1
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Hu Q, Botuyan MV, Mer G. Identification of a conserved α-helical domain at the N terminus of human DNA methyltransferase 1. J Biol Chem 2024; 300:105775. [PMID: 38382673 PMCID: PMC10950863 DOI: 10.1016/j.jbc.2024.105775] [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: 01/12/2024] [Revised: 02/03/2024] [Accepted: 02/15/2024] [Indexed: 02/23/2024] Open
Abstract
In vertebrates, DNA methyltransferase 1 (DNMT1) contributes to preserving DNA methylation patterns, ensuring the stability and heritability of epigenetic marks important for gene expression regulation and the maintenance of cellular identity. Previous structural studies have elucidated the catalytic mechanism of DNMT1 and its specific recognition of hemimethylated DNA. Here, using solution nuclear magnetic resonance spectroscopy and small-angle X-ray scattering, we demonstrate that the N-terminal region of human DNMT1, while flexible, encompasses a conserved globular domain with a novel α-helical bundle-like fold. This work expands our understanding of the structure and dynamics of DNMT1 and provides a structural framework for future functional studies in relation with this new domain.
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Affiliation(s)
- Qi Hu
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, Minnesota, USA
| | - Maria Victoria Botuyan
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, Minnesota, USA
| | - Georges Mer
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, Minnesota, USA; Department of Cancer Biology, Mayo Clinic, Rochester, Minnesota, USA.
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2
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Conner MM, Schaner Tooley CE. Three's a crowd - why did three N-terminal methyltransferases evolve for one job? J Cell Sci 2023; 136:jcs260424. [PMID: 36647772 PMCID: PMC10022744 DOI: 10.1242/jcs.260424] [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] [Indexed: 01/18/2023] Open
Abstract
N-terminal methylation of the α-amine group (Nα-methylation) is a post-translational modification (PTM) that was discovered over 40 years ago. Although it is not the most abundant of the Nα-PTMs, there are more than 300 predicted substrates of the three known mammalian Nα-methyltransferases, METTL11A and METTL11B (also known as NTMT1 and NTMT2, respectively) and METTL13. Of these ∼300 targets, the bulk are acted upon by METTL11A. Only one substrate is known to be Nα-methylated by METTL13, and METTL11B has no proven in vivo targets or predicted targets that are not also methylated by METTL11A. Given that METTL11A could clearly handle the entire substrate burden of Nα-methylation, it is unclear why three distinct Nα-methyltransferases have evolved. However, recent evidence suggests that many methyltransferases perform important biological functions outside of their catalytic activity, and the Nα-methyltransferases might be part of this emerging group. Here, we describe the distinct expression, localization and physiological roles of each Nα-methyltransferase, and compare these characteristics to other methyltransferases with non-catalytic functions, as well as to methyltransferases with both catalytic and non-catalytic functions, to give a better understanding of the global roles of these proteins. Based on these comparisons, we hypothesize that these three enzymes do not just have one common function but are actually performing three unique jobs in the cell.
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Affiliation(s)
- Meghan M. Conner
- Department of Biochemistry, Jacobs School of Medicine and Biomedical Sciences, State University of New York at Buffalo, Buffalo, NY 14203, USA
| | - Christine E. Schaner Tooley
- Department of Biochemistry, Jacobs School of Medicine and Biomedical Sciences, State University of New York at Buffalo, Buffalo, NY 14203, USA
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3
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Tao C, Liu J, Li Z, Lai P, Zhang S, Qu J, Tang Y, Liu A, Zou Z, Bai X, Li J. DNMT1 is a negative regulator of osteogenesis. Biol Open 2022; 11:274589. [PMID: 35238333 PMCID: PMC8905718 DOI: 10.1242/bio.058534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 12/10/2021] [Indexed: 11/21/2022] Open
Abstract
The role and underlying mechanisms of DNA methylation in osteogenesis/chondrogenesis remain poorly understood. We here reveal DNA methyltransferase 1 (DNMT1), which is responsible for copying DNA methylation onto the newly synthesized DNA strand after DNA replication, is overexpressed in sponge bone of people and mice with senile osteoporosis and required for suppression of osteoblast (OB) differentiation of mesenchymal stem cells (MSCs) and osteoprogenitors. Depletion of DNMT1 results in demethylation at the promoters of key osteogenic genes such as RORA and Fgfr2, and consequent upregulation of their transcription in vitro. Mechanistically, DNMT1 binds exactly to the promoters of these genes and are responsible for their 5-mc methylation. Conversely, simultaneous depletion of RORA or Fgfr2 blunts the effects of DNMT1 silencing on OB differentiation, suggesting RORA or Fgfr2 may be crucial for modulating osteogenic differentiation downstream of DNMT1. Collectively, these results reveal DNMT1 as a key repressor of OB differentiation and bone formation while providing us a new rationale for specific inhibition of DNMT1 as a potential therapeutic strategy to treat age-related bone loss. Summary: DNMT1 is overexpressed in sponge bone of people and mice with senile osteoporosis and required for suppression of osteoblast (OB) differentiation of mesenchymal stem cells (MSCs) and osteoprogenitors.
