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Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer. Clin Epigenetics 2022; 14:102. [PMID: 35974349 PMCID: PMC9382793 DOI: 10.1186/s13148-022-01312-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 07/12/2022] [Indexed: 11/20/2022] Open
Abstract
Background Noninvasive diagnostic markers that are capable of distinguishing patients with colorectal cancer (CRC) from healthy individuals or patients with other cancer types are lacking. We report the discovery and validation of a panel of methylation-based markers that specifically detect CRC. Methods This was a large-scale discovery study based on publicly available datasets coupled with a validation study where multiple types of specimens from six cohorts with CRC, other cancer types, and healthy individuals were used to identify and validate the tissue-specific methylation patterns of CRC and assess their diagnostic performance. Results In the discovery and validation cohort (N = 9307), ten hypermethylated CpG sites located in three genes, C20orf194, LIFR, and ZNF304, were identified as CRC-specific markers. Different analyses have suggested that these CpG sites are CRC-specific hypermethylated and play a role in transcriptional silencing of corresponding genes. A random forest model based on ten markers achieved high accuracy rates between 85.7 and 94.3% and AUCs between 0.941 and 0.970 in predicting CRC in three independent datasets and a low misclassification rate in ten other cancer types. In the in-house validation cohort (N = 354), these markers achieved consistent discriminative capabilities. In the cfDNA pilot cohort (N = 14), hypermethylation of these markers was observed in cfDNA samples from CRC patients. In the cfDNA validation cohort (N = 155), the two-gene panel yielded a sensitivity of 69.5%, specificity of 91.7%, and AUC of 0.806. Conclusions Hypermethylation of the ten CpG sites is a CRC-specific alteration in tissue and has the potential use as a noninvasive cfDNA marker to diagnose CRC. Supplementary Information The online version contains supplementary material available at 10.1186/s13148-022-01312-9.
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Feng J, Zhao D, Lv F, Yuan Z. Epigenetic Inheritance From Normal Origin Cells Can Determine the Aggressive Biology of Tumor-Initiating Cells and Tumor Heterogeneity. Cancer Control 2022; 29:10732748221078160. [PMID: 35213254 PMCID: PMC8891845 DOI: 10.1177/10732748221078160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
The acquisition of genetic- and epigenetic-abnormalities during transformation has been recognized as the two fundamental factors that lead to tumorigenesis and determine the aggressive biology of tumor cells. However, there is a regularity that tumors derived from less-differentiated normal origin cells (NOCs) usually have a higher risk of vascular involvement, lymphatic and distant metastasis, which can be observed in both lymphohematopoietic malignancies and somatic cancers. Obviously, the hypothesis of genetic- and epigenetic-abnormalities is not sufficient to explain how the linear relationship between the cellular origin and the biological behavior of tumors is formed, because the cell origin of tumor is an independent factor related to tumor biology. In a given system, tumors can originate from multiple cell types, and tumor-initiating cells (TICs) can be mapped to different differentiation hierarchies of normal stem cells, suggesting that the heterogeneity of the origin of TICs is not completely chaotic. TIC’s epigenome includes not only genetic- and epigenetic-abnormalities, but also established epigenetic status of genes inherited from NOCs. In reviewing previous studies, we found much evidence supporting that the status of many tumor-related “epigenetic abnormalities” in TICs is consistent with that of the corresponding NOC of the same differentiation hierarchy, suggesting that they may not be true epigenetic abnormalities. So, we speculate that the established statuses of genes that control NOC’s migration, adhesion and colonization capabilities, cell-cycle quiescence, expression of drug transporters, induction of mesenchymal formation, overexpression of telomerase, and preference for glycolysis can be inherited to TICs through epigenetic memory and be manifested as their aggressive biology. TICs of different origins can maintain different degrees of innate stemness from NOC, which may explain why malignancies with stem cell phenotypes are usually more aggressive.
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Affiliation(s)
- Jiliang Feng
- Clinical-Pathology Center, Capital Medical University Affiliated Beijing Youan Hospital, Beijing, China
| | - Dawei Zhao
- Medical Imaging Department, Capital Medical University Affiliated Beijing Youan Hospital, Beijing, China
| | - Fudong Lv
- Clinical-Pathology Center, Capital Medical University Affiliated Beijing Youan Hospital, Beijing, China
| | - Zhongyu Yuan
- Clinical-Pathology Center, Capital Medical University Affiliated Beijing Youan Hospital, Beijing, China
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3
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Sun X, Yi J, Yang J, Han Y, Qian X, Liu Y, Li J, Lu B, Zhang J, Pan X, Liu Y, Liang M, Chen E, Liu P, Lu Y. An integrated epigenomic-transcriptomic landscape of lung cancer reveals novel methylation driver genes of diagnostic and therapeutic relevance. Am J Cancer Res 2021; 11:5346-5364. [PMID: 33859751 PMCID: PMC8039961 DOI: 10.7150/thno.58385] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Accepted: 02/21/2021] [Indexed: 12/31/2022] Open
Abstract
Background: Aberrant DNA methylation occurs commonly during carcinogenesis and is of clinical value in human cancers. However, knowledge of the impact of DNA methylation changes on lung carcinogenesis and progression remains limited. Methods: Genome-wide DNA methylation profiles were surveyed in 18 pairs of tumors and adjacent normal tissues from non-small cell lung cancer (NSCLC) patients using Reduced Representation Bisulfite Sequencing (RRBS). An integrated epigenomic-transcriptomic landscape of lung cancer was depicted using the multi-omics data integration method. Results: We discovered a large number of hypermethylation events pre-marked by poised promoter in embryonic stem cells, being a hallmark of lung cancer. These hypermethylation events showed a high conservation across cancer types. Eight novel driver genes with aberrant methylation (e.g., PCDH17 and IRX1) were identified by integrated analysis of DNA methylome and transcriptome data. Methylation level of the eight genes measured by pyrosequencing can distinguish NSCLC patients from lung tissues with high sensitivity and specificity in an independent cohort. Their tumor-suppressive roles were further experimentally validated in lung cancer cells, which depend on promoter hypermethylation. Similarly, 13 methylation-driven ncRNAs (including 8 lncRNAs and 5 miRNAs) were identified, some of which were co-regulated with their host genes by the same promoter hypermethylation. Finally, by analyzing the transcription factor (TF) binding motifs, we uncovered sets of TFs driving the expression of epigenetically regulated genes and highlighted the epigenetic regulation of gene expression of TCF21 through DNA methylation of EGR1 binding motifs. Conclusions: We discovered several novel methylation driver genes of diagnostic and therapeutic relevance in lung cancer. Our findings revealed that DNA methylation in TF binding motifs regulates target gene expression by affecting the binding ability of TFs. Our study also provides a valuable epigenetic resource for identifying DNA methylation-based diagnostic biomarkers, developing cancer drugs for epigenetic therapy and studying cancer pathogenesis.
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Kang YK, Min B. SETDB1 Overexpression Sets an Intertumoral Transcriptomic Divergence in Non-small Cell Lung Carcinoma. Front Genet 2020; 11:573515. [PMID: 33343623 PMCID: PMC7738479 DOI: 10.3389/fgene.2020.573515] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Accepted: 11/09/2020] [Indexed: 12/12/2022] Open
Abstract
An increasing volume of evidence suggests that SETDB1 plays a role in the tumorigenesis of various cancers, classifying SETDB1 as an oncoprotein. However, owing to its numerous protein partners and their global-scale effects, the molecular mechanism underlying SETDB1-involved oncogenesis remains ambiguous. In this study, using public transcriptome data of lung adenocarcinoma (ADC) and squamous-cell carcinoma (SCC), we compared tumors with high-level SETDB1 (SH) and those with low-level SETDB1 (comparable with normal samples; SL). The results of principal component analysis revealed a transcriptomic distinction and divergence between the SH and SL samples in both ADCs and SCCs. The results of gene set enrichment analysis indicated that genes involved in the “epithelial–mesenchymal transition,” “innate immune response,” and “autoimmunity” collections were significantly depleted in SH tumors, whereas those involved in “RNA interference” collections were enriched. Chromatin-modifying genes were highly expressed in SH tumors, and the variance in their expression was incomparably high in SCC-SH, which suggested greater heterogeneity within SCC tumors. DNA methyltransferase genes were also overrepresented in SH samples, and most differentially methylated CpGs (SH/SL) were undermethylated in a highly biased manner in ADCs. We identified interesting molecular signatures associated with the possible roles of SETDB1 in lung cancer. We expect these SETDB1-associated molecular signatures to facilitate the development of biologically relevant targeted therapies for particular types of lung cancer.
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Affiliation(s)
- Yong-Kook Kang
- Development and Differentiation Research Center, Korea Research Institute of Bioscience Biotechnology, Daejeon, South Korea.,Department of Functional Genomics, Korea University of Science and Technology, Daejeon, South Korea
| | - Byungkuk Min
- Development and Differentiation Research Center, Korea Research Institute of Bioscience Biotechnology, Daejeon, South Korea
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5
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do Canto LM, Barros-Filho MC, Rainho CA, Marinho D, Kupper BEC, Begnami MDFDS, Scapulatempo-Neto C, Havelund BM, Lindebjerg J, Marchi FA, Baumbach J, Aguiar S, Rogatto SR. Comprehensive Analysis of DNA Methylation and Prediction of Response to NeoadjuvantTherapy in Locally Advanced Rectal Cancer. Cancers (Basel) 2020; 12:cancers12113079. [PMID: 33105711 PMCID: PMC7690383 DOI: 10.3390/cancers12113079] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 10/09/2020] [Accepted: 10/16/2020] [Indexed: 12/19/2022] Open
Abstract
The treatment for locally advanced rectal carcinomas (LARC) is based on neoadjuvant chemoradiotherapy (nCRT) and surgery, which results in pathological complete response (pCR) in up to 30% of patients. Since epigenetic changes may influence response to therapy, we aimed to identify DNA methylation markers predictive of pCR in LARC patients treated with nCRT. We used high-throughput DNA methylation analysis of 32 treatment-naïve LARC biopsies and five normal rectal tissues to explore the predictive value of differentially methylated (DM) CpGs. External validation was carried out with The Cancer Genome Atlas-Rectal Adenocarcinoma (TCGA-READ 99 cases). A classifier based on three-CpGs DM (linked to OBSL1, GPR1, and INSIG1 genes) was able to discriminate pCR from incomplete responders with high sensitivity and specificity. The methylation levels of the selected CpGs confirmed the predictive value of our classifier in 77 LARCs evaluated by bisulfite pyrosequencing. Evaluation of external datasets (TCGA-READ, GSE81006, GSE75546, and GSE39958) reproduced our results. As the three CpGs were mapped near to regulatory elements, we performed an integrative analysis in regions associated with predicted cis-regulatory elements. A positive and inverse correlation between DNA methylation and gene expression was found in two CpGs. We propose a novel predictive tool based on three CpGs potentially useful for pretreatment screening of LARC patients and guide the selection of treatment modality.
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Affiliation(s)
- Luisa Matos do Canto
- Department of Clinical Genetics, University Hospital of Southern Denmark, 7100 Vejle, Denmark;
- International Research Center–CIPE, A.C. Camargo Cancer Center, Sao Paulo 04002-010, Brazil; (M.C.B.-F.); (F.A.M.)
| | - Mateus Camargo Barros-Filho
- International Research Center–CIPE, A.C. Camargo Cancer Center, Sao Paulo 04002-010, Brazil; (M.C.B.-F.); (F.A.M.)
- Department of Head and Neck Surgery, Hospital das Clinicas HCFMUSP, Sao Paulo 01246-903, Brazil
| | - Cláudia Aparecida Rainho
- Department of Chemical and Biological Sciences, Institute of Biosciences, Sao Paulo State University (Unesp), Botucatu 18618-689, Brazil;
| | - Diogo Marinho
- Institute of Biological Psychiatry, Psykiatrisk Center Sct. Hans, 4000 Roskilde, Denmark;
| | - Bruna Elisa Catin Kupper
- Colorectal Cancer Service, A.C. Camargo Cancer Center, Sao Paulo 04002-010, Brazil; (B.E.C.K.); (S.A.J.)
| | | | - Cristovam Scapulatempo-Neto
- Molecular Oncology Research Center, Barretos – 14784-400, and Diagnósticos da América (DASA), Barueri 06455010, Brazil;
| | - Birgitte Mayland Havelund
- Department of Oncology, University Hospital of Southern Denmark, 7100 Vejle, Denmark;
- Danish Colorectal Cancer Center South, 7100 Vejle, Denmark;
| | - Jan Lindebjerg
- Danish Colorectal Cancer Center South, 7100 Vejle, Denmark;
- Department of Pathology, University Hospital of Southern Denmark, 7100 Vejle, Denmark
| | - Fabio Albuquerque Marchi
- International Research Center–CIPE, A.C. Camargo Cancer Center, Sao Paulo 04002-010, Brazil; (M.C.B.-F.); (F.A.M.)
| | - Jan Baumbach
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, 85354 Freising, Germany;
| | - Samuel Aguiar
- Colorectal Cancer Service, A.C. Camargo Cancer Center, Sao Paulo 04002-010, Brazil; (B.E.C.K.); (S.A.J.)
