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Zhao T, Afrifa J, Wang D, Yu J. Association between HIC1 promoter methylation and solid tumor: A meta-analysis. EXCLI JOURNAL 2020; 19:476-489. [PMID: 32398971 PMCID: PMC7214777 DOI: 10.17179/excli2020-1102] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 03/27/2020] [Indexed: 01/11/2023]
Abstract
The epigenetic silencing of tumor suppressor genes by promoter methylation plays an increasingly important role in cancer research. A number of studies have reported the contribution of HIC1 promoter methylation towards the occurrence and development of solid tumors, even though HIC1 promoter methylation has also been found in normal and benign tissue samples. We sought to perform a more accurate and comprehensive meta-analysis to assess the association between HIC1 promoter methylation and cancer risk. We searched and retrieved all published studies on HIC1 promoter methylation in PubMed, Google Scholar, Embase, Cochrane Library, and Web of Science databases. After two reviewers checked the studies and extracted the necessary data independently, the meta-analysis was performed using STATA 12.0 software. A total of 14 case-control studies (949 cancer patients, 282 benign, and 371 normal controls) were included in our study. We report a significantly elevated HIC1 promoter methylation in tumor samples compared to normal (OR = 7.02, 95 % CI 3.12-15.78, P < 0.001) and benign controls (OR = 2.69, 95 % CI 1.13-6.42, P = 0.025). Subgroup analysis stratified by ethnicity showed a significantly reduced heterogeneity among North American (I2 = 0.0 %, P = 0.502) and European (I2 = 33.7 %, P = 0.183) samples. In addition, heterogeneity was significantly reduced among MSP based detection method (I2 = 36.4 %, P = 0.139) when samples were stratified based on the methylation detection methods. The overall outcome demonstrated that HIC1 promoter methylation may be involved in the occurrence and development of solid tumors and has the potential to serve as an epigenetic maker in various specific tumors.
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Affiliation(s)
- Tie Zhao
- Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin 150081, China
| | - Justice Afrifa
- Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin 150081, China.,Department of Medical Laboratory Science, University of Cape Coast, Cape Coast, Ghana
| | - Dong Wang
- Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin 150081, China
| | - Jingcui Yu
- Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin 150081, China
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2
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Adjuvant Epigenetic Therapy of Decitabine and Suberoylanilide Hydroxamic Acid Exerts Anti-Neoplastic Effects in Acute Myeloid Leukemia Cells. Cells 2019; 8:cells8121480. [PMID: 31766421 PMCID: PMC6952979 DOI: 10.3390/cells8121480] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Revised: 11/10/2019] [Accepted: 11/18/2019] [Indexed: 12/11/2022] Open
Abstract
Atypical epigenetic processes including histone acetylation and DNA methylation have been identified as a fundamental theme in hematologic malignancies. Such mechanisms modify gene expression and prompt, in part at least, the initiation and progression of several malignancies including acute myeloid leukemia. In the current study we determined the effects of treating KG-1 and U937 acute myeloid leukemia (AML) cells, in vitro, with the HDAC inhibitor, suberoylanilide hydroxamic acid (SAHA), or with a DNMT inhibitor, decitabine (DAC), or their combination, on cell proliferation, cell cycle progression, apoptosis, and expression of apoptosis-related proteins. Each of SAHA and DAC attenuated cell proliferation and induced cell cycle arrest and apoptotic cell death of KG-1 and U937 cell lines. Besides, their sequential combination improved the obtained anti-neoplastic effect: significant augmentation of growth inhibition and apoptosis induction as compared to cells treated with either drug alone. This effect was featured by the upregulated expression of Bax, cytochrome c1, p21, and cleaved caspases 8, 9, and 3, signifying the activation of both the intrinsic and extrinsic pathways of apoptosis. The sequential combination of SAHA and DAC causes a profound antitumorigenic effect in AML cell lines by inducing the expression of tumor suppressor genes.
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3
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Soozangar N, Sadeghi MR, Jeddi F, Somi MH, Shirmohamadi M, Samadi N. Comparison of genome‐wide analysis techniques to DNA methylation analysis in human cancer. J Cell Physiol 2017; 233:3968-3981. [DOI: 10.1002/jcp.26176] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Accepted: 08/24/2017] [Indexed: 12/11/2022]
Affiliation(s)
- Narges Soozangar
- Liver and Gastrointestinal Diseases Research CenterTabriz University of Medical SciencesTabrizIran
- Department of Molecular Medicine, Faculty of Advanced Medical Sciences,Tabriz University of Medical SciencesTabrizIran
- Molecular Medicine Research CenterTabriz University of Medical SciencesTabrizIran
| | - Mohammad R. Sadeghi
- Liver and Gastrointestinal Diseases Research CenterTabriz University of Medical SciencesTabrizIran
- Department of Molecular Medicine, Faculty of Advanced Medical Sciences,Tabriz University of Medical SciencesTabrizIran
| | - Farhad Jeddi
- Liver and Gastrointestinal Diseases Research CenterTabriz University of Medical SciencesTabrizIran
- Department of Molecular Medicine, Faculty of Advanced Medical Sciences,Tabriz University of Medical SciencesTabrizIran
| | - Mohammad H. Somi
- Liver and Gastrointestinal Diseases Research CenterTabriz University of Medical SciencesTabrizIran
- Department of Molecular Medicine, Faculty of Advanced Medical Sciences,Tabriz University of Medical SciencesTabrizIran
| | - Masoud Shirmohamadi
- Liver and Gastrointestinal Diseases Research CenterTabriz University of Medical SciencesTabrizIran
| | - Nasser Samadi
- Department of Molecular Medicine, Faculty of Advanced Medical Sciences,Tabriz University of Medical SciencesTabrizIran
- Department of Biochemistry, Faculty of MedicineTabriz University of Medical SciencesTabrizIran
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4
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Lipka DB, Wang Q, Cabezas-Wallscheid N, Klimmeck D, Weichenhan D, Herrmann C, Lier A, Brocks D, von Paleske L, Renders S, Wünsche P, Zeisberger P, Gu L, Haas S, Essers MA, Brors B, Eils R, Trumpp A, Milsom MD, Plass C. Identification of DNA methylation changes at cis-regulatory elements during early steps of HSC differentiation using tagmentation-based whole genome bisulfite sequencing. Cell Cycle 2015; 13:3476-87. [PMID: 25483069 DOI: 10.4161/15384101.2014.973334] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Epigenetic alterations during cellular differentiation are a key molecular mechanism which both instructs and reinforces the process of lineage commitment. Within the haematopoietic system, progressive changes in the DNA methylome of haematopoietic stem cells (HSCs) are essential for the effective production of mature blood cells. Inhibition or loss of function of the cellular DNA methylation machinery has been shown to lead to a severe perturbation in blood production and is also an important driver of malignant transformation. HSCs constitute a very rare cell population in the bone marrow, capable of life-long self-renewal and multi-lineage differentiation. The low abundance of HSCs has been a major technological barrier to the global analysis of the CpG methylation status within both HSCs and their immediate progeny, the multipotent progenitors (MPPs). Within this Extra View article, we review the current understanding of how the DNA methylome regulates normal and malignant hematopoiesis. We also discuss the current methodologies that are available for interrogating the DNA methylation status of HSCs and MPPs and describe a new data set that was generated using tagmentation-based whole genome bisulfite sequencing (TWGBS) in order to comprehensively map methylated cytosines using the limited amount of genomic DNA that can be harvested from rare cell populations. Extended analysis of this data set clearly demonstrates the added value of genome-wide sequencing of methylated cytosines and identifies novel important cis-acting regulatory regions that are dynamically remodeled during the first steps of haematopoietic differentiation.
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Affiliation(s)
- Daniel B Lipka
- a Division of Epigenomics and Cancer Risk Factors , German Cancer Research Center (DKFZ) ; Heidelberg , Germany
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5
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Epigenetic repression of the dopamine receptor D4 in pediatric tumors of the central nervous system. J Neurooncol 2013; 116:237-49. [PMID: 24264533 DOI: 10.1007/s11060-013-1313-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2013] [Accepted: 11/10/2013] [Indexed: 01/11/2023]
Abstract
Epigenetic alterations are common events in cancer. Using a genome wide methylation screen (Restriction Landmark Genomic Scanning-RLGS) we identified the gene for the dopamine receptor D4 (DRD4) as tumor-specific methylated. As DRD4 is involved in early brain development and may thus be involved in developmentally dependent tumors of the CNS in children epigenetic deregulation of DRD4 and its functional consequences were analyzed in vitro. CpG methylation of DRD4 was detected in 18/24 medulloblastomas, 23/29 ependymomas, 6/6 high-grade gliomas, 7/10 CNS PNET and 8/8 cell lines by qCOBRA and bisulfite sequencing. Real-time RT-PCR demonstrated a significantly inferior expression of DRD4 in primary tumors compared to cell lines and non-malignant control tissues. Epigenetic deregulation of DRD4 was analyzed in reexpression experiments and restoration of DRD4 was observed in medulloblastoma (MB) cells treated with 5-Aza-CdR. Reexpression was not accompanied by demethylation of the DRD4 promoter but by a significant decrease of H3K27me3 and of bound enhancer of zeste homologue 2 (EZH2). Knockdown of EZH2 demonstrated DRD4 as a direct target for inhibition by EZH2. Stimulation of reexpressed DRD4 resulted in an activation of ERK1/2. Our analyses thus disclose that DRD4 is epigenetically repressed in CNS tumors of childhood. DRD4 is a direct target of EZH2 in MB cell lines. EZH2 appears to dominate over aberrant DNA methylation in the epigenetic inhibition of DRD4, which eventually leads to inhibition of a DRD4-mediated stimulation of the ERK1/2 kinase pathway.
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6
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Abstract
Aberrant DNA methylation is frequent in the myeloid malignancies, particularly myelodysplastic syndrome (MDS) and acute myelogenous leukemia (AML). Promoter CpG methylation is correlated with silencing of tumor-suppressor genes (TSGs) in specific pathways that are also targets of mutation or other mechanisms of inactivation, and is thought to contribute to disease progression and poor prognosis. Epigenetic contributions to myeloid pathogenesis are more complex. Examples include TSG inactivation and oncogenic activation associated with formation of altered chromatin separate from CpG methylation. Epigenetic dysregulation occurs at multiple disease stages and at non-CpG island genomic sites, and also includes genomic hypomethylation and small RNA mechanisms of epigenetic regulation. Identification of recurrent mutations in potential epigenetic regulators, including TET2, IDH1, IDH2, DNMT3A, UTX, and ASXL1, were recently described. Accordingly, therapeutics directed towards epigenetic mechanisms including methylation inhibitors and histone deacetylase (HDAC) inhibitors have had some clinical success when applied to MDS and AML. However, identification of the underlying mechanisms associated with clinical responses and drug resistance remain enigmatic. Remarkably, in spite of significant molecular and translational progress, there are currently no epigenetic biomarkers in widespread clinical use. In this review, we explore the potential applications of epigenetic biomarker discovery, including epigenetic profiling for myeloid malignancy pathogenesis understanding, diagnostic classification, and development of effective treatment paradigms for these generally considered poor prognosis disorders.