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Affiliation(s)
- Chen Tao
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jia Liu
- Department of Orthopedics, Affliated hospital of Youjiang Medical University for Nationalities, Baise, Guangxi 533000, China
| | - Ziqi Li
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Pinglin Lai
- Guangdong Provincial Key Laboratory of Bone and Joint Degeneration Diseases, Academy of Orthopedics, Guangdong Province, The Third Affiliated Hospital of Southern Medical University, Guangzhou 510630, China
| | - Sheng Zhang
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jiankun Qu
- Department of Surgery, Tan Cheng County Maternal and Child Health Care Hospital, Linyi, Shandong 276100, China
| | - Yujin Tang
- Department of Orthopedics, Affliated hospital of Youjiang Medical University for Nationalities, Baise, Guangxi 533000, China
| | - Anling Liu
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Zhipeng Zou
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Xiaochun Bai
- State Key Laboratory of Organ Failure Research, Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.,Guangdong Provincial Key Laboratory of Bone and Joint Degeneration Diseases, Academy of Orthopedics, Guangdong Province, The Third Affiliated Hospital of Southern Medical University, Guangzhou 510630, China
| | - Jianwei Li
- Division of Orthopaedics and Traumatology, Department of Orthopaedics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China
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4
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Saxena S, Choudhury S, Maroju PA, Anne A, Kumar L, Mohan KN. Dysregulation of schizophrenia-associated genes and genome-wide hypomethylation in neurons overexpressing DNMT1. Epigenomics 2021; 13:1539-1555. [PMID: 34647491 DOI: 10.2217/epi-2021-0133] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: To study the effects of DNMT1 overexpression on transcript levels of genes dysregulated in schizophrenia and on genome-wide methylation patterns. Materials & methods: Transcriptome and DNA methylome comparisons were made between R1 (wild-type) and Dnmt1tet/tet mouse embryonic stem cells and neurons overexpressing DNMT1. Genes dysregulated in both Dnmt1tet/tet cells and schizophrenia patients were studied further. Results & conclusions: About 50% of dysregulated genes in patients also showed altered transcript levels in Tet/Tet neurons in a DNA methylation-independent manner. These neurons unexpectedly showed genome-wide hypomethylation, increased transcript levels of Tet1 and Apobec 1-3 genes and increased activity and copy number of LINE-1 elements. The observed similarities between Tet/Tet neurons and schizophrenia brain samples reinforce DNMT1 overexpression as a risk factor.
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Affiliation(s)
- Sonal Saxena
- Department of Biological Sciences, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
| | - Sumana Choudhury
- Department of Biological Sciences, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India.,Centre for Human Disease Research, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
| | - Pranay Amruth Maroju
- Department of Biological Sciences, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
| | - Anuhya Anne
- Department of Biological Sciences, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India.,Centre for Human Disease Research, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
| | - Lov Kumar
- Computer Science & Information Systems, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
| | - Kommu Naga Mohan
- Department of Biological Sciences, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India.,Centre for Human Disease Research, Birla Institute of Technology & Science, Pilani, Hyderabad, 500078, India
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5
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Kausar S, Abbas MN, Cui H. A review on the DNA methyltransferase family of insects: Aspect and prospects. Int J Biol Macromol 2021; 186:289-302. [PMID: 34237376 DOI: 10.1016/j.ijbiomac.2021.06.205] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 06/22/2021] [Accepted: 06/30/2021] [Indexed: 12/11/2022]
Abstract
The DNA methyltransferase family contains a conserved set of DNA-modifying enzymatic proteins. They are responsible for epigenetic gene modulation, such as transcriptional silencing, transcription activation, and post-transcriptional modulation. Recent research has revealed that the canonical DNA methyltransferases (DNMTs) biological roles go beyond their traditional functions of establishing and maintaining DNA methylation patterns. Although a complete DNA methylation toolkit is absent in most insect orders, recent evidence indicates the de novo DNA methylation and maintenance function remain conserved. Studies using various molecular approaches provided evidence that DNMTs are multi-functional proteins. However, still in-depth studies on their biological role lack due to the least studied area in insects. Here, we review the DNA methylation toolkit of insects, focusing on recent research on various insect orders, which exhibit DNA methylation at different levels, and for which DNMTs functional studies have become available in recent years. We survey research on the potential roles of DNMTs in the regulation of gene transcription in insect species. DNMTs participate in different physiological processes by interacting with other epigenetic factors. Future studies on insect's DNMTs will benefit to understand developmental processes, responses to various stimuli, and adaptability of insects to different environmental conditions.
