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Bhattacharyya U, John J, Lencz T, Lam M. Dissecting Schizophrenia Biology Using Pleiotropy with Cognitive Genomics. Biol Psychiatry 2025:S0006-3223(25)00989-8. [PMID: 39993652 DOI: 10.1016/j.biopsych.2025.02.890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Revised: 01/20/2025] [Accepted: 02/11/2025] [Indexed: 02/26/2025]
Abstract
BACKGROUND Given the increasingly large number of loci discovered by psychiatric GWAS, specification of the key biological pathways underlying these loci has become a priority for the field. We have previously leveraged the pleiotropic genetic relationships between schizophrenia and two cognitive phenotypes (educational attainment and cognitive task performance) to differentiate two subsets of illness-relevant SNPs: (1) those with "concordant" alleles, which are associated with reduced cognitive performance and educational attainment and increased schizophrenia risk; and (2) those with "discordant" alleles linked to reduced educational and/or cognitive levels but lower schizophrenia susceptibility. METHODS In the present study, we extend our prior work, utilizing larger input GWAS datasets and a more powerful statistical approach to pleiotropic meta-analysis, the Pleiotropic Locus Exploration and Interpretation using Optimal test (PLEIO). RESULTS Our pleiotropic meta-analysis of schizophrenia and the two cognitive phenotypes revealed 768 significant loci (166 novel). Among these, 347 loci harbored concordant SNPs, 270 encompassed discordant SNPs, and 151 "dual" loci contained concordant and discordant SNPs. Competitive gene-set analysis using MAGMA linked concordant SNP loci with neurodevelopmental pathways (e.g., neurogenesis), whereas discordant loci were associated with mature neuronal synaptic functions. These distinctions were also observed in BrainSpan analysis of temporal enrichment patterns across developmental periods, with concordant loci containing more prenatally expressed genes than discordant loci. Dual loci were enriched for genes related to mRNA translation initiation, representing a novel finding in the schizophrenia literature. CONCLUSIONS Pleiotropic analysis permits not only enhanced statistical power for locus discovery, but also the ability to parse distinct biological processes associated with endophenotypes.
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Affiliation(s)
- Upasana Bhattacharyya
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY; Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY
| | - Jibin John
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY; Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY
| | - Todd Lencz
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY; Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY; Departments of Psychiatry and Molecular Medicine, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY.
| | - Max Lam
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY; Institute of Mental Health, Singapore; Lee Kong Chian School of Medicine, Population and Global Health, Nanyang Technological University.
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Schmidt A, Zhang H, Schmitt S, Rausch C, Popp O, Chen J, Cmarko D, Butter F, Dittmar G, Lermyte F, Cardoso MC. The Proteomic Composition and Organization of Constitutive Heterochromatin in Mouse Tissues. Cells 2024; 13:139. [PMID: 38247831 PMCID: PMC10814525 DOI: 10.3390/cells13020139] [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: 11/01/2023] [Revised: 12/13/2023] [Accepted: 01/09/2024] [Indexed: 01/23/2024] Open
Abstract
Pericentric heterochromatin (PCH) forms spatio-temporarily distinct compartments and affects chromosome organization and stability. Albeit some of its components are known, an elucidation of its proteome and how it differs between tissues in vivo is lacking. Here, we find that PCH compartments are dynamically organized in a tissue-specific manner, possibly reflecting compositional differences. As the mouse brain and liver exhibit very different PCH architecture, we isolated native PCH fractions from these tissues, analyzed their protein compositions using quantitative mass spectrometry, and compared them to identify common and tissue-specific PCH proteins. In addition to heterochromatin-enriched proteins, the PCH proteome includes RNA/transcription and membrane-related proteins, which showed lower abundance than PCH-enriched proteins. Thus, we applied a cut-off of PCH-unspecific candidates based on their abundance and validated PCH-enriched proteins. Amongst the hits, MeCP2 was classified into brain PCH-enriched proteins, while linker histone H1 was not. We found that H1 and MeCP2 compete to bind to PCH and regulate PCH organization in opposite ways. Altogether, our workflow of unbiased PCH isolation, quantitative mass spectrometry, and validation-based analysis allowed the identification of proteins that are common and tissue-specifically enriched at PCH. Further investigation of selected hits revealed their opposing role in heterochromatin higher-order architecture in vivo.