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Affiliation(s)
- Michael A McDevitt
- Division of Hematology, Department of Medicine, Johns Hopkins University School of Medicine and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA.
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7
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Abstract
Myeloid hematological malignancies are among the epigenetically best characterized neoplasms. The comparatively low number of recurring balanced and unbalanced chromosomal abnormalities as well as common genetic mutations has enabled scientists to relate epigenetic states to these. The ease of accessing malignant cells through bone marrow aspiration has certainly contributed to the fast expansion of knowledge. Even so, the clinical and pathogenetic relevance of epigenetic changes is still not known, and the field will certainly evolve very fast with the development of new analytic techniques. The first example of successful epigenetic therapy is seen in myeloid malignancies, in the high-risk myelodysplastic syndromes (MDS) which are routinely treated with the demethylating agent azacytidine.This chapter will concentrate on describing the epigenetic changes in acute myeloid leukemia (AML), chronic myeloid leukemia (CML) and MDS. An overview of clinical relevance and epigenetic therapeutic approaches is also made.
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Affiliation(s)
- Stefan Deneberg
- Center of Hematology, Karolinska University Hospital, Huddinge, Sweden.
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8
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Yang M, Park JY. DNA methylation in promoter region as biomarkers in prostate cancer. Methods Mol Biol 2012; 863:67-109. [PMID: 22359288 DOI: 10.1007/978-1-61779-612-8_5] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The prostate gland is the most common site of cancer and the second leading cause of cancer death in American men. Recent emerging molecular biological technologies help us to know that epigenetic alterations such as DNA methylation within the regulatory (promoter) regions of genes are associated with transcriptional silencing in cancer. Promoter hypermethylation of critical pathway genes could be potential biomarkers and therapeutic targets for prostate cancer. In this chapter, we updated current information on methylated genes associated with the development and progression of prostate cancer. Over 40 genes have been investigated for methylation in promoter region in prostate cancer. These methylated genes are involved in critical pathways, such as DNA repair, metabolism, and invasion/metastasis. The role of hypermethylated genes in regulation of critical pathways in prostate cancer is discussed. These findings may provide new information of the pathogenesis, the exciting potential to be predictive and to provide personalized treatment of prostate cancer. Indeed, some epigenetic alterations in prostate tumors are being translated into clinical practice for therapeutic use.
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Affiliation(s)
- Mihi Yang
- Division of Cancer Prevention and Controls, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
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9
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Abstract
The myelodysplastic syndromes (MDS) are a heterogeneous group of disorders that manifest as bone marrow failure with the risk of life threatening infections and bleeding. A third of these patients may transform to acute leukemia. Age and co-morbidities have limited treatment in the majority to supportive care with a minority of patients eligible for the only curative modality to date, allogeneic stem cell transplantation. The advent of targeted therapy has increased the repertoire of therapeutic options. In particular the methyl transferase inhibitor 5 Azacytidine, that targets epigenetic changes in MDS, has been shown to be effective in up to 60% of patients in a Phase III randomized controlled trial comparing it with best supportive care and has been licensed by the US Food and Drug Administration for use in all subtypes of MDS. It has been shown to prolong time to leukemic transformation (21 vs 12 months with 3% transforming to leukemia p=0.0001) and is the only disease-modifying drug. Patients with monosomy 7, trisomy 8, and diploid chromosomes appear to particularly benefit with the former deriving sustained remissions. As an outpatient therapy, with an acceptable side effect profile, treatment with Azacytidine needs to be considered in all MDS patients who are eligible for treatment.
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Affiliation(s)
- Kavita Raj
- The Department of Haematological Medicine, Kings College London, UK
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10
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Abstract
Epigenetic mechanisms synergize with genetic alterations in modulating gene expression patterns in cancer cells. While epigenetic alterations are reversible genetic modifications are not. This has raised the attention of many groups to focus on a better understanding of the molecular mechanisms that underlie the establishment of altered DNA methylation, histone modifications patterns and miRNA expression. The improved understanding of these mechanisms we will in turn allow us to improve the strategies that can be used for epigenetic therapies. In this review we will discuss and summarize briefly our current knowledge of epigenetic alterations in leukemias and will turn our attention to a concrete example of epigenetic deregulation of CCAAT/enhancer-binding protein alpha (C/EBPα), a key regulator for granulocytic differentiation of common myeloid progenitor cells in order to highlight the cooperativity of genetic and epigenetic mechanisms acting on this gene during the process of leukemogenesis.
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Affiliation(s)
- Anna R Poetsch
- German Cancer Research Center, DKFZ, Division C010, Epigenomics and Cancer Risk Factors, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
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11
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Claus R, Plass C, Armstrong SA, Bullinger L. DNA methylation profiling in acute myeloid leukemia: from recent technological advances to biological and clinical insights. Future Oncol 2011; 6:1415-31. [PMID: 20919827 DOI: 10.2217/fon.10.110] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Acute myeloid leukemia represents a heterogeneous malignant hematological disease with a complex underlying biology suggesting multiple patterns of genetic and epigenetic alterations. Recent evidence suggests that epigenetic mechanisms, especially deregulation of DNA methylation, play an important pathogenic role in leukemogenesis and the first epigenetic drugs have entered the clinic. Therefore, an improved understanding of the impact of altered epigenetic patterns on leukemogenesis represents a pre-requisite for improved patient management and outcome. Here, we provide an overview of current advances in deciphering the leukemic epigenome and its clinical relevance. Recent high-throughput analyses and genome-wide studies provide an optimal starting point for future epigenetic and integrative analyses that will further the development and use of predictive and prognostic epigenetic markers in acute myeloid leukemia.
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Affiliation(s)
- Rainer Claus
- Department of Epigenomics & Cancer Risk Factors, German Cancer Research Center (DKFZ), Heidelberg, Germany
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12
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Abstract
BACKGROUND The prostate gland is the most common site of cancer and the second leading cause of cancer mortality in American men. It is well known that epigenetic alterations such as DNA methylation within the regulatory (promoter) regions of genes are associated with transcriptional silencing in cancer. Promoter hypermethylation of critical pathway genes could be potential biomarkers and therapeutic targets for prostate cancer. METHODS This review discusses current information on methylated genes associated with prostate cancer development and progression. RESULTS Over 30 genes have been investigated for promoter methylation in prostate cancer. These methylated genes are involved in critical pathways, such as DNA repair, metabolism, and invasion/metastasis. The role of hypermethylated genes in regulation of critical pathways in prostate cancer is reviewed. CONCLUSIONS These findings may provide new information of the pathogenesis of prostate cancer. Certain epigenetic alterations in prostate tumors are being translated into clinical practice for therapeutic use.
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Affiliation(s)
- Jong Y Park
- Division of Cancer Prevention and Control, Moffitt Cancer Center, Tampa, FL 33612, USA.
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13
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Park YJ, Claus R, Weichenhan D, Plass C. Genome-wide epigenetic modifications in cancer. PROGRESS IN DRUG RESEARCH. FORTSCHRITTE DER ARZNEIMITTELFORSCHUNG. PROGRES DES RECHERCHES PHARMACEUTIQUES 2011; 67:25-49. [PMID: 21141723 PMCID: PMC3066002 DOI: 10.1007/978-3-7643-8989-5_2] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
Abstract
Epigenetic alterations in cancer include changes in DNA methylation and associated histone modifications that influence the chromatin states and impact gene expression patterns. Due to recent technological advantages, the scientific community is now obtaining a better picture of the genome-wide epigenetic changes that occur in a cancer genome. These epigenetic alterations are associated with chromosomal instability and changes in transcriptional control which influence the overall gene expression differences seen in many human malignancies. In this review, we will briefly summarize our current knowledge of the epigenetic patterns and mechanisms of gene regulation in healthy tissues and relate this to what is known for cancer genomes. Our focus will be on DNA methylation. We will review the current standing of technologies that have been developed over recent years. This field is experiencing a revolution in the strategies used to measure epigenetic alterations, which includes the incorporation of next generation sequencing tools. We also will review strategies that utilize epigenetic information for translational purposes, with a special emphasis on the potential use of DNA methylation marks for early disease detection and prognosis. The review will close with an outlook on challenges that this field is facing.
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Affiliation(s)
- Yoon Jung Park
- Division of Epigenomics and Cancer Risk Factors, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
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14
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Schoofs T, Müller-Tidow C. DNA methylation as a pathogenic event and as a therapeutic target in AML. Cancer Treat Rev 2011; 37 Suppl 1:S13-8. [DOI: 10.1016/j.ctrv.2011.04.013] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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15
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Gupta M, Raghavan M, Gale RE, Chelala C, Allen C, Molloy G, Chaplin T, Linch DC, Cazier JB, Young BD. Novel regions of acquired uniparental disomy discovered in acute myeloid leukemia. Genes Chromosomes Cancer 2008; 47:729-39. [PMID: 18506749 DOI: 10.1002/gcc.20573] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
The acquisition of uniparental disomy (aUPD) in acute myeloid leukemia (AML) results in homozygosity for known gene mutations. Uncovering novel regions of aUPD has the potential to identify previously unknown mutational targets. We therefore aimed to develop a map of the regions of aUPD in AML. Here, we have analyzed a large set of diagnostic AML samples (n = 454) from young adults (age: 15-55 years) using genotype arrays. Acquired UPD was found in 17% of the samples with a nonrandom distribution particularly affecting chromosome arms 13q, 11p, and 11q. Novel recurrent regions of aUPD were uncovered at 2p, 17p, 2q, 17q, 1p, and Xq. Overall, aUPDs were observed across all cytogenetic risk groups, although samples with aUPD13q (5.4% of samples) belonged exclusively to the intermediate-risk group as defined by cytogenetics. All cases with a high FLT3-ITD level, measured previously, had aUPD13q covering the FLT3 gene. Significantly, none of the samples with FLT3-ITD(-)/FLT3-TKD(+) mutation exhibited aUPD13q. Of the 119 aUPDs observed, the majority (87%) were due to mitotic recombination while only 13% were due to nondisjunction. This study demonstrates aUPD is a frequent and significant finding in AML and pinpoints regions that may contain novel mutational targets.