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Affiliation(s)
- Saima Kausar
- State Key Laboratory of Silkworm Genome Biology, College of Sericulture, Textile and Biomass Sciences, Southwest University, Chongqing, China
| | - Muhammad Nadeem Abbas
- State Key Laboratory of Silkworm Genome Biology, College of Sericulture, Textile and Biomass Sciences, Southwest University, Chongqing, China
| | - Hongjuan Cui
- State Key Laboratory of Silkworm Genome Biology, College of Sericulture, Textile and Biomass Sciences, Southwest University, Chongqing, China.
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6
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Wang Y, Wang F, Hong DK, Gao SJ, Wang R, Wang JD. Molecular characterization of DNA methyltransferase 1 and its role in temperature change of armyworm Mythimna separata Walker. ARCHIVES OF INSECT BIOCHEMISTRY AND PHYSIOLOGY 2020; 103:e21651. [PMID: 31943343 DOI: 10.1002/arch.21651] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 11/10/2019] [Accepted: 11/21/2019] [Indexed: 06/10/2023]
Abstract
DNA methylation refers to the addition of cytosine residues in a CpG context (5'-cytosine-phosphate-guanine-3'). As one of the most common mechanisms of epigenetic modification, it plays a crucial role in regulating gene expression and in a diverse range of biological processes across all multicellular organisms. The relationship between temperature and DNA methylation and how it acts on the adaptability of migratory insects remain unknown. In the present work, a 5,496 bp full-length complementary DNA encoding 1,436 amino acids (named MsDnmt1) was cloned from the devastating migratory pest oriental armyworm, Mythimna separata Walker. The protein shares 36.8-84.4% identity with other insect Dnmt1 isoforms. Spatial and temporal expression analysis revealed that MsDnmt1 was highly expressed in adult stages and head tissue. The changing temperature decreased the expression of MsDnmt1 in both high and low temperature condition. Besides, we found that M. separata exhibited the shortest duration time from the last instar to pupae under 36°C environment when injected with DNA methylation inhibitor. Therefore, our data highlight a potential role for DNA methylation in thermal resistance, which help us to understand the biological role adaptability and colonization of migratory pest in various environments.
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Affiliation(s)
- Yaru Wang
- National Engineering Research Center of Sugarcane, Fujian Agricultural University, Fuzhou, China
- State Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agricultural and Forestry University, Fuzhou, China
| | - Falv Wang
- National Engineering Research Center of Sugarcane, Fujian Agricultural University, Fuzhou, China
| | - Ding-Kai Hong
- National Engineering Research Center of Sugarcane, Fujian Agricultural University, Fuzhou, China
| | - San-Ji Gao
- National Engineering Research Center of Sugarcane, Fujian Agricultural University, Fuzhou, China
| | - Ran Wang
- Institute of Plant and Environment Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing, China
| | - Jin-da Wang
- National Engineering Research Center of Sugarcane, Fujian Agricultural University, Fuzhou, China
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7
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Guo W, Zhang H, Yang A, Ma P, Sun L, Deng M, Mao C, Xiong J, Sun J, Wang N, Ma S, Nie L, Jiang Y. Homocysteine accelerates atherosclerosis by inhibiting scavenger receptor class B member1 via DNMT3b/SP1 pathway. J Mol Cell Cardiol 2020; 138:34-48. [PMID: 31733201 DOI: 10.1016/j.yjmcc.2019.11.145] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 11/04/2019] [Indexed: 12/25/2022]
Abstract
Homocysteine (Hcy) is an independent risk factor for atherosclerosis, which is characterized by lipid accumulation in the atherosclerotic plaque. Increasing evidence supports that as the main receptor of high-density lipoprotein, scavenger receptor class B member 1 (SCARB1) is protective against atherosclerosis. However, the underlying mechanism regarding it in Hcy-mediated atherosclerosis remains unclear. Here, we found the remarkable inhibition of SCARB1 expression in atherosclerotic plaque and Hcy-treated foam cells, whereas overexpression of SCARB1 can suppress lipid accumulation in foam cells following Hcy treatment. Analysis of SCARB1 promoter showed that no significant change of methylation level was observed both in vivo and in vitro under Hcy treatment. Moreover, it was found that the negative regulation of DNMT3b on SCARB1 was due to the decreased recruitment of SP1 to SCARB1 promoter. Thus, we concluded that inhibition of SCARB1 expression induced by DNMT3b at least partly accelerated Hcy-mediated atherosclerosis through promoting lipid accumulation in foam cells, which was attributed to the decreased binding of SP1 to SCARB1 promoter. In our point, these findings will provide novel insight into an epigenetic mechanism for atherosclerosis.