| | - Silvia Regina Rogatto
- Department of Clinical Genetics, University Hospital of Southern Denmark, 7100 Vejle, Denmark;
- Danish Colorectal Cancer Center South, 7100 Vejle, Denmark;
- Institute of Regional Health Research, Faculty of Health Sciences, University of Southern Denmark, 5000 Odense, Denmark
- Correspondence: ; Tel.: +45-7940-6669
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Genome-Wide DNA Methylation Profiling in Early Stage I Lung Adenocarcinoma Reveals Predictive Aberrant Methylation in the Promoter Region of the Long Noncoding RNA PLUT: An Exploratory Study. J Thorac Oncol 2020; 15:1338-1350. [PMID: 32272161 DOI: 10.1016/j.jtho.2020.03.023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 03/27/2020] [Accepted: 03/29/2020] [Indexed: 01/27/2023]
Abstract
INTRODUCTION Surgical procedure is the treatment of choice in early stage I lung adenocarcinoma. However, a considerable number of patients experience recurrence within the first 2 years after complete resection. Suitable prognostic biomarkers that identify patients at high risk of recurrence (who may probably benefit from adjuvant treatment) are still not available. This study aimed at identifying methylation markers for early recurrence that may become important tools for the development of new treatment modalities. METHODS Genome-wide DNA methylation profiling was performed on 30 stage I lung adenocarcinomas, comparing 14 patients with early metastatic recurrence with 16 patients with a long-term relapse-free survival period using methylated-CpG-immunoprecipitation followed by high-throughput next-generation sequencing. The differentially methylated regions between the two subgroups were validated for their prognostic value in two independent cohorts using the MassCLEAVE assay, a high-resolution quantitative methylation analysis. RESULTS Unsupervised clustering of patients in the discovery cohort on the basis of differentially methylated regions identified patients with shorter relapse-free survival (hazard ratio: 2.23; 95% confidence interval: 0.66-7.53; p = 0.03). In two validation cohorts, promoter hypermethylation of the long noncoding RNA PLUT was significantly associated with shorter relapse-free survival (hazard ratio: 0.54; 95% confidence interval: 0.31-0.93; p < 0.026) and could be reported as an independent prognostic factor in the multivariate Cox regression analysis. CONCLUSIONS Promoter hypermethylation of the long noncoding RNA PLUT is predictive in patients with early stage I adenocarcinoma at high risk for early recurrence. Further studies are needed to validate its role in carcinogenesis and its use as a biomarker to facilitate patient selection and risk stratification.
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Kaur G, Begum R, Thota S, Batra S. A systematic review of smoking-related epigenetic alterations. Arch Toxicol 2019; 93:2715-2740. [PMID: 31555878 DOI: 10.1007/s00204-019-02562-y] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Accepted: 09/02/2019] [Indexed: 02/06/2023]
Abstract
The aim of this study is to provide a systematic review of the known epigenetic alterations caused by cigarette smoke; establish an evidence-based perspective of their clinical value for screening, diagnosis, and treatment of smoke-related disorders; and discuss the challenges and ethical concerns associated with epigenetic studies. A well-defined, reproducible search strategy was employed to identify relevant literature (clinical, cellular, and animal-based) between 2000 and 2019 based on AMSTAR guidelines. A total of 80 studies were identified that reported alterations in DNA methylation, histone modifications, and miRNA expression following exposure to cigarette smoke. Changes in DNA methylation were most extensively documented for genes including AHRR, F2RL3, DAPK, and p16 after exposure to cigarette smoke. Likewise, miR16, miR21, miR146, and miR222 were identified to be differentially expressed in smokers and exhibit potential as biomarkers for determining susceptibility to COPD. We also identified 22 studies highlighting the transgenerational effects of maternal and paternal smoking on offspring. This systematic review lists the epigenetic events/alterations known to occur in response to cigarette smoke exposure and identifies the major genes and miRNAs that are potential targets for translational research in associated pathologies. Importantly, the limitations and ethical concerns related to epigenetic studies are also highlighted, as are the effects on the ability to address specific questions associated with exposure to tobacco/cigarette smoke. In the future, improved interpretation of epigenetic signatures will lead to their increased use as biomarkers and/or in drug development.
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Affiliation(s)
- Gagandeep Kaur
- Laboratory of Pulmonary Immuno-toxicology, Department of Environmental Toxicology, 129 Health Research Centre, Southern University and A&M College, Baton Rouge, LA, 70813, USA
| | - Rizwana Begum
- Laboratory of Pulmonary Immuno-toxicology, Department of Environmental Toxicology, 129 Health Research Centre, Southern University and A&M College, Baton Rouge, LA, 70813, USA
| | - Shilpa Thota
- Laboratory of Pulmonary Immuno-toxicology, Department of Environmental Toxicology, 129 Health Research Centre, Southern University and A&M College, Baton Rouge, LA, 70813, USA
| | - Sanjay Batra
- Laboratory of Pulmonary Immuno-toxicology, Department of Environmental Toxicology, 129 Health Research Centre, Southern University and A&M College, Baton Rouge, LA, 70813, USA.
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8
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Smetannikova NA, Evdokimov AA, Netesova NA, Abdurashitov MA, Akishev AG, Dubinin EV, Pozdnyakov PI, Vihlyanov IV, Nikitin MK, Topolnitsky EB, Karpov AB, Kolomiets SA, Degtyarev SK. [Application of GLAD-PCR Assay for Study on DNA Methylation in Regulatory Regions of Some Tumor-Suppressor Genes in Lung Cancer]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2019; 22:551-561. [PMID: 31526458 PMCID: PMC6754573 DOI: 10.3779/j.issn.1009-3419.2019.09.01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Hypermethylation of the gene regulatory regions are common for many cancer diseases. In this work we applied GLAD-PCR assay for identificating of the aberrantly methylated RCGY sites in the regulatory regions of some downregulated genes in tissue samples of lung cancer (LC). This list includes EFEMP1, EPHA5, HOXA5, HOXA9, LHX1, MYF6, NID2, OTX1, PAX9, RARB, RASSF1A, RXRG, SIX6, SKOR1 and TERT genes. The results of DNA samples from 40 cancer and 25 normal lung tissues showed a good diagnostic potential of selected RCGY sites in regulatory regions of MYF6, SIX6, RXRG, LHX1, RASSF1A and TERT genes with relatively high sensitivity (80.0 %) and specificity (88.0 %) of LC detection in tumor DNA.
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Affiliation(s)
- N A Smetannikova
- State Research Center of Virology and Biotechnology, Koltsovo, Russia.,EpiGene LLC, Novosibirsk, Russia
| | - A A Evdokimov
- State Research Center of Virology and Biotechnology, Koltsovo, Russia.,EpiGene LLC, Novosibirsk, Russia
| | - N A Netesova
- State Research Center of Virology and Biotechnology, Koltsovo, Russia.,EpiGene LLC, Novosibirsk, Russia
| | | | | | | | - P I Pozdnyakov
- State Research Center of Virology and Biotechnology, Koltsovo, Russia
| | | | - M K Nikitin
- Altai Regional Oncology Center, Barnaul, Russia
| | | | - A B Karpov
- Seversk Biophysical Research Centre, Seversk, Russia
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Avila M, Meric-Bernstam F. Next-generation sequencing for the general cancer patient. CLINICAL ADVANCES IN HEMATOLOGY & ONCOLOGY : H&O 2019; 17:447-454. [PMID: 31449513 PMCID: PMC6739831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Next-generation sequencing is a novel method of DNA sequencing that has become a cornerstone of precision oncology. This sequencing method detects differences in specific DNA sequences between a sample and a reference genome or matched normal DNA. In addition to single-nucleotide variants, other insertions, deletions, copy number changes, and fusions may be drivers of cancer growth, and thus represent therapeutic opportunities. As a result, genomic characterization has been increasingly used to guide treatment decisions, especially in patients with advanced disease. This review discusses the basic technologies involved in next-generation sequencing, the applications of this method, and limitations in the clinical realm.
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Affiliation(s)
- Monica Avila
- The University of Texas MD Anderson Cancer Center, Houston, Texas
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10
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Genome-Wide Plasma Cell-Free DNA Methylation Profiling Identifies Potential Biomarkers for Lung Cancer. DISEASE MARKERS 2019; 2019:4108474. [PMID: 30867848 PMCID: PMC6379867 DOI: 10.1155/2019/4108474] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Revised: 12/04/2018] [Accepted: 12/16/2018] [Indexed: 12/18/2022]
Abstract
As a noninvasive blood testing, the detection of cell-free DNA (cfDNA) methylation in plasma has raised an increasing interest due to diagnostic applications. Although extensively used in cfDNA methylation analysis, bisulfite sequencing is less cost-effective. In this study, we investigated the cfDNA methylation patterns in lung cancer patients by MeDIP-seq. Compared with the healthy individuals, 330 differentially methylated regions (DMRs) at gene promoters were identified in lung cancer patients with 33 hypermethylated and 297 hypomethylated regions, respectively. Moreover, these hypermethylated genes were validated with the publicly available DNA methylation data, yielding a set of ten significant differentially methylated genes in lung cancer, including B3GAT2, BCAR1, HLF, HOPX, HOXD11, MIR1203, MYL9, SLC9A3R2, SYT5, and VTRNA1-3. Our study demonstrated MeDIP-seq could be effectively used for cfDNA methylation profiling and identified a set of potential biomarker genes with clinical application for lung cancer.
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Wang J, Yu XF, OUYang N, Luo QL, Zhao SY, Guan XF, Chen T, Li JX. Multi-platform analysis of methylation-regulated genes in human lung adenocarcinoma. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2019; 82:37-45. [PMID: 30626254 DOI: 10.1080/15287394.2018.1551645] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Lung adenocarcinoma (LUAD) is the most frequent pathological type of lung cancer that has a poor prognosis and high mortality rate. DNA methylation plays a critical role in various biological processes during development, while dysregulation results in pathological consequences. Thus, this study aimed to identify DNA methylation-regulated genes involved in LUAD occurrence. Initially, 300 downregulated and 168 upregulated mRNA expression levels were identified in two databases: Gene Expression Omnibus (GEO) and The Cancer Genome Atlas. In addition, GEO was utilized to detect 243 DNA hyper-methylated sites. Based on our observations, it was possible to correlate downregulation of mRNA expression and DNA hyper-methylation of six genes (ABCA3, COX7A1, HOXA5, SLIT3, SOX17, and SPARCL1). Functional analysis of the six genes indicated that these genes are predominantly enriched in cancer-related pathways and may promote carcinogenesis by regulating epithelialmesenchymal transition processes. In conclusion, our study identified a panel of DNA methylation-regulated genes involved in LUAD and may serve as potential epigenetic markers for this type of carcinoma.
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Affiliation(s)
- Jin Wang
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
- b Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases , Suzhou , Jiangsu , China
| | - Xiao-Fan Yu
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
- b Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases , Suzhou , Jiangsu , China
| | - Nan OUYang
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
| | - Qiu-Lin Luo
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
| | - Shi-Yu Zhao
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
| | - Xi-Fei Guan
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
| | - Tao Chen
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
- b Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases , Suzhou , Jiangsu , China
| | - Jian-Xiang Li
- a Department of Toxicology, School of Public Health , Medical College of Soochow University , Suzhou , Jiangsu , China
- b Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases , Suzhou , Jiangsu , China
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Bozack AK, Cardenas A, Quamruzzaman Q, Rahman M, Mostofa G, Christiani DC, Kile ML. DNA methylation in cord blood as mediator of the association between prenatal arsenic exposure and gestational age. Epigenetics 2018; 13:923-940. [PMID: 30175652 PMCID: PMC6284783 DOI: 10.1080/15592294.2018.1516453] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Revised: 08/06/2018] [Accepted: 08/22/2018] [Indexed: 01/08/2023] Open
Abstract
Prenatal arsenic exposure is associated with adverse birth outcomes and disease risk later in life, which could be mediated through epigenetic dysregulation. We evaluated the association between arsenic and gestational age (GA) that was mediated through DNA methylation (DNAm) using data from a Bangladeshi birth cohort. Arsenic exposure was measured in maternal drinking water at ≤16 weeks GA and maternal toenails collected ≤1 month postpartum. Cord blood DNAm was measured using Infinium HumanMethylation450 arrays (n = 44, discovery phase). Top loci identified in the discovery phase were then pyrosequenced in a second group (n = 569, validation phase). Structural equation models (SEM) evaluated the direct and indirect effects of arsenic and DNAm on GA. In the discovery phase, arsenic was associated with differential DNAm of 139 loci that were associated with GA (P < 1.10X10-6; |β regression|>0.10). Each doubling in water arsenic concentration decreased GA by 2 days, which was fully mediated through the main principal component of the top-ten CpGs (P < 0.001). In the validation phase, there were direct and indirect effects of miR214-3 and MCC DNAm on GA. In an adjusted SEM model, mediation of the association between arsenic and GA by miR124-3 was borderline significant (P = 0.061). This study therefore identified DNAm at specific loci in cord blood that mediated the effect of arsenic exposure on GA. Specifically, prenatal arsenic exposure was associated with lower methylation of miR124-3 that mediated the exposure-response of arsenic on GA. Future research should evaluate if these epigenetic changes are persistent and associated with disease risk.
