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Mas-Ponte D, Supek F. Mutation rate heterogeneity at the sub-gene scale due to local DNA hypomethylation. Nucleic Acids Res 2024; 52:4393-4408. [PMID: 38587182 PMCID: PMC11077091 DOI: 10.1093/nar/gkae252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 03/21/2024] [Accepted: 03/26/2024] [Indexed: 04/09/2024] Open
Abstract
Local mutation rates in human are highly heterogeneous, with known variability at the scale of megabase-sized chromosomal domains, and, on the other extreme, at the scale of oligonucleotides. The intermediate, kilobase-scale heterogeneity in mutation risk is less well characterized. Here, by analyzing thousands of somatic genomes, we studied mutation risk gradients along gene bodies, representing a genomic scale spanning roughly 1-10 kb, hypothesizing that different mutational mechanisms are differently distributed across gene segments. The main heterogeneity concerns several kilobases at the transcription start site and further downstream into 5' ends of gene bodies; these are commonly hypomutated with several mutational signatures, most prominently the ubiquitous C > T changes at CpG dinucleotides. The width and shape of this mutational coldspot at 5' gene ends is variable across genes, and corresponds to variable interval of lowered DNA methylation depending on gene activity level and regulation. Such hypomutated loci, at 5' gene ends or elsewhere, correspond to DNA hypomethylation that can associate with various landmarks, including intragenic enhancers, Polycomb-marked regions, or chromatin loop anchor points. Tissue-specific DNA hypomethylation begets tissue-specific local hypomutation. Of note, direction of mutation risk is inverted for AID/APOBEC3 cytosine deaminase activity, whose signatures are enriched in hypomethylated regions.
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Affiliation(s)
- David Mas-Ponte
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), 08028 Barcelona, Spain
| | - Fran Supek
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology (BIST), 08028 Barcelona, Spain
- Biotech Research and Innovation Centre (BRIC), Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
- Catalan Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
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2
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Rogers BB, Anderson AG, Lauzon SN, Davis MN, Hauser RM, Roberts SC, Rodriguez-Nunez I, Trausch-Lowther K, Barinaga EA, Hall PI, Knuesel MT, Taylor JW, Mackiewicz M, Roberts BS, Cooper SJ, Rizzardi LF, Myers RM, Cochran JN. Neuronal MAPT expression is mediated by long-range interactions with cis-regulatory elements. Am J Hum Genet 2024; 111:259-279. [PMID: 38232730 PMCID: PMC10870142 DOI: 10.1016/j.ajhg.2023.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 12/12/2023] [Accepted: 12/12/2023] [Indexed: 01/19/2024] Open
Abstract
Tauopathies are a group of neurodegenerative diseases defined by abnormal aggregates of tau, a microtubule-associated protein encoded by MAPT. MAPT expression is near absent in neural progenitor cells (NPCs) and increases during differentiation. This temporally dynamic expression pattern suggests that MAPT expression could be controlled by transcription factors and cis-regulatory elements specific to differentiated cell types. Given the relevance of MAPT expression to neurodegeneration pathogenesis, identification of such elements is relevant to understanding disease risk and pathogenesis. Here, we performed chromatin conformation assays (HiC & Capture-C), single-nucleus multiomics (RNA-seq+ATAC-seq), bulk ATAC-seq, and ChIP-seq for H3K27ac and CTCF in NPCs and differentiated neurons to nominate candidate cis-regulatory elements (cCREs). We assayed these cCREs using luciferase assays and CRISPR interference (CRISPRi) experiments to measure their effects on MAPT expression. Finally, we integrated cCRE annotations into an analysis of genetic variation in neurodegeneration-affected individuals and control subjects. We identified both proximal and distal regulatory elements for MAPT and confirmed the regulatory function for several regions, including three regions centromeric to MAPT beyond the H1/H2 haplotype inversion breakpoint. We also found that rare and predicted damaging genetic variation in nominated CREs was nominally depleted in dementia-affected individuals relative to control subjects, consistent with the hypothesis that variants that disrupt MAPT enhancer activity, and thereby reduced MAPT expression, may be protective against neurodegenerative disease. Overall, this study provides compelling evidence for pursuing detailed knowledge of CREs for genes of interest to permit better understanding of disease risk.
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Affiliation(s)
- Brianne B Rogers
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA; University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | | | - Shelby N Lauzon
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - M Natalie Davis
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Rebecca M Hauser
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Sydney C Roberts
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | | | | | - Erin A Barinaga
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Paige I Hall
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | | | - Jared W Taylor
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Mark Mackiewicz
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Brian S Roberts
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Sara J Cooper
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | | | - Richard M Myers
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA.
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3
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Abbott E, Loockerman C, Matz MV. Modifications to gene body methylation do not alter gene expression plasticity in a reef-building coral. Evol Appl 2024; 17:e13662. [PMID: 38390378 PMCID: PMC10883760 DOI: 10.1111/eva.13662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 01/17/2024] [Accepted: 01/30/2024] [Indexed: 02/24/2024] Open
Abstract
As coral reefs continue to decline due to climate change, the role of coral epigenetics (specifically, gene body methylation, GBM) in coral acclimatization warrants investigation. The evidence is currently conflicting. In diverse animal phyla, the baseline GBM level is associated with gene function: continuously expressed "housekeeping" genes are typically highly methylated, while inducible context-dependent genes have low or no methylation at all. Some authors report an association between GBM and the environment and interpret this observation as evidence of the GBM's role in acclimatization. Yet, others argue that the correlation between GBM change and gene expression change is typically absent or negligible. Here, we used the reef-building coral, Acropora millepora, to test whether environmentally driven changes in GBM are associated with a gene's ability to respond to environmental changes (plasticity) rather than expression level. We analyzed two cases of modified gene expression plasticity observed in a 3-week-long heat acclimatization experiment. The first one was a group of heat-induced genes that failed to revert their expression after the coral was translocated back to the control tank. The second case involved genes that changed the magnitude of their response to the daily temperature fluctuations over the course of the experiment. In both cases, we found negligible or no association with GBM change. We conclude that although both gene expression plasticity and GBM can change during acclimatization, there is no direct association between the two. This adds to the increasing volume of evidence that the function of GBM in invertebrates is unrelated to acclimatization on physiological timescales.
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Affiliation(s)
- Evelyn Abbott
- Department of Integrative Biology University of Texas at Austin Austin Texas USA
| | - Coral Loockerman
- University of Hawai'i at Manoa Hawaii Institute of Marine Biology Kaneohe Kaneohe Hawai'i USA
| | - Mikhail V Matz
- Department of Integrative Biology University of Texas at Austin Austin Texas USA
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4
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Petrova V, Song R, Nordström KJV, Walter J, Wong JJL, Armstrong N, Rasko JEJ, Schmitz U. Increased chromatin accessibility facilitates intron retention in specific cell differentiation states. Nucleic Acids Res 2022; 50:11563-11579. [PMID: 36354002 PMCID: PMC9723627 DOI: 10.1093/nar/gkac994] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 10/05/2022] [Accepted: 10/18/2022] [Indexed: 11/11/2022] Open
Abstract
Dynamic intron retention (IR) in vertebrate cells is of widespread biological importance. Aberrant IR is associated with numerous human diseases including several cancers. Despite consistent reports demonstrating that intrinsic sequence features can help introns evade splicing, conflicting findings about cell type- or condition-specific IR regulation by trans-regulatory and epigenetic mechanisms demand an unbiased and systematic analysis of IR in a controlled experimental setting. We integrated matched mRNA sequencing (mRNA-Seq), whole-genome bisulfite sequencing (WGBS), nucleosome occupancy methylome sequencing (NOMe-Seq) and chromatin immunoprecipitation sequencing (ChIP-Seq) data from primary human myeloid and lymphoid cells. Using these multi-omics data and machine learning, we trained two complementary models to determine the role of epigenetic factors in the regulation of IR in cells of the innate immune system. We show that increased chromatin accessibility, as revealed by nucleosome-free regions, contributes substantially to the retention of introns in a cell-specific manner. We also confirm that intrinsic characteristics of introns are key for them to evade splicing. This study suggests an important role for chromatin architecture in IR regulation. With an increasing appreciation that pathogenic alterations are linked to RNA processing, our findings may provide useful insights for the development of novel therapeutic approaches that target aberrant splicing.
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Affiliation(s)
- Veronika Petrova
- Computational BioMedicine Laboratory Centenary Institute, The University of Sydney, Camperdown 2050, Australia,Gene and Stem Cell Therapy Program Centenary Institute, The University of Sydney, Camperdown 2050, Australia
| | - Renhua Song
- Epigenetics and RNA Biology Program Centenary Institute, The University of Sydney, Camperdown 2050, Australia,Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia
| | | | - Karl J V Nordström
- Laboratory of EpiGenetics, Saarland University, Campus A2 4, D-66123 Saarbrücken, Germany
| | - Jörn Walter
- Laboratory of EpiGenetics, Saarland University, Campus A2 4, D-66123 Saarbrücken, Germany
| | - Justin J L Wong
- Epigenetics and RNA Biology Program Centenary Institute, The University of Sydney, Camperdown 2050, Australia,Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia
| | - Nicola J Armstrong
- Mathematics and Statistics, Curtin University, Bentley, WA 6102, Australia
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Alpoim-Moreira J, Fernandes C, Pimenta J, Bliebernicht M, Rebordão MR, Castelo-Branco P, Szóstek-Mioduchowska A, Skarzynski DJ, Ferreira-Dias G. Metallopeptidades 2 and 9 genes epigenetically modulate equine endometrial fibrosis. Front Vet Sci 2022; 9:970003. [PMID: 36032279 PMCID: PMC9412240 DOI: 10.3389/fvets.2022.970003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 07/22/2022] [Indexed: 12/13/2022] Open
Abstract
Endometrium type I (COL1) and III (COL3) collagen accumulation, periglandular fibrosis and mare infertility characterize endometrosis. Metalloproteinase-2 (MMP-2), MMP-9 and tissue inhibitors of metalloproteinases (TIMP-1 and TIMP-2) are involved in collagen turnover. Since epigenetic changes may control fibroproliferative diseases, we hypothesized that epigenetic mechanisms could modulate equine endometrosis. Epigenetic changes can be reversed and therefore extremely promising for therapeutic use. Methylation pattern analysis of a particular gene zone is used to detect epigenetic changes. DNA methylation commonly mediates gene repression. Thus, this study aimed to evaluate if the transcription of some genes involved in equine endometrosis was altered with endometrial fibrosis, and if the observed changes were epigenetically modulated, through DNA methylation analysis. Endometrial biopsies collected from cyclic mares were histologically classified (Kenney and Doig category I, n = 6; category IIA, n = 6; category IIB, n = 6 and category III, n = 6). Transcription of COL1A1, COL1A2, COL3A1, MMP2, MMP9, TIMP1, and TIMP2 genes and DNA methylation pattern by pyrosequencing of COL1A1, MMP2, MMP9, TIMP1 genes were evaluated. Both MMP2 and MMP9 transcripts decreased with fibrosis, when compared with healthy endometrium (category I) (P < 0.05). TIMP1 transcripts were higher in category III, when compared to category I endometrium (P < 0.05). No differences were found for COL1A1, COL1A2, COL3A1 and TIMP2 transcripts between endometrial categories. There were higher methylation levels of (i) COL1A1 in category IIB (P < 0.05) and III (P < 0.01), when compared to category I; (ii) MMP2 in category III, when compared to category I (P < 0.001) and IIA (P < 0.05); and (iii) MMP9 in category III, when compared to category I and IIA (P < 0.05). No differences in TIMP1 methylation levels were observed between endometrial categories. The hypermethylation of MMP2 and MMP9, but not of COL1A1 genes, occurred simultaneously with a decrease in their mRNA levels, with endometrial fibrosis, suggesting that this hypermethylation is responsible for repressing their transcription. Our results show that endometrosis is epigenetically modulated by anti-fibrotic genes (MMP2 and MMP9) inhibition, rather than fibrotic genes activation and therefore, might be promising targets for therapeutic use.