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Affiliation(s)
- Wei Guo
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Huiping Zhang
- Prenatal Diagnosis Center of Ningxia Medical University General Hospital, Yinchuan, China
| | - Anning Yang
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Pengjun Ma
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Lei Sun
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Mei Deng
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Caiyan Mao
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Jiantuan Xiong
- College of Pharmacy, Ningxia Medical University, Yinchuan, China
| | - Jianmin Sun
- Department of Pathogenic Biology and Immunology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China
| | - Nan Wang
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China
| | - Shengchao Ma
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China
| | - Lihong Nie
- Department of Physiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China
| | - Yideng Jiang
- Department of Pathology and Pathophysiology, School of Basic Medical Sciences, Ningxia Medical University, Yinchuan, China; Ningxia Key Laboratory of Vascular Injury and Repair Research, Yinchuan, China; NHC Key Laboratory of Metabolic Cardiovascular Diseases Research (NingXia Medical University), Yinchuan, China.
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8
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Baradaran E, Moharramipour S, Asgari S, Mehrabadi M. Induction of DNA methyltransferase genes in Helicoverpa armigera following injection of pathogenic bacteria modulates expression of antimicrobial peptides and affects bacterial proliferation. JOURNAL OF INSECT PHYSIOLOGY 2019; 118:103939. [PMID: 31493391 DOI: 10.1016/j.jinsphys.2019.103939] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Revised: 09/02/2019] [Accepted: 09/03/2019] [Indexed: 06/10/2023]
Abstract
Following pathogen attack in a host, widespread changes are induced in the host's gene expression, in particular those involved in the immune system, growth and survival. Epigenetic mechanisms have been suggested to be involved in the regulation of these changes through a number of mechanisms. DNA methylation is one of the important epigenetic processes that is carried out by DNA (cytosine-5) methyltransferase (DNMT) and alters expression of target genes. Here, we identified two putative sequences of DNMT (i.e. DNMT1 and DNMT2) from the transcriptome dataset of Helicoverpa armigera that showed high similarity to the homologous sequences in Bombyx mori. Domain architectures of DNMT1 and DNMT2 exhibit the unique pattern of DNMTs that highlights conserved function of these genes in different insects. To see if these genes play any role in bacterial infection, we challenged the fifth instar larvae of H. armigera by injecting Bacillus thuringiensis and Serratia marcescens cells into the hemolymph. Transcript levels of the DNMTs were analyzed by RT-qPCR. The results showed that the expression levels of DNMT1 and DNMT2 increased in the bacteria-injected larvae. Injection of the heat-killed bacteria also induced the expression of the DNMTs, but lower than that of the live bacteria. To determine whether these genes function during bacterial infection, we injected the inhibitor of DNMTs, 5-azacytidine (5-AZA), into the larvae and 24 h later, the bacterial cells were also injected into the larvae. Bacterial replication and larval mortality were analyzed in the treated and control insects. We found that 5-AZA reduced bacterial replication and also mortality of the bacterial-injected larvae regardless of the pathogenic bacterial species. Interestingly, the expression levels of antimicrobial peptides (AMPs) were also modulated following 5-AZA treatment. In conclusion, we showed that upregulation of the DNMTs in H. armigera following bacterial infections modulates AMPs and thereby affects the insect-bacteria interactions.
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Affiliation(s)
- Ehsan Baradaran
- Department of Entomology, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran
| | - Saeid Moharramipour
- Department of Entomology, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran
| | - Sassan Asgari
- Australian Infectious Disease Research Centre, School of Biological Sciences, The University of Queensland, Brisbane, QLD, Australia
| | - Mohammad Mehrabadi
- Department of Entomology, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran.
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9
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Schulz NKE, Wagner CI, Ebeling J, Raddatz G, Diddens-de Buhr MF, Lyko F, Kurtz J. Dnmt1 has an essential function despite the absence of CpG DNA methylation in the red flour beetle Tribolium castaneum. Sci Rep 2018; 8:16462. [PMID: 30405203 PMCID: PMC6220294 DOI: 10.1038/s41598-018-34701-3] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Accepted: 10/19/2018] [Indexed: 12/29/2022] Open
Abstract
Epigenetic mechanisms, such as CpG DNA methylation enable phenotypic plasticity and rapid adaptation to changing environments. CpG DNA methylation is established by DNA methyltransferases (DNMTs), which are well conserved across vertebrates and invertebrates. There are insects with functional DNA methylation despite lacking a complete set of Dnmts. But at least one of the enzymes, DNMT1, appears to be required to maintain an active DNA methylation system. The red flour beetle, Tribolium castaneum, lacks Dnmt3 but possesses Dnmt1 and it has been controversial whether it has a functional DNA methylation system. Using whole genome bisulfite sequencing, we did not find any defined patterns of CpG DNA methylation in embryos. Nevertheless, we found Dnmt1 expressed throughout the entire life cycle of the beetle, with mRNA transcripts significantly more abundant in eggs and ovaries. A maternal knockdown of Dnmt1 caused a developmental arrest in offspring embryos. We show that Dnmt1 plays an essential role in T. castaneum embryos and that its downregulation leads to an early developmental arrest. This function appears to be unrelated to DNA methylation, since we did not find any evidence for this modification. This strongly suggests an alternative role of this protein.