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Affiliation(s)
- Anne K. Bozack
- Department of Environmental Health Sciences, Columbia University, New York, NY, USA
| | - Andres Cardenas
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | | | | | | | - David C. Christiani
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Molly L. Kile
- School of Biological and Population Health Sciences, College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA
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Yang C, Ren J, Li B, Zhang D, Ma C, Cheng C, Sun Y, Fu L, Shi X. Identification of clinical tumor stages related mRNAs and miRNAs in cervical squamous cell carcinoma. Pathol Res Pract 2018; 214:1638-1647. [PMID: 30149901 DOI: 10.1016/j.prp.2018.07.035] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 07/21/2018] [Accepted: 07/31/2018] [Indexed: 01/14/2023]
Abstract
OBJECTIVES The aim of this study is to identify the clinical tumor stage related mRNAs and miRNAs, shedding light on the potential molecular mechanisms of cervical squamous cell carcinoma (CSCC). METHODS Firstly, the mRNA and miRNA next-generation sequencing data were downloaded. Secondly, clinical tumor stage correlation analysis of mRNAs and miRNA was performed, followed by the functional enrichment analysis of all clinical tumor stage related mRNAs. Thirdly, differentially expression analysis of mRNAs and miRNA between different clinical tumor stages was performed, followed by target gene prediction of these differentially expressed miRNAs. RESULTS 3 mRNAs (PER1, PRKAB1 and PMM2) and 5 miRNAs (hsa-mir-486, hsa-mir-451, hsa-mir-424, hsa-mir-144 and hsa-mir-450a-2) were overlapped from stage 1, stage 2, stage 3 and stage 4. CONCLUSIONS Alterations of differentially expressed mRNAs and miRNAs may offer important insights into the molecular mechanisms in the pathology of CSCC.
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Affiliation(s)
- Chenggang Yang
- Gu'an Bojian Bio-Technology Co., LTD., Langfang, China; Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Jing Ren
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Bangling Li
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Dongmei Zhang
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Cui Ma
- Gu'an Bojian Bio-Technology Co., LTD., Langfang, China; Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Cheng Cheng
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Yaolan Sun
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Lina Fu
- Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China
| | - Xiaofeng Shi
- Gu'an Bojian Bio-Technology Co., LTD., Langfang, China; Department of BigData, Beijing Medintell Bioinformatic Technology Co., LTD., Beijing, China.
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14
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Grasse S, Lienhard M, Frese S, Kerick M, Steinbach A, Grimm C, Hussong M, Rolff J, Becker M, Dreher F, Schirmer U, Boerno S, Ramisch A, Leschber G, Timmermann B, Grohé C, Lüders H, Vingron M, Fichtner I, Klein S, Odenthal M, Büttner R, Lehrach H, Sültmann H, Herwig R, Schweiger MR. Epigenomic profiling of non-small cell lung cancer xenografts uncover LRP12 DNA methylation as predictive biomarker for carboplatin resistance. Genome Med 2018; 10:55. [PMID: 30029672 PMCID: PMC6054719 DOI: 10.1186/s13073-018-0562-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2018] [Accepted: 06/21/2018] [Indexed: 12/31/2022] Open
Abstract
Background Non-small cell lung cancer (NSCLC) is the most common cause of cancer-related deaths worldwide and is primarily treated with radiation, surgery, and platinum-based drugs like cisplatin and carboplatin. The major challenge in the treatment of NSCLC patients is intrinsic or acquired resistance to chemotherapy. Molecular markers predicting the outcome of the patients are urgently needed. Methods Here, we employed patient-derived xenografts (PDXs) to detect predictive methylation biomarkers for platin-based therapies. We used MeDIP-Seq to generate genome-wide DNA methylation profiles of 22 PDXs, their parental primary NSCLC, and their corresponding normal tissues and complemented the data with gene expression analyses of the same tissues. Candidate biomarkers were validated with quantitative methylation-specific PCRs (qMSP) in an independent cohort. Results Comprehensive analyses revealed that differential methylation patterns are highly similar, enriched in PDXs and lung tumor-specific when comparing differences in methylation between PDXs versus primary NSCLC. We identified a set of 40 candidate regions with methylation correlated to carboplatin response and corresponding inverse gene expression pattern even before therapy. This analysis led to the identification of a promoter CpG island methylation of LDL receptor-related protein 12 (LRP12) associated with increased resistance to carboplatin. Validation in an independent patient cohort (n = 35) confirmed that LRP12 methylation status is predictive for therapeutic response of NSCLC patients to platin therapy with a sensitivity of 80% and a specificity of 84% (p < 0.01). Similarly, we find a shorter survival time for patients with LRP12 hypermethylation in the TCGA data set for NSCLC (lung adenocarcinoma). Conclusions Using an epigenome-wide sequencing approach, we find differential methylation patterns from primary lung cancer and PDX-derived cancers to be very similar, albeit with a lower degree of differential methylation in primary tumors. We identify LRP12 DNA methylation as a powerful predictive marker for carboplatin resistance. These findings outline a platform for the identification of epigenetic therapy resistance biomarkers based on PDX NSCLC models. Electronic supplementary material The online version of this article (10.1186/s13073-018-0562-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sabrina Grasse
- Translational Epigenetics and Tumor Genetics, University Hospital Cologne, Cologne, Germany.,Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | - Matthias Lienhard
- Department of Computational Molecular Biology, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | | | - Martin Kerick
- Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Berlin, Germany.,Present Address: Department of Cell Biology and Immunology, Institute for Parasitology and Biomedicine, Granada, Spain
| | - Anne Steinbach
- Translational Epigenetics and Tumor Genetics, University Hospital Cologne, Cologne, Germany.,Department of Biology, Chemistry and Pharmacy, Free University Berlin, Berlin, Germany
| | - Christina Grimm
- Translational Epigenetics and Tumor Genetics, University Hospital Cologne, Cologne, Germany
| | - Michelle Hussong
- Translational Epigenetics and Tumor Genetics, University Hospital Cologne, Cologne, Germany.,Center for Molecular Medicine Cologne, CMMC, Cologne, Germany
| | - Jana Rolff
- Experimental Pharmacology and Oncology Berlin-Buch GmbH, Berlin, Germany
| | - Michael Becker
- Experimental Pharmacology and Oncology Berlin-Buch GmbH, Berlin, Germany
| | - Felix Dreher
- Alacris Theranostics GmbH Berlin, Berlin, Germany
| | - Uwe Schirmer
- Cancer Genome Research Group, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), and National Center for Tumor Diseases (NCT), Heidelberg, Germany.,Translational Lung Research, Center (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany
| | - Stefan Boerno
- Sequencing Core Facility, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | - Anna Ramisch
- Department of Computational Molecular Biology, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | | | - Bernd Timmermann
- Sequencing Core Facility, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | | | | | - Martin Vingron
- Department of Computational Molecular Biology, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | - Iduna Fichtner
- Experimental Pharmacology and Oncology Berlin-Buch GmbH, Berlin, Germany
| | - Sebastian Klein
- Institute of Pathology, University of Cologne, Cologne, Germany.,Else Kröner Forschungskolleg Clonal Evolution in Cancer, University Hospital Cologne, Weyertal 115b, 50931, Cologne, Germany
| | | | | | - Hans Lehrach
- Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Berlin, Germany.,Alacris Theranostics GmbH Berlin, Berlin, Germany
| | - Holger Sültmann
- Cancer Genome Research Group, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), and National Center for Tumor Diseases (NCT), Heidelberg, Germany.,Translational Lung Research, Center (TLRC), German Center for Lung Research (DZL), Heidelberg, Germany
| | - Ralf Herwig
- Department of Computational Molecular Biology, Max Planck Institute for Molecular Genetics, Berlin, Germany
| | - Michal R Schweiger
- Translational Epigenetics and Tumor Genetics, University Hospital Cologne, Cologne, Germany. .,Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Berlin, Germany. .,Center for Molecular Medicine Cologne, CMMC, Cologne, Germany.
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15
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Hu L, Xiao P, Jiang Y, Dong M, Chen Z, Li H, Hu Z, Lei A, Wang J. Transgenerational Epigenetic Inheritance Under Environmental Stress by Genome-Wide DNA Methylation Profiling in Cyanobacterium. Front Microbiol 2018; 9:1479. [PMID: 30022974 PMCID: PMC6039552 DOI: 10.3389/fmicb.2018.01479] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 06/13/2018] [Indexed: 11/19/2022] Open
Abstract
Epigenetic modifications such as DNA methylation are well known as connected with many important biological processes. Rapid accumulating evidence shows environmental stress can generate particular defense epigenetic changes across generations in eukaryotes. This transgenerational epigenetic inheritance in animals and plants has gained interest over the last years. Cyanobacteria play very crucial role in the earth, and as the primary producer they can adapt to nearly all diverse environments. However, few knowledge about the genome wide epigenetic information such as methylome information in cyanobacteria, especially under any environment stress, was reported so far. In this study we profiled the genome-wide cytosine methylation from a model cyanobacterium Synechocystis sp. PCC 6803, and explored the possibility of transgenerational epigenetic process in this ancient single-celled prokaryote by comparing the DNA methylomes among normal nitrogen medium cultivation, nitrogen starvation for 72 h and nitrogen recovery for about 12 generations. Our results shows that DNA methylation patterns in nitrogen starvation and nitrogen recovery are much more similar with each other, significantly different from that of the normal nitrogen. This study reveals the difference in global DNA methylation pattern of cyanobacteria between normal and nutrient stress conditions and reports the evidence of transgenerational epigenetic process in cyanobacteria. The results of this study may contribute to a better understanding of epigenetic regulation in prokaryotic adaptation to and survive in the ever changing environment.
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Affiliation(s)
- Lang Hu
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
- Nanshan District Key Lab for Biopolymers and Safety Evaluation, College of Materials Science and Engineering, Shenzhen University, Shenzhen, China
| | - Peng Xiao
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Yongguang Jiang
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Mingjie Dong
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Zixi Chen
- Laboratory of Synthetic Microbiology, School of Chemical Engineering and Technology, Tianjin University, Tianjin, China
| | - Hui Li
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Zhangli Hu
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Anping Lei
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Jiangxin Wang
- Shenzhen Key Laboratory of Marine Bioresource and Eco-environmental Science, Shenzhen Engineering Laboratory for Marine Algal Biotechnology, Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
- Nanshan District Key Lab for Biopolymers and Safety Evaluation, College of Materials Science and Engineering, Shenzhen University, Shenzhen, China
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16
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Wang R, van Leeuwen RW, Boers A, Klip HG, de Meyer T, Steenbergen RDM, van Criekinge W, van der Zee AGJ, Schuuring E, Wisman GBA. Genome-wide methylome analysis using MethylCap-seq uncovers 4 hypermethylated markers with high sensitivity for both adeno- and squamous-cell cervical carcinoma. Oncotarget 2018; 7:80735-80750. [PMID: 27738327 PMCID: PMC5348351 DOI: 10.18632/oncotarget.12598] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Accepted: 09/29/2016] [Indexed: 12/23/2022] Open
Abstract
Background Cytology-based screening methods for cervical adenocarcinoma (ADC) and to a lesser extent squamous-cell carcinoma (SCC) suffer from low sensitivity. DNA hypermethylation analysis in cervical scrapings may improve detection of SCC, but few methylation markers have been described for ADC. We aimed to identify novel methylation markers for the early detection of both ADC and SCC. Results Genome-wide methylation profiling for 20 normal cervices, 6 ADC and 6 SCC using MethylCap-seq yielded 53 candidate regions hypermethylated in both ADC and SCC. Verification and independent validation of the 15 most significant regions revealed 5 markers with differential methylation between 17 normals and 13 cancers. Quantitative methylation-specific PCR on cervical cancer scrapings resulted in detection rates ranging between 80% and 92% while between 94% and 99% of control scrapings tested negative. Four markers (SLC6A5, SOX1, SOX14 and TBX20) detected ADC and SCC with similar sensitivity. In scrapings from women referred with an abnormal smear (n=229), CIN3+ sensitivity was between 36% and 71%, while between 71% and 93% of adenocarcinoma in situ (AdCIS) were detected; and CIN0/1 specificity was between 88% and 98%. Compared to hrHPV, the combination SOX1/SOX14 showed a similar CIN3+ sensitivity (80% vs. 75%, respectively, P>0.2), while specificity improved (42% vs. 84%, respectively, P < 10-5). Conclusion SOX1 and SOX14 are methylation biomarkers applicable for screening of all cervical cancer types.
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Affiliation(s)
- Rong Wang
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands.,Department of Laboratory Medicine, Tianjin Medical University, Tianjin, China
| | - Robert W van Leeuwen
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
| | - Aniek Boers
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
| | - Harry G Klip
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
| | - Tim de Meyer
- Department of Mathematical Modeling, Statistics and Bio-informatics, University of Ghent, Ghent, Belgium
| | | | - Wim van Criekinge
- Department of Mathematical Modeling, Statistics and Bio-informatics, University of Ghent, Ghent, Belgium
| | - Ate G J van der Zee
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
| | - Ed Schuuring
- Department of Pathology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
| | - G Bea A Wisman
- Department of Gynecologic Oncology, University of Groningen, University Medical Centre Groningen, Cancer Research Centre Groningen, Groningen, The Netherlands
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17
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Maggi EC, Gravina S, Cheng H, Piperdi B, Yuan Z, Dong X, Libutti SK, Vijg J, Montagna C. Development of a Method to Implement Whole-Genome Bisulfite Sequencing of cfDNA from Cancer Patients and a Mouse Tumor Model. Front Genet 2018; 9:6. [PMID: 29410677 PMCID: PMC5787102 DOI: 10.3389/fgene.2018.00006] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 01/05/2018] [Indexed: 12/18/2022] Open
Abstract
The goal of this study was to develop a method for whole genome cell-free DNA (cfDNA) methylation analysis in humans and mice with the ultimate goal to facilitate the identification of tumor derived DNA methylation changes in the blood. Plasma or serum from patients with pancreatic neuroendocrine tumors or lung cancer, and plasma from a murine model of pancreatic adenocarcinoma was used to develop a protocol for cfDNA isolation, library preparation and whole-genome bisulfite sequencing of ultra low quantities of cfDNA, including tumor-specific DNA. The protocol developed produced high quality libraries consistently generating a conversion rate >98% that will be applicable for the analysis of human and mouse plasma or serum to detect tumor-derived changes in DNA methylation.