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Affiliation(s)
- Manu Gupta
- Cancer Genomics Unit, Medical Oncology Centre, Barts and the London School of Medicine, Charterhouse Square, London EC1M 6BQ, UK
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16
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Abstract
Acute myeloid leukemia (AML) is a disease characterized by uncontrolled proliferation of clonal neoplastic hematopoietic precursor cells. This leads to the disruption of normal hematopoiesis and bone marrow failure. Major breakthroughs in the past have contributed to our understanding of the genetic failures and the changed biology in AML cells that underlie the initiation and progression of the disease. It is now recognized that not only genetic but also epigenetic alterations are similarly important in this process. Since these alterations do not change the DNA sequences and are pharmacologically reversible, they have been regarded as optimal targets for what is now known as epigenetic therapy. In this review, we will discuss our current understanding of normal epigenetic processes, outline our knowledge of epigenetic alterations in AML, and discuss how this information is being used to improve current therapy of this disease.
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17
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Hackanson B, Bennett KL, Brena RM, Jiang J, Claus R, Chen SS, Blagitko-Dorfs N, Maharry K, Whitman SP, Schmittgen TD, Lübbert M, Marcucci G, Bloomfield CD, Plass C. Epigenetic modification of CCAAT/enhancer binding protein alpha expression in acute myeloid leukemia. Cancer Res 2008; 68:3142-51. [PMID: 18451139 DOI: 10.1158/0008-5472.can-08-0483] [Citation(s) in RCA: 120] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Functional loss of CCAAT/enhancer binding protein alpha (C/EBP alpha), a master regulatory transcription factor in the hematopoietic system, can result in a differentiation block in granulopoiesis and thus contribute to leukemic transformation. Here, we show the effect of epigenetic aberrations in regulating C/EBP alpha expression in acute myeloid leukemia (AML). Comprehensive DNA methylation analyses of the CpG island of C/EBP alpha identified a densely methylated upstream promoter region in 51% of AML patients. Aberrant DNA methylation was strongly associated with two generally prognostically favorable cytogenetic subgroups: inv(16) and t(15;17). Surprisingly, while epigenetic treatment increased C/EBP alpha mRNA levels in vitro, C/EBP alpha protein levels decreased. Using a computational microRNA (miRNA) prediction approach and functional studies, we show that C/EBP alpha mRNA is a target for miRNA-124a. This miRNA is frequently silenced by epigenetic mechanisms in leukemia cell lines, becomes up-regulated after epigenetic treatment, and targets the C/EBP alpha 3' untranslated region. In this way, C/EBP alpha protein expression is reduced in a posttranscriptional manner. Our results indicate that epigenetic alterations of C/EBP alpha are a frequent event in AML and that epigenetic treatment can result in down-regulation of a key hematopoietic transcription factor.
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Affiliation(s)
- Björn Hackanson
- Department of Molecular Virology, Immunology and Medical Genetics, Division of Human Cancer Genetics, College of Pharmacy, Ohio State University, Columbus, Ohio, USA.
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18
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Abstract
Genetic and epigenetic mechanisms contribute to the development of human tumors. However, the conventional analysis of neoplasias has preferentially focused on only one of these processes. This approach has led to a biased, primarily genetic view, of human tumorigenesis. Epigenetic alterations, such as aberrant DNA methylation, are sufficient to induce tumor formation, and can modify the incidence, and determine the type of tumor which will arise in genetic models of cancer. These observations raise important questions about the degree to which genetic and epigenetic mechanisms cooperate in human tumorigenesis, the identity of the specific cooperating genes and how these genes interact functionally to determine the diverse biological and clinical paths to tumor initiation and progression. These gaps in our knowledge are, in part, due to the lack of methods for full-scale integrated genetic and epigenetic analyses. The ultimate goal to fill these gaps would include sequencing relevant regions of the 3-billion nucleotide genome, and determining the methylation status of the 28-million CpG dinucleotide methylome at single nucleotide resolution in different types of neoplasias. Here, we review the emergence and advancement of technologies to map ever larger proportions of the cancer methylome, and the unique discovery potential of integrating these with cancer genomic data. We discuss the knowledge gained from these large-scale analyses in the context of gene discovery, therapeutic application and building a more widely applicable mechanism-based model of human tumorigenesis.
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Affiliation(s)
- Romulo M Brena
- Department of Molecular Genetics, The Ohio State University Comprehensive Cancer Center, Columbus, OH 43210, USA
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19
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Opavsky R, Wang SH, Trikha P, Raval A, Huang Y, Wu YZ, Rodriguez B, Keller B, Liyanarachchi S, Wei G, Davuluri RV, Weinstein M, Felsher D, Ostrowski M, Leone G, Plass C. CpG island methylation in a mouse model of lymphoma is driven by the genetic configuration of tumor cells. PLoS Genet 2007; 3:1757-69. [PMID: 17907813 PMCID: PMC1994712 DOI: 10.1371/journal.pgen.0030167] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2007] [Accepted: 08/16/2007] [Indexed: 12/31/2022] Open
Abstract
Hypermethylation of CpG islands is a common epigenetic alteration associated with cancer. Global patterns of hypermethylation are tumor-type specific and nonrandom. The biological significance and the underlying mechanisms of tumor-specific aberrant promoter methylation remain unclear, but some evidence suggests that this specificity involves differential sequence susceptibilities, the targeting of DNA methylation activity to specific promoter sequences, or the selection of rare DNA methylation events during disease progression. Using restriction landmark genomic scanning on samples derived from tissue culture and in vivo models of T cell lymphomas, we found that MYC overexpression gave rise to a specific signature of CpG island hypermethylation. This signature reflected gene transcription profiles and was detected only in advanced stages of disease. The further inactivation of the Pten, p53, and E2f2 tumor suppressors in MYC-induced lymphomas resulted in distinct and diagnostic CpG island methylation signatures. Our data suggest that tumor-specific DNA methylation in lymphomas arises as a result of the selection of rare DNA methylation events during the course of tumor development. This selection appears to be driven by the genetic configuration of tumor cells, providing experimental evidence for a causal role of DNA hypermethylation in tumor progression and an explanation for the tremendous epigenetic heterogeneity observed in the evolution of human cancers. The ability to predict genome-wide epigenetic silencing based on relatively few genetic alterations will allow for a more complete classification of tumors and understanding of tumor cell biology. Genetic and epigenetic alterations of the genome are common features of cancers. The relationship between these two types of alterations, however, remains unclear. One type of epigenetic modification—DNA methylation in promoter sequences of genes—is of particular interest, since tumor cells have different patterns of promoter methylation than normal cells. Previous studies on human tumor samples have suggested a link between genetic alterations and the induction of aberrant DNA methylation; however, this link has been difficult to rigorously assess because of the incredible genetic heterogeneity found in human cancer. In this study, a mouse model of T cell lymphoma was used to explore the relationship between genetic and epigenetic modifications experienced by tumor cells. By introducing defined genetic changes into preneoplastic T cells of mice, such as the overexpression of the MYC oncogene and the ablation of tumor suppressor genes, we could carefully evaluate how these genetic changes impacted promoter methylation profiles during development of lymphomas in vivo. We found that the introduction of different genetic insults resulted in unique and diagnostic profiles of promoter methylation. Understanding how these methylation signatures contribute to tumor progression could eventually have diagnostic, prognostic, and therapeutic value for human cancers.
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MESH Headings
- Animals
- Cells, Cultured
- CpG Islands/genetics
- DNA Methylation
- DNA, Neoplasm/genetics
- DNA, Neoplasm/isolation & purification
- DNA, Neoplasm/metabolism
- Disease Models, Animal
- Embryo, Mammalian
- Epigenesis, Genetic
- Fibroblasts/metabolism
- Gene Expression Regulation, Neoplastic
- Gene Silencing
- Genes, Tumor Suppressor
- Humans
- Lymphoma, T-Cell/genetics
- Lymphoma, T-Cell/metabolism
- Mice
- Mice, Nude
- Mice, Transgenic
- Neoplasm Transplantation
- Promoter Regions, Genetic
- Proto-Oncogene Proteins c-myc/genetics
- Transgenes
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Affiliation(s)
- Rene Opavsky
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Shu-Huei Wang
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Department of Pathology, The Ohio State University, Columbus, Ohio, United States of America
| | - Prashant Trikha
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Aparna Raval
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
| | - Yuan Huang
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Yue-Zhong Wu
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Pathology, The Ohio State University, Columbus, Ohio, United States of America
| | - Benjamin Rodriguez
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Benjamin Keller
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Sandya Liyanarachchi
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
| | - Guo Wei
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, Ohio, United States of America
| | - Ramana V Davuluri
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
| | - Michael Weinstein
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
| | - Dean Felsher
- Department of Medicine, Stanford University, Stanford, California, United States of America
| | - Michael Ostrowski
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, Ohio, United States of America
| | - Gustavo Leone
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Molecular Genetics, The Ohio State University, Columbus, Ohio, United States of America
- To whom correspondence should be addressed. E-mail: (GL); (CP)
| | - Christoph Plass
- Human Cancer Genetics Program, Department of Molecul\ar Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, Ohio, United States of America
- Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America
- Department of Pathology, The Ohio State University, Columbus, Ohio, United States of America
- To whom correspondence should be addressed. E-mail: (GL); (CP)
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20
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Hong C, Moorefield KS, Jun P, Aldape KD, Kharbanda S, Phillips HS, Costello JF. Epigenome scans and cancer genome sequencing converge on WNK2, a kinase-independent suppressor of cell growth. Proc Natl Acad Sci U S A 2007; 104:10974-9. [PMID: 17578925 PMCID: PMC1904113 DOI: 10.1073/pnas.0700683104] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Human cancer genome and epigenome projects aim to identify new cancer genes and targets for therapy that have been overlooked by conventional approaches. Here we integrated large-scale genomics and epigenomics of 31 human infiltrative gliomas and identified low-frequency deletion and highly recurrent epigenetic silencing of WNK2, encoding a putative serine/threonine kinase. Prior cancer genome sequencing projects also identified point mutations in WNK1-4, suggesting that WNK family genes may have a role in cancers. We observed consistent gene silencing in tumors with dense aberrant methylation across 1.3 kb of the CpG island but more variable expression when the 5'-most region remained unmethylated. This primary tumor data fit well with WNK2 promoter analysis, which showed strong promoter activity in the 5'-most region, equivalent to the simian virus 40 promoter, but no activity in the 3' region. WT WNK2 exhibited autophosphorylation and protein kinase activity that was enhanced in cells exposed to hypertonic conditions, similar to WNK1. WNK2 inhibited up to 78% of colony formation by glioma cells but in an unexpectedly kinase-independent manner. The WNK2 silencing by epigenetic mechanisms was significantly associated (P < 0.01) with a known genetic signature of chemosensitive oligodendroglial tumors, 1p and 19q deletion, in two small but independent tumor sets. Taken together, the epigenetic silencing, occasional deletion and point mutation, and functional assessment suggest that aberrations of WNK2 may contribute to unregulated tumor cell growth. Thus, our integrated genetic and epigenetic approach might be useful to identify genes that are widely relevant to cancer, even when genetic alterations of the locus are infrequent.