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Affiliation(s)
- Joana Alpoim-Moreira
- CIISA - Center for Interdisciplinary Research in Animal Health, Faculty of Veterinary Medicine, University of Lisbon, Lisbon, Portugal
- Associate Laboratory for Animal and Veterinary Sciences (AL4AnimalS), Lisbon, Portugal
| | - Carina Fernandes
- CIISA - Center for Interdisciplinary Research in Animal Health, Faculty of Veterinary Medicine, University of Lisbon, Lisbon, Portugal
- Associate Laboratory for Animal and Veterinary Sciences (AL4AnimalS), Lisbon, Portugal
| | - Jorge Pimenta
- CIISA - Center for Interdisciplinary Research in Animal Health, Faculty of Veterinary Medicine, University of Lisbon, Lisbon, Portugal
- Unidade Estratégica de Investigação e Serviços de Biotecnologia e Recursos Genéticos (UEISBR), Instituto Nacional de Investigação Agrária e Veterinária, I. P. (INIAV), Vairão, Portugal
| | | | - Maria Rosa Rebordão
- CIISA - Center for Interdisciplinary Research in Animal Health, Faculty of Veterinary Medicine, University of Lisbon, Lisbon, Portugal
- Associate Laboratory for Animal and Veterinary Sciences (AL4AnimalS), Lisbon, Portugal
- Polytechnic of Coimbra, Coimbra Agriculture School, Coimbra, Portugal
| | - Pedro Castelo-Branco
- Faculty of Medicine and Biomedical Sciences (FMCB), University of Algarve, Faro, Portugal
- Algarve Biomedical Center Research Institute (ABC-RI), Faro, Portugal
| | | | | | - Graça Ferreira-Dias
- CIISA - Center for Interdisciplinary Research in Animal Health, Faculty of Veterinary Medicine, University of Lisbon, Lisbon, Portugal
- Associate Laboratory for Animal and Veterinary Sciences (AL4AnimalS), Lisbon, Portugal
- *Correspondence: Graça Ferreira-Dias
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The Dysregulation of SOX Family Correlates with DNA Methylation and Immune Microenvironment Characteristics to Predict Prognosis in Hepatocellular Carcinoma. DISEASE MARKERS 2022; 2022:2676114. [PMID: 35465267 PMCID: PMC9020970 DOI: 10.1155/2022/2676114] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Accepted: 03/23/2022] [Indexed: 12/24/2022]
Abstract
Background Due to the molecular heterogeneity of hepatocellular carcinoma (HCC), majority of patients respond poorly among various of therapy. This study is aimed at conducting a comprehensive analysis about roles of SOX family in HCC for obtaining more therapeutic targets and biomarkers which may bring new ideas for the treatment of HCC. Methods UALCAN, Kaplan Meier plotter, cBioPortal, STRING, WebGestalt, Metascape, TIMER 2.0, DiseaseMeth, MethSurv, HPA, CCLE database, and Cytoscape software were used to comprehensively analyze the bioinformatic data. Results SOX2, SOX4, SOX8, SOX10, SOX11, SOX12, SOX17, and SOX18 were significantly differentially expressed in HCC and normal tissues and were valuable for the grade and survival of HCC patients. In addition, the gene alterations of SOX family happened frequently, and SOX4 and SOX17 had the highest mutation rate. The function of SOX family on HCC may be closely correlated with the regulation of angiogenesis-related signaling pathways. Moreover, SOX4, SOX8, SOX11, SOX12, SOX17, and SOX18 were correlation with 8 types of immune cells (including CD8+ T cell, CD4+ T cell, B cell, Tregs, neutrophil, macrophage, myeloid DC, and NK cell), and we found that most types of immune cells had a positive correlation with SOX family. Notably, CD4+ T cell and macrophage were positively related with all these SOX family. NK cells were negatively related with most SOX family genes. DNA methylation levels in promoter area of SOX2, SOX4, and SOX10 were lower in HCC than normal tissues, while SOX8, SOX11, SOX17, and SOX18 had higher DNA methylation levels than normal tissues. Moreover, higher DNA methylation level of SOX12 and SOX18 demonstrated worse survival rates in patients with HCC. Conclusion SOX family genes could predict the prognosis of HCC. In addition, the regulation of angiogenesis-related signaling pathways may participate in the development of HCC. DNA methylation level and immune microenvironment characteristics (especially CD4+ T cell and macrophage immune cell infiltration) could be a novel insight for predicting prognosis in HCC.
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Wong CH, Li CH, Man Tong JH, Zheng D, He Q, Luo Z, Lou UK, Wang J, To KF, Chen Y. The Establishment of CDK9/ RNA PolII/H3K4me3/DNA Methylation Feedback Promotes HOTAIR Expression by RNA Elongation Enhancement in Cancer. Mol Ther 2022; 30:1597-1609. [PMID: 35121112 PMCID: PMC9077372 DOI: 10.1016/j.ymthe.2022.01.038] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 12/07/2021] [Accepted: 01/28/2022] [Indexed: 11/28/2022] Open
Abstract
Long non-coding RNA HOX Transcript Antisense RNA (HOTAIR) is overexpressed in multiple cancers with diverse genetic profiles. Importantly, since HOTAIR heavily contributes to cancer progression by promoting tumor growth and metastasis, HOTAIR becomes a potential target for cancer therapy. However, the underlying mechanism leading to HOTAIR deregulation is largely unexplored. Here, we performed a pan-cancer analysis using more than 4,200 samples and found that intragenic exon CpG island (Ex-CGI) was hypermethylated and was positively correlated to HOTAIR expression. Also, we revealed that Ex-CGI methylation promotes HOTAIR expression through enhancing the transcription elongation process. Furthermore, we linked up the aberrant intragenic tri-methylation on H3 at lysine 4 (H3K4me3) and Ex-CGI DNA methylation in promoting transcription elongation of HOTAIR. Targeting the oncogenic CDK7-CDK9-H3K4me3 axis downregulated HOTAIR expression and inhibited cell growth in many cancers. To our knowledge, this is the first time that a positive feedback loop that involved CDK9-mediated phosphorylation of RNA Polymerase II Serine 2 (RNA PolII Ser2), H3K4me3, and intragenic DNA methylation, which induced robust transcriptional elongation and heavily contributed to the upregulation of oncogenic lncRNA in cancer has been demonstrated. Targeting the oncogenic CDK7-CDK9-H3K4me3 axis could be a novel therapy in many cancers through inhibiting the HOTAIR expression.
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Affiliation(s)
- Chi Hin Wong
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Chi Han Li
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Joanna Hung Man Tong
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Duo Zheng
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Shenzhen University International Cancer Center, Department of Cell Biology and Genetics, School of Medicine, Shenzhen University, Shenzhen 518055, China
| | - Qifang He
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Zhiyuan Luo
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Ut Kei Lou
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Jiatong Wang
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Ka-Fai To
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Yangchao Chen
- A School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong; Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen 518087, China.
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Lien YC, Pinney SE, Lu XM, Simmons RA. Identification of Novel Regulatory Regions Induced by Intrauterine Growth Restriction in Rat Islets. Endocrinology 2022; 163:6459683. [PMID: 34894232 PMCID: PMC8743043 DOI: 10.1210/endocr/bqab251] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Indexed: 01/05/2023]
Abstract
Intrauterine growth restriction (IUGR) leads to the development of type 2 diabetes in adulthood, and the permanent alterations in gene expression implicate an epigenetic mechanism. Using a rat model of IUGR, we performed TrueSeq-HELP Tagging to assess the association of DNA methylation changes and gene dysregulation in islets. We identified 511 differentially methylated regions (DMRs) and 4377 significantly altered single CpG sites. Integrating the methylome and our published transcriptome data sets resulted in the identification of pathways critical for islet function. The identified DMRs were enriched with transcription factor binding motifs, such as Elk1, Etv1, Foxa1, Foxa2, Pax7, Stat3, Hnf1, and AR. In silico analysis of 3-dimensional chromosomal interactions using human pancreas and islet Hi-C data sets identified interactions between 14 highly conserved DMRs and 35 genes with significant expression changes at an early age, many of which persisted in adult islets. In adult islets, there were far more interactions between DMRs and genes with significant expression changes identified with Hi-C, and most of them were critical to islet metabolism and insulin secretion. The methylome was integrated with our published genome-wide histone modification data sets from IUGR islets, resulting in further characterization of important regulatory regions of the genome altered by IUGR containing both significant changes in DNA methylation and specific histone marks. We identified novel regulatory regions in islets after exposure to IUGR, suggesting that epigenetic changes at key transcription factor binding motifs and other gene regulatory regions may contribute to gene dysregulation and an abnormal islet phenotype in IUGR rats.
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Affiliation(s)
- Yu-Chin Lien
- Center for Research on Reproduction and Women’s Health, Perelman School of Medicine, the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Division of Neonatology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Sara E Pinney
- Center for Research on Reproduction and Women’s Health, Perelman School of Medicine, the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Division Endocrinology and Diabetes, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Perlman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Xueqing Maggie Lu
- Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Rebecca A Simmons
- Center for Research on Reproduction and Women’s Health, Perelman School of Medicine, the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Division of Neonatology, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Perlman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Correspondence: Rebecca A. Simmons, MD, Center for Research on Reproduction and Women’s Health, Perelman School of Medicine, the University of Pennsylvania, BRB II/III, 13th Fl, Rm 1308, 421 Curie Blvd, Philadelphia, PA 19104, USA.
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Exposure of pigs to glyphosate affects gene-specific DNA methylation and gene expression. Toxicol Rep 2022; 9:298-310. [PMID: 35284244 PMCID: PMC8908043 DOI: 10.1016/j.toxrep.2022.02.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 02/09/2022] [Accepted: 02/14/2022] [Indexed: 12/24/2022] Open
Abstract
Glyphosate (N-(phosphonomethyl)glycine) is a broad-spectrum systemic herbicide and crop desiccant. Glyphosate has long been suspected of leading to the development of cancer and of compromising fertility. Herbicides have been increasingly recognized as epigenetic modifiers, and the impact of glyphosate on human and animal health might be mediated by epigenetic modifications. This article presents the results from an animal study where pigs were exposed to glyphosate while feeding. The experimental setup included a control group with no glyphosate added to the feed and two groups of pigs with 20 ppm and 200 ppm of glyphosate added to the feed, respectively. After exposure, the pigs were dissected, and tissues of the small intestine, liver, and kidney were used for DNA methylation and gene expression analyses. No significant change in global DNA methylation was found in the small intestine, kidney, or liver. Methylation status was determined for selected genes involved in various functions such as DNA repair and immune defense. In a CpG island of the promoter for IL18, we observed significantly reduced DNA methylation for certain individual CpG positions. However, this change in DNA methylation had no influence on IL18 mRNA expression. The expression of the DNA methylation enzymes DNMT1, DNMT3A, and DNMT3B was measured in the small intestine, kidney, and liver of pigs exposed to glyphosate. No significant changes in relative gene expression were found for these enzymes following dietary exposure to 20 and 200 ppm glyphosate. In contrast, a significant increase in expression of the enzyme TET3, responsible for demethylation, was observed in kidneys exposed to 200 ppm glyphosate. A large animal study with exposure of pigs to glyphosate is presented here. Pigs were exposed to 20 ppm and 200 ppm in the diet. No significant changes in global DNA methylation was observed. A significantly reduced DNA methylation was found in the porcine IL18 promoter. A significant increase in TET3 expression was seen in porcine kidneys exposed to 200 ppm glyphosate.
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Geißler C, Krause C, Neumann AM, Britsemmer JH, Taege N, Grohs M, Kaehler M, Cascorbi I, Lewis AG, Seeley RJ, Oster H, Kirchner H. Dietary induction of obesity and insulin resistance is associated with changes in Fgf21 DNA methylation in liver of mice. J Nutr Biochem 2021; 100:108907. [PMID: 34801693 DOI: 10.1016/j.jnutbio.2021.108907] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 10/02/2021] [Accepted: 11/12/2021] [Indexed: 12/16/2022]
Abstract
DNA methylation is dynamically regulated in metabolic diseases, but it remains unclear whether the changes are causal or consequential. Therefore, we used a longitudinal approach to refine the onset of metabolic and DNA methylation changes at high temporal resolution. Male C57BL/6N mice were fed with 60 % high-fat diet (HFD) for up to 12 weeks and metabolically characterized weekly. Liver was collected after 1, 2, 4, 5, 6, 7, 8, and 12 weeks and hepatic DNA methylation and gene expression were analyzed. A subset of obese mice underwent vertical sleeve gastrectomy (VSG) or metformin treatment and livers were studied. Distinct hepatic gene expression patterns developed upon feeding HFD, with genes from the fatty acid metabolism pathway being predominantly altered. When comparing metabolic data with gene expression and DNA methylation, in particular Fgf21 DNA methylation decreased before the onset of increased Fgf21 expression and metabolic changes. Neither weight loss induced by VSG nor improved glucose tolerance by metformin treatment could revert hepatic Fgf21 DNA methylation or expression. Our data emphasize the dynamic induction of DNA methylation upon metabolic stimuli. Reduced Fgf21 DNA methylation established before massive overexpression of Fgf21, which is likely an adaptive effort of the liver to maintain glucose homeostasis despite the developing insulin resistance and steatosis. Fgf21 DNA methylation resisted reversion by intervention strategies, illustrating the long-term effects of unhealthy lifestyle. Our data provide a temporal roadmap to the development of hepatic insulin resistance, comprehensively linking DNA methylation with gene expression and metabolic data.
