising within the tumor microenvironment. To investigate whether aneuploidy may confer a selective advantage to cancer cells, we employed a controlled experimental system. We used the diploid, colorectal cancer cell line DLD1 and two DLD1-derived cell lines carrying single-chromosome aneuploidies to assess a number of cancer cell properties. Such properties, which included rates of proliferation and apoptosis, anchorage-independent growth, and invasiveness, were assessed both under standard culture conditions and under conditions of stress (i.e., serum starvation, drug treatment, hypoxia). Similar experiments were performed in diploid vs. aneuploid non-transformed human primary cells. Overall, our data show that aneuploidy can confer selective advantage to human cells cultured under non-standard conditions. These findings indicate that aneuploidy can increase the adaptability of cells, even those, such as cancer cells, that are already characterized by increased proliferative capacity and aggressive tumorigenic phenotypes.
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Affiliation(s)
- Samuel D Rutledge
- Department of Biological Sciences, Blacksburg, VA 24061 - USA.,Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA
| | - Temple A Douglas
- Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA.,Biomedical Engineering, Virginia Tech, Blacksburg, VA 24061 - USA
| | - Joshua M Nicholson
- Department of Biological Sciences, Blacksburg, VA 24061 - USA.,Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA
| | | | - Courtney L Kantzler
- Department of Biological Sciences, Blacksburg, VA 24061 - USA.,Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA
| | - Darawalee Wangsa
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD, 20892 - USA
| | - Monika Barroso-Vilares
- Aging and Aneuploidy Laboratory, Instituto de Biologia Molecular e Celular, Instituto de Investigação e Inovação em Saúde - i3S, Universidade do Porto, Rua Alfredo Allen 208, 4200-135 Porto - Portugal
| | - Shiv D Kale
- Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA
| | - Elsa Logarinho
- Aging and Aneuploidy Laboratory, Instituto de Biologia Molecular e Celular, Instituto de Investigação e Inovação em Saúde - i3S, Universidade do Porto, Rua Alfredo Allen 208, 4200-135 Porto - Portugal.,Cell Division Unit, Department of Experimental Biology, Faculdade de Medicina, Universidade do Porto, Alameda Prof. Hernâni Monteiro, 4200-319 Porto- Portugal
| | - Daniela Cimini
- Department of Biological Sciences, Blacksburg, VA 24061 - USA.,Biocomplexity Institute, Virginia Tech, 1015 Life Sciences Circle, Blacksburg, VA 24061 - USA
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17
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Gemoll T, Meyer R, Habermann JK. Applying Genomics and Proteomics in Translational Surgical Oncology Research. Eur Surg Res 2015; 55:184-97. [PMID: 26339997 DOI: 10.1159/000438860] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2015] [Accepted: 07/20/2015] [Indexed: 11/19/2022]
Abstract
BACKGROUND Translational surgical research can range from investigating clinically oriented basic pathophysiological research via the correlation of molecular findings with a patient's clinical outcome to conducting treatment response studies. Herein, the specialist's opinion as a 'surgeon scientist' plays a pivotal role, e.g. in planning experimental setups focusing on the clinically most relevant needs. SUMMARY AND KEY MESSAGES: This review provides a survey of genomic and proteomic technologies and gives an up-to-date overview of those studies applying these technologies exemplarily in colorectal cancer-based biomarker research. Although current results are promising, future validation studies within multicenter networks are required to promote the translation of 'omics' from bench to bedside. In this endeavor, departments of surgery and institutes of experimental surgery together should play a fundamental role. The program for 'clinician scientists' recently launched by the German Research Society (DFG) could be one tool to promote interdisciplinary networks and surgeons' impact on translational research.
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Affiliation(s)
- Timo Gemoll
- Section for Translational Surgical Oncology and Biobanking, Department of Surgery, University of Lx00FC;beck and University Medical Center Schleswig-Holstein (UKSH), Lx00FC;beck, Germany
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18
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Circelli L, Petrizzo A, Tagliamonte M, Tornesello ML, Buonaguro FM, Buonaguro L. Systems Biology Approach for Cancer Vaccine Development and Evaluation. Vaccines (Basel) 2015; 3:544-555. [PMID: 26350594 PMCID: PMC4586466 DOI: 10.3390/vaccines3030544] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2015] [Revised: 07/02/2015] [Accepted: 07/03/2015] [Indexed: 11/16/2022] Open
Abstract
Therapeutic cancer vaccines do not hold promise yet as an effective anti-cancer treatment. Lack of efficacy or poor clinical outcomes are due to several antigenic and immunological aspects that need to be addressed in order to reverse such trends and significantly improve cancer vaccines' efficacy. The newly developed high throughput technologies and computational tools are instrumental to this aim allowing the identification of more specific antigens and the comprehensive analysis of the innate and adaptive immunities. Here, we review the potentiality of systems biology in providing novel insights in the mechanisms of the action of vaccines to improve their design and effectiveness.
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Affiliation(s)
- Luisa Circelli
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
| | - Annacarmen Petrizzo
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
| | - Maria Tagliamonte
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
| | - Maria Lina Tornesello
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
| | - Franco M Buonaguro
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
| | - Luigi Buonaguro
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, Naples 80131, Italy.
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19
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Quantitative proteomic analysis of paired colorectal cancer and non-tumorigenic tissues reveals signature proteins and perturbed pathways involved in CRC progression and metastasis. J Proteomics 2015; 126:54-67. [PMID: 26054784 DOI: 10.1016/j.jprot.2015.05.037] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2015] [Revised: 05/18/2015] [Accepted: 05/31/2015] [Indexed: 02/07/2023]
Abstract
Modern proteomics has proven instrumental in our understanding of the molecular deregulations associated with the development and progression of cancer. Herein, we profile membrane-enriched proteome of tumor and adjacent normal tissues from eight CRC patients using label-free nanoLC-MS/MS-based quantitative proteomics and advanced pathway analysis. Of the 948 identified proteins, 184 proteins were differentially expressed (P<0.05, fold change>1.5) between the tumor and non-tumor tissue (69 up-regulated and 115 down-regulated in tumor tissues). The CRC tumor and non-tumor tissues clustered tightly in separate groups using hierarchical cluster analysis of the differentially expressed proteins, indicating a strong CRC-association of this proteome subset. Specifically, cancer associated proteins such as FN1, TNC, DEFA1, ITGB2, MLEC, CDH17, EZR and pathways including actin cytoskeleton and RhoGDI signaling were deregulated. Stage-specific proteome signatures were identified including up-regulated ribosomal proteins and down-regulated annexin proteins in early stage CRC. Finally, EGFR(+) CRC tissues showed an EGFR-dependent down-regulation of cell adhesion molecules, relative to EGFR(-) tissues. Taken together, this study provides a detailed map of the altered proteome and associated protein pathways in CRC, which enhances our mechanistic understanding of CRC biology and opens avenues for a knowledge-driven search for candidate CRC protein markers.