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Affiliation(s)
- Chibo Hong
- *Department of Neurological Surgery and the Comprehensive Cancer Center, University of California, San Francisco, CA 94143
| | - K. Scott Moorefield
- *Department of Neurological Surgery and the Comprehensive Cancer Center, University of California, San Francisco, CA 94143
| | - Peter Jun
- *Department of Neurological Surgery and the Comprehensive Cancer Center, University of California, San Francisco, CA 94143
| | - Kenneth D. Aldape
- Department of Pathology, University of Texas M. D. Anderson Cancer Center, Houston, TX 77030; and
| | - Samir Kharbanda
- Department of Tumor Biology and Angiogenesis, Genentech, Inc., South San Francisco, CA 94080
| | - Heidi S. Phillips
- Department of Tumor Biology and Angiogenesis, Genentech, Inc., South San Francisco, CA 94080
| | - Joseph F. Costello
- *Department of Neurological Surgery and the Comprehensive Cancer Center, University of California, San Francisco, CA 94143
- To whom correspondence should be addressed at:
University of California at San Francisco Cancer Center, 2340 Sutter Street, N 225, San Francisco, CA 94143-0875. E-mail:
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21
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Lee EK. Large-scale optimization-based classification models in medicine and biology. Ann Biomed Eng 2007; 35:1095-109. [PMID: 17503186 DOI: 10.1007/s10439-007-9317-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2006] [Accepted: 04/11/2007] [Indexed: 10/23/2022]
Abstract
We present novel optimization-based classification models that are general purpose and suitable for developing predictive rules for large heterogeneous biological and medical data sets. Our predictive model simultaneously incorporates (1) the ability to classify any number of distinct groups; (2) the ability to incorporate heterogeneous types of attributes as input; (3) a high-dimensional data transformation that eliminates noise and errors in biological data; (4) the ability to incorporate constraints to limit the rate of misclassification, and a reserved-judgment region that provides a safeguard against over-training (which tends to lead to high misclassification rates from the resulting predictive rule); and (5) successive multi-stage classification capability to handle data points placed in the reserved-judgment region. To illustrate the power and flexibility of the classification model and solution engine, and its multi-group prediction capability, application of the predictive model to a broad class of biological and medical problems is described. Applications include: the differential diagnosis of the type of erythemato-squamous diseases; predicting presence/absence of heart disease; genomic analysis and prediction of aberrant CpG island meythlation in human cancer; discriminant analysis of motility and morphology data in human lung carcinoma; prediction of ultrasonic cell disruption for drug delivery; identification of tumor shape and volume in treatment of sarcoma; discriminant analysis of biomarkers for prediction of early atherosclerois; fingerprinting of native and angiogenic microvascular networks for early diagnosis of diabetes, aging, macular degeneracy and tumor metastasis; prediction of protein localization sites; and pattern recognition of satellite images in classification of soil types. In all these applications, the predictive model yields correct classification rates ranging from 80 to 100%. This provides motivation for pursuing its use as a medical diagnostic, monitoring and decision-making tool.
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Affiliation(s)
- Eva K Lee
- Center for Operations Research in Medicine and HealthCare, School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0205, USA.
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22
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Dawson DW, Hong JS, Shen RR, French SW, Troke JJ, Wu YZ, Chen SS, Gui D, Regelson M, Marahrens Y, Morse HC, Said J, Plass C, Teitell MA. Global DNA methylation profiling reveals silencing of a secreted form of Epha7 in mouse and human germinal center B-cell lymphomas. Oncogene 2007; 26:4243-52. [PMID: 17260020 PMCID: PMC2756834 DOI: 10.1038/sj.onc.1210211] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Most human lymphomas originate from transformed germinal center (GC) B lymphocytes. While activating mutations and translocations of MYC, BCL2 and BCL6 promote specific GC lymphoma subtypes, other genetic and epigenetic modifications that contribute to malignant progression in the GC remain poorly defined. Recently, aberrant expression of the TCL1 proto-oncogene was identified in major GC lymphoma subtypes. TCL1 transgenic mice offer unique models of both aggressive GC and marginal zone B-cell lymphomas, further supporting a role for TCL1 in B-cell transformation. Here, restriction landmark genomic scanning was employed to discover tumor-associated epigenetic alterations in malignant GC and marginal zone B-cells in TCL1 transgenic mice. Multiple genes were identified that underwent DNA hypermethylation and decreased expression in TCL1 transgenic tumors. Further, we identified a secreted isoform of EPHA7, a member of the Eph family of receptor tyrosine kinases that are able to influence tumor invasiveness, metastasis and neovascularization. EPHA7 was hypermethylated and repressed in both mouse and human GC B-cell non-Hodgkin lymphomas, with the potential to influence tumor progression and spread. These data provide the first set of hypermethylated genes with the potential to complement TCL1-mediated GC B-cell transformation and spread.
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Affiliation(s)
- DW Dawson
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - JS Hong
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - RR Shen
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - SW French
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - JJ Troke
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Y-Z Wu
- Molecular Virology, Immunology and Medical Genetics, Division of Human Cancer Genetics, The Ohio State University, Columbus, OH, USA
| | - S-S Chen
- Molecular Virology, Immunology and Medical Genetics, Division of Human Cancer Genetics, The Ohio State University, Columbus, OH, USA
| | - D Gui
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - M Regelson
- Department of Human Genetics, The David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Y Marahrens
- Department of Human Genetics, The David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - HC Morse
- Laboratory of Immunopathology, National Institute of Allergy and Infectious Disease, National Institutes of Health, Rockville, MD, USA
| | - J Said
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - C Plass
- Molecular Virology, Immunology and Medical Genetics, Division of Human Cancer Genetics, The Ohio State University, Columbus, OH, USA
| | - MA Teitell
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
- Molecular Biology Institute, Institute for Stem Cell Biology and Medicine, California NanoSystems Institute, Institute for Cell Mimetic Studies and Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, USA
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23
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Plass C, Smiraglia DJ. Genome-wide Analysis of DNA Methylation Changes in Human Malignancies. Curr Top Microbiol Immunol 2006; 310:179-98. [PMID: 16909911 DOI: 10.1007/3-540-31181-5_9] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
DNA methylation is an epigenetic modification of the DNA sequence and thus does not change the genetic code but affects chromosomal stability and gene expression. DNA methylation patterns are heritable and can be passed on to the daughter cell. In this review, we briefly summarize our current knowledge on normal DNA methylation patterns and move on to discuss the current state of the field with respect to altered DNA methylation in cancer. We make a special attempt to address current questions relating to genome-wide DNA methylation patterns. Since DNA methylation is used as a therapeutic target in clinical studies, it is of utmost importance to define potential target sequences that could be used as diagnostic or prognostic markers. We conclude the review by outlining possible scenarios that may explain tumor type-specific DNA methylation patterns described by assays evaluating genome-wide levels of DNA methylation.
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Affiliation(s)
- C Plass
- Division of Human Cancer Genetics, The Ohio State University, Tzagournis Medical Research Facility, Columbus 43210, USA.
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24
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Gebhard C, Schwarzfischer L, Pham TH, Schilling E, Klug M, Andreesen R, Rehli M. Genome-Wide Profiling of CpG Methylation Identifies Novel Targets of Aberrant Hypermethylation in Myeloid Leukemia. Cancer Res 2006; 66:6118-28. [PMID: 16778185 DOI: 10.1158/0008-5472.can-06-0376] [Citation(s) in RCA: 157] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The methylation of CpG islands is associated with transcriptional repression and, in cancer, leads to the abnormal silencing of tumor suppressor genes. Because aberrant hypermethylation may be used as a marker for disease, a sensitive method for the global detection of DNA methylation events is of particular importance. We describe a novel and robust technique, called methyl-CpG immunoprecipitation, which allows the unbiased genome-wide profiling of CpG methylation in limited DNA samples. The approach is based on a recombinant, antibody-like protein that efficiently binds native CpG-methylated DNA. In combination with CpG island microarrays, the technique was used to identify >100 genes with aberrantly methylated CpG islands in three myeloid leukemia cell lines. Interestingly, within all hypermethylation targets, genes involved in transcriptional regulation were significantly overrepresented. More than half of the identified genes were absent in microarray expression studies in either leukemia or normal monocytes, indicating that hypermethylation in cancer may be largely independent of the transcriptional status of the affected gene. Most individually tested genes were also hypermethylated in primary blast cells from acute myeloid leukemia patients, suggesting that our approach can identify novel potential disease markers. The technique may prove useful for genome-wide comparative methylation analysis not only in malignancies.
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Affiliation(s)
- Claudia Gebhard
- Department of Hematology and Oncology, University Hospital, Regensburg, Germany
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25
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Bloomfield CD, Mrózek K, Caligiuri MA. Cancer and Leukemia Group B Leukemia Correlative Science Committee: Major Accomplishments and Future Directions: Table 1. Clin Cancer Res 2006; 12:3564s-71s. [PMID: 16740786 DOI: 10.1158/1078-0432.ccr-06-9002] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The Cancer and Leukemia Group B (CALGB) Leukemia Correlative Science Committee (LCSC) has a remarkable history of outstanding productivity and has been at the cutting edge of correlative science for adult leukemia for almost 25 years. Its work, initially focused on the use of immunophenotyping for diagnosis and prognosis of acute lymphoblastic leukemia and acute myeloid leukemia, has, for the last 15 years, focused on the clinical use of cytogenetic and molecular genetic markers in acute myeloid leukemia and acute lymphoblastic leukemia as well as in chronic lymphocytic leukemia. Numerous CALGB LCSC studies have had a major effect on the way we currently diagnose, predict outcome, select appropriate treatment, document complete remission, and monitor residual disease in adults with acute leukemia. In part as a result of the work of the CALGB LCSC, we are increasingly moving toward molecularly targeted therapy in acute and chronic leukemias. In this report, we briefly review those contributions from the CALGB LCSC that have had, or are likely to have in the future, a major effect on how we currently manage leukemia and outline directions of ongoing and future research conducted by the CALGB LCSC.
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Affiliation(s)
- Clara D Bloomfield
- Division of Hematology and Oncology, Department of Internal Medicine, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA.