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Affiliation(s)
- Cathleen Geißler
- Institute for Endocrinology and Diabetes, University of Lübeck, Germany; Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Christin Krause
- Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany; German Center for Diabetes Research (DZD)
| | - Anne-Marie Neumann
- Institute of Neurobiology, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Jan H Britsemmer
- Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Natalie Taege
- Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Martina Grohs
- Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Meike Kaehler
- Institute of Experimental and Clinical Pharmacology, University Hospital Schleswig-Holstein, Campus Kiel, Germany
| | - Ingolf Cascorbi
- Institute of Experimental and Clinical Pharmacology, University Hospital Schleswig-Holstein, Campus Kiel, Germany
| | - Alfor G Lewis
- Department of Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Randy J Seeley
- Department of Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Henrik Oster
- Institute of Neurobiology, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany
| | - Henriette Kirchner
- Institute for Human Genetics, Section Epigenetics & Metabolism, University of Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Germany; German Center for Diabetes Research (DZD).
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11
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Tian Y, Yang X, Du J, Zeng W, Wu W, Di J, Huang X, Tian K. Differential Methylation and Transcriptome Integration Analysis Identified Differential Methylation Annotation Genes and Functional Research Related to Hair Follicle Development in Sheep. Front Genet 2021; 12:735827. [PMID: 34659357 PMCID: PMC8515899 DOI: 10.3389/fgene.2021.735827] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Accepted: 08/30/2021] [Indexed: 11/13/2022] Open
Abstract
Hair follicle growth and development are a complex and long-term physiological process, which is regulated by a variety of physical factors and signal pathways. Increasing the understanding of the epigenetic regulation and function of candidate genes related to hair follicle development will help to better understand the molecular regulatory mechanisms of hair follicle development. In this study, the methylated DNA immunoprecipitation sequencing (MeDIP-seq) was used to obtain the genome-wide methylation map of the hair follicular development of Super Merino sheep in six stages (fetal skin tissue at 65d, 85d, 105d, 135d, 7d, and 30d after birth). Combined with the results of previous RNA-sequencing, 65 genes were screened out that were both differential methylation and differential expression, including EDN1, LAMC2, NR1D1, RORB, MyOZ3, and WNT2 gene. Differential methylation genes were enriched in Wnt, TNF, TGF-beta, and other signaling pathways related to hair follicle development. The bisulfite sequencing PCR results and MeDIP-seq were basically consistent, indicating that the sequencing results were accurate. As a key gene in the Wnt signaling pathway, both differential methylation and expression gene identified by MeDIP-seq and RNA-seq, further exploration of the function of WNT2 gene revealed that the DNA methylation of exon 5 (CpG11 site) promoted the expression of WNT2 gene. The overexpression vector of lentivirus pLEX-MCS-WNT2 was constructed, and WNT2 gene effectively promoted the proliferation of sheep skin fibroblasts. The results showed that WNT2 gene could promote the growth and development of skin and hair follicles. The results of this study will provide a theoretical basis for further research on sheep hair follicle development and gene regulation mechanisms.
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Affiliation(s)
- Yuezhen Tian
- The Key Laboratory for Genetics Breeding and Reproduction of Xinjiang Cashmere and Wool Sheep, Institute of Animal Science, Xinjiang Academy of Animal Sciences, Urumqi, China
| | - Xuemei Yang
- College of Animal Science, Xinjiang Agricultural University, Urumqi, China
| | - Jianwen Du
- College of Animal Science, Xinjiang Agricultural University, Urumqi, China
| | - Weidan Zeng
- College of Animal Science, Xinjiang Agricultural University, Urumqi, China
| | - Weiwei Wu
- The Key Laboratory for Genetics Breeding and Reproduction of Xinjiang Cashmere and Wool Sheep, Institute of Animal Science, Xinjiang Academy of Animal Sciences, Urumqi, China
| | - Jiang Di
- The Key Laboratory for Genetics Breeding and Reproduction of Xinjiang Cashmere and Wool Sheep, Institute of Animal Science, Xinjiang Academy of Animal Sciences, Urumqi, China
| | - Xixia Huang
- College of Animal Science, Xinjiang Agricultural University, Urumqi, China
| | - Kechuan Tian
- The Key Laboratory for Genetics Breeding and Reproduction of Xinjiang Cashmere and Wool Sheep, Institute of Animal Science, Xinjiang Academy of Animal Sciences, Urumqi, China
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12
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Role of Myc Proto-Oncogene as a Transcriptional Hub to Regulate the Expression of Regeneration-Associated Genes following Preconditioning Peripheral Nerve Injury. J Neurosci 2021; 41:446-460. [PMID: 33262248 DOI: 10.1523/jneurosci.1745-20.2020] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 11/16/2020] [Accepted: 11/18/2020] [Indexed: 12/20/2022] Open
Abstract
Preconditioning peripheral nerve injury enhances the intrinsic growth capacity of DRGs sensory axons by inducing transcriptional upregulation of the regeneration-associated genes (RAGs). However, it is still unclear how preconditioning injury leads to the orchestrated induction of many RAGs. The present study identified Myc proto-oncogene as a transcriptional hub gene to regulate the expression of a distinct subset of RAGs in DRGs following the preconditioning injury. We demonstrated that c-MYC bound to the promoters of certain RAGs, such as Jun, Atf3, and Sprr1a, and that Myc upregulation following SNI preceded that of the RAGs bound by c-MYC. Marked DNA methylation of the Myc exon 3 sequences was implicated in the early transcriptional activation and accompanied by open histone marks. Myc deletion led to a decrease in the injury-induced expression of a distinct subset of RAGs, which were highly overlapped with the list of RAGs that were upregulated by Myc overexpression. Following dorsal hemisection spinal cord injury in female rats, Myc overexpression in DRGs significantly prevented the retraction of the sensory axons in a manner dependent on its downstream RAG, June Our results suggest that Myc plays a critical role in axon regeneration via its transcriptional activity to regulate the expression of a spectrum of downstream RAGs and subsequent effector molecules. Identification of more upstream hub transcription factors and the epigenetic mechanisms specific for individual hub transcription factors would advance our understanding of how the preconditioning injury induces orchestrated upregulation of RAGs.
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13
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Oe M, Ojima K, Muroya S. Difference in potential DNA methylation impact on gene expression between fast- and slow-type myofibers. Physiol Genomics 2021; 53:69-83. [PMID: 33459151 DOI: 10.1152/physiolgenomics.00099.2020] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Skeletal muscles are comprised of two major types of myofibers, fast and slow. It is hypothesized that once myofiber type is determined, muscle fiber-type specificity is maintained by an epigenetic mechanism, however, this remains poorly understood. To address this, we conducted a comprehensive CpG methylation analysis with a reduced representation of bisulfite sequencing (RRBS). Using GFP-myh7 mouse, we visually distinguished and separately pooled slow-type and myh7-negative fast-type fibers for analyses. A total of 31,967 and 26,274 CpGs were hypermethylated by ≥10% difference in the fast- and slow-type fibers, respectively. Notably, the number of promoter-hypermethylated genes with downregulated expression in the slow-type fibers was 3.5 times higher than that in the fast-type fibers. Gene bodies of the fast-type-specific myofibrillar genes Actn3, Tnnt3, Tnni2, Tnnc2, and Tpm1 were hypermethylated in the slow-type fibers, whereas those of the slow-type-specific genes Myh7, Tnnt1, and Tpm3 were hypermethylated in the fast-type fibers. Each of the instances of gene hypermethylation was associated with the respective downregulated expression. In particular, a relationship between CpG methylation sites and the transcription variant distribution of Tpm1 was observed, suggesting a regulation of Tpm1 alternative promoter usage by gene body CpG methylation. An association of hypermethylation with the regulation of gene expression was also observed in the transcription factors Sim2 and Tbx1. These results suggest not only a myofiber type-specific regulation of gene expression and alternative promoter usage by gene body CpG methylation but also a dominant effect of promoter-hypermethylation on the gene expressions in slow myofibers.
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Affiliation(s)
- Mika Oe
- Muscle Biology Research Unit, Division of Animal Products Research, NARO Institute of Livestock and Grassland Science, Tsukuba, Japan
| | - Koichi Ojima
- Muscle Biology Research Unit, Division of Animal Products Research, NARO Institute of Livestock and Grassland Science, Tsukuba, Japan
| | - Susumu Muroya
- Muscle Biology Research Unit, Division of Animal Products Research, NARO Institute of Livestock and Grassland Science, Tsukuba, Japan
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14
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Faias S, Duarte M, Pereira L, Chaves P, Cravo M, Dias Pereira A, Albuquerque C. Methylation changes at the GNAS imprinted locus in pancreatic cystic neoplasms are important for the diagnosis of malignant cysts. World J Gastrointest Oncol 2020; 12:1056-1064. [PMID: 33005298 PMCID: PMC7510000 DOI: 10.4251/wjgo.v12.i9.1056] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 07/18/2020] [Accepted: 08/01/2020] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Guanine nucleotide-binding protein, alpha stimulating (GNAS) mutations are characteristic of intraductal papillary mucinous neoplasms (IPMNs). Pancreatic ductal adenocarcinomas (PDACs) harboring GNAS mutations originate in IPMNs. GNAS is a complex imprinted locus that produces five transcripts regulated by differential methylated regions, NESP55, GNASAS, GNASXL, GNAS1A, and GNAS.
AIM To evaluate if methylation changes in the differential methylated regions of GNAS locus contributed to malignant progression of pancreatic cysts.
METHODS GNAS locus methylation was analyzed in archival pancreatic cyst fluid (PCF) obtained by endoscopic ultrasound with fine-needle aspiration by methylation specific–multiplex ligation dependent probe amplification. Results were normalized and analyzed using Coffalyser.Net software.
RESULTS Fifty-two PCF samples obtained by endoscopic ultrasound with fine-needle aspiration and previously characterized for KRAS and GNAS mutations were studied. The final diagnoses were surgical (11) and clinicopathological (41), including 30 benign cysts, 14 pre-malignant cyst, and eight malignant cysts. Methylation changes at NESP55, GNASAS, GNAS1A, and especially GNASXL were more frequent in malignant cysts, and NESP55 and GNASAS were useful for diagnosis. A combined variable defined as “GNAS locus methylation changes” was significantly associated with malignancy (6/8 malignant cysts and only 2/20 benign cysts) and improved classification. Hypermethylation in both maternally (NESP55) and paternally (GNASXL) derived promoters was found in 3/3 PDACs.
CONCLUSION This is the first study to identify methylation changes in the GNAS locus, improving the diagnosis of malignant pancreatic cysts and suggesting a role in progression to PDAC.