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20
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Loss of PTPRM associates with the pathogenic development of colorectal adenoma-carcinoma sequence. Sci Rep 2015; 5:9633. [PMID: 25910225 PMCID: PMC5386118 DOI: 10.1038/srep09633] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2015] [Accepted: 03/10/2015] [Indexed: 11/09/2022] Open
Abstract
Identification and functional analysis of genes from genetically altered chromosomal regions would suggest new molecular targets for cancer diagnosis and treatment. Here we performed a genome-wide analysis of chromosomal copy number alterations (CNAs) in matching sets of colon mucosa-adenoma-carcinoma samples using high-throughput oligonucleotide microarray analysis. In silico analysis of NCBI GEO and TCGA datasets allowed us to uncover the significantly altered genes (p ≤ 0.001) associated with the identified CNAs. We performed quantitative PCR analysis of the genomic and complementary DNA derived from primary mucosa, adenoma, and carcinoma samples, and confirmed the recurrent loss and down-regulation of PTPRM in colon adenomas and carcinomas. Functional characterization demonstrated that PTPRM negatively regulates cell growth and colony formation, whereas loss of PTPRM promotes oncogenic cell growth. We further showed that, in accordance to Knudson's two-hit hypothesis, inactivation of PTPRM in colon cancer was mainly attributed to loss of heterozygosity and promoter hypermethylation. Taken together, this study demonstrates a putative tumor suppressive role for PTPRM and that genetic and epigenetic alterations of PTPRM may contribute to early step of colorectal tumorigenesis.
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21
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Zhang L, Kim S, Jia G, Buhmeida A, Dallol A, Wright WE, Fornace AJ, Al-Qahtani M, Shay JW. Exome Sequencing of Normal and Isogenic Transformed Human Colonic Epithelial Cells (HCECs) Reveals Novel Genes Potentially Involved in the Early Stages of Colorectal Tumorigenesis. BMC Genomics 2015; 16 Suppl 1:S8. [PMID: 25923178 PMCID: PMC4315167 DOI: 10.1186/1471-2164-16-s1-s8] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Background We have generated a series of isogenically derived immortalized human colonic epithelial cell (HCEC 1CT and HCEC 2CT) lines, including parental un-immortalized normal cell strains. The CDK4 and hTERT immortalized colonic epithelial cell line (HCEC 1CT) is initially karyotypically normal diploid and expresses a series of epithelial cell markers including stem cell markers. Under stressful tissue culture conditions, a spontaneous aneuploidy event occurred in the HCEC 1CT line, resulting in a single chromosomal change leading to a stable trisomy 7 cell line (1CT7). Trisomy 7 occurs in about 40% of all benign human adenomas (polyps) and thus this specific chromosomal change in diploid HCEC 1CT cells appears to be non random. In addition, we have partially transformed the HCEC 1CT line by introducing stable knockdown of wild type APC and TP53, and ectopically introducing a mutant Krasv12 and a mutant version of APC (A1309), all commonly found mutations in colorectal cancer (CRC). Methods Whole exome sequencing and bioinformatic analyses were performed to comprehensively examine the genetic background of these isogenic cell lines. Results Exome sequencing of these experimentally progressed cell lines recapitulates a list of genes previously reported to be involved in CRC tumorigenesis. In addition, sequencing revealed a collection of novel genes specifically detected in 1CT7 and A1309 cells but not normal diploid 1CT cells. Conclusion This study demonstrates the utility of using isogenic experimentally derived HCEC lines as a model to recapitulate CRC initiation and progression. Exome sequencing reveals a collection of novel genes that may play important roles in CRC tumorigenesis.
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22
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Abstract
Cancer cells differ from normal healthy cells in multiple aspects ranging from altered cellular signaling through metabolic changes to aberrant chromosome content, so called aneuploidy. The large-scale changes in copy numbers of chromosomes or large chromosomal regions due to aneuploidy alter significantly the gene expression, as several hundreds of genes are gained or lost. Comparison of quantitative genome, transcriptome and proteome data enables dissection of the molecular causes that underlie the gene expression changes observed in cancer cells and provides a new perspective on the molecular consequences of aneuploidy. Here, we will map to what degree aneuploidy affects the expression of genes located on the affected chromosomes. We will also address the effects of aneuploidy on global gene expression in cancer cells as well as whether and how it may contribute to the physiology of cancer cells.
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Affiliation(s)
- Milena Dürrbaum
- Group Maintenance of Genome Stability, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
- Center for Integrated Protein Science Munich, Ludwig-Maximilian-University Munich, 80336, Munich, Germany
| | - Zuzana Storchová
- Group Maintenance of Genome Stability, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany.
- Center for Integrated Protein Science Munich, Ludwig-Maximilian-University Munich, 80336, Munich, Germany.
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23
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Stenstedt K, Hallstrom M, Lédel F, Ragnhammar P, Ingelman-Sundberg M, Johansson I, Edler D. The expression of CYP2W1 in colorectal primary tumors, corresponding lymph node metastases and liver metastases. Acta Oncol 2014; 53:885-91. [PMID: 24625228 DOI: 10.3109/0284186x.2014.887224] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
INTRODUCTION Metastatic disease is a major cause of death in patients with colorectal cancer (CRC). We have previously investigated expression of an orphan cytochrome P450 (CYP) enzyme, CYP2W1, and found high expression in about one third of colorectal tumors. CYP2W1 has proven to metabolize duocarmycin analogs into cytotoxic substances, compounds that in xenografts of CRC cells expressing CYP2W1 completely inhibit tumor growth. This study was designed to evaluate whether the enzyme is expressed in primary CRC and corresponding metastases. MATERIAL AND METHODS Samples from primary tumors, corresponding lymph node metastases and liver metastases from 96 patients were collected and analyzed by immunohistochemistry. Data regarding patient's demographics, tumor characteristics and survival were also collected. RESULTS Out of 96 patients, 25 (26%) had high CYP2W1 expression in the primary tumor and 46 (48%) showed high levels in the liver metastasis. In total 59 patients had lymph node metastases, and 31% of them had high CYP2W1 expression. When comparing the expression in primary tumor with that of the first liver metastasis, the increase in expression was statistically significant (p = 0.005). CONCLUSION High CYP2W1 expression is seen in 26% of primary CRC and in 48% of corresponding liver metastases. This opens possibilities for new targeted therapies to metastatic CRC in the future.
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Affiliation(s)
- Kristina Stenstedt
- Center of Surgical Gastroenterology, Karolinska University Hospital , Stockholm , Sweden
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Petrizzo A, Tagliamonte M, Tornesello M, Buonaguro FM, Buonaguro L. Systems vaccinology for cancer vaccine development. Expert Rev Vaccines 2014; 13:711-719. [PMID: 24766452 DOI: 10.1586/14760584.2014.913484] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Results of therapeutic vaccines for established chronic infections or cancers are still unsatisfactory. The only therapeutic cancer vaccine approved for clinical use is the sipuleucel-T, for the treatment of metastatic prostate cancer, which induces a limited 4-month improvement in the overall survival of vaccinated patients compared to controls. This represents a remarkable advancement in the cancer immunotherapy field, although the clinical outcome of cancer vaccines needs to be substantially improved. To this aim, a multipronged strategy is required, including the evaluation of mechanisms underlying the effective elicitation of immune responses by cancer vaccines. The recent development of new technologies and computational tools allows the comprehensive and quantitative analysis of the interactions between all of the components of innate and adaptive immunity over time. Here we review the potentiality of systems biology in providing novel insights in the mechanisms of action of vaccines to improve their design and effectiveness.