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Affiliation(s)
- Annika Schmidt
- Cell Biology and Epigenetics, Department of Biology, Technical University of Darmstadt, 64287 Darmstadt, Germany (S.S.)
| | - Hui Zhang
- Cell Biology and Epigenetics, Department of Biology, Technical University of Darmstadt, 64287 Darmstadt, Germany (S.S.)
| | - Stephanie Schmitt
- Cell Biology and Epigenetics, Department of Biology, Technical University of Darmstadt, 64287 Darmstadt, Germany (S.S.)
| | - Cathia Rausch
- Cell Biology and Epigenetics, Department of Biology, Technical University of Darmstadt, 64287 Darmstadt, Germany (S.S.)
| | - Oliver Popp
- Proteomics Platform, Max-Delbrueck-Center for Molecular Medicine in the Helmholtz Association, 13125 Berlin, Germany
| | - Jiaxuan Chen
- Institute of Molecular Biology (IMB), 55128 Mainz, Germany
| | - Dusan Cmarko
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00 Prague, Czech Republic
| | - Falk Butter
- Institute of Molecular Biology (IMB), 55128 Mainz, Germany
| | - Gunnar Dittmar
- Proteomics Platform, Max-Delbrueck-Center for Molecular Medicine in the Helmholtz Association, 13125 Berlin, Germany
| | - Frederik Lermyte
- Clemens-Schöpf Institute of Organic Chemistry and Biochemistry, Department of Chemistry, Technical University of Darmstadt, 64287 Darmstadt, Germany
| | - M. Cristina Cardoso
- Cell Biology and Epigenetics, Department of Biology, Technical University of Darmstadt, 64287 Darmstadt, Germany (S.S.)
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Larrigan S, Joshi SV, Mattar P. Divergent phenotypes in constitutive versus conditional mutant mouse models of Sifrim-Hitz-Weiss syndrome. Hum Mol Genet 2023; 32:3361-3373. [PMID: 37738575 PMCID: PMC10695680 DOI: 10.1093/hmg/ddad157] [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: 02/15/2023] [Revised: 09/14/2023] [Accepted: 09/15/2023] [Indexed: 09/24/2023] Open
Abstract
Chromatin remodellers are among the most important risk genes associated with neurodevelopmental disorders (NDDs), however, their functions during brain development are not fully understood. Here, we focused on Sifrim-Hitz-Weiss Syndrome (SIHIWES)-an intellectual disability disorder caused by mutations in the CHD4 chromodomain helicase gene. We utilized mouse genetics to excise the Chd4 ATPase/helicase domain-either constitutively, or conditionally in the developing telencephalon. Conditional heterozygotes exhibited no change in cortical size and cellular composition, and had only subtle behavioral phenotypes. Telencephalon-specific conditional knockouts had marked reductions in cortical growth, reduced numbers of upper-layer neurons, and exhibited alterations in anxiety and repetitive behaviors. Despite the fact that whole-body heterozygotes exhibited comparable growth defects, they were unaffected in these behaviors, but instead exhibited female-specific alterations in learning and memory. These data reveal unexpected phenotypic divergence arising from differences in the spatiotemporal deployment of loss-of-function manipulations, underscoring the importance of context in chromatin remodeller function during neurodevelopment.