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Affiliation(s)
- Sandra Faias
- Department of Gastroenterology, Instituto Português de Oncologia de Lisboa Francisco Gentil, EPE, Lisboa 1099-023, Portugal
- Faculty of Health Sciences, University of Beira Interior, Covilhã 6200-506, Portugal
| | - Marlene Duarte
- Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil, EPE, Lisboa 1099-023, Portugal
| | - Luísa Pereira
- Centro de Matemática e Aplicações (CMA-UBI), Universidade da Beira Interior, Covilhã 6200-506, Portugal
| | - Paula Chaves
- Faculty of Health Sciences, University of Beira Interior, Covilhã 6200-506, Portugal
- Department of Pathology, Instituto Português de Oncologia de Lisboa Francisco Gentil, EPE, Lisboa 1099-023, Portugal
| | - Marília Cravo
- Department of Gastroenterology, Hospital Beatriz Ângelo, Loures 2674-514, Portugal
| | - Antonio Dias Pereira
- Department of Gastroenterology, Instituto Português de Oncologia de Lisboa Francisco Gentil, EPE, Lisboa 1099-023, Portugal
| | - Cristina Albuquerque
- Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil, EPE, Lisboa 1099-023, Portugal
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15
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Housman G, Quillen EE, Stone AC. Intraspecific and interspecific investigations of skeletal DNA methylation and femur morphology in primates. AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY 2020; 173:34-49. [PMID: 32170728 DOI: 10.1002/ajpa.24041] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 02/11/2020] [Accepted: 02/19/2020] [Indexed: 12/15/2022]
Abstract
OBJECTIVES Epigenetic mechanisms influence the development and maintenance of complex phenotypes and may also contribute to the evolution of species-specific phenotypes. With respect to skeletal traits, little is known about the gene regulation underlying these hard tissues or how tissue-specific patterns are associated with bone morphology or vary among species. To begin exploring these topics, this study evaluates one epigenetic mechanism, DNA methylation, in skeletal tissues from five nonhuman primate species which display anatomical and locomotor differences representative of their phylogenetic groups. MATERIALS AND METHODS First, we test whether intraspecific variation in skeletal DNA methylation is associated with intraspecific variation in femur morphology. Second, we identify interspecific differences in DNA methylation and assess whether these lineage-specific patterns may have contributed to species-specific morphologies. Specifically, we use the Illumina Infinium MethylationEPIC BeadChip to identify DNA methylation patterns in femur trabecular bone from baboons (n = 28), macaques (n = 10), vervets (n = 10), chimpanzees (n = 4), and marmosets (n = 6). RESULTS Significant differentially methylated positions (DMPs) were associated with a subset of morphological variants, but these likely have small biological effects and may be confounded by other variables associated with morphological variation. Conversely, several species-specific DMPs were identified, and these are found in genes enriched for functions associated with complex skeletal traits. DISCUSSION Overall, these findings reveal that while intraspecific epigenetic variation is not readily associated with skeletal morphology differences, some interspecific epigenetic differences in skeletal tissues exist and may contribute to evolutionarily distinct phenotypes. This work forms a foundation for future explorations of gene regulation and skeletal trait evolution in primates.
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Affiliation(s)
- Genevieve Housman
- School of Human Evolution and Social Change, Arizona State University, Tempe, Arizona, USA.,Center for Evolution and Medicine, Arizona State University, Tempe, Arizona, USA
| | - Ellen E Quillen
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Anne C Stone
- School of Human Evolution and Social Change, Arizona State University, Tempe, Arizona, USA.,Center for Evolution and Medicine, Arizona State University, Tempe, Arizona, USA
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16
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Petrova D, Naumenko M, Khantakova D, Grin I, Zharkov D. Relative Efficiency of Recognition of 5-Methylcytosine and 5-Hydroxymethylcytosine by Methyl-Dependent DNA Endonuclease GlaI. RUSSIAN JOURNAL OF BIOORGANIC CHEMISTRY 2020. [DOI: 10.1134/s1068162019060323] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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17
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Malousi A, Kouidou S, Tsagiopoulou M, Papakonstantinou N, Bouras E, Georgiou E, Tzimagiorgis G, Stamatopoulos K. MeinteR: A framework to prioritize DNA methylation aberrations based on conformational and cis-regulatory element enrichment. Sci Rep 2019; 9:19148. [PMID: 31844073 PMCID: PMC6915744 DOI: 10.1038/s41598-019-55453-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 11/19/2019] [Indexed: 12/16/2022] Open
Abstract
DNA methylation studies have been reformed with the advent of single-base resolution arrays and bisulfite sequencing methods, enabling deeper investigation of methylation-mediated mechanisms. In addition to these advancements, numerous bioinformatics tools address important computational challenges, covering DNA methylation calling up to multi-modal interpretative analyses. However, contrary to the analytical frameworks that detect driver mutational signatures, the identification of putatively actionable epigenetic events remains an unmet need. The present work describes a novel computational framework, called MeinteR, that prioritizes critical DNA methylation events based on the following hypothesis: critical aberrations of DNA methylation more likely occur on a genomic substrate that is enriched in cis-acting regulatory elements with distinct structural characteristics, rather than in genomic “deserts”. In this context, the framework incorporates functional cis-elements, e.g. transcription factor binding sites, tentative splice sites, as well as conformational features, such as G-quadruplexes and palindromes, to identify critical epigenetic aberrations with potential implications on transcriptional regulation. The evaluation on multiple, public cancer datasets revealed significant associations between the highest-ranking loci with gene expression and known driver genes, enabling for the first time the computational identification of high impact epigenetic changes based on high-throughput DNA methylation data.
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Affiliation(s)
- Andigoni Malousi
- Lab. of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece.
| | - Sofia Kouidou
- Lab. of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Maria Tsagiopoulou
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - Nikos Papakonstantinou
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - Emmanouil Bouras
- Lab. of Hygiene, Social-Preventive Medicine & Medical Statistics, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Elisavet Georgiou
- Lab. of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Georgios Tzimagiorgis
- Lab. of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Kostas Stamatopoulos
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece
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18
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Marshall H, Lonsdale ZN, Mallon EB. Methylation and gene expression differences between reproductive and sterile bumblebee workers. Evol Lett 2019; 3:485-499. [PMID: 31636941 PMCID: PMC6791180 DOI: 10.1002/evl3.129] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 07/09/2019] [Accepted: 07/12/2019] [Indexed: 12/18/2022] Open
Abstract
Phenotypic plasticity is the production of multiple phenotypes from a single genome and is notably observed in social insects. Multiple epigenetic mechanisms have been associated with social insect plasticity, with DNA methylation being explored to the greatest extent. DNA methylation is thought to play a role in caste determination in Apis mellifera, and other social insects, but there is limited knowledge on its role in other bee species. In this study, we analyzed whole genome bisulfite sequencing and RNA-seq data sets from head tissue of reproductive and sterile castes of the eusocial bumblebee Bombus terrestris. We found that genome-wide methylation in B. terrestris is similar to other holometabolous insects and does not differ between reproductive castes. We did, however, find differentially methylated genes between castes, which are enriched for multiple biological processes including reproduction. However, we found no relationship between differential methylation and differential gene expression or differential exon usage between castes. Our results also indicate high intercolony variation in methylation. These findings suggest that methylation is associated with caste differences but may serve an alternate function, other than direct caste determination in this species. This study provides the first insights into the nature of a bumblebee caste-specific methylome as well as its interaction with gene expression and caste-specific alternative splicing, providing greater understanding of the role of methylation in phenotypic plasticity within social bee species. Future experimental work is needed to determine the function of methylation and other epigenetic mechanisms in insects.
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Affiliation(s)
- Hollie Marshall
- Department of Genetics and Genome BiologyThe University of LeicesterLeicesterUnited Kingdom
| | - Zoë N. Lonsdale
- Department of Genetics and Genome BiologyThe University of LeicesterLeicesterUnited Kingdom
| | - Eamonn B. Mallon
- Department of Genetics and Genome BiologyThe University of LeicesterLeicesterUnited Kingdom
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19
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Natsume A, Hirano M, Ranjit M, Aoki K, Wakabayashi T. Aberrant Transcriptional Regulation of Super-enhancers by RET Finger Protein-histone Deacetylase 1 Complex in Glioblastoma: Chemoresistance to Temozolomide. Neurol Med Chir (Tokyo) 2019; 59:293-298. [PMID: 31178471 PMCID: PMC6694022 DOI: 10.2176/nmc.ra.2019-0049] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Glioblastoma (GBM), the most common primary brain tumor, is the most aggressive human cancers, with a median survival rate of only 14.6 months. Temozolomide (TMZ) is the frontline chemotherapeutic drug in GBM. Drug resistance is the predominant obstacle in TMZ therapy. Drug resistance occurs via multiple pathways such as DNA mismatch repair and base excision repair systems, by which glioma cells acquire chemoresistance to some extent (5% and 95%, respectively). Histone3 Lysin27 residue-acetylation (H3K27ac) status regulates cis-regulatory elements, which increases the likelihood of gene transcription. Histone deacetylase (HDAC) complex deacetylate lysine residues on core histones, leading to a decrease in gene transcription. In cis-regulatory element regions, complexes with HDAC repress histones by H3K27ac deacetylation. The cis-regulating and three-dimensional transcriptional mechanism is called "super-enhancer". RET finger protein (RFP) is a protein that is expressed in many kinds of cancer. RFP forms a protein complex with HDAC1. The disruption of the RFP-HDAC1 complex has resulted in increased drug sensitivity in other cancers. We conclude that the downregulation of RFP or the disruption of the RFP/HDAC1 complex leads to an increase in TMZ efficacy in glioblastoma by changing histone modifications which lead to changes in cell division, cell cycle and apoptosis.
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Affiliation(s)
- Atsushi Natsume
- Department of Neurosurgery, Nagoya University School of Medicine
| | - Masaki Hirano
- Department of Neurosurgery, Nagoya University School of Medicine
| | - Melissa Ranjit
- Department of Neurosurgery, Nagoya University School of Medicine
| | - Kosuke Aoki
- Department of Neurosurgery, Nagoya University School of Medicine
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20
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Lien YC, Condon DE, Georgieff MK, Simmons RA, Tran PV. Dysregulation of Neuronal Genes by Fetal-Neonatal Iron Deficiency Anemia Is Associated with Altered DNA Methylation in the Rat Hippocampus. Nutrients 2019; 11:nu11051191. [PMID: 31137889 PMCID: PMC6566599 DOI: 10.3390/nu11051191] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 05/21/2019] [Accepted: 05/22/2019] [Indexed: 02/06/2023] Open
Abstract
Early-life iron deficiency results in long-term abnormalities in cognitive function and affective behavior in adulthood. In preclinical models, these effects have been associated with long-term dysregulation of key neuronal genes. While limited evidence suggests histone methylation as an epigenetic mechanism underlying gene dysregulation, the role of DNA methylation remains unknown. To determine whether DNA methylation is a potential mechanism by which early-life iron deficiency induces gene dysregulation, we performed whole genome bisulfite sequencing to identify loci with altered DNA methylation in the postnatal day (P) 15 iron-deficient (ID) rat hippocampus, a time point at which the highest level of hippocampal iron deficiency is concurrent with peak iron demand for axonal and dendritic growth. We identified 229 differentially methylated loci and they were mapped within 108 genes. Among them, 63 and 45 genes showed significantly increased and decreased DNA methylation in the P15 ID hippocampus, respectively. To establish a correlation between differentially methylated loci and gene dysregulation, the methylome data were compared to our published P15 hippocampal transcriptome. Both datasets showed alteration of similar functional networks regulating nervous system development and cell-to-cell signaling that are critical for learning and behavior. Collectively, the present findings support a role for DNA methylation in neural gene dysregulation following early-life iron deficiency.
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Affiliation(s)
- Yu-Chin Lien
- Center for Research on Reproduction and Women's Health, Perelman School of Medicine, The University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - David E Condon
- Center for Research on Reproduction and Women's Health, Perelman School of Medicine, The University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - Michael K Georgieff
- Department of Pediatrics, University of Minnesota School of Medicine, Minneapolis, MN 55455, USA.
| | - Rebecca A Simmons
- Center for Research on Reproduction and Women's Health, Perelman School of Medicine, The University of Pennsylvania, Philadelphia, PA 19104, USA.
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.
| | - Phu V Tran
- Department of Pediatrics, University of Minnesota School of Medicine, Minneapolis, MN 55455, USA.
