1
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Reid XJ, Zhong Y, Mackay JP. How does CHD4 slide nucleosomes? Biochem Soc Trans 2024; 52:1995-2008. [PMID: 39221830 PMCID: PMC11555702 DOI: 10.1042/bst20230070] [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: 06/07/2024] [Revised: 08/12/2024] [Accepted: 08/14/2024] [Indexed: 09/04/2024]
Abstract
Chromatin remodelling enzymes reposition nucleosomes throughout the genome to regulate the rate of transcription and other processes. These enzymes have been studied intensively since the 1990s, and yet the mechanism by which they operate has only very recently come into focus, following advances in cryoelectron microscopy and single-molecule biophysics. CHD4 is an essential and ubiquitous chromatin remodelling enzyme that until recently has received less attention than remodellers such as Snf2 and CHD1. Here we review what recent work in the field has taught us about how CHD4 reshapes the genome. Cryoelectron microscopy and single-molecule studies demonstrate that CHD4 shares a central remodelling mechanism with most other chromatin remodellers. At the same time, differences between CHD4 and other chromatin remodellers result from the actions of auxiliary domains that regulate remodeller activity by for example: (1) making differential interactions with nucleosomal epitopes such as the acidic patch and the N-terminal tail of histone H4, and (2) inducing the formation of distinct multi-protein remodelling complexes (e.g. NuRD vs ChAHP). Thus, although we have learned much about remodeller activity, there is still clearly much more waiting to be revealed.
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Affiliation(s)
- Xavier J. Reid
- School of Life and Environmental Sciences, University of Sydney, Darlington, NSW 2006, Australia
| | - Yichen Zhong
- School of Life and Environmental Sciences, University of Sydney, Darlington, NSW 2006, Australia
| | - Joel P. Mackay
- School of Life and Environmental Sciences, University of Sydney, Darlington, NSW 2006, Australia
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2
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Xiao Z, He R, Zhao Z, Chen T, Ying Z. Dysregulation of epigenetic modifications in inborn errors of immunity. Epigenomics 2024; 16:1301-1313. [PMID: 39404224 PMCID: PMC11534118 DOI: 10.1080/17501911.2024.2410695] [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: 08/14/2024] [Accepted: 09/25/2024] [Indexed: 11/01/2024] Open
Abstract
Inborn errors of immunity (IEIs) are a group of typically monogenic disorders characterized by dysfunction in the immune system. Individuals with these disorders experience increased susceptibility to infections, autoimmunity and malignancies due to abnormal immune responses. Epigenetic modifications, including DNA methylation, histone modifications and chromatin remodeling, have been well explored in the regulation of immune cell development and effector function. Aberrant epigenetic modifications can disrupt gene expression profiles crucial for immune responses, resulting in impaired immune cell differentiation and function. Dysregulation of these processes caused by mutations in genes involving in epigenetic modifications has been associated with various IEIs. In this review article, we focus on IEIs that are caused by mutations in 13 genes involved in the regulation of DNA methylation, histone modification and chromatin remodeling.
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Affiliation(s)
- Zhongyao Xiao
- The Ministry of Education Key Laboratory of Laboratory Medical Diagnostics, College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Rongjing He
- The Ministry of Education Key Laboratory of Laboratory Medical Diagnostics, College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Zihan Zhao
- The Ministry of Education Key Laboratory of Laboratory Medical Diagnostics, College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Taiping Chen
- Department of Epigenetics & Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX77030, USA
| | - Zhengzhou Ying
- The Ministry of Education Key Laboratory of Laboratory Medical Diagnostics, College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
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3
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Vecchione A, Devlin JC, Tasker C, Ramnarayan VR, Haase P, Conde E, Srivastava D, Atwal GS, Bruhns P, Murphy AJ, Sleeman MA, Limnander A, Lim WK, Asrat S, Orengo JM. IgE plasma cells are transcriptionally and functionally distinct from other isotypes. Sci Immunol 2024; 9:eadm8964. [PMID: 39241058 DOI: 10.1126/sciimmunol.adm8964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Revised: 03/18/2024] [Accepted: 08/08/2024] [Indexed: 09/08/2024]
Abstract
Understanding the phenotypic and transcriptional signature of immunoglobulin E (IgE)-producing cells is fundamental to plasma cell (PC) biology and development of therapeutic interventions for allergy. Here, using a mouse model of intranasal house dust mite (HDM) exposure, we showed that short-lived IgE PCs emerge in lung draining lymph nodes (dLNs) during early exposure (<3 weeks) and long-lived IgE PCs accumulate in the bone marrow (BM) with prolonged exposure (>7 weeks). IgE PCs had distinct surface and gene expression profiles in these different tissues compared with other Ig isotypes. IgE BMPCs up-regulated genes associated with prosurvival and BM homing, whereas IgE dLN PCs expressed genes associated with recent class switching and differentiation. IgE PCs also exhibited higher expression of endoplasmic reticulum (ER) stress and protein coding genes and higher antibody secretion rate when compared with IgG1. Overall, this study highlights the unique developmental path and transcriptional signature of short-lived and long-lived IgE PCs.