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Affiliation(s)
- Sarah Larrigan
- Ottawa Hospital Research Institute (OHRI), Ottawa, ON K1H 8L6, Canada
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | - Shrilaxmi V Joshi
- Ottawa Hospital Research Institute (OHRI), Ottawa, ON K1H 8L6, Canada
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | - Pierre Mattar
- Ottawa Hospital Research Institute (OHRI), Ottawa, ON K1H 8L6, Canada
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
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Aggarwal A, Yadav B, Sharma N, Kaur R, Rishi V. Disruption of histone acetylation homeostasis triggers cognitive dysfunction in experimental diabetes. Neurochem Int 2023; 170:105592. [PMID: 37598859 DOI: 10.1016/j.neuint.2023.105592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/10/2023] [Accepted: 08/16/2023] [Indexed: 08/22/2023]
Abstract
Epigenetic mechanisms related to diabetes-afflicted CNS complications are largely unknown. The present study investigated the role of histone acetylation mechanisms triggering cognitive dysfunction in the Type 1 and 2 diabetic mice model. Dynamic changes in diabetic parameters like fasting blood glucose levels, glucose tolerance test, and insulin levels were observed after the induction of diabetes. Cognitive performance was significantly diminished in T1D and T2D mice examined by the Morris water maze, novel object recognition test, and Y Maze as compared to controls. Histone profiling revealed a significant reduction in H3K9/14 and H4K12 acetylation in the cortex and hippocampus of T1D and T2D mice vs Controls. While histone deacetylase (HDAC) activity was significantly elevated in brain regions of T1D and T2D mice, the histone acetyltransferase (HAT) activity remain unchanged. Significantly increased HDAC 2, HDAC 3 protein and mRNA expression observed in T1D and T2D brain regions may corroborate for increased HDAC activity. No significant change was observed in protein and mRNA expression of HDAC 1, 5, 6, and 7 in diabetic brains. Reduced H3K9/14 and H4K12 acetylation paralleled transcriptional repression of memory-related markers BDNF, SYP, and PSD-95 in the cortex and hippocampus of T1D and T2D. Pharmacological inhibition of HDAC activity by Trichostatin A enhanced the cognitive changes observed in T1D and T2D by ameliorating BDNF, SYP, Psd-95. The present study provides a better insight into molecular mechanisms related to diabetes-dependent memory changes that can help to generate new advances for therapeutics to be developed in this area.
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Affiliation(s)
- Aanchal Aggarwal
- National Agri-Food Biotechnology Institute, Knowledge City, Sector-81, SAS Nagar, Punjab, India.
| | - Binduma Yadav
- National Agri-Food Biotechnology Institute, Knowledge City, Sector-81, SAS Nagar, Punjab, India; Regional Centre for Biotechnology (RCB), NCR Biotech Science Cluster, Faridabad, Haryana, India
| | - Nishtha Sharma
- National Agri-Food Biotechnology Institute, Knowledge City, Sector-81, SAS Nagar, Punjab, India
| | - Raminder Kaur
- National Agri-Food Biotechnology Institute, Knowledge City, Sector-81, SAS Nagar, Punjab, India; Department of Biotechnology, Sector-25, BMS Block I, Panjab University, Chandigarh, India
| | - Vikas Rishi
- National Agri-Food Biotechnology Institute, Knowledge City, Sector-81, SAS Nagar, Punjab, India.
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Lenz J, Brehm A. Conserved mechanisms of NuRD function in hematopoetic gene expression. Enzymes 2023; 53:7-32. [PMID: 37748838 DOI: 10.1016/bs.enz.2023.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
The Nucleosome Remodeling and Deacetylating Complex (NuRD) is ubiquitously expressed in all metazoans. It combines nucleosome remodeling and histone deacetylating activities to generate inaccessible chromatin structures and to repress gene transcription. NuRD is involved in the generation and maintenance of a wide variety of lineage-specific gene expression programs during differentiation and in differentiated cells. A close cooperation with a large number of lineage-specific transcription factors is key to allow NuRD to function in many distinct differentiation contexts. The molecular nature of this interplay between transcription factors and NuRD is complex and not well understood. This review uses hematopoiesis as a paradigm to highlight recent advances in our understanding of how transcription factors and NuRD cooperate at the molecular level during differentiation. A comparison of vertebrate and invertebrate systems serves to identify the conserved and fundamental concepts guiding functional interactions between transcription factors and NuRD. We also discuss how the transcription factor-NuRD axis constitutes a potential therapeutic target for the treatment of hemoglobinopathies.
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Affiliation(s)
- Jonathan Lenz
- Institute for Molecular Biology and Tumor Research, Biomedical Research Center, Philipps-University Marburg, Marburg, Germany
| | - Alexander Brehm
- Institute for Molecular Biology and Tumor Research, Biomedical Research Center, Philipps-University Marburg, Marburg, Germany.