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21
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Alfimova MV, Kondratiev NV, Golov AK, Golimbet VE. DNA Methylation at the Schizophrenia and Intelligence GWAS-Implicated MIR137HG Locus May Be Associated with Disease and Cognitive Functions. RUSS J GENET+ 2019. [DOI: 10.1134/s1022795419020029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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22
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Yang Z, Zhang Y, Wang X, Huang J, Guo W, Wei P, Li G, Wang Z, Huang Z, Zhang L. Putative biomarkers of malignant transformation of sinonasal inverted papilloma into squamous cell carcinoma. J Int Med Res 2019; 47:2371-2380. [PMID: 30991875 PMCID: PMC6567723 DOI: 10.1177/0300060519838385] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE To compare genome-wide DNA methylation between samples of sinonasal inverted papilloma (SNIP) and squamous cell carcinoma (SCC) samples in order to identify aberrantly methylated genes that might be involved in malignant transformation. METHODS Tissue samples were collected from patients. DNA methylation in C-phosphate-G islands and gene promoters was analysed using a DNA methylation microarray kit. The levels of mRNA or protein from aberrantly methylated genes were measured using real-time polymerase chain reaction or Western blot analysis. RESULTS A total of 27 tissue samples were included in this study; 15 SNIP samples and 12 SCCs arising in SNIPs. A total of 11 201 nominally differentially methylated sites were observed between SNIP and SCC arising in SNIPs. Six sites were significantly different at P < 0.01 and contained three genes ( MIR661, PLEC and OPA3). These three genes were hypermethylated. In addition, the levels of mature miR-661 mRNA and PLEC protein were significantly upregulated in SCC tissues compared with SNIP samples. The levels of OPA3 protein were downregulated in SCC tissues compared with SNIP samples. CONCLUSIONS This study demonstrated hypermethylation and abnormal expression of the MIR661, PLEC and OPA3 genes, suggesting a role for their involvement in the malignant transformation of SNIP.
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Affiliation(s)
- Zheng Yang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Yang Zhang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Xiangdong Wang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Junwei Huang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Wei Guo
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Peng Wei
- 3 Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guojun Li
- 4 Department of Head and Neck Surgery, University of Texas MD Anderson Cancer Center, Houston, TX, USA.,5 Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ziqiao Wang
- 3 Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zhigang Huang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
| | - Luo Zhang
- 1 Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China.,2 Key Laboratory of Otolaryngology Head and Neck Surgery of the Ministry of Education, Beijing, China
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23
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Li S, Zhang J, Huang S, He X. Genome-wide analysis reveals that exon methylation facilitates its selective usage in the human transcriptome. Brief Bioinform 2019; 19:754-764. [PMID: 28334074 DOI: 10.1093/bib/bbx019] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2016] [Indexed: 12/29/2022] Open
Abstract
DNA methylation, especially in promoter regions, is a well-characterized epigenetic marker related to gene expression regulation in eukaryotes. However, the role of intragenic DNA methylation in the usage of corresponding exons still remains elusive. In this study, we described the DNA methylome across 10 human tissues. The human genome showed both conserved and varied methylation levels among these tissues. We found that the methylation densities in promoters and first exons were negatively correlated with the corresponding gene expression level. Nevertheless, the methylation densities within introns, internal exons and down 1 kb regions showed weak correlation with gene expression levels. Importantly, we observed a remarkably positive relationship between methylation density and exon expression level of intragenic exons. Notably, skip-in exons were much more methylated than skip-out exons. We also identified 260 exons that showed both differential methylation levels and differential expression levels in lung cancer. Genes harboring these differentially regulated exons were significantly enriched in the cancer hallmark-related biological process. Moreover, a 10-exon signature was identified as a promising prognostic predictor for lung cancer. Our study illuminates the DNA methylome, describes its relationship with gene expression across human tissues and provides new insights into intragenic DNA methylation and exon usage during the transcriptional/alternative splicing process and in cancer.
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Affiliation(s)
- Shengli Li
- Shanghai Medical College, Fudan University, Shanghai, China
| | - Jiwei Zhang
- Shanghai Medical College, Fudan University, Shanghai, China
| | - Shenglin Huang
- Shanghai Medical College, Fudan University, Shanghai, China
| | - Xianghuo He
- Shanghai Medical College, Fudan University, Shanghai, China
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24
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Aoki K, Natsume A. Overview of DNA methylation in adult diffuse gliomas. Brain Tumor Pathol 2019; 36:84-91. [PMID: 30937703 DOI: 10.1007/s10014-019-00339-w] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Accepted: 03/19/2019] [Indexed: 12/30/2022]
Abstract
Adult diffuse gliomas form a heterogeneous group of tumors of the central nervous system that vary greatly in histology and prognosis. A significant advance during the last decade has been the identification of a set of genetic lesions that correlate well with histology and clinical outcome in diffuse gliomas. Most characteristic driver mutations consist of isocitrate dehydrogenase 1 (IDH1) and IDH2, and H3 histone family member 3A, which are strongly associated with DNA and histone methylation patterns. A well-characterized DNA methylation aberration is on the O6-methylguanine-DNA methyltransferase promoter. This aberration is associated with an improved response to the DNA alkylating agent, temozolomide. Methylation alterations are used for classification or treatment decisions of diffuse gliomas. This supports the importance of considering epigenomic aberrations in the pathogenesis of gliomas. Recent DNA methylation analyses revealed a small group of IDH mutant diffuse gliomas exhibiting decreased DNA hypermethylation resulting in substantial unfavorable prognosis comparable to glioblastoma. Thus, DNA methylation patterns may become a new standard that replaces the conventional grading system based on histological diagnosis. In this review, we summarize recent developments regarding the contributions of methylation patterns to the pathogenesis of adult diffuse glioma, the interactions between methylation patterns and driver mutations, and potential epigenomic targeted therapies.
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Affiliation(s)
- Kosuke Aoki
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan.
| | - Atsushi Natsume
- Department of Neurosurgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
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25
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Pasquier J, Spurgeon M, Bradic M, Thomas B, Robay A, Chidiac O, Dib MJ, Turjoman R, Liberska A, Staudt M, Fakhro KA, Menzies R, Jayyousi A, Zirie M, Suwaidi JA, Malik RA, Talal T, Rafii A, Mezey J, Rodriguez-Flores J, Crystal RG, Abi Khalil C. Whole-methylome analysis of circulating monocytes in acute diabetic Charcot foot reveals differentially methylated genes involved in the formation of osteoclasts. Epigenomics 2019; 11:281-296. [PMID: 30753117 DOI: 10.2217/epi-2018-0144] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
AIM To assess whether DNA methylation of monocytes play a role in the development of acute diabetic Charcot foot (CF). PATIENTS & METHODS We studied the whole methylome (WM) of circulating monocytes in 18 patients with Type 2 diabetes (T2D) and acute CF, 18 T2D patients with equivalent neuropathy and 18 T2D patients without neuropathy, using the enhanced reduced representation bisulfite sequencing technique. RESULTS & CONCLUSION WM analysis demonstrated that CF monocytes are differentially methylated compared with non-CF monocytes, in both CpG-site and gene-mapped analysis approaches. Among the methylated genes, several are involved in the migration process during monocyte differentiation into osteoclasts or are indirectly involved through the regulation of inflammatory pathways. Finally, we demonstrated an association between methylation and gene expression in cis- and trans-association.
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Affiliation(s)
- Jennifer Pasquier
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar.,Stem Cell and Microenvironment Laboratory, Weill Cornell Medicine-Qatar, Doha, Qatar.,Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Mark Spurgeon
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA.,Department of Biological Statistics and Computational Biology, Cornell University, Ithica, NY, NY-14850, USA
| | - Martina Bradic
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Binitha Thomas
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Amal Robay
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar.,Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Omar Chidiac
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Marie-Joe Dib
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Rebal Turjoman
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Alexandra Liberska
- Flow Cytometry Facility, Microscopy Core, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Michelle Staudt
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Khalid A Fakhro
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar.,Department of Human Genetics, Sidra Medical and Research Center, Doha, Qatar
| | - Robert Menzies
- Department of Podiatry, Hamad Medical Corporation, Doha, Qatar
| | - Amin Jayyousi
- Department of Diabetes and Endocrinology, Hamad Medical Corporation, Doha, Qatar
| | - Mahmoud Zirie
- Department of Diabetes and Endocrinology, Hamad Medical Corporation, Doha, Qatar
| | | | - Rayaz A Malik
- Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Talal Talal
- Department of Podiatry, Hamad Medical Corporation, Doha, Qatar
| | - Arash Rafii
- Stem Cell and Microenvironment Laboratory, Weill Cornell Medicine-Qatar, Doha, Qatar.,Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Jason Mezey
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA.,Department of Biological Statistics and Computational Biology, Cornell University, Ithica, NY, NY-14850, USA
| | - Juan Rodriguez-Flores
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA.,Department of Biological Statistics and Computational Biology, Cornell University, Ithica, NY, NY-14850, USA
| | - Ronald G Crystal
- Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA
| | - Charbel Abi Khalil
- Epigenetics Cardiovascular Laboratory, Department of Genetic Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar.,Department of Genetic Medicine, Weill Cornell Medicine, NY, NY-10021, USA.,Heart Hospital, Hamad Medical Corporation, Doha, Qatar.,Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, NY, NY-10021, USA
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26
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Candido S, Parasiliti Palumbo GA, Pennisi M, Russo G, Sgroi G, Di Salvatore V, Libra M, Pappalardo F. EpiMethEx: a tool for large-scale integrated analysis in methylation hotspots linked to genetic regulation. BMC Bioinformatics 2019; 19:385. [PMID: 30717649 PMCID: PMC7394332 DOI: 10.1186/s12859-018-2397-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 09/25/2018] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND DNA methylation is an epigenetic mechanism of genomic regulation involved in the maintenance of homeostatic balance. Dysregulation of DNA methylation status is one of the driver alterations occurring in neoplastic transformation and cancer progression. The identification of methylation hotspots associated to gene dysregulation may contribute to discover new prognostic and diagnostic biomarkers, as well as, new therapeutic targets. RESULTS We present EpiMethEx (Epigenetic Methylation and Expression), a R package to perform a large-scale integrated analysis by cyclic correlation analyses between methylation and gene expression data. For each gene, samples are segmented according to the expression levels to select genes that are differentially expressed. This stratification allows to identify CG methylation probesets modulated among gene-stratified samples. Subsequently, the methylation probesets are grouped by their relative position in gene sequence to identify wide genomic methylation events statically related to genetic modulation. CONCLUSIONS The beta-test study showed that the global methylation analysis was in agreement with scientific literature. In particular, this analysis revealed a negative association between promoter hypomethylation and overexpression in a wide number of genes. Less frequently, this overexpression was sustained by intragenic hypermethylation events.
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Affiliation(s)
- Saverio Candido
- Department of Biomedical and Biotechnological Sciences, University of Catania, Via Santa Sofia, 97, Catania, 95123 Italy
| | | | - Marzio Pennisi
- Department of Mathematics and Computer Science, University of Catania, Viale A. Doria, 6, Catania, 95125 Italy
| | - Giulia Russo
- Department of Biomedical and Biotechnological Sciences, University of Catania, Via Santa Sofia, 97, Catania, 95123 Italy
| | - Giuseppe Sgroi
- Department of Mathematics and Computer Science, University of Catania, Viale A. Doria, 6, Catania, 95125 Italy
| | - Valentina Di Salvatore
- Department of Biomedical and Biotechnological Sciences, University of Catania, Via Santa Sofia, 97, Catania, 95123 Italy
| | - Massimo Libra
- Department of Biomedical and Biotechnological Sciences, University of Catania, Via Santa Sofia, 97, Catania, 95123 Italy
| | - Francesco Pappalardo
- Department of Drug Sciences, University of Catania, Viale A. Doria, 6, Catania, 95125 Italy
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27
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Fecková B, Kimáková P, Ilkovičová L, Szentpéteriová E, Macejová M, Košuth J, Zulli A, Debeljak N, Hudler P, Jašek K, Kašubová I, Kubatka P, Solár P. Methylation of the first exon in the erythropoietin receptor gene does not correlate with its mRNA and protein level in cancer cells. BMC Genet 2019; 20:1. [PMID: 30606107 PMCID: PMC6318971 DOI: 10.1186/s12863-018-0706-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 12/13/2018] [Indexed: 01/13/2023] Open
Abstract
Background Erythropoietin receptor (EPOR) is a functional membrane-bound cytokine receptor. Erythropoietin (EPO) represents an important hematopoietic factor for production, maturation and differentiation of erythroid progenitors. In non-hematopoietic tissue, EPO/EPOR signalization could also play cytoprotective and anti-apoptotic role. Several studies identified pro-stimulating EPO/EPOR effects in tumor cells; however, numerous studies opposed this fact due to the usage of unspecific EPOR antibodies and thus potential absence or very low levels of EPOR in tumor cells. It seems that this problem is more complex and therefore we have decided to focus on EPOR expression at several levels such as the role of methylation in the regulation of EPOR expression, identification of possible EPOR transcripts and the presence of EPOR protein in selected tumor cells. Methods Methylation status was analysed by bisulfite conversion reaction, PCR and sequencing. The expression of EPOR was monitored by quantitative RT-PCR and western blot analysis. Results In this study we investigated the methylation status of exon 1 of EPOR gene in selected human cancer cell lines. Our results indicated that CpGs methylation in exon 1 do not play a significant role in the regulation of EPOR transcription. However, methylation status of EPOR exon 1 was cell type dependent. We also observed the existence of two EPOR splice variants in human ovarian adenocarcinoma cell line - A2780 and confirmed the expression of EPOR protein in these cells using specific A82 anti-EPOR antibody. Conclusion We outlined the methylation status of all selected cancer cell lines in exon 1 of EPOR gene and these results could benefit future investigations. Moreover, A82 antibody confirmed our previous results demonstrating the presence of functional EPOR in human ovarian adenocarcinoma A2780 cells.