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Affiliation(s)
- Annacarmen Petrizzo
- Laboratory of Molecular Biology and Viral Oncology, Department of Experimental Oncology, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, 80131 Naples, Italy
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Mekenkamp LJM, Haan JC, Israeli D, van Essen HFB, Dijkstra JR, van Cleef P, Punt CJA, Meijer GA, Nagtegaal ID, Ylstra B. Chromosomal copy number aberrations in colorectal metastases resemble their primary counterparts and differences are typically non-recurrent. PLoS One 2014; 9:e86833. [PMID: 24505270 PMCID: PMC3914793 DOI: 10.1371/journal.pone.0086833] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2013] [Accepted: 12/16/2013] [Indexed: 12/22/2022] Open
Abstract
The metastatic process is complex and remains a major obstacle in the management of colorectal cancer. To gain a better insight into the pathology of metastasis, we investigated genomic aberrations in a large cohort of matched colorectal cancer primaries and distant metastases from various sites by high resolution array comparative genomic hybridization. In total, 62 primary colorectal cancers, and 68 matched metastases (22 liver, 11 lung, 12 ovary, 12 omentum, and 11 distant lymph nodes) were analyzed. Public datasets were used for validation purposes. Metastases resemble their matched primary tumors in the majority of the patients. This validates the significant overlap in chromosomal aberrations between primary tumors and corresponding metastases observed previously. We observed 15 statistically significant different regions between the primary tumors and their matched metastases, of which only one recurrent event in metastases was observed. We conclude, based on detailed analysis and large independent datasets, that chromosomal copy number aberrations in colorectal metastases resemble their primary counterparts, and differences are typically non-recurrent.
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Affiliation(s)
- Leonie J. M. Mekenkamp
- Department of Pathology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - Josien C. Haan
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
| | - Daniëlle Israeli
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
| | | | - Jeroen R. Dijkstra
- Department of Pathology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - Patricia van Cleef
- Department of Pathology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - Cornelis J. A. Punt
- Department of Medical Oncology, Academic Medical Center, Amsterdam, The Netherlands
| | - Gerrit A. Meijer
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
| | - Iris D. Nagtegaal
- Department of Pathology, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - Bauke Ylstra
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
- * E-mail:
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Roger L, Jones RE, Heppel NH, Williams GT, Sampson JR, Baird DM. Extensive telomere erosion in the initiation of colorectal adenomas and its association with chromosomal instability. J Natl Cancer Inst 2013; 105:1202-11. [PMID: 23918447 DOI: 10.1093/jnci/djt191] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Telomere shortening, dysfunction, and fusion may facilitate the acquisition of large-scale genomic rearrangements, driving clonal evolution and tumor progression. The relative contribution that telomere dysfunction and/or APC mutation play in the chromosome instability that occurs during colorectal tumorigenesis is not clear. METHODS We used high-resolution telomere length and fusion analysis to analyze 85 adenomatous colorectal polyps obtained from 10 patients with familial adenomatous polyposis and a panel of 50 colorectal carcinomas with patient-matched normal colonic mucosa. Telomerase activity was determined using the telomeric repeat amplification protocol. Array-CGH was used to detect large-scale genomic rearrangements. Pearson correlation and Student t test were used, and all statistical tests were two-sided. RESULTS Despite the presence of telomerase activity, we observed apparent telomere shortening in colorectal polyps that correlated with large-scale genomic rearrangements (P < .0001) but was independent of polyp size and indistinguishable from that observed in colorectal carcinomas (P = .82). We also observed apparent lengthening of telomeres in both polyps and carcinomas. The extensive differences in mean telomere length of up to 4.6kb between patient-matched normal mucosa and polyps were too large to be accounted for by replicative telomere erosion alone. Telomere fusion events were detected in both polyps and carcinomas; the mutational spectrum accompanying fusion was consistent with alternative nonhomologous end joining. CONCLUSIONS Telomere length distributions observed in colorectal polyps reflect the telomere length composition of the normal originating cells from which clonal growth was initiated. Originating cells containing both short telomeres and APC mutations may give rise to polyps that exhibit short telomeres and are prone to telomere dysfunction, driving genomic instability and progression to malignancy. J Natl Cancer Inst;2013;105:1202-1211.
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Affiliation(s)
- Laureline Roger
- Institute of Cancer and Genetics, School of Medicine, Cardiff University, Cardiff, UK
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Orsini M, Travaglione A, Capobianco E. Cancer markers: integratively annotated classification. Gene 2013; 530:257-65. [PMID: 23928109 DOI: 10.1016/j.gene.2013.07.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Accepted: 07/01/2013] [Indexed: 11/15/2022]
Abstract
Translational cancer genomics research aims to ensure that experimental knowledge is subject to computational analysis, and integrated with a variety of records from omics and clinical sources. The data retrieval from such sources is not trivial, due to their redundancy and heterogeneity, and the presence of false evidence. In silico marker identification, therefore, remains a complex task that is mainly motivated by the impact that target identification from the elucidation of gene co-expression dynamics and regulation mechanisms, combined with the discovery of genotype-phenotype associations, may have for clinical validation. Based on the reuse of publicly available gene expression data, our aim is to propose cancer marker classification by integrating the prediction power of multiple annotation sources. In particular, with reference to the functional annotation for colorectal markers, we indicate a classification of markers into diagnostic and prognostic classes combined with susceptibility and risk factors.
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Affiliation(s)
- M Orsini
- CRS4 Bioinformatics Laboratory, Polaris, Pula (CA), Italy
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Silvestri A, Pin E, Huijbers A, Pellicani R, Parasido EM, Pierobon M, Petricoin E, Liotta L, Belluco C. Individualized therapy for metastatic colorectal cancer. J Intern Med 2013; 274:1-24. [PMID: 23527888 DOI: 10.1111/joim.12070] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Systemic therapeutic efficacy is central to determining the outcome of patients with metastatic colorectal cancer (CRC). In these patients, there is a critical need for predictive biomarkers to optimize efficacy whilst minimizing toxicity. The integration of a new generation of molecularly targeted drugs into the treatment of CRC, coupled with the development of sophisticated technologies for individual tumours as well as patient molecular profiling, underlines the potential for personalized medicine. In this review, we focus on the latest progress made within the genomic and proteomic fields, concerning predictive biomarkers for individualized therapy in metastatic CRC.
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Affiliation(s)
- A Silvestri
- Division of Experimental Oncology 2, CRO-IRCCS, National Cancer Institute, Aviano, Italy
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Loo LWM, Tiirikainen M, Cheng I, Lum-Jones A, Seifried A, Church JM, Gryfe R, Weisenberger DJ, Lindor NM, Gallinger S, Haile RW, Duggan DJ, Thibodeau SN, Casey G, Le Marchand L. Integrated analysis of genome-wide copy number alterations and gene expression in microsatellite stable, CpG island methylator phenotype-negative colon cancer. Genes Chromosomes Cancer 2013; 52:450-66. [PMID: 23341073 DOI: 10.1002/gcc.22043] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2012] [Revised: 12/04/2012] [Accepted: 12/16/2012] [Indexed: 12/11/2022] Open
Abstract
Microsatellite stable (MSS), CpG island methylator phenotype (CIMP)-negative colorectal tumors, the most prevalent molecular subtype of colorectal cancer, are associated with extensive copy number alteration (CNA) events and aneuploidy. We report on the identification of characteristic recurrent CNA (with frequency >25%) events and associated gene expression profiles for a total of 40 paired tumor and adjacent normal colon tissues using genome-wide microarrays. We observed recurrent CNAs, namely gains at 1q, 7p, 7q, 8p12-11, 8q, 12p13, 13q, 20p, 20q, Xp, and Xq and losses at 1p36, 1p31, 1p21, 4p15-12, 4q12-35, 5q21-22, 6q26, 8p, 14q, 15q11-12, 17p, 18p, 18q, 21q21-22, and 22q. Within these genomic regions we identified 356 genes with significant differential expression (P < 0.0001 and ±1.5-fold change) in the tumor compared to adjacent normal tissue. Gene ontology and pathway analyses indicated that many of these genes were involved in functional mechanisms that regulate cell cycle, cell death, and metabolism. An amplicon present in >70% of the tumor samples at 20q11-20q13 contained several cancer-related genes (AHCY, POFUT1, RPN2, TH1L, and PRPF6) that were upregulated and demonstrated a significant linear correlation (P < 0.05) for gene dosage and gene expression. Copy number loss at 8p, a CNA associated with adenocarcinoma and poor prognosis, was observed in >50% of the tumor samples and demonstrated a significant linear correlation for gene dosage and gene expression for two potential tumor suppressor genes, MTUS1 (8p22) and PPP2CB (8p12). The results from our integration analysis illustrate the complex relationship between genomic alterations and gene expression in colon cancer.