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Affiliation(s)
- Elaine C Maggi
- Department of Genetics, Albert Einstein College of Medicine, New York, NY, United States
| | - Silvia Gravina
- Department of Genetics, Albert Einstein College of Medicine, New York, NY, United States
| | - Haiying Cheng
- Department of Oncology, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, United States
| | - Bilal Piperdi
- Department of Oncology, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, United States
| | - Ziqiang Yuan
- Department of Surgery, Albert Einstein College of Medicine, New York, NY, United States
| | - Xiao Dong
- Department of Genetics, Albert Einstein College of Medicine, New York, NY, United States
| | - Steven K Libutti
- Department of Surgery, Albert Einstein College of Medicine, New York, NY, United States
| | - Jan Vijg
- Department of Genetics, Albert Einstein College of Medicine, New York, NY, United States.,Department of Ophthalmology and Visual Science, Albert Einstein College of Medicine, New York, NY, United States.,Obstetrics & Gynecology and Women's Health, Albert Einstein College of Medicine, New York, NY, United States
| | - Cristina Montagna
- Department of Genetics, Albert Einstein College of Medicine, New York, NY, United States.,Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
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18
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Boers R, Boers J, de Hoon B, Kockx C, Ozgur Z, Molijn A, van IJcken W, Laven J, Gribnau J. Genome-wide DNA methylation profiling using the methylation-dependent restriction enzyme LpnPI. Genome Res 2017; 28:88-99. [PMID: 29222086 PMCID: PMC5749185 DOI: 10.1101/gr.222885.117] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Accepted: 10/27/2017] [Indexed: 02/03/2023]
Abstract
DNA methylation is a well-known epigenetic modification that plays a crucial role in gene regulation, but genome-wide analysis of DNA methylation remains technically challenging and costly. DNA methylation-dependent restriction enzymes can be used to restrict CpG methylation analysis to methylated regions of the genome only, which significantly reduces the required sequencing depth and simplifies subsequent bioinformatics analysis. Unfortunately, this approach has been hampered by complete digestion of DNA in CpG methylation-dense regions, resulting in fragments that are too small for accurate mapping. Here, we show that the activity of DNA methylation-dependent enzyme, LpnPI, is blocked by a fragment size smaller than 32 bp. This unique property prevents complete digestion of methylation-dense DNA and allows accurate genome-wide analysis of CpG methylation at single-nucleotide resolution. Methylated DNA sequencing (MeD-seq) of LpnPI digested fragments revealed highly reproducible genome-wide CpG methylation profiles for >50% of all potentially methylated CpGs, at a sequencing depth less than one-tenth required for whole-genome bisulfite sequencing (WGBS). MeD-seq identified a high number of patient and tissue-specific differential methylated regions (DMRs) and revealed that patient-specific DMRs observed in both blood and buccal samples predict DNA methylation in other tissues and organs. We also observed highly variable DNA methylation at gene promoters on the inactive X Chromosome, indicating tissue-specific and interpatient-specific escape of X Chromosome inactivation. These findings highlight the potential of MeD-seq for high-throughput epigenetic profiling.
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Affiliation(s)
- Ruben Boers
- Department of Developmental Biology, Erasmus MC, 3015 CN Rotterdam, the Netherlands.,Department of Obstetrics and Gynaecology, Erasmus MC, 3015 CE Rotterdam, the Netherlands
| | - Joachim Boers
- Department of Developmental Biology, Erasmus MC, 3015 CN Rotterdam, the Netherlands.,Delft Diagnostic Laboratories, 2288 ER, Rijswijk, the Netherlands
| | - Bas de Hoon
- Department of Developmental Biology, Erasmus MC, 3015 CN Rotterdam, the Netherlands.,Department of Obstetrics and Gynaecology, Erasmus MC, 3015 CE Rotterdam, the Netherlands
| | - Christel Kockx
- Centre for Biomics, Erasmus MC, 3015 CE Rotterdam, the Netherlands
| | - Zeliha Ozgur
- Centre for Biomics, Erasmus MC, 3015 CE Rotterdam, the Netherlands
| | - Anco Molijn
- Delft Diagnostic Laboratories, 2288 ER, Rijswijk, the Netherlands
| | | | - Joop Laven
- Department of Obstetrics and Gynaecology, Erasmus MC, 3015 CE Rotterdam, the Netherlands
| | - Joost Gribnau
- Department of Developmental Biology, Erasmus MC, 3015 CN Rotterdam, the Netherlands
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19
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Kettunen E, Hernandez-Vargas H, Cros MP, Durand G, Le Calvez-Kelm F, Stuopelyte K, Jarmalaite S, Salmenkivi K, Anttila S, Wolff H, Herceg Z, Husgafvel-Pursiainen K. Asbestos-associated genome-wide DNA methylation changes in lung cancer. Int J Cancer 2017; 141:2014-2029. [PMID: 28722770 DOI: 10.1002/ijc.30897] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Revised: 07/01/2017] [Accepted: 07/06/2017] [Indexed: 01/06/2023]
Abstract
Previous studies have revealed a robust association between exposure to asbestos and human lung cancer. Accumulating evidence has highlighted the role of epigenome deregulation in the mechanism of carcinogen-induced malignancies. We examined the impact of asbestos on DNA methylation. Our genome-wide studies (using Illumina HumanMethylation450K BeadChip) of lung cancer tissue and paired normal lung from 28 asbestos-exposed or non-exposed patients, mostly smokers, revealed distinctive DNA methylation changes. We identified a number of differentially methylated regions (DMR) and differentially variable, differentially methylated CpGs (DVMC), with individual CpGs further validated by pyrosequencing in an independent series of 91 non-small cell lung cancer and paired normal lung. We discovered and validated BEND4, ZSCAN31 and GPR135 as significantly hypermethylated in lung cancer. DMRs in genes such as RARB (FDR 1.1 × 10-19 , mean change in beta [Δ] -0.09), GPR135 (FDR 1.87 × 10-8 , mean Δ -0.09) and TPO (FDR 8.58 × 10-5 , mean Δ -0.11), and DVMCs in NPTN, NRG2, GLT25D2 and TRPC3 (all with p <0.05, t-test) were significantly associated with asbestos exposure status in exposed versus non-exposed lung tumors. Hypomethylation was characteristic to DVMCs in lung cancer tissue from asbestos-exposed subjects. When DVMCs related to asbestos or smoking were analyzed, 96% of the elements were unique to either of the exposures, consistent with the concept that the methylation changes in tumors may be specific for risk factors. In conclusion, we identified novel DNA methylation changes associated with lung tumors and asbestos exposure, suggesting that changes may be present in causal pathway from asbestos exposure to lung cancer.
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Affiliation(s)
- Eeva Kettunen
- Research and Service Centre for Occupational Safety, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Hector Hernandez-Vargas
- Epigenetics Group, Section of Mechanisms of Carcinogenesis, International Agency for Research on Cancer, Lyon, France
| | - Marie-Pierre Cros
- Epigenetics Group, Section of Mechanisms of Carcinogenesis, International Agency for Research on Cancer, Lyon, France
| | - Geoffroy Durand
- Genetic Cancer Susceptibility Group, Section of Genetics, International Agency for Research on Cancer, Lyon, France
| | - Florence Le Calvez-Kelm
- Genetic Cancer Susceptibility Group, Section of Genetics, International Agency for Research on Cancer, Lyon, France
| | - Kristina Stuopelyte
- Division of Human Genome Research Centre, Institute of Biosciences, Life Sciences Center, Vilnius University, Vilnius, Lithuania
- Laboratory of Genetic Diagnostics, National Cancer Institute, Vilnius, Lithuania
| | - Sonata Jarmalaite
- Division of Human Genome Research Centre, Institute of Biosciences, Life Sciences Center, Vilnius University, Vilnius, Lithuania
- Laboratory of Genetic Diagnostics, National Cancer Institute, Vilnius, Lithuania
| | - Kaisa Salmenkivi
- Department of Pathology, University of Helsinki, and HUSLAB, Helsinki University Hospital, Finland
| | - Sisko Anttila
- Research and Service Centre for Occupational Safety, Finnish Institute of Occupational Health, Helsinki, Finland
- Department of Pathology, University of Helsinki, and HUSLAB, Helsinki University Hospital, Finland
| | - Henrik Wolff
- Research and Service Centre for Occupational Safety, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Zdenko Herceg
- Epigenetics Group, Section of Mechanisms of Carcinogenesis, International Agency for Research on Cancer, Lyon, France
| | - Kirsti Husgafvel-Pursiainen
- Research and Service Centre for Occupational Safety, Finnish Institute of Occupational Health, Helsinki, Finland
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20
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Tomar T, Alkema NG, Schreuder L, Meersma GJ, de Meyer T, van Criekinge W, Klip HG, Fiegl H, van Nieuwenhuysen E, Vergote I, Widschwendter M, Schuuring E, van der Zee AGJ, de Jong S, Wisman GBA. Methylome analysis of extreme chemoresponsive patients identifies novel markers of platinum sensitivity in high-grade serous ovarian cancer. BMC Med 2017; 15:116. [PMID: 28641578 PMCID: PMC5481993 DOI: 10.1186/s12916-017-0870-0] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2017] [Accepted: 05/06/2017] [Indexed: 01/12/2023] Open
Abstract
BACKGROUND Despite an early response to platinum-based chemotherapy in advanced stage high-grade serous ovarian cancer (HGSOC), the majority of patients will relapse with drug-resistant disease. Aberrant epigenetic alterations like DNA methylation are common in HGSOC. Differences in DNA methylation are associated with chemoresponse in these patients. The objective of this study was to identify and validate novel epigenetic markers of chemoresponse using genome-wide analysis of DNA methylation in extreme chemoresponsive HGSOC patients. METHODS Genome-wide next-generation sequencing was performed on methylation-enriched tumor DNA of two HGSOC patient groups with residual disease, extreme responders (≥18 months progression-free survival (PFS), n = 8) and non-responders (≤6 months PFS, n = 10) to platinum-based chemotherapy. DNA methylation and expression data of the same patients were integrated to create a gene list. Genes were validated on an independent cohort of extreme responders (n = 21) and non-responders (n = 31) using pyrosequencing and qRT-PCR. In silico validation was performed using publicly available DNA methylation (n = 91) and expression (n = 208) datasets of unselected advanced stage HGSOC patients. Functional validation of FZD10 on chemosensitivity was carried out in ovarian cancer cell lines using siRNA-mediated silencing. RESULTS Integrated genome-wide methylome and expression analysis identified 45 significantly differentially methylated and expressed genes between two chemoresponse groups. Four genes FZD10, FAM83A, MYO18B, and MKX were successfully validated in an external set of extreme chemoresponsive HGSOC patients. High FZD10 and MKX methylation were related with extreme responders and high FAM83A and MYO18B methylation with non-responders. In publicly available advanced stage HGSOC datasets, FZD10 and MKX methylation levels were associated with PFS. High FZD10 methylation was strongly associated with improved PFS in univariate analysis (hazard ratio (HR) = 0.43; 95% CI, 0.27-0.71; P = 0.001) and multivariate analysis (HR = 0.39; 95% CI, 0.23-0.65; P = 0.003). Consistently, low FZD10 expression was associated with improved PFS (HR = 1.36; 95% CI, 0.99-1.88; P = 0.058). FZD10 silencing caused significant sensitization towards cisplatin treatment in survival assays and apoptosis assays. CONCLUSIONS By applying genome-wide integrated methylome analysis on extreme chemoresponsive HGSOC patients, we identified novel clinically relevant, epigenetically-regulated markers of platinum-sensitivity in HGSOC patients. The clinical potential of these markers in predictive and therapeutic approaches has to be further validated in prospective studies.
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Affiliation(s)
- Tushar Tomar
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Nicolette G Alkema
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Leroy Schreuder
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Gert Jan Meersma
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Tim de Meyer
- Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Ghent, Belgium
| | - Wim van Criekinge
- Department of Mathematical Modelling, Statistics and Bioinformatics, Ghent University, Ghent, Belgium
| | - Harry G Klip
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Heidi Fiegl
- Department of Obstetrics and Gynecology, Medical University of Innsbruck, Innsbruck, Austria
| | - Els van Nieuwenhuysen
- Division of Gynecological Oncology, Department of Obstetrics and Gynecology, Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - Ignace Vergote
- Division of Gynecological Oncology, Department of Obstetrics and Gynecology, Leuven Cancer Institute, University Hospitals Leuven, Leuven, Belgium
| | - Martin Widschwendter
- Department of Women's Cancer, UCL Elizabeth Garrett Anderson Institute for Women's Health, University College London, London, UK
| | - Ed Schuuring
- Department of Medical Biology and Pathology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Ate G J van der Zee
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands
| | - Steven de Jong
- Department of Medical Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands.
| | - G Bea A Wisman
- Department of Gynecologic Oncology, Cancer Research Center Groningen, University of Groningen, University Medical Center Groningen, PO Box 30001, 9700 RB, Groningen, The Netherlands.