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Boulasiki P, Tan XW, Spinelli M, Riccio A. The NuRD Complex in Neurodevelopment and Disease: A Case of Sliding Doors. Cells 2023; 12:cells12081179. [PMID: 37190088 DOI: 10.3390/cells12081179] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 04/12/2023] [Accepted: 04/14/2023] [Indexed: 05/17/2023] Open
Abstract
The Nucleosome Remodelling and Deacetylase (NuRD) complex represents one of the major chromatin remodelling complexes in mammalian cells, uniquely coupling the ability to "open" the chromatin by inducing nucleosome sliding with histone deacetylase activity. At the core of the NuRD complex are a family of ATPases named CHDs that utilise the energy produced by the hydrolysis of the ATP to induce chromatin structural changes. Recent studies have highlighted the prominent role played by the NuRD in regulating gene expression during brain development and in maintaining neuronal circuitry in the adult cerebellum. Importantly, components of the NuRD complex have been found to carry mutations that profoundly affect neurological and cognitive development in humans. Here, we discuss recent literature concerning the molecular structure of NuRD complexes and how the subunit composition and numerous permutations greatly determine their functions in the nervous system. We will also discuss the role of the CHD family members in an array of neurodevelopmental disorders. Special emphasis will be given to the mechanisms that regulate the NuRD complex composition and assembly in the cortex and how subtle mutations may result in profound defects of brain development and the adult nervous system.
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Affiliation(s)
- Paraskevi Boulasiki
- UCL Laboratory for Molecular Cell Biology, University College London, London WC1E 6BT, UK
| | - Xiao Wei Tan
- UCL Laboratory for Molecular Cell Biology, University College London, London WC1E 6BT, UK
| | - Matteo Spinelli
- UCL Laboratory for Molecular Cell Biology, University College London, London WC1E 6BT, UK
- Neuroscience Department, Catholic University of the Sacred Heart, 00168 Rome, Italy
| | - Antonella Riccio
- UCL Laboratory for Molecular Cell Biology, University College London, London WC1E 6BT, UK
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Nussinov R, Yavuz BR, Arici MK, Demirel HC, Zhang M, Liu Y, Tsai CJ, Jang H, Tuncbag N. Neurodevelopmental disorders, like cancer, are connected to impaired chromatin remodelers, PI3K/mTOR, and PAK1-regulated MAPK. Biophys Rev 2023; 15:163-181. [PMID: 37124926 PMCID: PMC10133437 DOI: 10.1007/s12551-023-01054-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 03/21/2023] [Indexed: 04/05/2023] Open
Abstract
Neurodevelopmental disorders (NDDs) and cancer share proteins, pathways, and mutations. Their clinical symptoms are different. However, individuals with NDDs have higher probabilities of eventually developing cancer. Here, we review the literature and ask how the shared features can lead to different medical conditions and why having an NDD first can increase the chances of malignancy. To explore these vital questions, we focus on dysregulated PI3K/mTOR, a major brain cell growth pathway in differentiation, and MAPK, a critical pathway in proliferation, a hallmark of cancer. Differentiation is governed by chromatin organization, making aberrant chromatin remodelers highly likely agents in NDDs. Dysregulated chromatin organization and accessibility influence the lineage of specific cell brain types at specific embryonic development stages. PAK1, with pivotal roles in brain development and in cancer, also regulates MAPK. We review, clarify, and connect dysregulated pathways with dysregulated proliferation and differentiation in cancer and NDDs and highlight PAK1 role in brain development and MAPK regulation. Exactly how PAK1 activation controls brain development, and why specific chromatin remodeler components, e.g., BAF170 encoded by SMARCC2 in autism, await clarification.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702 USA
- Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, 69978 Tel Aviv, Israel
| | - Bengi Ruken Yavuz
- Graduate School of Informatics, Middle East Technical University, Ankara, Turkey
| | - M Kaan Arici
- Graduate School of Informatics, Middle East Technical University, Ankara, Turkey
| | - Habibe Cansu Demirel
- Department of Chemical and Biological Engineering, College of Engineering, Koc University, 34450 Istanbul, Turkey
| | - Mingzhen Zhang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702 USA
| | - Yonglan Liu
- Cancer Innovation Laboratory, National Cancer Institute, Frederick, MD 21702 USA
| | - Chung-Jung Tsai
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702 USA
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702 USA
| | - Nurcan Tuncbag
- Department of Chemical and Biological Engineering, College of Engineering, Koc University, 34450 Istanbul, Turkey