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26
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Brena RM, Huang THM, Plass C. Quantitative assessment of DNA methylation: potential applications for disease diagnosis, classification, and prognosis in clinical settings. J Mol Med (Berl) 2006; 84:365-77. [PMID: 16416310 DOI: 10.1007/s00109-005-0034-0] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2005] [Accepted: 11/29/2005] [Indexed: 12/31/2022]
Abstract
Deregulation of the epigenome is now recognized as a major mechanism involved in the development and progression of human diseases such as cancer. As opposed to the irreversible nature of genetic events, which introduce changes in the primary DNA sequence, epigenetic modifications are reversible and leave the original DNA sequence intact. There is now evidence that the epigenetic landscape in humans undergoes modifications as the result of normal aging, with older individuals exhibiting higher levels of promoter hypermethylation compared to younger ones. Thus, it has been proposed that the higher incidence of certain disease in older individuals might be, in part, a consequence of an inherent change in the control and regulation of the epigenome. These observations are of remarkable clinical significance since the aberrant epigenetic changes characteristic of disease provide a unique platform for the development of new therapeutic approaches. In this review, we address the significance of DNA methylation changes that result or lead to disease, occur with aging, or may be the result of environmental exposure. We provide a detailed description of quantitative techniques currently available for the detection and analysis of DNA methylation and provide a comprehensive framework that may allow for the incorporation of protocols which include DNA methylation as a tool for disease diagnosis and classification, which could lead to the tailoring of therapeutic approaches designed to individual patient needs.
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Affiliation(s)
- Romulo Martin Brena
- Division of Human Cancer Genetics, Department of Molecular Genetics, The Ohio State University, Columbus, OH 43210, USA
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27
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Abstract
This review highlights decitabine as a prototype epigenetic modifying drug to show how the clinical development of epigenetic agents differs from that of traditional cytotoxic chemotherapies. Decitabine, a cytosine analogue, is cytotoxic at high doses but has selective DNA demethylating activity at low doses. The focus of current decitabine investigations is twofold: to elucidate all of the mechanisms of action and to determine the optimal dose, schedule, and concomitant therapies. New phase I trials have identified a "biologically effective dose," which is 1 to 2 logs lower than the cytotoxic dose. A clinical development program with low-dose decitabine in malignant diseases is focused on myelodysplastic syndrome (MDS), acute myelogenous leukemia (AML), and chronic myelogenous leukemia (CML). A phase III trial in MDS showed objective responses (complete [CR] plus partial [PR] remission) and longer median time to progression to AML or death with decitabine than with supportive care alone. The optimal use of decitabine may be in combination with other agents that promote gene expression, namely, histone deacetylase (HDAC) inhibitors. Optimized decitabine doses and combinations with other epigenetic therapies that can be used at minimally toxic doses provide potentially safer therapeutic options and introduce novel combination therapies.
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28
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Abstract
There are three connected molecular mechanisms of epigenetic cellular memory in mammalian cells: DNA methylation, histone modifications, and RNA interference. The first two have now been firmly linked to neoplastic transformation. Hypermethylation of CpG-rich promoters triggers local histone code modifications resulting in a cellular camouflage mechanism that sequesters gene promoters away from transcription factors and results in stable silencing. This normally restricted mechanism is ubiquitously used in cancer to silence hundreds of genes, among which some critically contribute to the neoplastic phenotype. Virtually every pathway important to cancer formation is affected by this process. Methylation profiling of human cancers reveals tissue-specific epigenetic signatures, as well as tumor-specific signatures, reflecting in particular the presence of epigenetic instability in a subset of cancers affected by the CpG island methylator phenotype. Generally, methylation patterns can be traced to a tissue-specific, proliferation-dependent accumulation of aberrant promoter methylation in aging tissues, a process that can be accelerated by chronic inflammation and less well-defined mechanisms including, possibly, diet and genetic predisposition. The epigenetic machinery can also be altered in cancer by specific lesions in epigenetic effector genes, or by aberrant recruitment of these genes by mutant transcription factors and coactivators. Epigenetic patterns are proving clinically useful in human oncology via risk assessment, early detection, and prognostic classification. Pharmacologic manipulation of these patterns-epigenetic therapy-is also poised to change the way we treat cancer in the clinic.
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29
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Whitman SP, Liu S, Vukosavljevic T, Rush LJ, Yu L, Liu C, Klisovic MI, Maharry K, Guimond M, Strout MP, Becknell B, Dorrance A, Klisovic RB, Plass C, Bloomfield CD, Marcucci G, Caligiuri MA. The MLL partial tandem duplication: evidence for recessive gain-of-function in acute myeloid leukemia identifies a novel patient subgroup for molecular-targeted therapy. Blood 2005; 106:345-52. [PMID: 15774615 PMCID: PMC1895129 DOI: 10.1182/blood-2005-01-0204] [Citation(s) in RCA: 105] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2005] [Accepted: 03/10/2005] [Indexed: 01/11/2023] Open
Abstract
MLL (ALL-1) chimeric fusions and MLL partial tandem duplications (PTD) may have mechanistically distinct contributions to leukemogenesis. Acute myeloid leukemia (AML) blasts with the t(9;11)(p22; q23) express MLL-AF9 and MLL wild-type (WT) transcripts, while normal karyotype AML blasts with the MLL(PTD/WT) genotype express MLL PTD but not the MLL WT. Silencing of MLL WT in MLL(PTD/WT) blasts was reversed by DNA methyltransferase (DNMT) and histone deacetylase (HDAC) inhibitors, and MLL WT induction was associated with selective sensitivity to cell death. Reduction of MLL PTD expression induced MLL WT and reduced blast colony-forming units, supporting opposing functions for MLL PTD and MLL WT whereby the MLL PTD contributes to the leukemic phenotype via a recessive gain-of-function. The coincident suppression of the MLL WT allele with the expression of the MLL PTD allele, along with the functional data presented here, supports the hypothesis that loss of WT MLL function via monoallelic repression contributes to the leukemic phenotype by the remaining mutant allele. These data from primary AML and the pharmacologic reversal of MLL WT silencing associated with a favorable alteration in the threshold for apoptosis suggest that these patients with poor prognosis may benefit from demethylating or histone deacetylase inhibitor therapy, or both.
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Affiliation(s)
- Susan P Whitman
- Department of Internal Medicine, Division of Hematology-Oncology, The Ohio State University, Columbus, OH 43210, USA
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30
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Hong C, Maunakea A, Jun P, Bollen AW, Hodgson JG, Goldenberg DD, Weiss WA, Costello JF. Shared epigenetic mechanisms in human and mouse gliomas inactivate expression of the growth suppressor SLC5A8. Cancer Res 2005; 65:3617-23. [PMID: 15867356 DOI: 10.1158/0008-5472.can-05-0048] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Tumors arise in part from the deleterious effects of genetic and epigenetic mechanisms on gene expression. In several mouse models of human tumors, the tumorigenic phenotype is reversible, suggesting that epigenetic mechanisms also contribute significantly to tumorigenesis in mice. It is not known whether these are the same epigenetic mechanisms in human and mouse tumors or whether they affect homologous genes. Using an integrated approach for genome-wide methylation and copy number analyses, we identified SLC5A8 on chromosome 12q23.1 that was affected frequently by aberrant methylation in human astrocytomas and oligodendrogliomas. SLC5A8 encodes a sodium monocarboxylate cotransporter that was highly expressed in normal brain but was significant down-regulated in primary gliomas. Bisulfite sequencing analysis showed that the CpG island was unmethylated in normal brain but frequently localized methylated in brain tumors, consistent with the tumor-specific loss of gene expression. In glioma cell lines, SLC5A8 expression was also suppressed but could be reactivated with a methylation inhibitor. Expression of exogenous SLC5A8 in LN229 and LN443 glioma cells inhibited colony formation, suggesting that it may function as a growth suppressor in normal brain cells. Remarkably, 9 of 10 murine oligodendroglial tumors (from p53+/- or ink4a/arf+/- animals transgenic for S100beta-v-erbB) showed a similar tumor-specific down-regulation of mSLC5A8, the highly conserved mouse homologue. Taken together, these data suggest that SLC5A8 functions as a growth suppressor gene in vitro and that it is silenced frequently by epigenetic mechanisms in primary gliomas. The shared epigenetic inactivation of mSLC5A8 in mouse gliomas indicates an additional degree of commonality in the origin and/or pathway to tumorigenesis between primary human tumors and these mouse models of gliomas.
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Affiliation(s)
- Chibo Hong
- Department of Neurological Surgery, Brain Tumor Research Center, University of California-San Francisco, San Francisco, California 94143-0875, USA
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31
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van Doorn R, Zoutman WH, Dijkman R, de Menezes RX, Commandeur S, Mulder AA, van der Velden PA, Vermeer MH, Willemze R, Yan PS, Huang TH, Tensen CP. Epigenetic profiling of cutaneous T-cell lymphoma: promoter hypermethylation of multiple tumor suppressor genes including BCL7a, PTPRG, and p73. J Clin Oncol 2005; 23:3886-96. [PMID: 15897551 DOI: 10.1200/jco.2005.11.353] [Citation(s) in RCA: 192] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
PURPOSE To analyze the occurrence of promoter hypermethylation in primary cutaneous T-cell lymphoma (CTCL) on a genome-wide scale, focusing on epigenetic alterations with pathogenetic significance. MATERIALS AND METHODS DNA isolated from biopsy specimens of 28 patients with CTCL, including aggressive CTCL entities (transformed mycosis fungoides and CD30-negative large T-cell lymphoma) and an indolent entity (CD30-positive large T-cell lymphoma), were investigated. For genome-wide DNA methylation screening, differential methylation hybridization using CpG island microarrays was applied, which allows simultaneous detection of the methylation status of 8640 CpG islands. Bisulfite sequence analysis was applied for confirmation and detection of hypermethylation of eight selected tumor suppressor genes. RESULTS The DNA methylation patterns of CTCLs emerging from differential methylation hybridization analysis included 35 CpG islands hypermethylated in at least four of the 28 studied CTCL samples when compared with benign T-cell samples. Hypermethylation of the putative tumor suppressor genes BCL7a (in 48% of CTCL samples), PTPRG (27%), and thrombospondin 4 (52%) was confirmed and demonstrated to be associated with transcriptional downregulation. BCL7a was hypermethylated at a higher frequency in aggressive (64%) than in indolent (14%) CTCL entities. In addition, the promoters of the selected tumor suppressor genes p73 (48%), p16 (33%), CHFR (19%), p15 (10%), and TMS1 (10%) were hypermethylated in CTCL. CONCLUSION Malignant T cells of patients with CTCL display widespread promoter hypermethylation associated with inactivation of several tumor suppressor genes involved in DNA repair, cell cycle, and apoptosis signaling pathways. In view of this, CTCL may be amenable to treatment with demethylating agents.