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Affiliation(s)
- Lenora W M Loo
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI 96813, USA.
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Aneuploidy-associated gene expression signatures characterize malignant transformation in ulcerative colitis. Inflamm Bowel Dis 2013; 19:691-703. [PMID: 23455720 PMCID: PMC7587454 DOI: 10.1097/mib.0b013e31827eeaa4] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Malignant transformation in ulcerative colitis (UC) is associated with pronounced chromosomal instability, reflected by aneuploidy. Although aneuploidy can precede primary cancer diagnosis in UC for more than a decade, little is known of its cellular consequences. METHODS Whole-genome gene expression analysis was applied to noninflamed colon mucosa, mucosal biopsies of patients with UC, and UC-associated carcinomas (UCCs). DNA image cytometry was used to stratify samples into ploidy types. Differentially expressed genes (DEGs) were analyzed by Ingenuity Pathway Analysis and validated by real-time quantitative PCR. RESULTS Gene expression changes were more pronounced between normal mucosa and UC (2587 DEGs) than between UC and UCC (827 DEGs). Cytometry identified colitis patients with euploid or aneuploid mucosa biopsies, whereas all UCCs were aneuploid. However, 1749 DEGs distinguished euploid UC and UCCs, whereas only 15 DEGs differentiated aneuploid UC and UCCs. A total of 16 genes were differentially expressed throughout the whole sequence from normal controls to UCCs. Particularly, genes pivotal for chromosome segregation (e.g., SMC3 and NUF2) were differentially regulated along aneuploidy development. CONCLUSIONS The high number of DEGs between normal mucosa and colitis is dominated by inflammatory-associated genes. Subsequent acquisition of aneuploidy leads to subtle but distinct transcriptional alterations, revealing novel target genes that drive genomic instability and thus carcinogenesis. The gene expression signature of malignant phenotypes in aneuploid UC suggests that these lesions might need to be considered as severe as high-grade dysplasia.
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Maglietta R, Liuzzi VC, Cattaneo E, Laczko E, Piepoli A, Panza A, Carella M, Palumbo O, Staiano T, Buffoli F, Andriulli A, Marra G, Ancona N. Molecular pathways undergoing dramatic transcriptomic changes during tumor development in the human colon. BMC Cancer 2012; 12:608. [PMID: 23253212 PMCID: PMC3541196 DOI: 10.1186/1471-2407-12-608] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2012] [Accepted: 12/13/2012] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND The malignant transformation of precancerous colorectal lesions involves progressive alterations at both the molecular and morphologic levels, the latter consisting of increases in size and in the degree of cellular atypia. Analyzing preinvasive tumors of different sizes can therefore shed light on the sequence of these alterations. METHODS We used a molecular pathway-based approach to analyze transcriptomic profiles of 59 colorectal tumors representing early and late preinvasive stages and the invasive stage of tumorigenesis. Random set analysis was used to identify biological pathways enriched for genes differentially regulated in tumors (compared with 59 samples of normal mucosa). RESULTS Of the 880 canonical pathways we investigated, 112 displayed significant tumor-related upregulation or downregulation at one or more stages of tumorigenesis. This allowed us to distinguish between pathways whose dysregulation is probably necessary throughout tumorigenesis and those whose involvement specifically drives progression from one stage to the next. We were also able to pinpoint specific changes within each gene set that seem to play key roles at each transition. The early preinvasive stage was characterized by cell-cycle checkpoint activation triggered by DNA replication stress and dramatic downregulation of basic transmembrane signaling processes that maintain epithelial/stromal homeostasis in the normal mucosa. In late preinvasive lesions, there was also downregulation of signal transduction pathways (e.g., those mediated by G proteins and nuclear hormone receptors) involved in cell differentiation and upregulation of pathways governing nuclear envelope dynamics and the G2>M transition in the cell cycle. The main features of the invasive stage were activation of the G1>S transition in the cell cycle, upregulated expression of tumor-promoting microenvironmental factors, and profound dysregulation of metabolic pathways (e.g., increased aerobic glycolysis, downregulation of pathways that metabolize drugs and xenobiotics). CONCLUSIONS Our analysis revealed specific pathways whose dysregulation might play a role in each transition of the transformation process. This is the first study in which such an approach has been used to gain further insights into colorectal tumorigenesis. Therefore, these data provide a launchpad for further exploration of the molecular characterization of colorectal tumorigenesis using systems biology approaches.
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Affiliation(s)
- Rosalia Maglietta
- Istituto di Studi sui Sistemi Intelligenti per l'Automazione - CNR, Via Amendola 122/D-I, 70126 Bari, Italy
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Shi ZZ, Zhang YM, Shang L, Hao JJ, Zhang TT, Wang BS, Liang JW, Chen X, Zhang Y, Wang GQ, Wang MR, Zhang Y. Genomic profiling of rectal adenoma and carcinoma by array-based comparative genomic hybridization. BMC Med Genomics 2012; 5:52. [PMID: 23158542 PMCID: PMC3533962 DOI: 10.1186/1755-8794-5-52] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2011] [Accepted: 10/18/2012] [Indexed: 11/21/2022] Open
Abstract
Background Rectal cancer is one of the most common cancers in the world. Early detection and early therapy are important for the control of death caused by rectal cancer. The present study aims to investigate the genomic alterations in rectal adenoma and carcinoma. Methods We detected the genomic changes of 8 rectal adenomas and 8 carcinomas using array CGH. Then 14 genes were selected for analyzing the expression between rectal tumor and paracancerous normal tissues as well as from adenoma to carcinoma by real-time PCR. The expression of GPNMB and DIS3 were further investigated in rectal adenoma and carcinoma tissues by immunohistochemistry. Results We indentified ten gains and 22 losses in rectal adenoma, and found 25 gains and 14 losses in carcinoma. Gains of 7p21.3-p15.3, 7q22.3-q32.1, 13q13.1-q14.11, 13q21.1-q32.1, 13q32.2-q34, 20p11.21 and 20q11.23-q12 and losses of 17p13.1-p11.2, 18p11.32-p11.21 and 18q11.1-q11.2 were shared by both rectal adenoma and carcinoma. Gains of 1q, 6p21.33-p21.31 and losses of 10p14-p11.21, 14q12-q21.1, 14q22.1-q24.3, 14q31.3-q32.1, 14q32.2-q32.32, 15q15.1-q21.1, 15q22.31 and 15q25.1-q25.2 were only detected in carcinoma but not in adenoma. Copy number and mRNA expression of EFNA1 increased from rectal adenoma to carcinoma. C13orf27 and PMEPA1 with increased copy number in both adenoma and carcinoma were over expressed in rectal cancer tissues. Protein and mRNA expression of GPNMB was significantly higher in cancer tissues than rectal adenoma tissues. Conclusion Our data may help to identify the driving genes involved in the adenoma-carcinoma progression.