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Affiliation(s)
- Nora K E Schulz
- Institute for Evolution and Biodiversity, University of Münster, Münster, Germany
| | - C Isabel Wagner
- Institute for Evolution and Biodiversity, University of Münster, Münster, Germany
| | - Julia Ebeling
- Institute for Evolution and Biodiversity, University of Münster, Münster, Germany
| | - Günter Raddatz
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Frank Lyko
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Joachim Kurtz
- Institute for Evolution and Biodiversity, University of Münster, Münster, Germany.
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10
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Dai TM, Lü ZC, Liu WX, Wan FH, Hong XY. The homology gene BtDnmt1 is Essential for Temperature Tolerance in Invasive Bemisia tabaci Mediterranean Cryptic Species. Sci Rep 2017; 7:3040. [PMID: 28596581 PMCID: PMC5465089 DOI: 10.1038/s41598-017-03373-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2016] [Accepted: 04/27/2017] [Indexed: 02/07/2023] Open
Abstract
The Bemisia tabaci Mediterranean (MED) cryptic species has been rapidly invading most parts of the world owing to its strong ecological adaptability, particularly its strong resistance to temperature stress. Epigenetic mechanisms play important roles in mediating ecological plasticity. In particular, DNA methylation has been the focus of attempts to understand the mechanism of phenotypic plasticity. The relationship between temperature and DNA methylation and how it affects the adaptability of invasive insects remain unknown. To investigate the temperature resistance role of DNA methyltransferase 1 (Dnmt1) in MED, we cloned and sequenced BtDnmt1 homology and identified its functions under various temperature conditions. The full-length cDNA of MED BtDnmt1 homology was 5,958 bp and has a 4,287 bp open reading frame that encodes a 1,428-amino-acid protein. BtDnmt1 mRNA expression levels were significantly down-regulated after feeding with dsRNA. Furthermore, after feeding with dsBtDnmt1, the MED adults exhibited significantly higher mortality under temperature stress conditions than the controls, suggesting that MED BtDnmt1 homology plays an essential role in the temperature tolerance capacity of MED. Our data improve our understanding of the temperature resistance and temperature adaptability mechanisms that have allowed the successful invasion and colonization of various environments by this alien species.
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Affiliation(s)
- Tian-Mei Dai
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, 100193, Beijing, 100193, P.R. China
- Department of Entomology, College of Plant Protection, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, P.R. China
| | - Zhi-Chuang Lü
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, 100193, Beijing, 100193, P.R. China
| | - Wan-Xue Liu
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, 100193, Beijing, 100193, P.R. China
| | - Fang-Hao Wan
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, 100193, Beijing, 100193, P.R. China.
- Center for Management of Invasive Alien Species, Ministry of Agriculture, Beijing, 100193, China.
| | - Xiao-Yue Hong
- Department of Entomology, College of Plant Protection, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, P.R. China
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11
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Noguchi H, Kimura A, Murao N, Namihira M, Nakashima K. Prenatal deletion of DNA methyltransferase 1 in neural stem cells impairs neurogenesis and causes anxiety-like behavior in adulthood. NEUROGENESIS 2016; 3:e1232679. [PMID: 27844025 DOI: 10.1080/23262133.2016.1232679] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2016] [Revised: 08/30/2016] [Accepted: 08/31/2016] [Indexed: 12/25/2022]
Abstract
Despite recent advances in our understanding of epigenetic regulation of central nervous system development, little is known regarding the effects of epigenetic dysregulation on neurogenesis and brain function in adulthood. In the present study, we show that prenatal deletion of DNA methyltransferase 1 (Dnmt1) in neural stem cells results in impaired neurogenesis as well as increases in inflammatory features (e.g., elevated glial fibrillary acidic protein [GFAP] expression in astrocytes and increased numbers of microglia) in the adult mouse brain. Moreover, these mice exhibited anxiety-like behavior during an open-field test. These findings suggest that Dnmt1 plays a critical role in regulating neurogenesis and behavior in the developing brain and into adulthood.
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Affiliation(s)
- Hirofumi Noguchi
- Stem Cell Biology and Medicine, Department of Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University , Fukuoka, Japan
| | - Ayaka Kimura
- Stem Cell Biology and Medicine, Department of Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University , Fukuoka, Japan
| | - Naoya Murao
- Stem Cell Biology and Medicine, Department of Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University , Fukuoka, Japan
| | - Masakazu Namihira
- Molecular Neurophysiology Research Group, Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology , Ibaraki, Japan
| | - Kinichi Nakashima
- Stem Cell Biology and Medicine, Department of Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University , Fukuoka, Japan
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Liu Y, Xiong Z, Beasley A, D'Amico T, Chen XL. Personalized and targeted therapy of esophageal squamous cell carcinoma: an update. Ann N Y Acad Sci 2016; 1381:66-73. [PMID: 27399176 DOI: 10.1111/nyas.13144] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2016] [Revised: 05/16/2016] [Accepted: 05/23/2016] [Indexed: 12/20/2022]
Abstract
Esophageal squamous cell carcinoma (ESCC) is a deadly disease that requires extensive research. In this review, we update recent progress in the research area of targeted therapy for ESCC. SOX2 and its associated proteins (e.g., ΔNP63α), which regulate lineage survival of ESCC cells, are proposed as therapeutic targets. It is believed that targeting the lineage-survival mechanism may be more effective than targeting other mechanisms. With the advent of a new era of personalized targeted therapy, there is a need to move from the tumor-centric model into an organismic model.