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MESH Headings
- Adult
- Aged
- Aged, 80 and over
- Base Sequence
- CpG Islands
- DNA Methylation
- DNA, Neoplasm/genetics
- DNA-Binding Proteins/genetics
- Epigenesis, Genetic
- Female
- Gene Expression Profiling
- Gene Expression Regulation, Neoplastic
- Gene Silencing
- Genes, Tumor Suppressor/physiology
- Genome, Human
- Humans
- Ki-1 Antigen/metabolism
- Lymphoma, T-Cell, Cutaneous/genetics
- Male
- Microarray Analysis
- Microfilament Proteins/genetics
- Middle Aged
- Molecular Sequence Data
- Nerve Tissue Proteins/genetics
- Nuclear Proteins/genetics
- Oncogene Proteins/genetics
- Promoter Regions, Genetic
- Protein Tyrosine Phosphatases/genetics
- Receptor-Like Protein Tyrosine Phosphatases, Class 5
- Skin Neoplasms/genetics
- Thrombospondins/genetics
- Tumor Protein p73
- Tumor Suppressor Proteins
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Affiliation(s)
- Remco van Doorn
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
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32
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Gabor Miklos GL. The Human Cancer Genome Project—one more misstep in the war on cancer. Nat Biotechnol 2005; 23:535-7. [PMID: 15877064 DOI: 10.1038/nbt0505-535] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- George L Gabor Miklos
- Secure Genetics Pty Limited, 19 Bungan Head Road, Newport Beach, Sydney, New South Wales, Australia 2106.
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33
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Hackanson B, Guo Y, Lübbert M. The silence of the genes: epigenetic disturbances in haematopoietic malignancies. Expert Opin Ther Targets 2005; 9:45-61. [PMID: 15757481 DOI: 10.1517/14728222.9.1.45] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Cancer-associated disturbances of regulated DNA methylation include both global hypomethylation and gene-specific (often even cancer-specific) hypermethylation. Both coexist and have become the subject of intense investigation. In haematological neoplasias, distinct sets of genes, including the p15/INK4b cell cycle inhibitor (mostly in myeloid malignancies) as well as p16/INK4a (only very infrequently in myeloid neoplasia), have been well characterised as to incidence of hypermethylation, concurrent gene inactivation and their re-expression following treatment with DNA methylation inhibitors. Several genes frequently methylated in haematological neoplasias have been studied with respect to their prognostic value. With the advance of low-dose schedules of demethylating agents (explored particularly in the elderly patient population) the rationale for reverting the 'hyper-methylator phenotype' has also prompted in vivo studies of gene reactivation following this type of treatment. However, ubiquitous surrogate markers for the efficacy of this type of treatment need to be developed. These may include reactivated haemoglobin F (HbF), as demethylating agents can result in clinically meaningful induction of HbF in patients with haemoglobinopathies. Because 'cancer testis antigens', which provide powerful signals for T cell cytotoxic activity on solid tumour cells, are usually silenced in leukaemia but can be reactivated in vitro and in vivo, they provide a rationale for an immuno-modulatory effect of demethylating therapy.
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Affiliation(s)
- Björn Hackanson
- University of Freiburg Medical Center, Department of Hematology/Oncology, 79106 Freiburg, Germany
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34
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35
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Yu L, Liu C, Bennett K, Wu YZ, Dai Z, Vandeusen J, Opavsky R, Raval A, Trikha P, Rodriguez B, Becknell B, Mao C, Lee S, Davuluri RV, Leone G, Van den Veyver IB, Caligiuri MA, Plass C. A NotI-EcoRV promoter library for studies of genetic and epigenetic alterations in mouse models of human malignancies. Genomics 2005; 84:647-60. [PMID: 15475242 DOI: 10.1016/j.ygeno.2004.06.010] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2004] [Accepted: 06/23/2004] [Indexed: 12/31/2022]
Abstract
Aberrant promoter methylation and associated chromatin changes are primarily studied in human malignancies. Thus far, mouse models for human cancer have been rarely utilized to study the role of DNA methylation in tumor onset and progression. It would be advantageous to use mouse tumor models to a greater extent to study the role and mechanism of DNA methylation in cancer because mouse models allow manipulation of the genome, study of samples/populations with a homogeneous genetic background, the possibility of modulating gene expression in vivo, the statistical power of using large numbers of tumor samples, access to various tumor stages, and the possibility of preclinical trials. Therefore, it is likely that the mouse will emerge as an increasingly utilized model to study DNA methylation in cancer. To foster the use of mouse models, we developed an arrayed mouse NotI-EcoRV genomic library, with clones from three commonly used mouse strains (129SvIMJ, FVB/NJ, and C57BL/6J). A total of 23,040 clones representing an estimated three- to fourfold coverage of the mouse genome were arrayed in 60 x 384-well plates. We developed restriction landmark genomic scanning (RLGS) mixing gels with 32 plates to enable the cloning of methylated sequences from RLGS profiles run with NotI-EcoRV-HinfI. RLGS was used to study aberrant methylation in two mouse models that overexpressed IL-15 or c-Myc and developed either T/NK-cell leukemia or T-cell lymphomas, respectively. Careful analysis of 198 sequences showed that 188 (94.9%) identified CpG-island sequences, 132 sequences (66.7%) had homology to the 5' regions of known genes or mRNAs, and all 132 NotI-EcoRV clones were located at the same CpG islands with the predicted promoter sequences. We have also developed a modified pGL3-based luciferase vector that now contains the NotI, AscI, and EcoRV restriction sites and allows the rapid cloning of NotI-EcoRV library fragments in both orientations. Luciferase assays using NotI-EcoRV clones confirmed that the library is enriched for promoter sequences. Thus, this library will support future genetic and epigenetic studies in mouse models.
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MESH Headings
- Animals
- Cloning, Molecular
- CpG Islands/genetics
- DNA Methylation
- Deoxyribonucleases, Type II Site-Specific/metabolism
- Gene Expression Regulation, Neoplastic/genetics
- Gene Library
- Genome, Human
- Humans
- Interleukin-15/genetics
- Interleukin-15/physiology
- Leukemia, Experimental/genetics
- Leukemia, Experimental/metabolism
- Luciferases/metabolism
- Lymphoma/genetics
- Lymphoma/metabolism
- Mice
- Mice, Inbred C57BL
- Mice, Transgenic
- Models, Animal
- Promoter Regions, Genetic/genetics
- Restriction Mapping
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Affiliation(s)
- Li Yu
- Division of Human Cancer Genetics, Department of Molecular Virology, Immunology and Medical Genetics, The Ohio State University, Columbus, OH 43210, USA
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36
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Yu L, Liu C, Vandeusen J, Becknell B, Dai Z, Wu YZ, Raval A, Liu TH, Ding W, Mao C, Liu S, Smith LT, Lee S, Rassenti L, Marcucci G, Byrd J, Caligiuri MA, Plass C. Global assessment of promoter methylation in a mouse model of cancer identifies ID4 as a putative tumor-suppressor gene in human leukemia. Nat Genet 2005; 37:265-74. [PMID: 15723065 DOI: 10.1038/ng1521] [Citation(s) in RCA: 145] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2004] [Accepted: 01/24/2005] [Indexed: 02/07/2023]
Abstract
DNA methylation is associated with malignant transformation, but limitations imposed by genetic variability, tumor heterogeneity, availability of paired normal tissues and methodologies for global assessment of DNA methylation have limited progress in understanding the extent of epigenetic events in the initiation and progression of human cancer and in identifying genes that undergo methylation during cancer. We developed a mouse model of T/natural killer acute lymphoblastic leukemia that is always preceded by polyclonal lymphocyte expansion to determine how aberrant promoter DNA methylation and consequent gene silencing might be contributing to leukemic transformation. We used restriction landmark genomic scanning with this mouse model of preleukemia reproducibly progressing to leukemia to show that specific genomic methylation is associated with only the leukemic phase and is not random. We also identified Idb4 as a putative tumor-suppressor gene that is methylated in most mouse and human leukemias but in only a minority of other human cancers.
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Affiliation(s)
- Li Yu
- Internal Medicine, Division of Hematology/Oncology, The Ohio State University, Columbus, Ohio 43210, USA
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37
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Ekmekci CG, Gutiérrez MI, Siraj AK, Ozbek U, Bhatia K. Aberrant methylation of multiple tumor suppressor genes in acute myeloid leukemia. Am J Hematol 2004; 77:233-40. [PMID: 15495254 DOI: 10.1002/ajh.20186] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Hypermethylator phenotype, a propensity of tumors to incur nonrandom concurrent methylation, has been described in several tumors, including acute myeloid leukemia (AML). More recent studies identified methylation of other tumor suppressor genes, DAP-kinase and SOCS1, singly in AML. We therefore assessed the methylation status of these genes concurrently with other known targets of methylation. We used methylation-specific PCR or COBRA to determine the extent of methylation of 10 genes in 28 AML samples from Turkey. In addition to DAP-kinase and SOCS1, we included ER, p15, and E-cadherin (reported to be frequently methylated) as well as p16, GSTP1, and HIC1 (reported as rarely methylated). We also included RARbeta and p73 for which only minimal data in AML is available. All samples were methylated at least in one locus and all except one demonstrated methylation of DAP-kinase, SOCS1, p15, and/or ER. DAP-kinase is the most frequently methylated gene in both pediatric (70%) and adult AML (55%). RARbeta is methylated in 18% and p73 in 10% of AMLs. Methylation of E-cadherin and RARbeta occurs preferentially in AMLs with high methylation index (MI), while epigenetic lesions in SOCS1, DAP-kinase, and p15 appear to be independent. MI may be age-dependent, with a peak in young adults. FAB M3 demonstrated a higher extent of methylation than M2/M4. This study provides an impetus for larger studies to define if the extent and pattern of methylation in subgroups of AML are clinically relevant.