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Tellez CS, Juri DE, Do K, Picchi MA, Wang T, Liu G, Spira A, Belinsky SA. miR-196b Is Epigenetically Silenced during the Premalignant Stage of Lung Carcinogenesis. Cancer Res 2016; 76:4741-51. [PMID: 27302168 DOI: 10.1158/0008-5472.can-15-3367] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Accepted: 05/16/2016] [Indexed: 02/06/2023]
Abstract
miRNA silencing by promoter hypermethylation may represent a mechanism by which lung cancer develops and progresses, but the miRNAs involved during malignant transformation are unknown. We previously established a model of premalignant lung cancer wherein we treated human bronchial epithelial cells (HBEC) with low doses of tobacco carcinogens. Here, we demonstrate that next-generation sequencing of carcinogen-transformed HBECs treated with the demethylating agent 5-aza-2'deoxycytidine revealed miR-196b and miR-34c-5p to be epigenetic targets. Bisulfite sequencing confirmed dense promoter hypermethylation indicative of silencing in multiple malignant cell lines and primary tumors. Chromatin immunoprecipitation studies further demonstrated an enrichment in repressive histone marks on the miR-196b promoter during HBEC transformation. Restoration of miR-196b expression by transfecting transformed HBECs with specific mimics led to cell-cycle arrest mediated in part through transcriptional regulation of the FOS oncogene, and miR-196b reexpression also significantly reduced the growth of tumor xenografts. Luciferase assays demonstrated that forced expression of miR-196b inhibited the FOS promoter and AP-1 reporter activity. Finally, a case-control study revealed that methylation of miR-196b in sputum was strongly associated with lung cancer (OR = 4.7, P < 0.001). Collectively, these studies highlight miR-196b as a tumor suppressor whose silencing early in lung carcinogenesis may provide a selective growth advantage to premalignant cells. Targeted delivery of miR-196b could therefore serve as a preventive or therapeutic strategy for the management of lung cancer. Cancer Res; 76(16); 4741-51. ©2016 AACR.
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Affiliation(s)
- Carmen S Tellez
- Lung Cancer Program, Lovelace Respiratory Research Institute, Albuquerque, New Mexico.
| | - Daniel E Juri
- Lung Cancer Program, Lovelace Respiratory Research Institute, Albuquerque, New Mexico
| | - Kieu Do
- Lung Cancer Program, Lovelace Respiratory Research Institute, Albuquerque, New Mexico
| | - Maria A Picchi
- Lung Cancer Program, Lovelace Respiratory Research Institute, Albuquerque, New Mexico
| | - Teresa Wang
- Department of Medicine, Boston University, Boston, Massachusetts
| | - Gang Liu
- Department of Medicine, Boston University, Boston, Massachusetts
| | - Avrum Spira
- Department of Medicine, Boston University, Boston, Massachusetts
| | - Steven A Belinsky
- Lung Cancer Program, Lovelace Respiratory Research Institute, Albuquerque, New Mexico.
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22
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Bjaanæs MM, Fleischer T, Halvorsen AR, Daunay A, Busato F, Solberg S, Jørgensen L, Kure E, Edvardsen H, Børresen-Dale AL, Brustugun OT, Tost J, Kristensen V, Helland Å. Genome-wide DNA methylation analyses in lung adenocarcinomas: Association with EGFR, KRAS and TP53 mutation status, gene expression and prognosis. Mol Oncol 2016; 10:330-43. [PMID: 26601720 PMCID: PMC5528958 DOI: 10.1016/j.molonc.2015.10.021] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2015] [Revised: 09/25/2015] [Accepted: 10/28/2015] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND DNA methylation alterations are early events in tumorigenesis and important in the regulation of gene expression in cancer cells. Lung cancer patients have in general a poor prognosis, and a deeper insight into the epigenetic landscape in lung adenocarcinoma tumors and its prognostic implications is needed. RESULTS We determined whole-genome DNA methylation profiles of 164 fresh frozen lung adenocarcinoma samples and 19 samples of matched normal lung tissue using the Illumina Infinium 450K array. A large number of differentially methylated CpGs in lung adenocarcinoma tissue were identified, and specific methylation profiles were observed in tumors with mutations in the EGFR-, KRAS- or TP53 genes and according to the patients' smoking status. The methylation levels were correlated with gene expression and both positive and negative correlations were seen. Methylation profiles of the tumor samples identified subtypes of tumors with distinct prognosis, including one subtype enriched for TP53 mutant tumors. A prognostic index based on the methylation levels of 33 CpGs was established, and was significantly associated with prognosis in the univariate analysis using an independent cohort of lung adenocarcinoma patients from The Cancer Genome Atlas project. CpGs in the HOX B and HOX C gene clusters were represented in the prognostic signature. CONCLUSIONS Methylation differences mirror biologically important features in the etiology of lung adenocarcinomas and influence prognosis.
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Affiliation(s)
- Maria Moksnes Bjaanæs
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; Department of Oncology, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
| | - Thomas Fleischer
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; The K.G. Jebsen Censtre for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway.
| | - Ann Rita Halvorsen
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
| | - Antoine Daunay
- Laboratory for Functional Genomics, Fondation Jean Dausset - CEPH, 75010 Paris, France.
| | - Florence Busato
- Laboratory for Epigenetics and Environment (LEE), Centre National de Génotypage, CEA - Institut de Génomique, 91000 Evry, France.
| | - Steinar Solberg
- Department of Cardiothoracic Surgery, Oslo University Hospital-Rikshospitalet, Oslo, Norway.
| | - Lars Jørgensen
- Department of Cardiothoracic Surgery, Oslo University Hospital-Rikshospitalet, Oslo, Norway.
| | - Elin Kure
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
| | - Hege Edvardsen
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
| | - Anne-Lise Børresen-Dale
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Norway.
| | - Odd Terje Brustugun
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; Department of Oncology, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
| | - Jörg Tost
- Laboratory for Epigenetics and Environment (LEE), Centre National de Génotypage, CEA - Institut de Génomique, 91000 Evry, France.
| | - Vessela Kristensen
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; The K.G. Jebsen Censtre for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Norway; Department of Clinical Molecular Biology and Laboratory Science (EpiGen), Division of Medicine, Akershus University Hospital, Lørenskog, Norway.
| | - Åslaug Helland
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway; Department of Oncology, Oslo University Hospital - The Norwegian Radium Hospital, Oslo, Norway.
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Mullapudi N, Ye B, Suzuki M, Fazzari M, Han W, Shi MK, Marquardt G, Lin J, Wang T, Keller S, Zhu C, Locker JD, Spivack SD. Genome Wide Methylome Alterations in Lung Cancer. PLoS One 2015; 10:e0143826. [PMID: 26683690 PMCID: PMC4684329 DOI: 10.1371/journal.pone.0143826] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2015] [Accepted: 11/10/2015] [Indexed: 01/03/2023] Open
Abstract
Aberrant cytosine 5-methylation underlies many deregulated elements of cancer. Among paired non-small cell lung cancers (NSCLC), we sought to profile DNA 5-methyl-cytosine features which may underlie genome-wide deregulation. In one of the more dense interrogations of the methylome, we sampled 1.2 million CpG sites from twenty-four NSCLC tumor (T)-non-tumor (NT) pairs using a methylation-sensitive restriction enzyme- based HELP-microarray assay. We found 225,350 differentially methylated (DM) sites in adenocarcinomas versus adjacent non-tumor tissue that vary in frequency across genomic compartment, particularly notable in gene bodies (GB; p<2.2E-16). Further, when DM was coupled to differential transcriptome (DE) in the same samples, 37,056 differential loci in adenocarcinoma emerged. Approximately 90% of the DM-DE relationships were non-canonical; for example, promoter DM associated with DE in the same direction. Of the canonical changes noted, promoter (PR) DM loci with reciprocal changes in expression in adenocarcinomas included HBEGF, AGER, PTPRM, DPT, CST1, MELK; DM GB loci with concordant changes in expression included FOXM1, FERMT1, SLC7A5, and FAP genes. IPA analyses showed adenocarcinoma-specific promoter DMxDE overlay identified familiar lung cancer nodes [tP53, Akt] as well as less familiar nodes [HBEGF, NQO1, GRK5, VWF, HPGD, CDH5, CTNNAL1, PTPN13, DACH1, SMAD6, LAMA3, AR]. The unique findings from this study include the discovery of numerous candidate The unique findings from this study include the discovery of numerous candidate methylation sites in both PR and GB regions not previously identified in NSCLC, and many non-canonical relationships to gene expression. These DNA methylation features could potentially be developed as risk or diagnostic biomarkers, or as candidate targets for newer methylation locus-targeted preventive or therapeutic agents.
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Affiliation(s)
- Nandita Mullapudi
- Department of Medicine/Pulmonary, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Bin Ye
- Department of Bioinformatics, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Masako Suzuki
- Department of Genetics, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Melissa Fazzari
- Department of Genetics, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Weiguo Han
- Department of Medicine/Pulmonary, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Miao K. Shi
- Department of Medicine/Pulmonary, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Gaby Marquardt
- Department of Medicine/Pulmonary, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Juan Lin
- Department of Epidemiology & Population Health, Division of Biostatistics, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Tao Wang
- Department of Epidemiology & Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Steven Keller
- Department of Cardiovascular &Thoracic Surgery, Montefiore Medical Center, Bronx, New York, United States of America
| | - Changcheng Zhu
- Department of Pathology, Montefiore Medical Center, Bronx, New York, United States of America
| | - Joseph D. Locker
- Department of Pathology, Montefiore Medical Center, Bronx, New York, United States of America
| | - Simon D. Spivack
- Department of Medicine/Pulmonary, Albert Einstein College of Medicine, Bronx, New York, United States of America
- Department of Genetics, Albert Einstein College of Medicine, Bronx, New York, United States of America
- Department of Epidemiology & Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
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Ayyala DN, Frankhouser DE, Ganbat JO, Marcucci G, Bundschuh R, Yan P, Lin S. Statistical methods for detecting differentially methylated regions based on MethylCap-seq data. Brief Bioinform 2015; 17:926-937. [PMID: 26454095 DOI: 10.1093/bib/bbv089] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Revised: 08/15/2015] [Indexed: 12/11/2022] Open
Abstract
DNA methylation is a well-established epigenetic mark, whose pattern throughout the genome, especially in the promoter or CpG islands, may be modified in a cell at a disease stage. Recently developed probabilistic approaches allow distributing methylation signals at nucleotide resolution from MethylCap-seq data. Standard statistical methods for detecting differential methylation suffer from 'curse of dimensionality' and sparsity in signals, resulting in high false-positive rates. Strong correlation of signals between CG sites also yields spurious results. In this article, we review applicability of high-dimensional mean vector tests for detection of differentially methylated regions (DMRs) and compare and contrast such tests with other methods for detecting DMRs. Comprehensive simulation studies are conducted to highlight the performance of these tests under different settings. Based on our observation, we make recommendations on the optimal test to use. We illustrate the superiority of mean vector tests in detecting cancer-related canonical gene pathways, which are significantly enriched for acute myeloid leukemia and ovarian cancer.
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25
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Kuasne H, Cólus IMDS, Busso AF, Hernandez-Vargas H, Barros-Filho MC, Marchi FA, Scapulatempo-Neto C, Faria EF, Lopes A, Guimarães GC, Herceg Z, Rogatto SR. Genome-wide methylation and transcriptome analysis in penile carcinoma: uncovering new molecular markers. Clin Epigenetics 2015; 7:46. [PMID: 25908946 PMCID: PMC4407795 DOI: 10.1186/s13148-015-0082-4] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Accepted: 04/06/2015] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Despite penile carcinoma (PeCa) being a relatively rare neoplasm, it remains an important public health issue for poor and developing countries. Contrary to most tumors, limited data are available for markers that are capable of assisting in diagnosis, prognosis, and treatment of PeCa. We aimed to identify molecular markers for PeCa by evaluating their epigenomic and transcriptome profiles and comparing them with surrounding non-malignant tissue (SNT) and normal glans (NG). RESULTS Genome-wide methylation analysis revealed 171 hypermethylated probes in PeCa. Transcriptome profiling presented 2,883 underexpressed and 1,378 overexpressed genes. Integrative analysis revealed a panel of 54 genes with an inverse correlation between methylation and gene expression levels. Distinct methylome and transcriptome patterns were found for human papillomavirus (HPV)-positive (38.6%) and negative tumors. Interestingly, grade 3 tumors showed a distinct methylation profile when compared to grade 1. In addition, univariate analysis revealed that low BDNF methylation was associated with lymph node metastasis and shorter disease-free survival. CpG hypermethylation and gene underexpression were confirmed for a panel of genes, including TWIST1, RSOP2, SOX3, SOX17, PROM1, OTX2, HOXA3, and MEIS1. CONCLUSIONS A unique methylome signature was found for PeCa compared to SNT, with aberrant DNA methylation appearing to modulate the expression of specific genes. This study describes new pathways with the potential to regulate penile carcinogenesis, including stem cell regulatory pathways and markers associated to a worse prognosis. These findings may be instrumental in the discovery and application of new genetic and epigenetic biomarkers in PeCa.