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Affiliation(s)
- Barbora Fecková
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Patrícia Kimáková
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Lenka Ilkovičová
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Erika Szentpéteriová
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Mária Macejová
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Ján Košuth
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic
| | - Anthony Zulli
- Centre for Chronic Disease, College of Health & Biomedicine, Victoria University, Melbourne, Victoria, Australia
| | - Nataša Debeljak
- Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, SI1000, Ljubljana, Slovenia
| | - Petra Hudler
- Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, SI1000, Ljubljana, Slovenia
| | - Karin Jašek
- Biomedical Centre Martin, Division of Oncology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, SK03601, Martin, Slovak Republic
| | - Ivana Kašubová
- Biomedical Centre Martin, Division of Oncology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, SK03601, Martin, Slovak Republic
| | - Peter Kubatka
- Department of Medical Biology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, SK03601, Martin, Slovak Republic.,Department of Experimental Carcinogenesis, Biomedical Centre Martin, Division of Oncology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, SK03601, Martin, Slovak Republic
| | - Peter Solár
- Department of Cell Biology, Institute of Biology and Ecology, Faculty of Science, Pavol Jozef Šafárik University in Košice, SK-04154, Košice, Slovak Republic. .,Institute of Medical Biology, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, SK04011, Košice, Slovak Republic.
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28
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Ye X, Mo M, Xu S, Yang Q, Wu M, Zhang J, Chen B, Li J, Zhong Y, Huang Q, Cai C. The hypermethylation of p16 gene exon 1 and exon 2: potential biomarkers for colorectal cancer and are associated with cancer pathological staging. BMC Cancer 2018; 18:1023. [PMID: 30348132 PMCID: PMC6198490 DOI: 10.1186/s12885-018-4921-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Accepted: 10/09/2018] [Indexed: 02/06/2023] Open
Abstract
Background Tumor suppressor gene p16 promoter hypermethylation has been widely studied in colorectal cancer (CRC), yet its clinicopathological significance remains controversial. The methylation alterations of other regions within p16 gene are still rarely researched. The present study aimed to explore the methylation changes of p16 gene body in CRC and to find whether they were associated with clinicopathological staging of CRC. Methods Paired colorectal cancer tissues and corresponding adjacent normal tissues from 30 CRC patients were collected. The methylation levels of two CpG islands within p16 gene body, exon 1 and exon 2, were accurately assessed simultaneously by a LC-MS/MS method. The p16 protein expressions were assessed by immunohistochemistry assay. Statistical analyses were carried out using SPSS 17.0 software. Heat-map analysis was carried out by HemI 1.0 software. Results In the present study, CRC tissues showed more highly methylated than adjacent normal tissues at both CpG islands of p16 gene. And exon 2 hypermethylation was higher and more frequent than exon 1. The ROC curve analysis showed that the simultaneous use of both indicators had excellent sensitivity and specificity for distinguishing CRC tissues and adjacent normal tissues. Following, the methylation level of p16 exon 1/2 was negatively related to p16 protein expression. Further correlation analysis revealed that p16 exon 1 hypermethylation was associated with N/Dukes staging (p = 0.033), and p16 exon 2 hypermethylaiton was associated with T staging (p = 0.035). Conclusions The p16 gene body was remarkably hyper-methylated in CRC tissues and associated with p16 protein expression and cancer clinicopathological staging. The combination of p16 exon 1 and exon 2 could better reflect the overall methylation status of p16 gene body and provide potential biomarkers of CRC.
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Affiliation(s)
- Xiaoxia Ye
- Department of Histology and Embryology, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Mingming Mo
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Simin Xu
- Institute of Neurology, Affiliated Hospital, Guangdong Medical University, No. 2 Wenming Dong Road, Zhanjiang, Guangdong, 524023, People's Republic of China
| | - Qingjin Yang
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Minhua Wu
- Department of Histology and Embryology, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Junjie Zhang
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Bin Chen
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Jian Li
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Yu Zhong
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Qionglin Huang
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Chun Cai
- Analysis Center, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China.
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29
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Perna S, Pinoli P, Ceri S, Wong L. TICA: Transcriptional Interaction and Coregulation Analyzer. GENOMICS, PROTEOMICS & BIOINFORMATICS 2018; 16:342-353. [PMID: 30578913 PMCID: PMC6364043 DOI: 10.1016/j.gpb.2018.05.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 05/11/2018] [Accepted: 05/18/2018] [Indexed: 11/16/2022]
Abstract
Transcriptional regulation is critical to cellular processes of all organisms. Regulatory mechanisms often involve more than one transcription factor (TF) from different families, binding together and attaching to the DNA as a single complex. However, only a fraction of the regulatory partners of each TF is currently known. In this paper, we present the Transcriptional Interaction and Coregulation Analyzer (TICA), a novel methodology for predicting heterotypic physical interaction of TFs. TICA employs a data-driven approach to infer interaction phenomena from chromatin immunoprecipitation and sequencing (ChIP-seq) data. Its prediction rules are based on the distribution of minimal distance couples of paired binding sites belonging to different TFs which are located closest to each other in promoter regions. Notably, TICA uses only binding site information from input ChIP-seq experiments, bypassing the need to do motif calling on sequencing data. We present our method and test it on ENCODE ChIP-seq datasets, using three cell lines as reference including HepG2, GM12878, and K562. TICA positive predictions on ENCODE ChIP-seq data are strongly enriched when compared to protein complex (CORUM) and functional interaction (BioGRID) databases. We also compare TICA against both motif/ChIP-seq based methods for physical TF-TF interaction prediction and published literature. Based on our results, TICA offers significant specificity (average 0.902) while maintaining a good recall (average 0.284) with respect to CORUM, providing a novel technique for fast analysis of regulatory effect in cell lines. Furthermore, predictions by TICA are complementary to other methods for TF-TF interaction prediction (in particular, TACO and CENTDIST). Thus, combined application of these prediction tools results in much improved sensitivity in detecting TF-TF interactions compared to TICA alone (sensitivity of 0.526 when combining TICA with TACO and 0.585 when combining with CENTDIST) with little compromise in specificity (specificity 0.760 when combining with TACO and 0.643 with CENTDIST). TICA is publicly available at http://geco.deib.polimi.it/tica/.
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Affiliation(s)
- Stefano Perna
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy.
| | - Pietro Pinoli
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy
| | - Stefano Ceri
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy
| | - Limsoon Wong
- School of Computing, National University of Singapore, Singapore 117417, Singapore
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30
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Bontha SV, Maluf DG, Archer KJ, Dumur CI, Dozmorov M, King A, Akalin E, Mueller TF, Gallon L, Mas VR. Effects of DNA Methylation on Progression to Interstitial Fibrosis and Tubular Atrophy in Renal Allograft Biopsies: A Multi-Omics Approach. Am J Transplant 2017; 17:3060-3075. [PMID: 28556588 PMCID: PMC5734859 DOI: 10.1111/ajt.14372] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2017] [Revised: 05/01/2017] [Accepted: 05/20/2017] [Indexed: 01/25/2023]
Abstract
Progressive fibrosis of the interstitium is the dominant final pathway in renal destruction in native and transplanted kidneys. Over time, the continuum of molecular events following immunological and nonimmunological insults lead to interstitial fibrosis and tubular atrophy and culminate in kidney failure. We hypothesize that these insults trigger changes in DNA methylation (DNAm) patterns, which in turn could exacerbate injury and slow down the regeneration processes, leading to fibrosis development and graft dysfunction. Herein, we analyzed biopsy samples from kidney allografts collected 24 months posttransplantation and used an integrative multi-omics approach to understand the underlying molecular mechanisms. The role of DNAm and microRNAs on the graft gene expression was evaluated. Enrichment analyses of differentially methylated CpG sites were performed using GenomeRunner. CpGs were strongly enriched in regions that were variably methylated among tissues, implying high tissue specificity in their regulatory impact. Corresponding to this methylation pattern, gene expression data were related to immune response (activated state) and nephrogenesis (inhibited state). Preimplantation biopsies showed similar DNAm patterns to normal allograft biopsies at 2 years posttransplantation. Our findings demonstrate for the first time a relationship among epigenetic modifications and development of interstitial fibrosis, graft function, and inter-individual variation on long-term outcomes.
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Affiliation(s)
- Sai Vineela Bontha
- Translational Genomics Transplant Laboratory, Transplant Division, University of Virginia, Department of Surgery, PO Box 800625. 409 Lane Rd, Charlottesville, VA, 22908- 0625, USA
| | - Daniel G. Maluf
- Translational Genomics Transplant Laboratory, Transplant Division, University of Virginia, Department of Surgery, PO Box 800625. 409 Lane Rd, Charlottesville, VA, 22908- 0625, USA
| | - Kellie J. Archer
- Division of Biostatistics, The Ohio State University, 1841 Neil Avenue, 240 Cunz Hall, Columbus, OH 43210
| | - Catherine I. Dumur
- Department of Pathology, Virginia Commonwealth University, PO Box 980662, 1101 E. Marshall Street, Richmond, VA 23298-0662
| | - Mikhail Dozmorov
- Department of Biostatistics, Virginia Commonwealth University, One Capitol Square, room 730, 830 East Main Street, Richmond, Virginia 23298
| | - Anne King
- Division of Nephrology, Internal Medicine. Virginia commonwealth University, VA, 1101 E. Marshall Street, Richmond, VA 23298-0662
| | - Enver Akalin
- Departments of Clinical Medicine and Surgery, Albert Einstein College of Medicine Montefiore Medical Center, 11 E 210th St, Bronx, NY 10467
| | - Thomas F. Mueller
- Division of Nephorology, Internal Medicine, University Hospital Zurich, Ramistrasse 100, Zurich-8091
| | - Lorenzo Gallon
- Department of Medicine-Nephrology, Northwestern University676 N St Clair St # 100, Chicago, IL 60611
| | - Valeria R. Mas
- Translational Genomics Transplant Laboratory, Transplant Division, University of Virginia, Department of Surgery, PO Box 800625. 409 Lane Rd, Charlottesville, VA, 22908- 0625, USA
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31
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Falzone L, Salemi R, Travali S, Scalisi A, McCubrey JA, Candido S, Libra M. MMP-9 overexpression is associated with intragenic hypermethylation of MMP9 gene in melanoma. Aging (Albany NY) 2017; 8:933-44. [PMID: 27115178 PMCID: PMC4931845 DOI: 10.18632/aging.100951] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Accepted: 04/19/2016] [Indexed: 12/13/2022]
Abstract
Tumor spreading is associated with the degradation of extracellular matrix proteins, mediated by the overexpression of matrix metalloproteinase 9 (MMP-9). Although, such overexpression was linked to epigenetic promoter methylation, the role of intragenic methylation was not clarified yet. Melanoma was used as tumor model to investigate the relationship between the DNA intragenic methylation of MMP9 gene and MMP-9 overexpression at transcriptional and protein levels. Computational analysis revealed DNA hypermethylation within the intragenic CpG-2 region of MMP9 gene in melanoma samples with high MMP-9 transcript levels. In vitro validation showed that CpG-2 hotspot region was hypermethylated in the A375 melanoma cell line with highest mRNA and protein levels of MMP-9, while low methylation levels were observed in the MEWO cell line where MMP-9 was undetectable. Concordant results were demonstrated in both A2058 and M14 cell lines. This correlation may give further insights on the role of MMP-9 upregulation in melanoma.