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Affiliation(s)
- Cumhur G Ekmekci
- Genetics, Institute for Experimental Medicine, Istanbul University, Istanbul, Turkey
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38
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Rush LJ, Raval A, Funchain P, Johnson AJ, Smith L, Lucas DM, Bembea M, Liu TH, Heerema NA, Rassenti L, Liyanarachchi S, Davuluri R, Byrd JC, Plass C. Epigenetic profiling in chronic lymphocytic leukemia reveals novel methylation targets. Cancer Res 2004; 64:2424-33. [PMID: 15059895 DOI: 10.1158/0008-5472.can-03-2870] [Citation(s) in RCA: 107] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
CpG island methylation is an epigenetic alteration that contributes to tumorigenesis by transcriptional inactivation of genes. Little is known about the overall levels of CpG island methylation in chronic lymphocytic leukemia (CLL). To provide a baseline estimate of global aberrant methylation and identify target sequences for additional investigation, we performed Restriction Landmark Genomic Scanning on 10 CLL samples. Two methylation-sensitive landmark enzymes were used (NotI and AscI), allowing assessment of over 3000 CpG islands in each sample. Tumor-derived Restriction Landmark Genomic Scanning profiles were compared with profiles from CD19-selected B cells from normal volunteers and matched normal neutrophils from 4 CLL patients. We found 2.5-8.1% (mean 4.8%) of the CpG islands in CLL samples were aberrantly methylated compared with controls, and the methylation events had a nonrandom distribution (P < 0.0001). Furthermore, we identified 193 aberrantly methylated sequences, of which 93% have CpG island characteristics and 90% have homology to genes or expressed sequences. One such gene, the G protein-coupled metabotropic glutamate receptor 7 (GRM7), possibly inhibits cyclic AMP signaling in the induction of apoptosis. Bisulfite sequencing of GRM7 confirmed extensive CpG island methylation, and treatment with 5-aza-2'-deoxycytidine (decitabine) resulted in up-regulated expression of several genes in vitro with concurrent cellular depletion of DNMT1 protein. Our dual-enzyme global methylation study shows that CLL is characterized by widespread nonrandom CpG island methylation similar to other tumors and provides a panel of novel methylation targets that can be used in larger studies designed to assess impact on disease progression and survival.
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Affiliation(s)
- Laura J Rush
- Department of Veterinary Biosciences, Comprehensive Cancer Center and The Ohio State University, Columbus, Ohio 43210, USA
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39
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Tischkowitz M, Ameziane N, Waisfisz Q, De Winter JP, Harris R, Taniguchi T, D'Andrea A, Hodgson SV, Mathew CG, Joenje H. Bi-allelic silencing of the Fanconi anaemia gene FANCF in acute myeloid leukaemia. Br J Haematol 2003; 123:469-71. [PMID: 14617007 DOI: 10.1046/j.1365-2141.2003.04640.x] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Fanconi anaemia (FA) is a chromosomal instability disorder associated with a high risk of acute myeloid leukaemia (AML). Previous work has shown that the AML cell line CHRF-288, derived from a sporadic AML-M7 patient, does not express FANCF protein and exhibits a cellular FA phenotype. We show that this phenotype is corrected by a FANCF-expressing plasmid and that the absence of FANCF protein is explained by hypermethylation of the promoter region of the FANCF gene. As FANCF is localized in a hot-spot region for somatic hypermethylation (11p15), FANCF silencing might be an early step in sporadic carcinogenesis, including leukaemogenesis.
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Affiliation(s)
- Marc Tischkowitz
- Department of Medical and Molecular Genetics, Division of Genetics and Development Guy's, King's and St Thomas's School of Medicine, King's College London, Guy's Hospital, London, UK
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40
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Leone G, Voso MT, Teofili L, Lübbert M. Inhibitors of DNA methylation in the treatment of hematological malignancies and MDS. Clin Immunol 2003; 109:89-102. [PMID: 14585280 DOI: 10.1016/s1521-6616(03)00207-9] [Citation(s) in RCA: 77] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
DNA methylation abnormalities have recently emerged as one of the most frequent molecular changes in hematopoietic neoplasms. Since methylation and transcriptional status are inversely correlated, the hypermethylation of genes involved in cell-cycle control and apoptosis could have a pathogenetic role in the development of cancer. In particular, high-risk myelodysplastic syndromes (MDS) and secondary leukemias show a high prevalence of tumor suppressor gene hypermethylation. The progression of chronic myeloproliferative diseases and of myelodysplastic syndromes, as well as that of lymphoproliferative diseases, is associated with an increased methylation rate, pointing to a role for hypermethylation of critical promoter regions in the transformation to more aggressive phenotypes. In the same line, a significantly worse prognosis has been shown for patients with hypermethylation of several genes compared to that of patients with unmethylated genes. For these reasons, the use of irreversible DNA methyltransferase inhibitors, such as 5-azacytidine and Decitabine, appears to be a promising option for the treatment of MDS and acute myeloid leukemia. In clinical trials, Azacytidine results in a significantly higher response rate, improved quality of life, reduced risk of leukemic transformation, and improved survival compared to supportive care. Similarly, Decitabine showed favorable results, promising response rates, a good nonhematologic toxicity profile, and a trend for better survival compared to intensive chemotherapy, particularly in older patients. The synergistic effect of histone deacetylase inhibitors, including phenylbutyrate (PB), in reactivating silenced genes encouraged clinical studies on the combination of PB and demethylating agents in hematological diseases, characterized by p15 silencing. The sequential administration of a "first generation" demethylating agent and HDAC inhibitors gave preliminary evidence of a reduced methylation of target genes, as also described with Decitabine. Clinical trials are still ongoing, and preliminary data indicate for the first time that the natural history of MDS may be changed by a non-intensive treatment, characterized by an outstanding toxicity profile.
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Affiliation(s)
- Giuseppe Leone
- Institute of Hematology, Catholic University, Rome, Italy.
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41
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Abstract
Frequent genetic alterations in hematopoietic neoplasias (chromosomal translocations, point mutations, etc.) have provided biologic targets for the development of effective novel therapies. A rapidly increasing body of knowledge provides evidence also for multiple epigenetic alterations in these disorders, which can complement or even precede genetic aberrations. Gene inactivation ('silencing') of tumor suppressor and growth inhibitory genes (e.g. the cyclin-dependent kinase inhibitors p16, p15, p21) is frequently mediated by DNA methylation of gene promoters. The acetylation state of histones (functionally linked to the DNA methylation state by the methylcytosine binding protein 2, recruiting histone deacetylases) provides a second major epigenetic silencing mechanism. Therapeutic reversal strategies are being developed for acute leukemias, myelodysplastic syndromes and malignant lymphomas. Since the discovery of the DNA methyltransferase (Dnmt) inhibitory activity of two azanucleosides (5-azacytidine, 5-aza-2'-deoxycytidine/decitabine) even at doses with minimal nonhematologic toxicity, both have been clinically studied in several myeloid neoplasias, particularly in elderly patients unable to tolerate aggressive treatment. Further development of agents counteracting aberrant methylation is directed at more targeted approaches, for example, antisense molecules against Dnmts. Histone deacetylases (HDACs) can be inhibited by numerous compounds (sodium phenylbutyrate, valproic acid, novel compounds such as depsipeptide), which have entered the clinical arena in similar indications as Dnmt inhibitors. Impressive effects of HDAC inhibition in acute promyelocytic leukemia models (PML/RARA expression) translate the finding of HDAC recruitment by this chimeric transcription factor to its target genes. The recent discovery of recruitment by PML/RARA also of Dnmt activity to the retinoic acid receptor-beta promoter makes it an interesting candidate for Dnmt inhibitors. Studies combining a 're-expressor' strategy with inhibitors of Dnmts and HDACs are underway. Thus, resensitization to biological agents such as retinoids, colony-stimulating factors and other differentiation inducers may be envisioned.
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Affiliation(s)
- Rainer Claus
- Department Internal Medicine I, Division Hematology/Oncology, University of Freiburg Medical Center, Hugstetter Str., D-79106 Freiburg, Germany
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42
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Motiwala T, Ghoshal K, Das A, Majumder S, Weichenhan D, Wu YZ, Holman K, James SJ, Jacob ST, Plass C. Suppression of the protein tyrosine phosphatase receptor type O gene (PTPRO) by methylation in hepatocellular carcinomas. Oncogene 2003; 22:6319-31. [PMID: 14508512 PMCID: PMC3020652 DOI: 10.1038/sj.onc.1206750] [Citation(s) in RCA: 90] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2003] [Revised: 04/23/2003] [Accepted: 04/26/2003] [Indexed: 11/09/2022]
Abstract
A diet lacking folic acid and choline and low in methionine (folate/methyl deficient diet, FMD diet) fed to rats is known to produce preneoplastic nodules (PNNs) after 36 weeks and hepatocellular carcinomas (tumors) after 54 weeks. FMD diet-induced tumors exhibit global hypomethylation and regional hypermethylation. Restriction landmark genome scanning analysis with methylation-sensitive enzyme NotI (RLGS-M) of genomic DNA isolated from control livers, PNNs and tumor tissues was performed to identify the genes that are differentially methylated or amplified during multistage hepatocarcinogenesis. Out of the 1250 genes analysed, 2 to 5 genes were methylated in the PNNs, whereas 5 to 45 genes were partially or completely methylated in the tumors. This analysis also showed amplification of 3 to 12 genes in the primary tumors. As a first step towards identifying the genes methylated in the PNNs and primary hepatomas, we generated a rat NotI-EcoRV genomic library in the pBluescriptKS vector. Here, we describe identification of one methylated and downregulated gene as the rat protein tyrosine phosphatase receptor type O (PTPRO) and one amplified gene as rat C-MYC. Methylation of PTPRO at the NotI site located immediate upstream of the trancription start site in the PNNs and tumors, and amplification of C-MYC gene in the tumors were confirmed by Southern blot analyses. Bisulfite genomic sequencing of the CpG island encompassing exon 1 of the PTPRO gene revealed dense methylation in the PNNs and tumors, whereas it was methylation free in the livers of animals on normal diet. Reverse transcription-polymerase chain reaction (RT-PCR) analysis showed significant decrease in the expression of PTPRO in the tumors and in a transplanted rat hepatoma. The expression of PTPRO mRNA in the transplanted hepatoma after demethylation with 5-azacytidine, a potent inhibitor of DNA methyltransferases, further confirmed the role of methylation in PTPRO gene expression. These results demonstrate alteration in methylation profile and expression of specific genes during tumor progression in the livers of rats in response to folate/methyl deficiency, and further implicate the potential role of PTPRO as a novel growth regulatory gene at least in the hepatocellular carcinomas.