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Affiliation(s)
- Hellen Kuasne
- />CIPE - International Research Center, AC Camargo Cancer Center, Rua Taguá, 440, CEP: 01508-010, Liberdade, São Paulo, SP Brazil
- />Department of Biology, Londrina State University, Londrina, PR Brazil
| | | | - Ariane Fidelis Busso
- />CIPE - International Research Center, AC Camargo Cancer Center, Rua Taguá, 440, CEP: 01508-010, Liberdade, São Paulo, SP Brazil
| | | | - Mateus Camargo Barros-Filho
- />CIPE - International Research Center, AC Camargo Cancer Center, Rua Taguá, 440, CEP: 01508-010, Liberdade, São Paulo, SP Brazil
| | - Fabio Albuquerque Marchi
- />CIPE - International Research Center, AC Camargo Cancer Center, Rua Taguá, 440, CEP: 01508-010, Liberdade, São Paulo, SP Brazil
- />Inter-institutional Grad Program on Bioinformatics, Institute of Mathematics and Statistics, USP, São Paulo, SP Brazil
| | - Cristovam Scapulatempo-Neto
- />Department of Pathology, CPOM - Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos, SP Brazil
| | | | - Ademar Lopes
- />Department of Pelvic Surgery, AC Camargo Cancer Center, São Paulo, Brazil
| | | | - Zdenko Herceg
- />Epigenetics Group, International Agency for Research on Cancer (IARC), Lyon, France
| | - Silvia Regina Rogatto
- />CIPE - International Research Center, AC Camargo Cancer Center, Rua Taguá, 440, CEP: 01508-010, Liberdade, São Paulo, SP Brazil
- />Department of Urology, Faculty of Medicine, UNESP, Botucatu, SP Brazil
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26
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Abstract
The lung develops from a very simple outpouching of the foregut into a highly complex, finely structured organ with multiple specialized cell types that are required for its normal physiological function. During both the development of the lung and its remodeling in the context of disease or response to injury, gene expression must be activated and silenced in a coordinated manner to achieve the tremendous phenotypic heterogeneity of cell types required for homeostasis and pathogenesis. Epigenetic mechanisms, consisting of DNA base modifications such as methylation, alteration of histones resulting in chromatin modification, and the action of noncoding RNA, control the regulation of information "beyond the genome" required for both lung modeling and remodeling. Epigenetic regulation is subject to modification by environmental stimuli, such as oxidative stress, infection, and aging, and is thus critically important in chronic remodeling disorders such as idiopathic pulmonary fibrosis (IPF), chronic obstructive pulmonary disease (COPD), bronchopulmonary dysplasia (BPD), and pulmonary hypertension (PH). Technological advances have made it possible to evaluate genome-wide epigenetic changes (epigenomics) in diseases of lung remodeling, clarifying existing pathophysiological paradigms and uncovering novel mechanisms of disease. Many of these represent new therapeutic targets. Advances in epigenomic technology will accelerate our understanding of lung development and remodeling, and lead to novel treatments for chronic lung diseases.
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Affiliation(s)
- James S Hagood
- Department of Pediatrics, Division of Respiratory Medicine, University of California-San Diego and Rady Children's Hospital of San Diego, San Diego, California
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27
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Marzese DM, Hoon DS. Emerging technologies for studying DNA methylation for the molecular diagnosis of cancer. Expert Rev Mol Diagn 2015; 15:647-64. [PMID: 25797072 DOI: 10.1586/14737159.2015.1027194] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
DNA methylation is an epigenetic mechanism that plays a key role in regulating gene expression and other functions. Although this modification is seen in different sequence contexts, the most frequently detected DNA methylation in mammals involves cytosine-guanine dinucleotides. Pathological alterations in DNA methylation patterns are described in a variety of human diseases, including cancer. Unlike genetic changes, DNA methylation is heavily influenced by subtle modifications in the cellular microenvironment. In all cancers, aberrant DNA methylation is involved in the alteration of a large number of oncological pathways with relevant theranostic utility. Several technologies for DNA methylation mapping have been developed recently and successfully applied in cancer studies. The scope of these technologies varies from assessing a single cytosine-guanine locus to genome-wide distribution of DNA methylation. Here, we review the strengths and weaknesses of these approaches in the context of clinical utility for the molecular diagnosis of human cancers.
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Affiliation(s)
- Diego M Marzese
- Department of Molecular Oncology, Saint John's Health Center, John Wayne Cancer Institute, 2200 Santa Monica Blvd, Santa Monica, CA 90404, USA
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28
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Kim Y, Kim DH. CpG island hypermethylation as a biomarker for the early detection of lung cancer. Methods Mol Biol 2015; 1238:141-171. [PMID: 25421659 DOI: 10.1007/978-1-4939-1804-1_8] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Lung cancer is the most frequent cause of cancer-related deaths and causes over one million deaths worldwide each year. Despite significant strides in the diagnosis and treatment of lung cancer, the prognosis is extremely poor, with the overall 5-year survival rates still remaining around 15 %. This is largely due to occult metastatic dissemination, which appears in approximately two-thirds of patients at the time of detection. Thus, the development of efficient diagnostic methods to enable the early detection of cancer for these patients is clearly imperative.One promising approach is the identification of lung cancer-specific biomarkers at an early stage. The de novo methylation of CpG islands within the promoters of tumor suppressor genes is one of the most frequently acquired epigenetic changes during the pathogenesis of lung cancer and usually associated with transcriptional downregulation of a gene. The analysis of DNA methylation patterns in sputum, bronchial fluid, plasma, or serum could become a powerful tool for the accurate and early diagnosis of lung cancer with unparalleled specificity and sensitivity.
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Affiliation(s)
- Yujin Kim
- Department of Molecular Cell Biology, Sungkyunkwan University of School of Medicine, Suwon, 440-746, Korea
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Zhao T, Xu J, Liu L, Bai J, Xu C, Xiao Y, Li X, Zhang L. Identification of cancer-related lncRNAs through integrating genome, regulome and transcriptome features. MOLECULAR BIOSYSTEMS 2014; 11:126-36. [PMID: 25354589 DOI: 10.1039/c4mb00478g] [Citation(s) in RCA: 82] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
LncRNAs have become rising stars in biology and medicine, due to their versatile functions in a wide range of important biological processes and active roles in various human cancers. Here, we developed a computational method based on the naïve Bayesian classifier method to identify cancer-related lncRNAs by integrating genome, regulome and transcriptome data, and identified 707 potential cancer-related lncRNAs. We demonstrated the performance of the method by ten-fold cross-validation, and found that integration of multi-omic data was necessary to identify cancer-related lncRNAs. We identified 707 potential cancer-related lncRNAs and our results showed that these lncRNAs tend to exhibit significant differential expression and differential DNA methylation in multiple cancer types, and prognosis effects in prostate cancer. We also found that these lncRNAs were more likely to be direct targets of TP53 family members than others. Moreover, based on 147 lncRNA knockdown data in mice, we validated that four of six mouse orthologous lncRNAs were significantly involved in many cancer-related processes, such as cell differentiation and the Wnt signaling pathway. Notably, one lncRNA, lnc-SNURF-1, which was found to be associated with TNF-mediated signaling pathways, was up-regulated in prostate cancer and the protein-coding genes affected by knockdown of the lncRNA were also significantly aberrant in prostate cancer patients, suggesting its probable importance in tumorigenesis. Taken together, our method underlines the power of integrating multi-omic data to uncover cancer-related lncRNAs.
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Affiliation(s)
- Tingting Zhao
- Department of Neurology, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang 150001, China.
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30
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Promoter methylation of DAPK gene may contribute to the pathogenesis of nonsmall cell lung cancer: a meta-analysis. Tumour Biol 2014; 35:6011-20. [PMID: 24659425 DOI: 10.1007/s13277-014-1796-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2014] [Accepted: 02/25/2014] [Indexed: 12/24/2022] Open
Abstract
We performed a meta-analysis of cohort studies to determine whether promoter methylation of the death-associated protein kinase (DAPK) gene contributes to the pathogenesis of nonsmall cell lung cancer (NSCLC). A range of electronic databases were searched: MEDLINE (1966 ∼ 2013), the Cochrane Library Database (Issue 12, 2013), EMBASE (1980 ∼ 2013), CINAHL (1982 ∼ 2013), Web of Science (1945 ∼ 2013), and the Chinese Biomedical Database (CBM; 1982 ∼ 2013) without any language restrictions. Meta-analysis was conducted using the STATA 12.0 software. Crude odds ratio (OR) with 95 % confidence interval (95 % CI) was calculated. Our meta-analysis integrated results from 12 clinical cohort studies that met all inclusion criteria with a total of 1,027 NSCLC patients. We observed that the frequency of DAPK gene methylation in cancer tissues were significantly higher than that in the adjacent normal and benign tissues (cancer tissues vs. benign tissues: OR=8.50, 95 % CI=5.88 ∼ 12.28, P<0.001; cancer tissues vs. adjacent tissues: OR=5.95, 95 % CI=4.11 ∼ 8.60, P<0.001; cancer tissues vs. normal tissues: OR=4.75, 95 % CI=3.28 ∼ 6.87, P<0.001; respectively). Subgroup analysis by ethnicity demonstrated that DAPK gene methylation was closely associated with the development and progression of NSCLC among both Asians and Caucasians (all P<0.05). Furthermore, we conducted a subgroup analysis based on sample source and discovered that DAPK gene methylation was implicated in the pathogenesis of NSCLC in both blood and tissue subgroups (all P<0.05). Our results suggest that DAPK promoter methylation may be involved in NSCLC carcinogenesis. Thus, the detection of aberrant DAPK methylation may be helpful in the diagnosis and prognosis of NSCLC.
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31
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Barrow TM, Michels KB. Epigenetic epidemiology of cancer. Biochem Biophys Res Commun 2014; 455:70-83. [PMID: 25124661 DOI: 10.1016/j.bbrc.2014.08.002] [Citation(s) in RCA: 63] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2014] [Revised: 07/15/2014] [Accepted: 08/01/2014] [Indexed: 02/06/2023]
Abstract
Epigenetic epidemiology includes the study of variation in epigenetic traits and the risk of disease in populations. Its application to the field of cancer has provided insight into how lifestyle and environmental factors influence the epigenome and how epigenetic events may be involved in carcinogenesis. Furthermore, it has the potential to bring benefit to patients through the identification of diagnostic markers that enable the early detection of disease and prognostic markers that can inform upon appropriate treatment strategies. However, there are a number of challenges associated with the conduct of such studies, and with the identification of biomarkers that can be applied to the clinical setting. In this review, we delineate the challenges faced in the design of epigenetic epidemiology studies in cancer, including the suitability of blood as a surrogate tissue and the capture of genome-wide DNA methylation. We describe how epigenetic epidemiology has brought insight into risk factors associated with lung, breast, colorectal and bladder cancer and review relevant research. We discuss recent findings on the identification of epigenetic diagnostic and prognostic biomarkers for these cancers.
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Affiliation(s)
- Timothy M Barrow
- Institute for Prevention and Tumor Epidemiology, Freiburg Medical Center, University of Freiburg, 79106, Germany; German Consortium for Translational Cancer Research (DKTK), Heidelberg, Germany; German Cancer Research Center (DKFZ), Heidelberg, Germany.
| | - Karin B Michels
- Institute for Prevention and Tumor Epidemiology, Freiburg Medical Center, University of Freiburg, 79106, Germany; Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics, Gynecology and Reproductive Biology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA; Department of Epidemiology, Harvard School of Public Health, Boston, MA 02115, USA.
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Hou L, Zhang X, Zheng Y, Wang S, Dou C, Guo L, Byun HM, Motta V, McCracken J, Díaz A, Kang CM, Koutrakis P, Bertazzi PA, Li J, Schwartz J, Baccarelli AA. Altered methylation in tandem repeat element and elemental component levels in inhalable air particles. ENVIRONMENTAL AND MOLECULAR MUTAGENESIS 2014; 55:256-65. [PMID: 24273195 PMCID: PMC4001244 DOI: 10.1002/em.21829] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2013] [Accepted: 10/31/2013] [Indexed: 05/20/2023]
Abstract
Exposure to particulate matter (PM) has been associated with lung cancer risk in epidemiology investigations. Elemental components of PM have been suggested to have critical roles in PM toxicity, but the molecular mechanisms underlying their association with cancer risks remain poorly understood. DNA methylation has emerged as a promising biomarker for environmental-related diseases, including lung cancer. In this study, we evaluated the effects of PM elemental components on methylation of three tandem repeats in a highly exposed population in Beijing, China. The Beijing Truck Driver Air Pollution Study was conducted shortly before the 2008 Beijing Olympic Games (June 15-July 27, 2008) and included 60 truck drivers and 60 office workers. On two days separated by 1-2 weeks, we measured blood DNA methylation of SATα, NBL2, D4Z4, and personal exposure to eight elemental components in PM2.5 , including aluminum (Al), silicon (Si), sulfur (S), potassium (K), calcium (Ca) titanium (Ti), iron (Fe), and zinc (Zn). We estimated the associations of individual elemental component with each tandem-repeat methylation in generalized estimating equations (GEE) models adjusted for PM2.5 mass and other covariates. Out of the eight examined elements, NBL2 methylation was positively associated with concentrations of Si [0.121, 95% confidence interval (CI): 0.030; 0.212, False Discovery Rate (FDR) = 0.047] and Ca (0.065, 95%CI: 0.014; 0.115, FDR = 0.047) in truck drivers. In office workers, SATα methylation was positively associated with concentrations of S (0.115, 95% CI: 0.034; 0.196, FDR = 0.042). PM-associated differences in blood tandem-repeat methylation may help detect biological effects of the exposure and identify individuals who may eventually experience higher lung cancer risk.