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Affiliation(s)
- Yongjing Liu
- Department of Cardiothoracic Surgery, 105th Hospital of PLA, Hefei, Anhui Province, China.,Division of Thoracic Surgery, Duke University Medical Center, Durham, North Carolina.,Cancer Research Program, Julius L. Chambers Biomedical Biotechnology Research Institute, North Carolina Central University, Durham, North Carolina
| | - Zhaohui Xiong
- Cancer Research Program, Julius L. Chambers Biomedical Biotechnology Research Institute, North Carolina Central University, Durham, North Carolina
| | - Andrea Beasley
- Cancer Research Program, Julius L. Chambers Biomedical Biotechnology Research Institute, North Carolina Central University, Durham, North Carolina
| | - Thomas D'Amico
- Division of Thoracic Surgery, Duke University Medical Center, Durham, North Carolina
| | - Xiaoxin Luke Chen
- Cancer Research Program, Julius L. Chambers Biomedical Biotechnology Research Institute, North Carolina Central University, Durham, North Carolina. .,Division of Gastroenterology and Hepatology, Department of Medicine, Center for Esophageal Disease and Swallowing, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
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13
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Kent B, Magnani E, Walsh MJ, Sadler KC. UHRF1 regulation of Dnmt1 is required for pre-gastrula zebrafish development. Dev Biol 2016; 412:99-113. [PMID: 26851214 DOI: 10.1016/j.ydbio.2016.01.036] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2015] [Revised: 01/22/2016] [Accepted: 01/27/2016] [Indexed: 12/16/2022]
Abstract
Landmark epigenetic events underlie early embryonic development, yet how epigenetic modifiers are regulated to achieve rapid epigenome re-patterning is not known. Uhrf1 and DNA methyltransferase 1 (Dnmt1) are known to largely mediate maintenance DNA methylation and Uhrf1 is also required for both Dnmt1 localization and stability. Here, we investigate how these two key epigenetic modifiers regulate early zebrafish development and characterize the developmental consequences of disrupting their homeostatic relationship. Unlike Uhrf1 knockdown, which causes developmental arrest and death prior to gastrulation, overexpression of human UHRF1 (WT-UHRF1) caused asymmetric epiboly, inefficient gastrulation and multi-systemic defects. UHRF1 phosphorylation was previously demonstrated as essential for zebrafish embryogenesis, and we found that penetrance of the asymmetric epiboly phenotype was significantly increased in embryos injected with mRNA encoding non-phosphorylatable UHRF1 (UHRF1(S661A)). Surprisingly, both WT-UHRF1 and UHRF1(S661A) overexpression caused DNA hypomethylation. However, since other approaches that caused an equivalent degree of DNA hypomethylation did not cause the asymmetric epiboly phenotype, we conclude that bulk DNA methylation is not the primary mechanism. Instead, UHRF1(S661A) overexpression resulted in accumulation of Dnmt1 protein and the overexpression of both WT and a catalytically inactive Dnmt1 phenocopied the assymetric epiboly phenotype. Dnmt1 knockdown suppressed the phenotype caused by UHRF1(S661A) overexpression, and Uhrf1 knockdown suppressed the effect of Dnmt1 overexpression. Therefore, we conclude that the interaction between these two proteins is the mechanism underlying the gastrulation defects. This indicates that Dnmt1 stability requires UHRF1 phosphorylation and that crosstalk between the proteins is essential for the function of these two important epigenetic regulators during gastrulation.
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Affiliation(s)
- Brandon Kent
- Department of Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States; Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States
| | - Elena Magnani
- Department of Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States; Department of Medicine/Division of Liver Diseases, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States
| | - Martin J Walsh
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States; Department of Structural and Chemical Biology, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States; Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States
| | - Kirsten C Sadler
- Department of Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States; Department of Medicine/Division of Liver Diseases, Icahn School of Medicine at Mount Sinai, Box 1020, 1 Gustave L. Levy Place, New York, NY 10029, United States.