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Affiliation(s)
- Zhi-Zhou Shi
- State Key Laboratory of Molecular Oncology, Cancer Institute /Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
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Derijks-Engwegen JY, Cats A, Smits ME, Schellens JH, Beijnen JH. Improving colorectal cancer management: the potential of proteomics. Biomark Med 2012; 2:253-89. [PMID: 20477414 DOI: 10.2217/17520363.2.3.253] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Colorectal cancer (CRC) is the third most common cancer worldwide. Successful treatment is heavily dependent on tumor stage at the time of detection, but unfortunately CRC is often only detected in advanced stages. New biomarkers in the form of genes or proteins that can be used for diagnosis, prognostication, follow-up, and treatment selection and monitoring could be of great benefit for the management of CRC. Furthermore, proteins could prove valuable new targets for therapy. Therefore, clinical proteomics has gained a lot of scientific interest in this regard. To get an overall insight into the extent to which this research has contributed to a better management of CRC, we give a comprehensive overview of the results of proteomics research on CRC, focusing on expression proteomics, in other words, protein profiling studies. Furthermore, we evaluate the potential of the discriminating proteins identified in this research for clinical use as biomarkers for (early) diagnosis, prognosis and follow-up of CRC or as targets for new therapeutic regimens.
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Ly P, Kim SB, Kaisani AA, Marian G, Wright WE, Shay JW. Aneuploid human colonic epithelial cells are sensitive to AICAR-induced growth inhibition through EGFR degradation. Oncogene 2012; 32:3139-46. [PMID: 22890317 DOI: 10.1038/onc.2012.339] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Trisomy for chromosome 7 is frequently observed as an initiating event in sporadic colorectal cancer. Although unstable chromosome numbers and recurrent aneuploidies drive a large fraction of human cancers, targeted therapies selective to pre-neoplastic trisomic cells are non-existent. We have previously characterized a trisomy 7 cell line (1CT+7) spontaneously derived from normal diploid human colonic epithelial cells that aberrantly expresses the epidermal growth factor receptor (EGFR, chromosome 7p11). Recent studies identified AICAR (5-aminoimidazole-4-carboxamide-1-β-D-ribofuranoside) as a pharmacological inhibitor of aneuploid murine fibroblast proliferation. Here, we report that AICAR induces profound cytostatic and metabolic effects on 1CT+7 cells, but not on their isogenic diploid counterpart. Dose-response experiments indicate that 1CT+7 cells are fourfold preferentially sensitive to AICAR compared to diploid cells. Unexpectedly, treatment of 1CT+7 cells with AICAR led to a reversible 3.5-fold reduction (P=0.0025) in EGFR overexpression. AICAR-induced depletion of EGFR protein can be abrogated through inhibition of the proteasome with MG132. AICAR also heavily promoted EGFR ubiquitination in cell-based immunoprecipitation assays, suggesting enhanced degradation of EGFR protein mediated by the proteasome. Moreover, treatment with AICAR reduced EGFR protein levels in a panel of human colorectal cancer cells in vitro and in xenograft tumors in vivo. Our data collectively support the pharmacological compound AICAR as a novel inhibitor of EGFR protein abundance and as a potential anticancer agent for aneuploidy-driven colorectal cancer.
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Affiliation(s)
- P Ly
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
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Hirsch D, Camps J, Varma S, Kemmerling R, Stapleton M, Ried T, Gaiser T. A new whole genome amplification method for studying clonal evolution patterns in malignant colorectal polyps. Genes Chromosomes Cancer 2012; 51:490-500. [PMID: 22334367 PMCID: PMC3535186 DOI: 10.1002/gcc.21937] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2011] [Accepted: 01/05/2012] [Indexed: 11/08/2022] Open
Abstract
To identify the genetic drivers of colorectal tumorigenesis, we applied array comparative genomic hybridization (aCGH) to 13 formalin-fixed paraffin-embedded (FFPE) samples of early, localized human colon adenocarcinomas arising in high-grade adenomas (so-called "malignant polyps"). These lesions are small and hence the amount of DNA is limited. Additionally, the quality of DNA is compromised due to the fragmentation as a consequence of formalin fixation. To overcome these problems, we optimized a newly developed isothermal whole genome amplification system (NuGEN Ovation® WGA FFPE System). Starting with 100 ng of FFPE DNA, the amplification system produced 4.01 ± 0.29 μg (mean ± standard deviation) of DNA. The excellent quality of amplified DNA was further indicated by a high signal-to-noise ratio and a low derivative log(2) ratio spread. Both, the amount of amplified DNA and aCGH performance were independent of the age of the FFPE blocks and the associated degradation of the extracted DNA. We observed losses of chromosome arms 5q and 18q in the adenoma components of the malignant polyp samples, while the embedded early carcinomas revealed losses of 8p, 17p, and 18, and gains of 7, 13, and 20. Aberrations detected in the adenoma components were invariably maintained in the embedded carcinomas. This approach demonstrates that using isothermally whole genome amplified FFPE DNA is technically suitable for aCGH. In addition to demonstrating the clonal origin of the adenoma and carcinoma part within a malignant polyp, the gain of chromosome arm 20q was an indicator for progression from adenoma to carcinoma.
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Affiliation(s)
- Daniela Hirsch
- Section of Cancer Genomics, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Jordi Camps
- Section of Cancer Genomics, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | | | - Ralf Kemmerling
- Institute of Pathology, Paracelsus Medical University, Salzburg, Austria
| | | | - Thomas Ried
- Section of Cancer Genomics, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Timo Gaiser
- Section of Cancer Genomics, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
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Ried T, Hu Y, Difilippantonio MJ, Ghadimi BM, Grade M, Camps J. The consequences of chromosomal aneuploidy on the transcriptome of cancer cells. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2012; 1819:784-93. [PMID: 22426433 DOI: 10.1016/j.bbagrm.2012.02.020] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Received: 01/04/2012] [Revised: 02/28/2012] [Accepted: 02/29/2012] [Indexed: 01/09/2023]
Abstract
Chromosomal aneuploidies are a defining feature of carcinomas, i.e., tumors of epithelial origin. Such aneuploidies result in tumor specific genomic copy number alterations. The patterns of genomic imbalances are tumor specific, and to a certain extent specific for defined stages of tumor development. Genomic imbalances occur already in premalignant precursor lesions, i.e., before the transition to invasive disease, and their distribution is maintained in metastases, and in cell lines derived from primary tumors. These observations are consistent with the interpretation that tumor specific genomic imbalances are drivers of malignant transformation. Naturally, this precipitates the question of how such imbalances influence the expression of resident genes. A number of laboratories have systematically integrated copy number alterations with gene expression changes in primary tumors and metastases, cell lines, and experimental models of aneuploidy to address the question as to whether genomic imbalances deregulate the expression of one or few key genes, or rather affect the cancer transcriptome more globally. The majority of these studies showed that gene expression levels follow genomic copy number. Therefore, gross genomic copy number changes, including aneuploidies of entire chromosome arms and chromosomes, result in a massive deregulation of the transcriptome of cancer cells. This article is part of a Special Issue entitled: Chromatin in time and space.