- School of Medicine, Koc University, 34450 Istanbul, Turkey
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Berry KJ, Chandran U, Mu F, Deochand DK, Lei T, Pagin M, Nicolis SK, Monaghan-Nichols AP, Rogatsky I, DeFranco DB. Genomic glucocorticoid action in embryonic mouse neural stem cells. Mol Cell Endocrinol 2023; 563:111864. [PMID: 36690169 PMCID: PMC10057471 DOI: 10.1016/j.mce.2023.111864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 01/14/2023] [Accepted: 01/16/2023] [Indexed: 01/21/2023]
Abstract
Prenatal exposure to synthetic glucocorticoids (sGCs) reprograms brain development and predisposes the developing fetus towards potential adverse neurodevelopmental outcomes. Using a mouse model of sGC administration, previous studies show that these changes are accompanied by sexually dimorphic alterations in the transcriptome of neural stem and progenitor cells (NSPCs) derived from the embryonic telencephalon. Because cell type-specific gene expression profiles tightly regulate cell fate decisions and are controlled by a flexible landscape of chromatin domains upon which transcription factors and enhancer elements act, we multiplexed data from four genome-wide assays: RNA-seq, ATAC-seq (assay for transposase accessible chromatin followed by genome wide sequencing), dual cross-linking ChIP-seq (chromatin immunoprecipitation followed by genome wide sequencing), and microarray gene expression to identify novel relationships between gene regulation, chromatin structure, and genomic glucocorticoid receptor (GR) action in NSPCs. These data reveal that GR binds preferentially to predetermined regions of accessible chromatin to influence gene programming and cell fate decisions. In addition, we identify SOX2 as a transcription factor that impacts the genomic response of select GR target genes to sGCs (i.e., dexamethasone) in NSPCs.
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Affiliation(s)
- Kimberly J Berry
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA.
| | - Uma Chandran
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA; Center for Research Computing, University of Pittsburgh, Pittsburgh, PA, USA
| | - Fangping Mu
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA; Center for Research Computing, University of Pittsburgh, Pittsburgh, PA, USA
| | - Dinesh K Deochand
- Hospital for Special Surgery Research Institute, The David Rosensweig Genomics Center, New York, USA
| | - T Lei
- Department of Biomedical Sciences, University of Missouri Kansas City School of Medicine, Kansas City, MO, USA
| | - Miriam Pagin
- Department of Biotechnology and Biosciences, University Milano-Bicocca, 20126, Milano, Italy
| | - Silvia K Nicolis
- Department of Biotechnology and Biosciences, University Milano-Bicocca, 20126, Milano, Italy
| | - A Paula Monaghan-Nichols
- Department of Biomedical Sciences, University of Missouri Kansas City School of Medicine, Kansas City, MO, USA
| | - Inez Rogatsky
- Hospital for Special Surgery Research Institute, The David Rosensweig Genomics Center, New York, USA; Graduate Program in Immunology and Microbial Pathogenesis, Weill Cornell Graduate School of Medical Sciences, New York, USA
| | - Donald B DeFranco
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA; Department of Pharmacology and Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA
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Kreienbaum C, Paasche LW, Hake SB. H2A.Z's 'social' network: functional partners of an enigmatic histone variant. Trends Biochem Sci 2022; 47:909-920. [PMID: 35606214 DOI: 10.1016/j.tibs.2022.04.014] [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: 02/15/2022] [Revised: 04/14/2022] [Accepted: 04/26/2022] [Indexed: 11/25/2022]
Abstract
The histone variant H2A.Z has been extensively studied to understand its manifold DNA-based functions. In the past years, researchers identified its specific binding partners, the 'H2A.Z interactome', that convey H2A.Z-dependent chromatin changes. Here, we summarize the latest findings regarding vertebrate H2A.Z-associated factors and focus on their roles in gene activation and repression, cell cycle regulation, (neuro)development, and tumorigenesis. Additionally, we demonstrate how protein-protein interactions and post-translational histone modifications can fine-tune the complex interplay of H2A.Z-regulated gene expression. Last, we review the most recent results on interactors of the two isoforms H2A.Z.1 and H2A.Z.2.1, which differ in only three amino acids, and focus on cancer-associated mutations of H2A and H2A.Z, which reveal fascinating insights into the functional importance of such minuscule changes.
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Affiliation(s)
| | - Lena W Paasche
- Institute for Genetics, Justus-Liebig-University Giessen, Giessen, Germany
| | - Sandra B Hake
- Institute for Genetics, Justus-Liebig-University Giessen, Giessen, Germany.
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