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Noguchi H, Kimura A, Murao N, Matsuda T, Namihira M, Nakashima K. Expression of DNMT1 in neural stem/precursor cells is critical for survival of newly generated neurons in the adult hippocampus. Neurosci Res 2015; 95:1-11. [PMID: 25659757 DOI: 10.1016/j.neures.2015.01.014] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2014] [Revised: 01/22/2015] [Accepted: 01/26/2015] [Indexed: 01/17/2023]
Abstract
Adult neurogenesis persists throughout life in the dentate gyrus (DG) of the hippocampus, and its importance has been highlighted in hippocampus-dependent learning and memory. Adult neurogenesis consists of multiple processes: maintenance and neuronal differentiation of neural stem/precursor cells (NS/PCs), followed by survival and maturation of newborn neurons and their integration into existing neuronal circuitry. However, the mechanisms that govern these processes remain largely unclear. Here we show that DNA methyltransferase 1 (DNMT1), an enzyme responsible for the maintenance of DNA methylation, is highly expressed in proliferative cells in the adult DG and plays an important role in the survival of newly generated neurons. Deletion of Dnmt1 in adult NS/PCs (aNS/PCs) did not affect the proliferation and differentiation of aNS/PCs per se. However, it resulted in a decrease of newly generated mature neurons, probably due to gradual cell death after aNS/PCs differentiated into neurons in the hippocampus. Interestingly, loss of DNMT1 in post-mitotic neurons did not influence their survival. Taken together, these findings suggest that the presence of DNMT1 in aNS/PCs is crucial for the survival of newly generated neurons, but is dispensable once they accomplish neuronal differentiation in the adult hippocampus.
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Affiliation(s)
- Hirofumi Noguchi
- Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan; Laboratory of Gene Regulation Research, Graduate School of Biological Sciences, Nara Institute of Science and Technology, Nara, Japan
| | - Ayaka Kimura
- Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Naoya Murao
- Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan; Laboratory of Gene Regulation Research, Graduate School of Biological Sciences, Nara Institute of Science and Technology, Nara, Japan
| | - Taito Matsuda
- Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Masakazu Namihira
- Molecular Neurophysiology Group, Biomedical Research Institute, AIST, Ibaraki, Japan
| | - Kinichi Nakashima
- Stem Cell Biology and Medicine, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
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15
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Guimarães DM, Antunes DM, Duarte CME, Ferro LB, Nunes FD. DNA methyltransferase immunohistochemical expression in odontogenic tumours. J Oral Pathol Med 2015; 44:59-66. [PMID: 25060239 DOI: 10.1111/jop.12208] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/21/2014] [Indexed: 12/30/2022]
Abstract
BACKGROUND Odontogenic tumours are a heterogeneous group of lesions formed from tissues that give rise to the tooth. DNA methylation, a covalent addition of a methyl group to the 5-carbon position of a cytosine nucleotide, is considered an important regulator of gene expression. The addition of the methyl radical is catalysed by DNA methyltransferases (DNMTs). Although some epigenetic studies have been conducted in odontogenic tumours, a study with the three types of DNMTs in several different members of this group is missing. This study analyses the expression of DNMTs in odontogenic tumours. METHODS Formalin-fixed and paraffin-embedded tissue samples of 20 ameloblastomas, 10 calcifying cystic odontogenic tumours, 10 calcifying epithelial tumours, 10 adenomatoid odontogenic tumours, 10 keratocystic odontogenic tumours, five ameloblastic fibromas, two ameloblastic fibro-odontomas, four central odontogenic fibromas, seven peripheral odontogenic fibromas and 10 odontogenic myxomas were included. Immunohistochemical expression of DNMT1, 3A and 3B was assessed using a semi-quantitative analysis, and also a correlation with p21, p27 and E-cadherin immunoexpression was made. RESULTS DNMT1, 3A and 3B were expressed in the nucleus and/or cytoplasm of all odontogenic tumours. DNMT1 expression was directly correlated with p27 expression in ameloblastomas. CONCLUSION The high expression of DNMTs in odontogenic tumour cells suggests methylation as an important mechanism for this group of tumours.
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Affiliation(s)
- Douglas Magno Guimarães
- Department of Oral Pathology, School of Dentistry, University of São Paulo, São Paulo, Brazil
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Scott A, Song J, Ewing R, Wang Z. Regulation of protein stability of DNA methyltransferase 1 by post-translational modifications. Acta Biochim Biophys Sin (Shanghai) 2014; 46:199-203. [PMID: 24389641 DOI: 10.1093/abbs/gmt146] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
DNA methylation is an important epigenetic mechanism that ensures correct gene expression and maintains genetic stability. DNA methyltransferase 1 (DNMT1) is the primary enzyme that maintains DNA methylation during replication. Dysregulation of DNMT1 is implicated in a variety of diseases. DNMT1 protein stability is regulated via various post-translational modifications, such as acetylation and ubiquitination, but also through protein-protein interactions. These mechanisms ensure DNMT1 is properly activated during the correct time of the cell cycle and at correct genomic loci, as well as in response to appropriate extracellular cues. Further understanding of these regulatory mechanisms may help to design novel therapeutic approaches for human diseases.