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Affiliation(s)
- Thomas Ried
- Genetics Branch, Center for Cancer Research, National Cancer Institute/NIH, USA.
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Sappino AP, Buser R, Lesne L, Gimelli S, Béna F, Belin D, Mandriota SJ. Aluminium chloride promotes anchorage-independent growth in human mammary epithelial cells. J Appl Toxicol 2012; 32:233-43. [DOI: 10.1002/jat.1793] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2011] [Revised: 11/17/2011] [Accepted: 11/17/2011] [Indexed: 11/07/2022]
Affiliation(s)
- André-Pascal Sappino
- Division of Oncology, Faculty of Medicine; University of Geneva; Geneva; Switzerland
| | - Raphaële Buser
- Department of Pathology and Immunology, Faculty of Medicine; University of Geneva; Geneva; Switzerland
| | - Laurence Lesne
- Department of Pathology and Immunology, Faculty of Medicine; University of Geneva; Geneva; Switzerland
| | - Stefania Gimelli
- Service of Genetic Medicine; University Hospital of Geneva; Geneva; Switzerland
| | - Frédérique Béna
- Service of Genetic Medicine; University Hospital of Geneva; Geneva; Switzerland
| | - Dominique Belin
- Department of Pathology and Immunology, Faculty of Medicine; University of Geneva; Geneva; Switzerland
| | - Stefano J. Mandriota
- Department of Pathology and Immunology, Faculty of Medicine; University of Geneva; Geneva; Switzerland
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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: 0.5] [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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Abstract
A Mediterranean diet appears to have health benefits in many domains of human health, mediated perhaps by its anti-inflammatory effects. Metabolism of fatty acids and subsequent eicosanoid production is a key mechanism by which a Mediterranean diet can exert anti-inflammatory effects. Both dietary fatty acids and fatty acid metabolism determine fatty acid availability for cyclooxygenase- and lipoxygenase-dependent production of eicosanoids, namely prostaglandins and leukotrienes. In dietary intervention studies and in observational studies of the Mediterranean diet, blood levels of fatty acids do reflect dietary intakes but are attenuated. Small differences in fatty acid levels, however, appear to be important, especially when exposures occur over long periods of time. This review summarizes how fat intakes from a Greek-style Mediterranean diet can be expected to affect fatty acid metabolizing proteins, with an emphasis on the metabolic pathways that lead to the formation of proinflammatory eicosanoids. The proteins involved in these pathways are ripe for investigation using proteomic approaches and may be targets for colon cancer prevention.
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Affiliation(s)
- Zora Djuric
- Department of Family Medicine, University of Michigan, Ann Arbor, Michigan 48109-5930, USA.
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41
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Habermann JK, Bündgen NK, Gemoll T, Hautaniemi S, Lundgren C, Wangsa D, Doering J, Bruch HP, Nordstroem B, Roblick UJ, Jörnvall H, Auer G, Ried T. Genomic instability influences the transcriptome and proteome in endometrial cancer subtypes. Mol Cancer 2011; 10:132. [PMID: 22040021 PMCID: PMC3261822 DOI: 10.1186/1476-4598-10-132] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2011] [Accepted: 10/31/2011] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In addition to clinical characteristics, DNA aneuploidy has been identified as a prognostic factor in epithelial malignancies in general and in endometrial cancers in particular. We mapped ploidy-associated chromosomal aberrations and identified corresponding gene and protein expression changes in endometrial cancers of different prognostic subgroups. METHODS DNA image cytometry classified 25 endometrioid cancers to be either diploid (n = 16) or aneuploid (n = 9), and all uterine papillary serous cancers (UPSC) to be aneuploid (n = 8). All samples were subjected to comparative genomic hybridization and gene expression profiling. Identified genes were subjected to Ingenuity pathway analysis (IPA) and were correlated to protein expression changes. RESULTS Comparative genomic hybridization revealed ploidy-associated specific, recurrent genomic imbalances. Gene expression analysis identified 54 genes between diploid and aneuploid endometrioid carcinomas, 39 genes between aneuploid endometrioid cancer and UPSC, and 76 genes between diploid endometrioid and aneuploid UPSC to be differentially expressed. Protein profiling identified AKR7A2 and ANXA2 to show translational alterations consistent with the transcriptional changes. The majority of differentially expressed genes and proteins belonged to identical molecular functions, foremost Cancer, Cell Death, and Cellular Assembly and Organization. CONCLUSIONS We conclude that the grade of genomic instability rather than the histopathological subtype correlates with specific gene and protein expression changes. The identified genes and proteins might be useful as molecular targets for improved diagnostic and therapeutic intervention and merit prospective validation.
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Affiliation(s)
- Jens K Habermann
- Laboratory for Surgical Research, Department of Surgery, University of Lübeck, Germany.
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42
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Gaiser T, Camps J, Meinhardt S, Wangsa D, Nguyen QT, Varma S, Dittfeld C, Kunz-Schughart LA, Kemmerling R, Becker MR, Heselmeyer-Haddad K, Ried T. Genome and transcriptome profiles of CD133-positive colorectal cancer cells. THE AMERICAN JOURNAL OF PATHOLOGY 2011; 178:1478-88. [PMID: 21435437 DOI: 10.1016/j.ajpath.2010.12.036] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2010] [Revised: 12/13/2010] [Accepted: 12/23/2010] [Indexed: 01/06/2023]
Abstract
Colorectal carcinomas (CRC) might be organized hierarchically and contain a subpopulation of tumorigenic, putative cancer stem cells that are CD133 positive. We studied the biological and genetic characteristics of such cells in CRC cell lines and primary tumors. Three CRC cell lines were sorted in CD133 positive and negative fractions. The respective genetic aberration profiles were studied using array comparative genomic hybridization (aCGH) and expression profiling. Tumorigenicity for each cellular population was tested by injection into nude mice. Additionally, we compared CD133+ and CD133- cells of 12 primary colorectal tumors using laser capture microdissection and aCGH. Three of five CRC cell lines displayed both CD133+ and CD133- cells, but tumorigenicity of these subfractions did not differ significantly and aCGH revealed essentially identical genomic imbalances. However, 96 genes were differentially expressed between the two populations. Array comparative genomic hybridization analysis after laser capture microdissection of CD133+ and CD133- areas in primary colorectal tumors revealed genetic differences in 7 of 12 cases. The use of cell lines for studying genomic alterations that define cancer stem cell characteristics, therefore, seems questionable. In contrast, CD133+ cells in primary cancer samples showed a unique genomic aberration profile. In conclusion, our data suggest that CD133 positivity defines a genetically distinct cellular compartment in primary CRC, which potentially includes tumor initiating cells.