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Affiliation(s)
- Tasneem Motiwala
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, OH 43210, USA
| | - Kalpana Ghoshal
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, OH 43210, USA
| | - Anindita Das
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, OH 43210, USA
| | - Sarmila Majumder
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, OH 43210, USA
| | - Dieter Weichenhan
- Medizinische Universität zu Lübeck, Institut für Biologie, Ratzeburger Allee 160, 23538 Lübeck, Germany
| | - Yue-Zhong Wu
- Division of Human Cancer Genetics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Kristen Holman
- Division of Human Cancer Genetics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - S Jill James
- Division of Biochemical Toxicology, Food and Drug administration, National Center for Toxicological Research, Jefferson, AR 72079, USA
| | - Samson T Jacob
- Department of Molecular and Cellular Biochemistry, The Ohio State University, Columbus, OH 43210, USA
| | - Christoph Plass
- Division of Human Cancer Genetics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
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43
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Smiraglia DJ, Smith LT, Lang JC, Rush LJ, Dai Z, Schuller DE, Plass C. Differential targets of CpG island hypermethylation in primary and metastatic head and neck squamous cell carcinoma (HNSCC). J Med Genet 2003; 40:25-33. [PMID: 12525538 PMCID: PMC1735270 DOI: 10.1136/jmg.40.1.25] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Head and neck squamous cell carcinomas (HNSCC) often metastasise to the cervical lymph nodes. It is known for HNSCC as well as other cancers that progression from normal tissue to primary tumour and finally to metastatic tumour is characterised by an accumulation of genetic mutations. DNA methylation, an epigenetic modification, can result in loss of gene function in cancer, similar to genetic mutations such as deletions and point mutations. We have investigated the DNA methylation phenotypes of both primary HNSCC and metastatic tumours from 13 patients using restriction landmark genomic scanning (RLGS). With this technique, we were able to assess the methylation status of an average of nearly 1300 CpG islands for each tumour. We observed that the number of CpG islands hypermethylated in metastatic tumours is significantly greater than what is found in the primary tumours overall, but not in every patient. Interestingly, the data also clearly show that many loci methylated in a patient's primary tumour are no longer methylated in the metastatic tumour of the same patient. Thus, even though metastatic HNSCC methylate a greater proportion of CpG islands than do the primary tumours, they do so at different subsets of loci. These data show an unanticipated variability in the methylation state of loci in primary and metastatic HNSCCs within the same patient. We discuss two possible explanations for how different epigenetic events might arise between the primary tumour and the metastatic tumour of a person.
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Affiliation(s)
- D J Smiraglia
- Division of Human Cancer Genetics, Department of Molecular Virology, Immunology and Medical Genetics, and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio 43210, USA.
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44
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Abstract
The DNA methylation profile of cancer cells is frequently characterized by global hypomethylation and simultaneous hypermethylation of selected CpG island gene promoters. In recent years, the epigenetic phenomenon of DNA promoter methylation has gained increasing recognition as an important mechanism for transcriptional inactivation of cancer related genes. Studies on both liquid and solid tumors have revealed myriad aberrant methylation events, some of which may provide important clues to the pathogenesis of these tumors. The identification of these methylation alterations and elucidation of the mechanistic events surrounding them are of prime importance, as the methylation status of cancer cells can now be manipulated in vivo with demethylating chemotherapeutics.
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Affiliation(s)
- Laura J Rush
- Department of Veterinary Biosciences, The Ohio State University, Columbus, OH, USA.
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45
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Zardo G, Tiirikainen MI, Hong C, Misra A, Feuerstein BG, Volik S, Collins CC, Lamborn KR, Bollen A, Pinkel D, Albertson DG, Costello JF. Integrated genomic and epigenomic analyses pinpoint biallelic gene inactivation in tumors. Nat Genet 2002; 32:453-8. [PMID: 12355068 DOI: 10.1038/ng1007] [Citation(s) in RCA: 127] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2002] [Accepted: 08/20/2002] [Indexed: 11/09/2022]
Abstract
Aberrant methylation of CpG islands and genomic deletion are two predominant mechanisms of gene inactivation in tumorigenesis, but the extent to which they interact is largely unknown. The lack of an integrated approach to study these mechanisms has limited the understanding of tumor genomes and cancer genes. Restriction landmark genomic scanning (RLGS; ref. 1) is useful for global analysis of aberrant methylation of CpG islands, but has not been amenable to alignment with deletion maps because the identity of most RLGS fragments is unknown. Here, we determined the nucleotide sequence and exact chromosomal position of RLGS fragments throughout the genome using the whole chromosome of origin of the fragments and in silico restriction digestion of the human genome sequence. To study the interaction of these gene-inactivation mechanisms in primary brain tumors, we integrated RLGS-based methylation analysis with high-resolution deletion maps from microarray-based comparative genomic hybridization (array CGH; ref. 3). Certain subsets of gene-associated CpG islands were preferentially affected by convergent methylation and deletion, including genes that exhibit tumor-suppressor activity, such as CISH1 (encoding SOCS1; ref. 4), as well as genes such as COE3 that have been missed by traditional non-integrated approaches. Our results show that most aberrant methylation events are focal and independent of deletions, and the rare convergence of these mechanisms can pinpoint biallelic gene inactivation without the use of positional cloning.
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Affiliation(s)
- Giuseppe Zardo
- Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California 94115, USA
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46
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Dai Z, Weichenhan D, Wu YZ, Hall JL, Rush LJ, Smith LT, Raval A, Yu L, Kroll D, Muehlisch J, Frühwald MC, de Jong P, Catanese J, Davuluri RV, Smiraglia DJ, Plass C. An AscI boundary library for the studies of genetic and epigenetic alterations in CpG islands. Genome Res 2002; 12:1591-8. [PMID: 12368252 PMCID: PMC187524 DOI: 10.1101/gr.197402] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Knudson's two-hit hypothesis postulates that genetic alterations in both alleles are required for the inactivation of tumor-suppressor genes. Genetic alterations include small or large deletions and mutations. Over the past years, it has become clear that epigenetic alterations such as DNA methylation are additional mechanisms for gene silencing. Restriction Landmark Genomic Scanning (RLGS) is a two-dimensional gel electrophoresis that assesses the methylation status of thousands of CpG islands. RLGS has been applied successfully to scan cancer genomes for aberrant DNA methylation patterns. So far, the majority of this work was done using NotI as the restriction landmark site. Here, we describe the development of RLGS using AscI as the restriction landmark site for genome-wide scans of cancer genomes. The availability of AscI as a restriction landmark for RLGS allows for scanning almost twice as many CpG islands in the human genome compared with using NotI only. We describe the development of an AscI-EcoRV boundary library that supports the cloning of novel methylated genes. Feasibility of this system is shown in three tumor types, medulloblastomas, lung cancers, and head and neck cancers. We report the cloning of 178 AscI RLGS fragments via two methods by use of this library.
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Affiliation(s)
- Zunyan Dai
- Division of Human Cancer Genetics, Department of Molecular Virology, Immunology and Medical Genetics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio 43210, USA
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47
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Abstract
Leukaemogenesis is a multi-step process whereby a clonal population arises that has undergone successive alterations to the genotype and the phenotype of the cells that make up the clone. Leukaemia has traditionally been viewed as a genetic disease, however epigenetic defects also play an important role. Expression of the DNA methyltransferase enzymes is elevated in leukaemia, and aberrant methylation is common with both a decrease in the total genomic 5-methylcytosine, and a concomitant hypermethylation of CpG island-associated tumour suppressor genes. This review will discuss the multitude of DNA methylation changes in haematopoietic malignancies and the implications they have for diagnosis and treatment.
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Affiliation(s)
- John R Melki
- Kanematsu Laboratories, Sydney Cancer Centre, Royal Prince Alfred Hospital, Missenden Road, Camperdown, NSW 2050, Australia
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48
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Tra J, Kondo T, Lu Q, Kuick R, Hanash S, Richardson B. Infrequent occurrence of age-dependent changes in CpG island methylation as detected by restriction landmark genome scanning. Mech Ageing Dev 2002; 123:1487-503. [PMID: 12425956 DOI: 10.1016/s0047-6374(02)00080-5] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Hypermethylation of CpG islands, resulting in the inactivation of tumor suppressor genes, is an early event in the development of some malignancies. Recent studies suggest that this abnormal methylation may be a function of aging. The number of CpG islands that methylate with age is unknown. We used restriction landmark genome scanning (RLGS) to approximate the extent to which CpG islands change methylation status during aging. Comparison of more than 2000 loci in T lymphocytes isolated from newborn, middle age, and elderly people revealed that 29 loci ( approximately 1%) changed methylation status during aging, with 23 increasing methylation, and six decreasing. The same subset also changed methylation status with age in the esophagus, lung, and pancreas, but in variable directions. Virtual genome scanning identified one of these loci as a member of the forkhead family, recently implicated in aging, and another as an EST fragment. The methylation status of both correlated with level of expression. Confirming studies in multiple tissues from normal and DNMT1(+/-) mice demonstrated only one age dependent change in the methylation of more than 2000 loci, occurring in liver and kidney. These results indicate that the methylation status of the majority of CpG islands in both mice and humans is tightly controlled during aging, and that changes are infrequent and in humans confined to a specific subset of genes.
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Affiliation(s)
- John Tra
- Department of Pediatrics and Infectious Diseases, University of Michigan, Ann Arbor, MI 48109, USA
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49
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Affiliation(s)
- Louise K Jones
- Cancer Research UK Children's Cancer Group, Department of Paediatric Haematology and Oncology, Royal London Hospital, London, UK
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50
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Rush LJ, Plass C. Restriction landmark genomic scanning for DNA methylation in cancer: past, present, and future applications. Anal Biochem 2002; 307:191-201. [PMID: 12202234 DOI: 10.1016/s0003-2697(02)00033-7] [Citation(s) in RCA: 59] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The field of molecular biology was revolutionized by the advent of gel electrophoresis. Restriction landmark genomic scanning (RLGS) is a type of two-dimensional electrophoresis employed in the genome-wide assessment of genomic alterations. RLGS has been used to study genetic and epigenetic changes in normal tissues, primary tumors, cancer cell lines, and various organisms such as mice, rats, hamsters, bacteria, and plants. An RLGS profile displays over 2000 radiolabeled restriction landmark sites in a single assay. When conducted with methylation-sensitive restriction enzymes whose sites are preferentially located in CpG island regulatory regions, RLGS becomes a very versatile tool for the investigation of both normal and aberrant methylation patterns. Early studies performed on tumor DNA were mainly descriptive in nature, essentially a catalogue of loci that were changed to varying degrees in different tumor types. Over time, as investigators have become more proficient with RLGS and have undertaken high-throughput studies, the need for efficient cloning, imaging, and analysis systems has become paramount. Current studies focus on identifying specific genes and pathways involved in deregulated methylation in cancer. As such, RLGS analysis of tumor samples has made tremendous contributions to our understanding of the role of DNA methylation in cancer. Future directions will take advantage of the abundant genomic sequence data available to link all of the RLGS loci to genes and create biologically relevant methylation profiles of cancer. This review discusses practical considerations of using RLGS as a genome scanning tool and the past, present, and future applications in cancer biology.
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Affiliation(s)
- Laura J Rush
- Department of Veterinary Biosciences, Division of Human Cancer Genetics, The Ohio State University, Columbus, OH 43210, USA.
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