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Affiliation(s)
- Luca Falzone
- Department of Biomedical and Biotechnological Sciences, Laboratory of Translational Oncology and Functional Genomics, Section of General and Clinical Pathology and Oncology, University of Catania, 95124, Catania, Italy
| | - Rossella Salemi
- Department of Biomedical and Biotechnological Sciences, Laboratory of Translational Oncology and Functional Genomics, Section of General and Clinical Pathology and Oncology, University of Catania, 95124, Catania, Italy
| | - Salvatore Travali
- Department of Biomedical and Biotechnological Sciences, Laboratory of Translational Oncology and Functional Genomics, Section of General and Clinical Pathology and Oncology, University of Catania, 95124, Catania, Italy
| | | | - James A McCubrey
- Department of Microbiology and Immunology, Brody School of Medicine, East Carolina University, Greenville, NC 27858, USA
| | - Saverio Candido
- Department of Biomedical and Biotechnological Sciences, Laboratory of Translational Oncology and Functional Genomics, Section of General and Clinical Pathology and Oncology, University of Catania, 95124, Catania, Italy
| | - Massimo Libra
- Department of Biomedical and Biotechnological Sciences, Laboratory of Translational Oncology and Functional Genomics, Section of General and Clinical Pathology and Oncology, University of Catania, 95124, Catania, Italy
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Mendizabal I, Zeng J, Keller TE, Yi SV. Body-hypomethylated human genes harbor extensive intragenic transcriptional activity and are prone to cancer-associated dysregulation. Nucleic Acids Res 2017; 45:4390-4400. [PMID: 28115635 PMCID: PMC5416765 DOI: 10.1093/nar/gkx020] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2016] [Accepted: 01/05/2017] [Indexed: 01/08/2023] Open
Abstract
Genomic DNA methylation maps (methylomes) encode genetic and environmental effects as stable chemical modifications of DNA. Variations in DNA methylation, especially in regulatory regions such as promoters and enhancers, are known to affect numerous downstream processes. In contrast, most transcription units (gene bodies) in the human genome are thought to be heavily methylated. However, epigenetic reprogramming in cancer often involves gene body hypomethylation with consequences on gene expression. In this study, we focus on the relatively unexplored phenomenon that some gene bodies are devoid of DNA methylation under normal conditions. Utilizing nucleotide-resolution methylomes of diverse samples, we show that nearly 2000 human genes are commonly hypomethylated. Remarkably, these genes occupy highly specialized genomic, epigenomic, evolutionary and functional niches in our genomes. For example, hypomethylated genes tend to be short yet encode significantly more transcripts than expected based upon their lengths, include many genes involved in nucleosome and chromatin formation, and are extensively and significantly enriched for histone-tail modifications and transcription factor binding with particular relevance for cis-regulation. Furthermore, they are significantly more prone to cancer-associated hypomethylation and mutation. Consequently, gene body hypomethylation represents an additional layer of epigenetic regulatory complexity, with implications on cancer-associated epigenetic reprogramming.
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Affiliation(s)
- Isabel Mendizabal
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA.,Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country UPV/EHU, Barrio Sarriena s/n, 48940 Leioa, Spain
| | - Jia Zeng
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Thomas E Keller
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Soojin V Yi
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
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Hwang JH, An SM, Kwon S, Park DH, Kim TW, Kang DG, Yu GE, Kim IS, Park HC, Ha J, Kim CW. DNA methylation patterns and gene expression associated with litter size in Berkshire pig placenta. PLoS One 2017; 12:e0184539. [PMID: 28880934 PMCID: PMC5589248 DOI: 10.1371/journal.pone.0184539] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Accepted: 08/26/2017] [Indexed: 11/18/2022] Open
Abstract
Increasing litter size is of great interest to the pig industry. DNA methylation is an important epigenetic modification that regulates gene expression, resulting in livestock phenotypes such as disease resistance, milk production, and reproduction. We classified Berkshire pigs into two groups according to litter size and estimated breeding value: smaller (SLG) and larger (LLG) litter size groups. Genome-wide DNA methylation and gene expression were analyzed using placenta genomic DNA and RNA to identify differentially methylated regions (DMRs) and differentially expressed genes (DEGs) associated with litter size. The methylation levels of CpG dinucleotides in different genomic regions were noticeably different between the groups, while global methylation pattern was similar, and excluding intergenic regions they were found the most frequently in gene body regions. Next, we analyzed RNA-Seq data to identify DEGs between the SLG and LLG groups. A total of 1591 DEGs were identified: 567 were downregulated and 1024 were upregulated in LLG compared to SLG. To identify genes that simultaneously exhibited changes in DNA methylation and mRNA expression, we integrated and analyzed the data from bisulfite-Seq and RNA-Seq. Nine DEGs positioned in DMRs were found. The expression of only three of these genes (PRKG2, CLCA4, and PCK1) was verified by RT-qPCR. Furthermore, we observed the same methylation patterns in blood samples as in the placental tissues by PCR-based methylation analysis. Together, these results provide useful data regarding potential epigenetic markers for selecting hyperprolific sows.
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Affiliation(s)
- Jung Hye Hwang
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Sang Mi An
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Seulgi Kwon
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Da Hye Park
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Tae Wan Kim
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Deok Gyeong Kang
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Go Eun Yu
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | - Il-Suk Kim
- Department of Animal Resource Technology, Gyeongnam National University of Science & Technology, Jinju, South Korea
| | | | - Jeongim Ha
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
- * E-mail: (JH); (CWK)
| | - Chul Wook Kim
- Swine Science and Technology Center, Gyeongnam National University of Science & Technology, Jinju, South Korea
- * E-mail: (JH); (CWK)
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34
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Lancaster K, Morris JP, Connelly JJ. Neuroimaging Epigenetics: Challenges and Recommendations for Best Practices. Neuroscience 2017; 370:88-100. [PMID: 28801185 DOI: 10.1016/j.neuroscience.2017.08.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Revised: 07/31/2017] [Accepted: 08/01/2017] [Indexed: 12/14/2022]
Abstract
Neuroimaging epigenetics is an interdisciplinary application of epigenetics to cognitive neuroscience that seeks to identify molecular and neural predictors of human behavior. This approach can be sensitive to the dynamic interaction between biological predisposition and environmental influences, and is potentially more informative than an approach using static genetic code. Recent work in this field has generated considerable enthusiasm, yet caution is warranted since any novel cross-disciplinary approach lacks a set of established conventions or standards. In this paper we review existing research in the field of imaging epigenetics, outline important caveats and considerations, and suggest a set of guidelines for researchers conducting this work.
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35
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Shelton AL, Cornish KM, Godler D, Bui QM, Kolbe S, Fielding J. White matter microstructure, cognition, and molecular markers in fragile X premutation females. Neurology 2017; 88:2080-2088. [DOI: 10.1212/wnl.0000000000003979] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Accepted: 02/14/2017] [Indexed: 01/06/2023] Open
Abstract
Objective:To examine the interrelationships between fragile X mental retardation 1 (FMR1) mRNA and the FMR1 exon 1/intron 1 boundary methylation, white matter microstructure, and executive function, in women with a FMR1 premutation expansion (PM; 55–199 CGG repeats) and controls (CGG < 44).Methods:Twenty women with PM without fragile X-associated tremor/ataxia syndrome (FXTAS) and 20 control women between 22 and 54 years of age completed this study. FMR1 mRNA and methylation levels for 9 CpG sites within the FMR1 exon 1/intron 1 boundary from peripheral blood samples were analyzed. To measure white matter microstructure, diffusion-weighted imaging was used, from which fractional anisotropy (FA) and mean diffusivity (MD) values from anatomic regions within the corpus callosum and cerebellar peduncles were extracted. Executive function was assessed across a range of tasks.Results:No differences were revealed in white matter microstructure between women with PM and controls. However, we reveal that for women with PM (but not controls), higher FMR1 mRNA correlated with lower MD values within the middle cerebellar peduncle and Paced Auditory Serial Addition Test scores, higher methylation of the FMR1 exon 1/intron 1 boundary correlated with lower MD within the inferior and middle cerebellar peduncles and longer prosaccade latencies, and higher FA values within the corpus callosum and cerebellar peduncle regions corresponded to superior executive function.Conclusions:We provide evidence linking white matter microstructure to executive dysfunction and elevated FMR1 mRNA and FMR1 exon 1/intron 1 boundary methylation in women with PM without FXTAS. This suggests that the FXTAS phenotype may not be distinct but may form part of a spectrum of PM involvement.
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36
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Gaiti F, Jindrich K, Fernandez-Valverde SL, Roper KE, Degnan BM, Tanurdžić M. Landscape of histone modifications in a sponge reveals the origin of animal cis-regulatory complexity. eLife 2017; 6:22194. [PMID: 28395144 PMCID: PMC5429095 DOI: 10.7554/elife.22194] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2016] [Accepted: 03/27/2017] [Indexed: 01/24/2023] Open
Abstract
Combinatorial patterns of histone modifications regulate developmental and cell type-specific gene expression and underpin animal complexity, but it is unclear when this regulatory system evolved. By analysing histone modifications in a morphologically-simple, early branching animal, the sponge Amphimedonqueenslandica, we show that the regulatory landscape used by complex bilaterians was already in place at the dawn of animal multicellularity. This includes distal enhancers, repressive chromatin and transcriptional units marked by H3K4me3 that vary with levels of developmental regulation. Strikingly, Amphimedon enhancers are enriched in metazoan-specific microsyntenic units, suggesting that their genomic location is extremely ancient and likely to place constraints on the evolution of surrounding genes. These results suggest that the regulatory foundation for spatiotemporal gene expression evolved prior to the divergence of sponges and eumetazoans, and was necessary for the evolution of animal multicellularity.
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Affiliation(s)
- Federico Gaiti
- School of Biological Sciences, University of Queensland, Brisbane, Australia
| | - Katia Jindrich
- School of Biological Sciences, University of Queensland, Brisbane, Australia
| | | | - Kathrein E Roper
- School of Biological Sciences, University of Queensland, Brisbane, Australia
| | - Bernard M Degnan
- School of Biological Sciences, University of Queensland, Brisbane, Australia
| | - Miloš Tanurdžić
- School of Biological Sciences, University of Queensland, Brisbane, Australia
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Hahn O, Grönke S, Stubbs TM, Ficz G, Hendrich O, Krueger F, Andrews S, Zhang Q, Wakelam MJ, Beyer A, Reik W, Partridge L. Dietary restriction protects from age-associated DNA methylation and induces epigenetic reprogramming of lipid metabolism. Genome Biol 2017; 18:56. [PMID: 28351387 PMCID: PMC5370449 DOI: 10.1186/s13059-017-1187-1] [Citation(s) in RCA: 148] [Impact Index Per Article: 21.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2017] [Accepted: 03/02/2017] [Indexed: 12/11/2022] Open
Abstract
Background Dietary restriction (DR), a reduction in food intake without malnutrition, increases most aspects of health during aging and extends lifespan in diverse species, including rodents. However, the mechanisms by which DR interacts with the aging process to improve health in old age are poorly understood. DNA methylation could play an important role in mediating the effects of DR because it is sensitive to the effects of nutrition and can affect gene expression memory over time. Results Here, we profile genome-wide changes in DNA methylation, gene expression and lipidomics in response to DR and aging in female mouse liver. DR is generally strongly protective against age-related changes in DNA methylation. During aging with DR, DNA methylation becomes targeted to gene bodies and is associated with reduced gene expression, particularly of genes involved in lipid metabolism. The lipid profile of the livers of DR mice is correspondingly shifted towards lowered triglyceride content and shorter chain length of triglyceride-associated fatty acids, and these effects become more pronounced with age. Conclusions Our results indicate that DR remodels genome-wide patterns of DNA methylation so that age-related changes are profoundly delayed, while changes at loci involved in lipid metabolism affect gene expression and the resulting lipid profile. Electronic supplementary material The online version of this article (doi:10.1186/s13059-017-1187-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Oliver Hahn
- Max Planck Institute for Biology of Ageing, 50931, Cologne, Germany.,Cellular Networks and Systems Biology, CECAD, University of Cologne, Joseph-Stelzmann-Str. 26, Cologne, 50931, Germany
| | - Sebastian Grönke
- Max Planck Institute for Biology of Ageing, 50931, Cologne, Germany
| | - Thomas M Stubbs
- Epigenetics Programme, The Babraham Institute, Cambridge, CB22 3AT, UK
| | - Gabriella Ficz
- Barts Cancer Institute, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Oliver Hendrich
- Max Planck Institute for Biology of Ageing, 50931, Cologne, Germany
| | - Felix Krueger
- Bioinformatics Group, The Babraham Institute, Cambridge, CB22 3AT, UK
| | - Simon Andrews
- Bioinformatics Group, The Babraham Institute, Cambridge, CB22 3AT, UK
| | - Qifeng Zhang
- Inositide Lab, The Babraham Institute, Cambridge, CB22 3AT, UK
| | | | - Andreas Beyer
- Cellular Networks and Systems Biology, CECAD, University of Cologne, Joseph-Stelzmann-Str. 26, Cologne, 50931, Germany. .,Center for Molecular Medicine Cologne, University of Cologne, Cologne, 50931, Germany.
| | - Wolf Reik
- Epigenetics Programme, The Babraham Institute, Cambridge, CB22 3AT, UK. .,The Wellcome Trust Sanger Institute, Cambridge, CB10 1SA, UK.
| | - Linda Partridge
- Max Planck Institute for Biology of Ageing, 50931, Cologne, Germany. .,Department of Genetics, Evolution and Environment, Institute of Healthy Ageing, University College London, London, WC1E 6BT, UK.