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Affiliation(s)
- Timo Gaiser
- Section of Cancer Genomics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
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43
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Characterization of aneuploid populations with trisomy 7 and 20 derived from diploid human colonic epithelial cells. Neoplasia 2011; 13:348-57. [PMID: 21472139 DOI: 10.1593/neo.101580] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2010] [Revised: 01/19/2011] [Accepted: 01/20/2011] [Indexed: 01/10/2023] Open
Abstract
Chromosomal instability leading to aneuploidy occurs in most sporadic colorectal cancers (CRCs) and is believed to be an early driving force in disease progression. Despite this observation, the cellular advantages conferred by these cytogenetic alterations are poorly understood. Here, we provide evidence that serum-free passage of originally diploid, immortalized human colonic epithelial cells (HCECs) gave rise to the acquisition of trisomy 7 (+7), an aneuploidy detected in more than 40% of colorectal adenomas. These cells remain diploid under long-term growth in 2% serum conditions. Analysis by GTG banding and fluorescent in situ hybridization detected no rare preexisting +7 cell in the original population, suggesting a conversion of diploid cells to an aneuploid state. The acquisition of +7 also precedes loss or truncation of the adenomatosis polyposis coli gene as both diploid and +7 cells express full-length, functional protein. Coculturing of fluorescent-labeled cells demonstrate that +7 HCECs have a growth advantage over diploid cells in serum-free conditions. Defects in cell migration and aberrant regulation of the epidermal growth factor receptor, located on chromosome 7p, are also detected in +7 HCECs. Interestingly, knockdown of TP53 and expression of K-Ras(V12) in +7 HCECs resulted in the emergence of trisomy 20, another nonrandom aneuploidy observed in ∼85% of CRC. In summary, we describe isogenic colonic epithelial cells that represent cytogenetic changes occurring frequently in sporadic CRC. The emergence and characterization of trisomy 7 and 20 demonstrate that these HCECs may serve as unique human cell-based models to examine the effects of chromosomal instability in CRC progression.
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Wong JCT, Chan SK, Schaeffer DF, Sagaert X, Lim HJ, Kennecke H, Owen DA, Suh KW, Kim YB, Tai IT. Absence of MMP2 expression correlates with poor clinical outcomes in rectal cancer, and is distinct from MMP1-related outcomes in colon cancer. Clin Cancer Res 2011; 17:4167-76. [PMID: 21531813 DOI: 10.1158/1078-0432.ccr-10-1224] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
PURPOSE Treatments for colorectal cancer (CRC) are primarily disease stage based. However, heterogeneity in outcome within even a single stage highlights its limitations in predicting disease behavior. Recently, the role of gene expression as predictive and prognostic markers has been explored. Our objectives were to identify consistently differentially expressed genes through meta-analysis of high-throughput gene-expression studies, and evaluate their predictive and prognostic significance in colon (CC) and rectal (RC) cancers. EXPERIMENTAL DESIGN Publications applying high-throughput gene- expression technologies to specific CRC stages were identified. A vote counting strategy was used to identify the most significant differentially expressed genes. Their predictive and prognostic values were independently assessed in a tissue microarray of 191 cases of stage II-IV CC/RC from two tertiary care centers. Their biological effects were also examined in vitro. RESULTS MMP1 and MMP2 were identified as consistently underexpressed in liver metastasis compared with primary CRC. Shorter time to distant metastasis and overall survival occurred in stage III CC lacking MMP1 expression, and in stage III RC lacking MMP2. MMP1 levels in stage II and III CC were associated with increased likelihood of distant metastasis, whereas the risk of local recurrence in stage III RC could be stratified by MMP2. Promotion of cell invasion of CRC cell lines exposed to MMP1/2 inhibitors were confirmed in vitro. CONCLUSIONS MMP1 and MMP2 may be useful biomarkers that can help stratify patients at higher risk of developing recurrence in colorectal cancer, and guide individualized treatment decisions to achieve better outcomes.
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Affiliation(s)
- John C T Wong
- Division of Gastroenterology, Department of Medicine, and Department of Pathology, University of British Columbia, 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
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45
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Fearon ER. Molecular genetics of colorectal cancer. ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE 2011; 6:479-507. [PMID: 21090969 DOI: 10.1146/annurev-pathol-011110-130235] [Citation(s) in RCA: 1254] [Impact Index Per Article: 89.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Over the past three decades, molecular genetic studies have revealed some critical mutations underlying the pathogenesis of the sporadic and inherited forms of colorectal cancer (CRC). A relatively limited number of oncogenes and tumor-suppressor genes-most prominently the APC, KRAS, and p53 genes-are mutated in a sizeable fraction of CRCs, and a larger collection of genes that are mutated in subsets of CRC have begun to be defined. Together with DNA-methylation and chromatin-structure changes, the mutations act to dysregulate conserved signaling networks that exert context-dependent effects on critical cell phenotypes, including the regulation of cellular metabolism, proliferation, differentiation, and survival. Much work remains to be done to fully understand the nature and significance of the individual and collective genetic and epigenetic defects in CRC. Some key concepts for the field have emerged, two of which are emphasized in this review. Specifically, the gene defects in CRC often target proteins and pathways that exert pleiotropic effects on the cancer cell phenotype, and particular genetic and epigenetic alterations are linked to biologically and clinically distinct subsets of CRC.
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Affiliation(s)
- Eric R Fearon
- The Cancer Center, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, 48109-2200, USA.
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46
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Starr TK, Scott PM, Marsh BM, Zhao L, Than BLN, O'Sullivan MG, Sarver AL, Dupuy AJ, Largaespada DA, Cormier RT. A Sleeping Beauty transposon-mediated screen identifies murine susceptibility genes for adenomatous polyposis coli (Apc)-dependent intestinal tumorigenesis. Proc Natl Acad Sci U S A 2011; 108:5765-5770. [PMID: 21436051 PMCID: PMC3078351 DOI: 10.1073/pnas.1018012108] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
It is proposed that a progressive series of mutations and epigenetic events leads to human colorectal cancer (CRC) and metastasis. Furthermore, data from resequencing of the coding regions of human CRC suggests that a relatively large number of mutations occur in individual human CRC, most at low frequency. The functional role of these low-frequency mutations in CRC, and specifically how they may cooperate with high-frequency mutations, is not well understood. One of the most common rate-limiting mutations in human CRC occurs in the adenomatous polyposis coli (APC) gene. To identify mutations that cooperate with mutant APC, we performed a forward genetic screen in mice carrying a mutant allele of Apc (Apc(Min)) using Sleeping Beauty (SB) transposon-mediated mutagenesis. Apc(Min) SB-mutagenized mice developed three times as many polyps as mice with the Apc(Min) allele alone. Analysis of transposon common insertion sites (CIS) identified the Apc locus as a major target of SB-induced mutagenesis, suggesting that SB insertions provide an efficient route to biallelic Apc inactivation. We also identified an additional 32 CIS genes/loci that may represent modifiers of the Apc(Min) phenotype. Five CIS genes tested for their role in proliferation caused a significant change in cell viability when message levels were reduced in human CRC cells. These findings demonstrate the utility of using transposon mutagenesis to identify low-frequency and cooperating cancer genes; this approach will aid in the development of combinatorial therapies targeting this deadly disease.