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Affiliation(s)
- Anthony Scott
- Department of Genetics and Genome Sciences, Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA
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17
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Martin LJ, Wong M. Aberrant regulation of DNA methylation in amyotrophic lateral sclerosis: a new target of disease mechanisms. Neurotherapeutics 2013; 10:722-33. [PMID: 23900692 PMCID: PMC3805862 DOI: 10.1007/s13311-013-0205-6] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is the third most common adult-onset neurodegenerative disease. A diagnosis is fatal owing to degeneration of motor neurons in brain and spinal cord that control swallowing, breathing, and movement. ALS can be inherited, but most cases are not associated with a family history of the disease. The mechanisms causing motor neuron death in ALS are still unknown. Given the suspected complex interplay between multiple genes, the environment, metabolism, and lifestyle in the pathogenesis of ALS, we have hypothesized that the mechanisms of disease in ALS involve epigenetic contributions that can drive motor neuron degeneration. DNA methylation is an epigenetic mechanism for gene regulation engaged by DNA methyltransferase (Dnmt)-catalyzed methyl group transfer to carbon-5 in cytosine residues in gene regulatory promoter and nonpromoter regions. Recent genome-wide analyses have found differential gene methylation in human ALS. Neuropathologic assessments have revealed that motor neurons in human ALS show significant abnormalities in Dnmt1, Dnmt3a, and 5-methylcytosine. Similar changes are seen in mice with motor neuron degeneration, and Dnmt3a was found abundantly at synapses and in mitochondria. During apoptosis of cultured motor neuron-like cells, Dnmt1 and Dnmt3a protein levels increase, and 5-methylcytosine accumulates. Enforced expression of Dnmt3a, but not Dnmt1, induces degeneration of cultured neurons. Truncation mutation of the Dnmt3a catalytic domain and Dnmt3a RNAi blocks apoptosis of cultured neurons. Inhibition of Dnmt catalytic activity with small molecules RG108 and procainamide protects motor neurons from excessive DNA methylation and apoptosis in cell culture and in a mouse model of ALS. Thus, motor neurons can engage epigenetic mechanisms to cause their degeneration, involving Dnmts and increased DNA methylation. Aberrant DNA methylation in vulnerable cells is a new direction for discovering mechanisms of ALS pathogenesis that could be relevant to new disease target identification and therapies for ALS.
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Affiliation(s)
- Lee J Martin
- Department of Pathology, Division of Neuropathology, Johns Hopkins University School of Medicine, 558 Ross Building, 720 Rutland Avenue, Baltimore, MD, 21205-2196, USA,
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Jin B, Ernst J, Tiedemann RL, Xu H, Sureshchandra S, Kellis M, Dalton S, Liu C, Choi JH, Robertson KD. Linking DNA methyltransferases to epigenetic marks and nucleosome structure genome-wide in human tumor cells. Cell Rep 2012; 2:1411-24. [PMID: 23177624 PMCID: PMC3625945 DOI: 10.1016/j.celrep.2012.10.017] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2012] [Revised: 06/30/2012] [Accepted: 10/22/2012] [Indexed: 12/23/2022] Open
Abstract
DNA methylation, mediated by the combined action of three DNA methyltransferases (DNMT1, DNMT3A, and DNMT3B), is essential for mammalian development and is a major contributor to cellular transformation. To elucidate how DNA methylation is targeted, we mapped the genome-wide localization of all DNMTs and methylation, and examined the relationships among these markers, histone modifications, and nucleosome structure in a pluripotent human tumor cell line in its undifferentiated and differentiated states. Our findings reveal a strong link between DNMTs and transcribed loci, and that DNA methylation is not a simple sum of DNMT localization patterns. A comparison of the epigenomes of normal and cancerous stem cells, and pluripotent and differentiated states shows that the presence of at least two DNMTs is strongly associated with loci targeted for DNA hypermethylation. Taken together, these results shed important light on the determinants of DNA methylation and how it may become disrupted in cancer cells.
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Affiliation(s)
- Bilian Jin
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
| | - Jason Ernst
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, MA 02139
| | - Rochelle L. Tiedemann
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
| | - Hongyan Xu
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
- Georgia Health Sciences University, Dept. of Biostatistics, Augusta, GA 30912
| | - Suhas Sureshchandra
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
- Georgia Health Sciences University, Dept. of Biostatistics, Augusta, GA 30912
| | - Manolis Kellis
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, MA 02139
| | - Stephen Dalton
- Paul D. Coverdell Center for Biomedical and Health Sciences, University of Georgia, Athens, GA 30602
| | - Chen Liu
- University of Florida, Dept. of Pathology, Immunology & Laboratory Medicine, 1600 S.W. Archer Rd., Gainesville, FL 32610
| | - Jeong-Hyeon Choi
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Keith D. Robertson
- Georgia Health Sciences University, Cancer Research Center, 1410 Laney Walker Blvd., Augusta, GA 30912
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