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38
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Taskova M, Barducci MC, Astakhova K. Environmentally sensitive molecular probes reveal mutations and epigenetic 5-methyl cytosine in human oncogenes. Org Biomol Chem 2017; 15:5680-5684. [DOI: 10.1039/c7ob01147d] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
There is currently an unmet need for reliable tools that allow for direct detection and quantification of modifications in genomic DNA.
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Affiliation(s)
- M. Taskova
- Nucleic Acid Center
- Department of Physics
- Chemistry and Pharmacy
- Odense M 5230
- Denmark
| | - M. C. Barducci
- Nucleic Acid Center
- Department of Physics
- Chemistry and Pharmacy
- Odense M 5230
- Denmark
| | - K. Astakhova
- Nucleic Acid Center
- Department of Physics
- Chemistry and Pharmacy
- Odense M 5230
- Denmark
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39
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Sweet TJ, Ting AH. WOMEN IN CANCER THEMATIC REVIEW: Diverse functions of DNA methylation: implications for prostate cancer and beyond. Endocr Relat Cancer 2016; 23:T169-T178. [PMID: 27605446 DOI: 10.1530/erc-16-0306] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Accepted: 09/07/2016] [Indexed: 12/31/2022]
Abstract
Prostate cancer is one of the most common malignancies in men worldwide. Current clinical screening ensures that most prostate cancers are diagnosed while still organ confined, but disease outcome is highly variable. Thus, a better understanding of the molecular features contributing to prostate cancer aggressiveness is being sought. For many cancers, aberrant genome-wide patterns of cytosine DNA methylation in CpG dinucleotides distinguish tumor from normal tissue and contribute to disease progression by altering the transcriptome. In prostate cancer, recent genomic studies identified cancer and high grade-specific differential DNA methylation in gene promoters, gene bodies, gene 3' ends and at distal regulatory elements. Using examples from developmental and disease systems, we will discuss how DNA methylation in each of these genomic contexts can contribute to transcriptome diversity by modulating transcription initiation, alternative transcription start site selection, alternative pre-mRNA splicing and alternative polyadenylation. Alternative transcripts from the same gene often exhibit altered protein-coding potential, translatability, stability and/or localization. All of these can have functional consequences in cells. In future work, it will be important to determine if DNA methylation abnormalities in prostate cancer modify the transcriptome through some or all of these mechanisms and if these DNA methylation-mediated transcriptome alterations impact prostate tumorigenesis and aggressiveness.
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Affiliation(s)
- Thomas J Sweet
- Genomic Medicine InstituteLerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Angela H Ting
- Genomic Medicine InstituteLerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
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40
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Lhaneche L, Hald JD, Domingues A, Hannouche D, Delepine M, Zelenika D, Boland A, Ostertag A, Cohen-Solal M, Langdahl BL, Harsløf T, de Vernejoul MC, Geoffroy V, Jehan F. Variations of SOST mRNA expression in human bone are associated with DNA polymorphism and DNA methylation in the SOST gene. Bone 2016; 92:107-115. [PMID: 27519970 DOI: 10.1016/j.bone.2016.08.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2016] [Revised: 07/12/2016] [Accepted: 08/08/2016] [Indexed: 11/24/2022]
Abstract
SOST encodes sclerostin, an inhibitor of bone formation that antagonizes canonical Wnt signaling. Variations of SOST expression have an impact on bone mineral density (BMD) and bone strength. We hypothesized that genetic and epigenetic DNA modifications have an impact on SOST gene expression. By analyzing 43 bone samples from women, we found that rs851054 (G/A) is associated with SOST mRNA expression, donors with one or two G allele(s) displaying higher SOST expression (p<0.05). Beside this polymorphism, we also investigated the role of CpG methylation in SOST mRNA expression, and analyzed methylation variation at 13 CpG sites on the 1st exon of SOST in 14 human bone samples. Principal component analysis identified three groups of CpG sites that explained most of the methylation variation. We calculated the percentage of methylation in the main group of CpGs, and showed that higher rates of methylated CpGs are associated with higher SOST mRNA expression. To demonstrate that change in SOST expression might be related to human bone disease, we analyzed 131 patients with osteogenesis imperfecta (OI), a rare disease characterized by low BMD, bone fragility, and marked intra-familial variability of bone phenotypes. We found an association between rs851054 of the SOST promoter and the fracture rate only during childhood (p<0.01). In conclusion, genetic and epigenetic changes contribute to variation in SOST expression in human bone. Our data also indicate that these variations may be related to the severity of OI.
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Affiliation(s)
- Leila Lhaneche
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Jannie D Hald
- Department of Endocrinology and Internal Medicine, THG, Aarhus University Hospital, DK-8000 Aarhus, Denmark
| | - Aline Domingues
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Didier Hannouche
- Department of Orthopaedic Surgery, Hôpital Lariboisière, AP-HP, 75010 Paris, France
| | - Marc Delepine
- Centre National de Genotypage, Institut Génomique, Commissariat à l'énergie Atomique, 2 rue Gaston Crémieux, CP5721 91057 Evry Cedex, France
| | - Diana Zelenika
- Centre National de Genotypage, Institut Génomique, Commissariat à l'énergie Atomique, 2 rue Gaston Crémieux, CP5721 91057 Evry Cedex, France
| | - Anne Boland
- Centre National de Genotypage, Institut Génomique, Commissariat à l'énergie Atomique, 2 rue Gaston Crémieux, CP5721 91057 Evry Cedex, France
| | - Agnes Ostertag
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Martine Cohen-Solal
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France; Service de Rhumatologie, GH Saint-Louis Lariboisière Fernand Widal, 75010 Paris, France
| | - Bente L Langdahl
- Department of Endocrinology and Internal Medicine, THG, Aarhus University Hospital, DK-8000 Aarhus, Denmark
| | - Torben Harsløf
- Department of Endocrinology and Internal Medicine, THG, Aarhus University Hospital, DK-8000 Aarhus, Denmark
| | - Marie-Christine de Vernejoul
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France; Service de Rhumatologie, GH Saint-Louis Lariboisière Fernand Widal, 75010 Paris, France
| | - Valérie Geoffroy
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Frédéric Jehan
- INSERM U1132 BIOSCAR, Hôpital Lariboisière, 75010 Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France.
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Abstract
Adult diffuse gliomas account for the majority of primary malignant brain tumours, and are in most cases lethal. Current therapies are often only marginally effective, and improved options will almost certainly benefit from further insight into the various processes contributing to gliomagenesis and pathology. While molecular characterization of these tumours classifies them on the basis of genetic alterations and chromosomal abnormalities, DNA methylation patterns are increasingly understood to play a role in glioma pathogenesis. Indeed, a subset of gliomas associated with improved survival is characterized by the glioma CpG island methylator phenotype (G-CIMP), which can be induced by the expression of mutant isocitrate dehydrogenase (IDH1/2). Aberrant methylation of particular genes or regulatory elements, within the context of G-CIMP-positive and/or negative tumours, has also been shown to be associated with differential survival. In this review, we provide an overview of the current knowledge regarding the role of DNA methylation in adult diffuse gliomas. In particular, we discuss IDH mutations and G-CIMP, MGMT promoter methylation, DNA methylation-mediated microRNA regulation and aberrant methylation of specific genes or groups of genes.
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42
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Libbrecht R, Oxley PR, Keller L, Kronauer DJC. Robust DNA Methylation in the Clonal Raider Ant Brain. Curr Biol 2016; 26:391-5. [PMID: 26804553 PMCID: PMC5067136 DOI: 10.1016/j.cub.2015.12.040] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2015] [Revised: 10/30/2015] [Accepted: 12/09/2015] [Indexed: 12/20/2022]
Abstract
Social insects are promising model systems for epigenetics due to their immense morphological and behavioral plasticity. Reports that DNA methylation differs between the queen and worker castes in social insects [1-4] have implied a role for DNA methylation in regulating division of labor. To better understand the function of DNA methylation in social insects, we performed whole-genome bisulfite sequencing on brains of the clonal raider ant Cerapachys biroi, whose colonies alternate between reproductive (queen-like) and brood care (worker-like) phases [5]. Many cytosines were methylated in all replicates (on average 29.5% of the methylated cytosines in a given replicate), indicating that a large proportion of the C. biroi brain methylome is robust. Robust DNA methylation occurred preferentially in exonic CpGs of highly and stably expressed genes involved in core functions. Our analyses did not detect any differences in DNA methylation between the queen-like and worker-like phases, suggesting that DNA methylation is not associated with changes in reproduction and behavior in C. biroi. Finally, many cytosines were methylated in one sample only, due to either biological or experimental variation. By applying the statistical methods used in previous studies [1-4, 6] to our data, we show that such sample-specific DNA methylation may underlie the previous findings of queen- and worker-specific methylation. We argue that there is currently no evidence that genome-wide variation in DNA methylation is associated with the queen and worker castes in social insects, and we call for a more careful interpretation of the available data.
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Affiliation(s)
- Romain Libbrecht
- Laboratory of Social Evolution and Behavior, The Rockefeller University, New York, NY 10065, USA; Department of Ecology and Evolution, University of Lausanne, 1015 Lausanne, Switzerland.
| | - Peter Robert Oxley
- Laboratory of Social Evolution and Behavior, The Rockefeller University, New York, NY 10065, USA
| | - Laurent Keller
- Department of Ecology and Evolution, University of Lausanne, 1015 Lausanne, Switzerland
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Bhat S, Kabekkodu SP, Noronha A, Satyamoorthy K. Biological implications and therapeutic significance of DNA methylation regulated genes in cervical cancer. Biochimie 2015; 121:298-311. [PMID: 26743075 DOI: 10.1016/j.biochi.2015.12.018] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 12/28/2015] [Indexed: 12/12/2022]
Abstract
Cervical cancer is the second most common cancer among women worldwide. About 528,000 women are diagnosed with cervical cancer contributing to around 266,000 deaths, across the globe every year. Out of these, the burden of 226,000 (85%) deaths occurs in the developing countries, who are less resource intensive to manage the disease. This is despite the fact that cervical cancer is amenable for early detection due to its long and relatively well-known natural history prior to its culmination as invasive disease. Infection with high risk human papillomavirus (hrHPVs) is essential but not sufficient to cause cervical cancer. Although it was thought that genetic mutations alone was sufficient to cause cervical cancer, the current epidemiological and molecular studies have shown that HPV infection along with genetic and epigenetic changes are frequently associated and essential for initiation, development and progression of the disease. Moreover, aberrant DNA methylation in host and HPV genome can be utilized not only as biomarkers for early detection, disease progression, diagnosis and prognosis of cervical cancer but also to design effective therapeutic strategies. In this review, we focus on recent studies on DNA methylation changes in cervical cancer and their potential role as biomarkers for early diagnosis, prognosis and targeted therapy.
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Affiliation(s)
- Samatha Bhat
- Department of Biotechnology, School of Life Sciences, Manipal University, Karnataka 576104, India
| | - Shama Prasada Kabekkodu
- Department of Biotechnology, School of Life Sciences, Manipal University, Karnataka 576104, India
| | - Ashish Noronha
- Department of Biotechnology, School of Life Sciences, Manipal University, Karnataka 576104, India
| | - Kapaettu Satyamoorthy
- Department of Biotechnology, School of Life Sciences, Manipal University, Karnataka 576104, India.
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