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Affiliation(s)
- Timothy K. Starr
- Department of Genetics, Cell Biology and Development, Center for Genome Engineering, Masonic Cancer Center, University of Minnesota, Minneapolis, MN 55455
| | - Patricia M. Scott
- Department of Biochemistry and Molecular Biology, University of Minnesota Medical School, Duluth, MN 55812
| | - Benjamin M. Marsh
- Department of Biochemistry and Molecular Biology, University of Minnesota Medical School, Duluth, MN 55812
| | - Lei Zhao
- Department of Biochemistry and Molecular Biology, University of Minnesota Medical School, Duluth, MN 55812
| | - Bich L. N. Than
- Department of Biochemistry and Molecular Biology, University of Minnesota Medical School, Duluth, MN 55812
| | - M. Gerard O'Sullivan
- Department of Genetics, Cell Biology and Development, Center for Genome Engineering, Masonic Cancer Center, University of Minnesota, Minneapolis, MN 55455
- Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, St. Paul, MN 55108
| | - Aaron L. Sarver
- Department of Biostatistics and Informatics, Masonic Cancer Center, University of Minnesota, Minneapolis, MN 55455; and
| | - Adam J. Dupuy
- Department of Anatomy and Cell Biology, University of Iowa, Iowa City, IA 52242
| | - David A. Largaespada
- Department of Genetics, Cell Biology and Development, Center for Genome Engineering, Masonic Cancer Center, University of Minnesota, Minneapolis, MN 55455
| | - Robert T. Cormier
- Department of Biochemistry and Molecular Biology, University of Minnesota Medical School, Duluth, MN 55812
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47
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Habermann JK, Brucker CA, Freitag-Wolf S, Heselmeyer-Haddad K, Krüger S, Barenboim L, Downing T, Bruch HP, Auer G, Roblick UJ, Ried T. Genomic instability and oncogene amplifications in colorectal adenomas predict recurrence and synchronous carcinoma. Mod Pathol 2011; 24:542-55. [PMID: 21102417 PMCID: PMC7337970 DOI: 10.1038/modpathol.2010.217] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Individual colorectal adenomas have different propensities to progress to invasive disease. In this study, we explored whether these differences could be explained by gene copy number alterations. We evaluated 18 adenomas of patients without synchronous or subsequent carcinoma (6.5 years follow-up), 23 adenomas of carcinoma patients, and 6 related carcinomas. All samples were measured for their DNA ploidy status. Centromere probes for chromosomes 17 and 18, as well as gene-specific probes for SMAD7, EGFR, NCOA3, TP53, MYC, and RAB20 were assessed by multicolor fluorescence in situ hybridization. An increased genomic instability index of CEP17, SMAD7, and EGFR, as well as TP53 deletions and MYC amplifications defined adenomas of patients with synchronous carcinoma (P<0.05). Diploid NCOA3 signal counts were associated with longer adenoma recurrence-free surveillance (P=0.042). In addition, NCOA3, MYC, EGFR, and RAB20 amplifications, as well as TP53 deletions correlated with increased DNA stem line values and/or aneuploidy in adenomas (P<0.05). Furthermore, aberrations of NCOA3, MYC, and RAB20 were associated with histopathologically defined high-risk adenomas (P<0.05). RAB20 amplifications were also correlated with high-grade dysplastic adenomas (P=0.002). We conclude that genomic instability in colorectal adenomas is reflected by EGFR, MYC, NCOA3, and RAB20 amplifications that do correlate with histomorphological features and are indicative for adenoma recurrence and the presence of synchronous carcinomas.
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Affiliation(s)
- Jens K Habermann
- Department of Surgery, University Clinic Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.
| | - Constanze A Brucker
- Department of Surgery, University Clinic Schleswig-Holstein, Campus Lübeck, Lübeck, Germany,Genetics Branch, National Cancer Institute, NIH, Bethesda, MD, USA
| | - Sandra Freitag-Wolf
- Institute for Medical Informatics and Statistics, University Clinic Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | | | - Stefan Krüger
- Institute of Pathology, University Clinic Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Linda Barenboim
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD, USA
| | - Tricia Downing
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD, USA
| | - Hans-Peter Bruch
- Department of Surgery, University Clinic Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Gert Auer
- Unit of Cancer Proteomics, Karolinska Biomic Center, Karolinska Institutet, Stockholm, Sweden
| | - Uwe J Roblick
- Department of Surgery, University Clinic Schleswig-Holstein, Campus Lübeck, Lübeck, Germany,Unit of Cancer Proteomics, Karolinska Biomic Center, Karolinska Institutet, Stockholm, Sweden
| | - Thomas Ried
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD, USA
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48
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Li G, Xiao Z, Liu J, Li C, Li F, Chen Z. Cancer: a proteomic disease. SCIENCE CHINA-LIFE SCIENCES 2011; 54:403-8. [PMID: 21455689 DOI: 10.1007/s11427-011-4163-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Received: 05/14/2010] [Accepted: 08/17/2010] [Indexed: 01/05/2023]
Abstract
The development of cancer is a pathological process involving multiple environmental carcinogenic factors and genetic alterations. For decades, cancer researchers have focused on genomic and transcriptomic analyses. The completion of the Human Genome Project has opened the door to the post-genome era and oncoproteomics. Proteins play a critical role in tumorigenesis and influence the differences between normal cells and malignant cells. This report proposes the concept that cancer is a proteomic disease. This concept is based on examining protein expression profiles, post-translational modifications, and protein-protein interactions in carcinogenesis using recent advances in comparative, functional and structural proteomics. This approach provides a new way of viewing carcinogenesis, presents new clues in biomarker discovery for cancer diagnosis and therapy, and reveals important scientific findings and their significance to clinical applications.
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Affiliation(s)
- GuoQing Li
- Key Laboratory of Cancer Proteomics of Chinese Ministry of Health, Xiangya Hospital, Central South University, Changsha, 410008, China
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49
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Gemoll T, Roblick UJ, Szymczak S, Braunschweig T, Becker S, Igl BW, Bruch HP, Ziegler A, Hellman U, Difilippantonio MJ, Ried T, Jörnvall H, Auer G, Habermann JK. HDAC2 and TXNL1 distinguish aneuploid from diploid colorectal cancers. Cell Mol Life Sci 2011; 68:3261-74. [PMID: 21290163 DOI: 10.1007/s00018-011-0628-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2010] [Revised: 12/21/2010] [Accepted: 01/13/2011] [Indexed: 10/18/2022]
Abstract
DNA aneuploidy has been identified as a prognostic factor for epithelial malignancies. Further understanding of the translation of DNA aneuploidy into protein expression will help to define novel biomarkers to improve therapies and prognosis. DNA ploidy was assessed by image cytometry. Comparison of gel-electrophoresis-based protein expression patterns of three diploid and four aneuploid colorectal cancer cell lines detected 64 ploidy-associated proteins. Proteins were identified by mass spectrometry and subjected to Ingenuity Pathway Analysis resulting in two overlapping high-ranked networks maintaining Cellular Assembly and Organization, Cell Cycle, and Cellular Growth and Proliferation. CAPZA1, TXNL1, and HDAC2 were significantly validated by Western blotting in cell lines and the latter two showed expression differences also in clinical samples using a tissue microarray of normal mucosa (n=19), diploid (n=31), and aneuploid (n=47) carcinomas. The results suggest that distinct protein expression patterns, affecting TXNL1 and HDAC2, distinguish aneuploid with poor prognosis from diploid colorectal cancers.
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Affiliation(s)
- Timo Gemoll
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177 Stockholm, Sweden
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50
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Roschke AV, Kirsch IR. Targeting karyotypic complexity and chromosomal instability of cancer cells. Curr Drug Targets 2011; 11:1341-50. [PMID: 20840077 DOI: 10.2174/1389450111007011341] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2010] [Accepted: 03/12/2010] [Indexed: 11/22/2022]
Abstract
Multiple karyotypic abnormalities and chromosomal instability are characteristic features of many cancers that are relatively resistant to chemotherapeutic agents currently used in the clinic. These same features represent potentially targetable "states" that are essentially tumor specific. The assessment of the chromosomal state of a cancer cell population may provide a guide for the selection or development of drugs active against aggressive and intractable cancers.
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Affiliation(s)
- Anna V Roschke
- Genetics Branch, Center for Cancer Research, National Cancer Institute, Building NNMC8, Room 5101, Bethesda, MD 20889-5105, USA.
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