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Affiliation(s)
- Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- The Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Xiao Zhang
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Yinan Zheng
- Driskill Graduate Program (DGP) in Life Sciences, Feinberg School of Medicine, Northwestern University, Evanston, Illinois, USA
| | - Sheng Wang
- Department of Occupational and Environmental Health, Peking University Health Science Center, Beijing, China
| | - Chang Dou
- Department of Safety Engineering, China Institute of Industrial Health, Beijing, China
| | - Liqiong Guo
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
- Key Laboratory of Pollution Processes and Environmental Criteria (Ministry of Education), College of Environmental Sciences and Engineering, Nankai University, Tianjin, China
| | - Hyang-Min Byun
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Valeria Motta
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - John McCracken
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Anaité Díaz
- Center for Health Studies, Universidad del Valle de Guatemala, Guatemala City, Guatemala
| | - Choong-Min Kang
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Petros Koutrakis
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Pier Alberto Bertazzi
- Department of Clinical Sciences and Community Health - DISCCO, Università degli Studi di Milano and Fondazione IRCCS Ca' Granda Maggiore Policlinico Hospital, Milan, Italy
| | - Jingyun Li
- Beijing Institute of Occupational Medicine for Chemical Industry, Beijing, China
| | - Joel Schwartz
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Andrea A. Baccarelli
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
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Riebler A, Menigatti M, Song JZ, Statham AL, Stirzaker C, Mahmud N, Mein CA, Clark SJ, Robinson MD. BayMeth: improved DNA methylation quantification for affinity capture sequencing data using a flexible Bayesian approach. Genome Biol 2014; 15:R35. [PMID: 24517713 PMCID: PMC4053803 DOI: 10.1186/gb-2014-15-2-r35] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2013] [Accepted: 02/11/2014] [Indexed: 12/17/2022] Open
Abstract
Affinity capture of DNA methylation combined with high-throughput sequencing strikes a good balance between the high cost of whole genome bisulfite sequencing and the low coverage of methylation arrays. We present BayMeth, an empirical Bayes approach that uses a fully methylated control sample to transform observed read counts into regional methylation levels. In our model, inefficient capture can readily be distinguished from low methylation levels. BayMeth improves on existing methods, allows explicit modeling of copy number variation, and offers computationally efficient analytical mean and variance estimators. BayMeth is available in the Repitools Bioconductor package.
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Wu K, Huang RS, House L, Cho WC, 南 娟. [Next-generation sequencing for lung cancer]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2014; 17:C1-C12. [PMID: 24398316 PMCID: PMC6128952 DOI: 10.3779/j.issn.1009-3419.2014.01.10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
肺癌在生物学上具有侵袭性,并且是癌症相关死亡的主要原因。根据临床特征、预后、对治疗的反应和耐受性,每一例肺癌患者的进展均是独特的。传统上基于毛细管的单基因测序的第一代技术(如Sanger测序法)已被允许大量平行测序且成本更低、通量更高的下一代测序技术(next-generation sequencing, NGS)所替代。与传统方法相比,NGS技术取得显著进步。我们希望这些方法可全面地解释癌症全球图谱,并提供更多信息以满足个体化用药的需求。本综述包括对不同NGS技术的简要说明,NGS在肺癌研究进展中的应用和重要发现的总结,包括对已知靶基因(EGFR 、ALK 和KRAS )的进一步探索、其它肺癌突变的鉴定和癌症基因组研究的全局协调。
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Affiliation(s)
- Kehua Wu
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | | | - Larry House
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - William Chi Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital, Hong Kong
| | - 娟 南
- 天津医科大学总医院,天津市肺癌研究所,天津市肺癌转移与肿瘤微环境重点实验室
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Pradhan MP, Desai A, Palakal MJ. Systems biology approach to stage-wise characterization of epigenetic genes in lung adenocarcinoma. BMC SYSTEMS BIOLOGY 2013; 7:141. [PMID: 24369052 PMCID: PMC3882327 DOI: 10.1186/1752-0509-7-141] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/01/2013] [Accepted: 12/16/2013] [Indexed: 12/12/2022]
Abstract
Background Epigenetics refers to the reversible functional modifications of the genome that do not correlate to changes in the DNA sequence. The aim of this study is to understand DNA methylation patterns across different stages of lung adenocarcinoma (LUAD). Results Our study identified 72, 93 and 170 significant DNA methylated genes in Stages I, II and III respectively. A set of common 34 significant DNA methylated genes located in the promoter section of the true CpG islands were found across stages, and these were: HOX genes, FOXG1, GRIK3, HAND2, PRKCB, etc. Of the total significant DNA methylated genes, 65 correlated with transcription function. The epigenetic analysis identified the following novel genes across all stages: PTGDR, TLX3, and POU4F2. The stage-wise analysis observed the appearance of NEUROG1 gene in Stage I and its re-appearance in Stage III. The analysis showed similar epigenetic pattern across Stage I and Stage III. Pathway analysis revealed important signaling and metabolic pathways of LUAD to correlate with epigenetics. Epigenetic subnetwork analysis identified a set of seven conserved genes across all stages: UBC, KRAS, PIK3CA, PIK3R3, RAF1, BRAF, and RAP1A. A detailed literature analysis elucidated epigenetic genes like FOXG1, HLA-G, and NKX6-2 to be known as prognostic targets. Conclusion Integrating epigenetic information for genes with expression data can be useful for comprehending in-depth disease mechanism and for the ultimate goal of better target identification.
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Affiliation(s)
| | | | - Mathew J Palakal
- School of Informatics and Computing, Indiana University Purdue University Indianapolis, Indianapolis IN, USA.
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Genomewide DNA methylation analysis identifies novel methylated genes in non-small-cell lung carcinomas. J Thorac Oncol 2013; 8:562-73. [PMID: 23524404 DOI: 10.1097/jto.0b013e3182863ed2] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
INTRODUCTION DNA methylation is part of the epigenetic regulatory mechanism present in all normal cells. It is tissue-specific and stably maintained throughout development, but often abnormally changed in cancer. Non-small-cell lung carcinoma (NSCLC) is the most deadly type of cancer, involving different tumor subtypes. This heterogeneity is a challenge for correct diagnosis and patient treatment. The stability and specificity make of DNA methylation a very suitable marker for epigenetic phenotyping of tumors. METHODS To identify candidate markers for use in NSCLC diagnosis, we used genomewide DNA methylation maps that we had previously generated by MethylCap and next-generation sequencing and listed the most significant differentially methylated regions (DMRs). The 25 DMRs with highest significance in their methylation scores were selected. The methylation status of these DMRs was investigated in 61 tumors and matching control lung tissues by methylation-specific polymerase chain reaction. RESULTS We found 12 novel DMRs that showed significant differences between tumor and control lung tissues. We also identified three novel DMRs for each of the two most common NSCLC subtypes, adenocarcinomas and squamous cell carcinomas. We propose a panel of five DMRs, composed of novel and known markers that exhibit high specificity and sensitivity to distinguish tumors from control lung tissues. CONCLUSION Novel markers will aid the development of a highly specific epigenetic panel for accurate identification and subtyping of NSCLC tumors.
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Gjerstorff MF, Pøhl M, Olsen KE, Ditzel HJ. Analysis of GAGE, NY-ESO-1 and SP17 cancer/testis antigen expression in early stage non-small cell lung carcinoma. BMC Cancer 2013; 13:466. [PMID: 24103781 PMCID: PMC3851761 DOI: 10.1186/1471-2407-13-466] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2013] [Accepted: 10/07/2013] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND The unique expression pattern and immunogenic properties of cancer/testis antigens make them ideal targets for immunotherapy of cancer. The MAGE-A3 cancer/testis antigen is frequently expressed in non-small cell lung cancer (NSCLC) and vaccination with MAGE-A3 in patients with MAGE-A3-positive NSCLC has shown promising results. However, little is known about the expression of other cancer/testis antigens in NSCLC. In the present study the expression of cancer/testis antigens GAGE, NY-ESO-1 and SP17 was investigated in patients with completely resected, early stage, primary NSCLC. METHODS Tumor biopsies from normal lung tissue and from a large cohort (n = 169) of NSCLC patients were examined for GAGE, NY-ESO-1 and SP17 protein expression by immunohistochemical analysis. The expression of these antigens was further matched to clinical and pathological features using univariate cox regression analysis. RESULTS GAGE and NY-ESO-1 cancer/testis antigens were not expressed in normal lung tissue, while SP17 was expressed in ciliated lung epithelia. The frequency of GAGE, NY-ESO-1 and SP17 expression in NSCLC tumors were 26.0% (44/169), 11.8% (20/169) and 4.7% (8/169), respectively, and 33.1% (56/169) of the tumors expressed at least one of these antigens. In general, the expression of GAGE, NY-ESO-1 and SP17 was not significantly associated with a specific histotype (adenocarcinoma vs. squamous cell carcinoma), but high-level GAGE expression (>50%) was more frequent in squamous cell carcinoma (p = 0.02). Furthermore, the frequency of GAGE expression was demonstrated to be significantly higher in stage II-IIIa than stage I NSCLC (17.0% vs. 35.8%; p = 0.02). Analysis of the relation between tumor expression of GAGE and NY-ESO-1 and survival endpoints revealed no significant associations. CONCLUSION Our study demonstrates that GAGE, NY-ESO-1 and SP17 cancer/testis antigens are candidate targets for immunotherapy of NSCLC and further suggest that multi-antigen vaccines may be beneficial.
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Affiliation(s)
- Morten F Gjerstorff
- Department of Cancer and Inflammation Research, Institute for Molecular Medicine (IMM), University of Southern Denmark, Winsloewparken 25, 3, Odense C, DK-5000, Denmark.
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Wu K, Huang RS, House L, Cho WC. Next-generation sequencing for lung cancer. Future Oncol 2013; 9:1323-36. [PMID: 23980680 DOI: 10.2217/fon.13.102] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Lung cancer is biologically aggressive and is the leading cause of cancer-related deaths. The development of lung cancer is unique in each patient according to clinical characterizations, prognosis, response and tolerance to treatment. Traditional capillary-based single-gene sequencing by a first-generation technique (known as Sanger sequencing) has been replaced by next-generation sequencing (NGS) since it allows massive parallel sequencing with lower cost and higher throughput. The NGS approach has made remarkable advances compared with traditional methods. We expect these methodologies to comprehensively interpret the global landscape of cancer and provide more information to fulfill the needs of personalized medicine. This review covers a brief introduction and summary on various NGS technologies, applications and important findings by NGS in lung cancer advances, including further discoveries in previously known target genes (EGFR, ALK and KRAS), the identification of additional lung cancer mutations and the global coordination of cancer genome studies.
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Affiliation(s)
- Kehua Wu
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | | | - Larry House
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - William Chi Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital, Hong Kong
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Balgkouranidou I, Liloglou T, Lianidou ES. Lung cancer epigenetics: emerging biomarkers. Biomark Med 2013; 7:49-58. [PMID: 23387484 DOI: 10.2217/bmm.12.111] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Lung cancer is the leading cause of cancer-related deaths worldwide, and the 5-year survival rate is still very poor due to the scarcity of effective tools for early detection. The discovery of highly sensitive and specific biomarkers highlighting pathological changes early enough to allow clinical intervention is therefore of great importance. In the last decade, epigenetics and particularly research on DNA methylation have provided important information towards a better understanding of lung cancer pathogenesis. Novel and promising molecular biomarkers for diagnosis and prognosis of lung cancer are continuously emerging in this area, requiring further evaluation. This process includes extensive validation in prospective clinical trials before they can be routinely used in a clinical setting. This review summarizes the evidence on epigenetic biomarkers for lung cancer, focusing on DNA methylation.
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Affiliation(s)
- Ioanna Balgkouranidou
- Laboratory of Analytical Chemistry, Department of Chemistry, University of Athens, 15771 Athens, Greece
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Abstract
DNA methylation is the most studied epigenetic modification, capable of controlling gene expression in the contexts of normal traits or diseases. It is highly dynamic during early embryogenesis and remains relatively stable throughout life, and such patterns are intricately related to human development. DNA methylation is a quantitative trait determined by a complex interplay of genetic and environmental factors. Genetic variants at a specific locus can influence both regional and distant DNA methylation. The environment can have varying effects on DNA methylation depending on when the exposure occurs, such as during prenatal life or during adulthood. In particular, cigarette smoking in the context of both current smoking and prenatal exposure is a strong modifier of DNA methylation. Epigenome-wide association studies have uncovered candidate genes associated with cigarette smoking that have biologically relevant functions in the etiology of smoking-related diseases. As such, DNA methylation is a potential mechanistic link between current smoking and cancer, as well as prenatal cigarette-smoke exposure and the development of adult chronic diseases.
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Affiliation(s)
| | - Zdenka Pausova
- Physiology and Experimental Medicine, The Hospital for Sick Children, University of TorontoToronto, ON, Canada
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41
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Pang JMB, Dobrovic A, Fox SB. DNA methylation in ductal carcinoma in situ of the breast. Breast Cancer Res 2013; 15:206. [PMID: 23826974 PMCID: PMC3707020 DOI: 10.1186/bcr3420] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Ductal carcinoma in situ (DCIS) is a non-obligate precursor lesion of invasive carcinoma of the breast. Current prognostic markers based on histopathological examination are unable to accurately predict which DCIS cases will progress to invasive carcinoma or recur after surgical excision. Epigenetic changes have been shown to be a significant driver of tumorigenesis, and DNA methylation of specific gene promoters provides predictive and prognostic markers in many types of cancer, including invasive breast cancer. In general, the spectrum of genes that are methylated in DCIS strongly resembles that seen in invasive ductal carcinoma. The identification of specific prognostic markers in DCIS remains elusive and awaits additional work investigating a large panel of methylatable genes by using sensitive and reproducible technologies. This review critically appraises the role of methylation in DCIS and its use as a biomarker.
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Hwang DH, Szeto DP, Perry AS, Bruce JL, Sholl LM. Pulmonary large cell carcinoma lacking squamous differentiation is clinicopathologically indistinguishable from solid-subtype adenocarcinoma. Arch Pathol Lab Med 2013; 138:626-35. [PMID: 23738762 DOI: 10.5858/arpa.2013-0179-oa] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT Pulmonary large cell carcinoma (LCC) includes tumors not readily diagnosed as adenocarcinoma (ADC) or squamous cell carcinoma on morphologic grounds, without regard to immunophenotype, according to the World Health Organization (WHO). This ambiguous designation may cause confusion over selection of mutation testing and directed therapies. Several groups have proposed the use of immunohistochemistry (IHC) to recategorize LCC as ADC or squamous cell carcinoma; however, it remains unclear if strictly defined LCCs are a clinicopathologically distinct lung tumor subset. OBJECTIVE To compare the pathologic, molecular, and clinical features of 2 morphologically similar tumors: solid-subtype ADC and LCC. DESIGN Tumors were included on the basis of solid growth pattern; tumors with squamous or neuroendocrine differentiation were excluded. Solid ADC (n = 42) and LCC (n = 57) were diagnosed by using WHO criteria (5 intracellular mucin droplets in ≥2 high-power fields for solid ADC) and tested for KRAS, EGFR, and ALK alterations. RESULTS Both solid ADC and LCC groups were dominated by tumors with "undifferentiated"-type morphology and both had a high frequency of thyroid transcription factor 1 expression. KRAS was mutated in 38% of solid ADCs versus 43% of LCCs (P = .62). One ALK-rearranged and 1 EGFR-mutated tumor were detected in the solid ADC and LCC groups, respectively. There were no significant differences in clinical features or outcomes; the prevalence of smoking in both groups was greater than 95%. CONCLUSIONS Other than a paucity of intracellular mucin, LCC lacking squamous or neuroendocrine differentiation is indistinguishable from solid-subtype ADC. We propose the reclassification of these tumors as mucin-poor solid adenocarcinomas.
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Affiliation(s)
- David H Hwang
- Published as an Early Online Release June 5, 2013. From the Department of Pathology (Drs Hwang, Bruce, and Sholl, and Mr Szeto) and Center for Advanced Molecular Diagnostics (Mr Szeto and Drs Bruce and Sholl), Brigham and Women's Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts (Drs Hwang and Sholl); and the Department of Pathology, Banner MD Anderson Cancer Center, Gilbert, Arizona (Dr Perry)
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Abstract
Approximately 30% of patients with non-small cell lung cancer have the squamous cell carcinoma (SQCC) histological subtype. Although targeted therapies have improved outcomes in patients with adenocarcinoma, no agents are currently approved specifically for use in SQCC. The Cancer Genome Atlas (TCGA) recently published the results of comprehensive genomic analyses of tumor samples from 178 patients with SQCC of the lung. In this review, we briefly discuss key molecular aberrations reported by TCGA and other investigators and their potential therapeutic implications. Carefully designed preclinical and clinical studies based on these large-scale genomic analyses are critical to improve the outcomes of patients with SQCC of lung in the near future.
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Affiliation(s)
- Melissa Rooney
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri 63021, USA
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Liu SV, Fabbri M, Gitlitz BJ, Laird-Offringa IA. Epigenetic therapy in lung cancer. Front Oncol 2013; 3:135. [PMID: 23755372 PMCID: PMC3667274 DOI: 10.3389/fonc.2013.00135] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2013] [Accepted: 05/13/2013] [Indexed: 12/21/2022] Open
Abstract
Epigenetic deregulation of gene function has been strongly implicated in carcinogenesis and is one of the mechanisms contributing to the development of lung cancer. The inherent reversibility of epigenetic alterations makes them viable therapeutic targets. Here, we review the therapeutic implications of epigenetic changes in lung cancer, and recent advances in therapeutic strategies targeting DNA methylation and histone acetylation.
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Affiliation(s)
- Stephen V Liu
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California , Los Angeles, CA , USA
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Sato T, Arai E, Kohno T, Tsuta K, Watanabe SI, Soejima K, Betsuyaku T, Kanai Y. DNA methylation profiles at precancerous stages associated with recurrence of lung adenocarcinoma. PLoS One 2013; 8:e59444. [PMID: 23544068 PMCID: PMC3609833 DOI: 10.1371/journal.pone.0059444] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2012] [Accepted: 02/14/2013] [Indexed: 12/19/2022] Open
Abstract
The aim of this study was to clarify the significance of DNA methylation alterations at precancerous stages of lung adenocarcinoma. Using single-CpG resolution Infinium array, genome-wide DNA methylation analysis was performed in 36 samples of normal lung tissue obtained from patients without any primary lung tumor, 145 samples of non-cancerous lung tissue (N) obtained from patients with lung adenocarcinomas, and 145 samples of tumorous tissue (T). Stepwise progression of DNA methylation alterations from normal lung tissue to non-cancerous lung tissue obtained from patients with lung adenocarcinomas, and then tumorous tissue samples, was observed at 3,270 CpG sites, suggesting that non-cancerous lung tissue obtained from patients with lung adenocarcinomas was at precancerous stages with DNA methylation alterations. At CpG sites of 2,083 genes, DNA methylation status in samples of non-cancerous lung tissue obtained from patients with lung adenocarcinomas was significantly correlated with recurrence after establishment of lung adenocarcinomas. Among such recurrence-related genes, 28 genes are normally unmethylated (average β-values based on Infinium assay in normal lung tissue samples was less than 0.2) and their DNA hypermethylation at precancerous stages was strengthened during progression to lung adenocarcinomas (Δβ(T-N)>0.1). Among these 28 genes, we focused on 6 for which implications in transcription regulation, apoptosis or cell adhesion had been reported. DNA hypermethylation of the ADCY5, EVX1, GFRA1, PDE9A, and TBX20 genes resulted in reduced mRNA expression in tumorous tissue samples. 5-Aza-2'-deoxycytidine treatment of lung cancer cell lines restored the mRNA expression levels of these 5 genes. Reduced mRNA expression in tumorous tissue samples was significantly correlated with tumor aggressiveness. These data suggest that DNA methylation alterations at precancerous stages determine tumor aggressiveness and outcome through silencing of specific genes.
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Affiliation(s)
- Takashi Sato
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Eri Arai
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
- * E-mail:
| | - Takashi Kohno
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Koji Tsuta
- Department of Pathology and Clinical Laboratories, Pathology Division, National Cancer Center Hospital, Tokyo, Japan
| | - Shun-ichi Watanabe
- Department of Thoracic Oncology, Thoracic Surgery Division, National Cancer Center Hospital, Tokyo, Japan
| | - Kenzo Soejima
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Tomoko Betsuyaku
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Yae Kanai
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
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Zhang S, Feng XL, Shi L, Gong CJ, He ZJ, Wu HJ, Ling TY. Genome-wide analysis of DNA methylation in tongue squamous cell carcinoma. Oncol Rep 2013; 29:1819-26. [PMID: 23446731 DOI: 10.3892/or.2013.2309] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2012] [Accepted: 01/23/2013] [Indexed: 11/06/2022] Open
Abstract
Tongue squamous cell carcinoma (TSCC) is one of the most common types of oral cancer; however, its molecular mechanisms remain unclear. In this study, methylated DNA immunoprecipitation (MeDIP) coupled with methylation microarray analysis was performed to screen for aberrantly methylated genes in adjacent normal control and TSCC tissues from 9 patients. Roche NimbleGen Human DNA Methylation 385K Promoter Plus CpG Island Arrays were used to detect 28,226 CpG sites. A total of 1,269 hypermethylated CpG sites covering 330 genes and 1,385 hypomethylated CpG sites covering 321 genes were found in TSCC tissue, compared to the adjacent normal tissue. Furthermore, we chose three candidate genes (FBLN1, ITIH5 and RUNX3) and validated the DNA methylation status by methylation-specific PCR (MS-PCR) and the mRNA expression levels by reverse transcription PCR (RT-PCR). In TSCC tissue, FBLN1 and ITIH5 were shown to be hypermethylated and their expression was found to be decreased, and RUNX3 was shown to be hypomethylated, however, its mRNA expression was found to be increased. In addition, another three genes (BCL2L14, CDCP1 and DIRAS3) were tested by RT-PCR. In TSCC tissue, BCL2L14 and CDCP1 expressions were markedly upregulated, and DIRAS3 expression was significantly downregulated. Our data demonstrated that aberrant DNA methylation is observed in TSCC tissue and plays an important role in the tumorigenesis, development and progression of TSCC.
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Affiliation(s)
- Sheng Zhang
- Department of Oral and Maxillofacial Surgery, the Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, PR China.
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Genome-scale discovery of DNA-methylation biomarkers for blood-based detection of colorectal cancer. PLoS One 2012; 7:e50266. [PMID: 23209692 PMCID: PMC3508917 DOI: 10.1371/journal.pone.0050266] [Citation(s) in RCA: 90] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2012] [Accepted: 10/17/2012] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND There is an increasing demand for accurate biomarkers for early non-invasive colorectal cancer detection. We employed a genome-scale marker discovery method to identify and verify candidate DNA methylation biomarkers for blood-based detection of colorectal cancer. METHODOLOGY/PRINCIPAL FINDINGS We used DNA methylation data from 711 colorectal tumors, 53 matched adjacent-normal colonic tissue samples, 286 healthy blood samples and 4,201 tumor samples of 15 different cancer types. DNA methylation data were generated by the Illumina Infinium HumanMethylation27 and the HumanMethylation450 platforms, which determine the methylation status of 27,578 and 482,421 CpG sites respectively. We first performed a multistep marker selection to identify candidate markers with high methylation across all colorectal tumors while harboring low methylation in healthy samples and other cancer types. We then used pre-therapeutic plasma and serum samples from 107 colorectal cancer patients and 98 controls without colorectal cancer, confirmed by colonoscopy, to verify candidate markers. We selected two markers for further evaluation: methylated THBD (THBD-M) and methylated C9orf50 (C9orf50-M). When tested on clinical plasma and serum samples these markers outperformed carcinoembryonic antigen (CEA) serum measurement and resulted in a high sensitive and specific test performance for early colorectal cancer detection. CONCLUSIONS/SIGNIFICANCE Our systematic marker discovery and verification study for blood-based DNA methylation markers resulted in two novel colorectal cancer biomarkers, THBD-M and C9orf50-M. THBD-M in particular showed promising performance in clinical samples, justifying its further optimization and clinical testing.
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Xuan J, Yu Y, Qing T, Guo L, Shi L. Next-generation sequencing in the clinic: promises and challenges. Cancer Lett 2012; 340:284-95. [PMID: 23174106 DOI: 10.1016/j.canlet.2012.11.025] [Citation(s) in RCA: 199] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2012] [Revised: 11/13/2012] [Accepted: 11/13/2012] [Indexed: 02/06/2023]
Abstract
The advent of next generation sequencing (NGS) technologies has revolutionized the field of genomics, enabling fast and cost-effective generation of genome-scale sequence data with exquisite resolution and accuracy. Over the past years, rapid technological advances led by academic institutions and companies have continued to broaden NGS applications from research to the clinic. A recent crop of discoveries have highlighted the medical impact of NGS technologies on Mendelian and complex diseases, particularly cancer. However, the ever-increasing pace of NGS adoption presents enormous challenges in terms of data processing, storage, management and interpretation as well as sequencing quality control, which hinder the translation from sequence data into clinical practice. In this review, we first summarize the technical characteristics and performance of current NGS platforms. We further highlight advances in the applications of NGS technologies towards the development of clinical diagnostics and therapeutics. Common issues in NGS workflows are also discussed to guide the selection of NGS platforms and pipelines for specific research purposes.
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Affiliation(s)
- Jiekun Xuan
- School of Pharmacy, Fudan University, 826 Zhangheng Road, Shanghai 201203, China; National Center for Toxicological Research, US Food and Drug Administration, 3900 NCTR Road, Jefferson, AR 72079, USA
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Pogribny IP, Beland FA. DNA methylome alterations in chemical carcinogenesis. Cancer Lett 2012; 334:39-45. [PMID: 23010082 DOI: 10.1016/j.canlet.2012.09.010] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2012] [Revised: 08/28/2012] [Accepted: 09/14/2012] [Indexed: 01/30/2023]
Abstract
Carcinogenesis, a complex multifactorial process of the transformation of normal cells into malignant cells, is characterized by many biologically significant and interdependent alterations triggered by the mutational and/or non-mutational (i.e., epigenetic) events. One of these events, specific to all types of cancer, is alterations in DNA methylation. This review summarizes the current knowledge of the role of DNA methylation changes induced by various genotoxic chemicals (carcinogenic agents that interact with DNA) and non-genotoxic carcinogens (chemicals causing tumor by mechanisms other than directly damaging DNA) in the lung, colorectal, liver, and hematologic carcinogenesis. It also emphasizes the potential role for epigenetic changes to serve as markers for carcinogen exposure and carcinogen risk assessment.
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Affiliation(s)
- Igor P Pogribny
- Division of Biochemical Toxicology, National Center for Toxicological Research, Jefferson, AR 72079, USA.
| | - Frederick A Beland
- Division of Biochemical Toxicology, National Center for Toxicological Research, Jefferson, AR 72079, USA.
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