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Affiliation(s)
| | | | - Carley Tasker
- Regeneron Pharmaceuticals, Tarrytown, New York, 10591, USA
| | - Venkat Raman Ramnarayan
- Institut Pasteur, Université Paris Cité, Inserm UMR1222, Antibodies in Therapy and Pathology, 75015 Paris, France
| | - Paul Haase
- Institut Pasteur, Université Paris Cité, Inserm UMR1222, Antibodies in Therapy and Pathology, 75015 Paris, France
| | - Eva Conde
- Regeneron Pharmaceuticals, Tarrytown, New York, 10591, USA
| | | | | | - Pierre Bruhns
- Institut Pasteur, Université Paris Cité, Inserm UMR1222, Antibodies in Therapy and Pathology, 75015 Paris, France
| | | | | | | | - Wei Keat Lim
- Regeneron Pharmaceuticals, Tarrytown, New York, 10591, USA
| | | | - Jamie M Orengo
- Regeneron Pharmaceuticals, Tarrytown, New York, 10591, USA
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4
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Jia M, Zou X, Yin S, Tian W, Zhao Y, Wang H, Xu G, Cai W, Shao Q. CHD4 orchestrates the symphony of T and B lymphocytes development and a good mediator in preventing from autoimmune disease. Immun Inflamm Dis 2022; 10:e644. [PMID: 35759243 PMCID: PMC9168550 DOI: 10.1002/iid3.644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 05/06/2022] [Accepted: 05/10/2022] [Indexed: 12/02/2022] Open
Abstract
Chromodomain helicase DNA binding protein 4 (CHD4) is an ATPase subunit of the nucleosome remodeling and deacetylation complex. It has been implicated in gene transcription, DNA damage repair, maintenance of genome stability, and chromatin assembly. Meanwhile, it is highly related to cell cycle progression and the proceeding of malignancy. Most of the previous studies were focused on the function of CHD4 with tumor cells, cancer stem cells, and cancer cells multidrug resistance. Recently, some researchers have explored the CHD4 functions on the development and differentiation of adaptive immune cells, such as T and B lymphocytes. In this review, we will discuss details of CHD4 in lymphocyte differentiation and development, as well as the critical role of CHD4 in the pathogenesis of the autoimmune disease.
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Affiliation(s)
- Miaomiao Jia
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Xueqin Zou
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Shuying Yin
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Weihong Tian
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Yangjing Zhao
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Hui Wang
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
| | - Guoying Xu
- School of Medical Science and Laboratory Medicine, Institute of Medical Genetics and Reproductive ImmunityJiangsu College of NursingHuai'anJiangsuP.R. China
| | - Weili Cai
- School of Medical Science and Laboratory Medicine, Institute of Medical Genetics and Reproductive ImmunityJiangsu College of NursingHuai'anJiangsuP.R. China
| | - Qixiang Shao
- Reproductive Sciences InstituteJiangsu UniversityZhenjiangJiangsuP.R. China
- Department of Immunology, School of MedicineJiangsu UniversityZhenjiangJiangsuP.R. China
- School of Medical Science and Laboratory Medicine, Institute of Medical Genetics and Reproductive ImmunityJiangsu College of NursingHuai'anJiangsuP.R. China
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5
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Tu Z, Zheng Y. Role of ATP-dependent chromatin remodelers in hematopoietic stem and progenitor cell maintenance. Curr Opin Hematol 2022; 29:174-180. [PMID: 35787545 PMCID: PMC9257093 DOI: 10.1097/moh.0000000000000710] [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: 11/26/2022]
Abstract
PURPOSE OF REVIEW ATP-dependent chromatin remodeling factors utilize energy from ATP hydrolysis to modulate DNA-histone structures and regulate gene transcription. They are essential during hematopoiesis and for hematopoietic stem and progenitor cell (HSPC) function. This review discusses the recently unveiled roles of these chromatin remodelers in HSPC regulation, with an emphasis on the mechanism of chromodomain helicase DNA-binding (CHD) family members. RECENT FINDINGS Recent studies of ATP-dependent chromatin remodelers have revealed that individual CHD family members engage in distinct mechanisms in regulating HSPC cell fate. For example, CHD8 is required for HSPC survival by restricting both P53 transcriptional activity and protein stability in steady state hematopoiesis while the related CHD7 physically interacts with RUNX family transcription factor 1 (RUNX1) and suppresses RUNX1-induced expansion of HSPCs during blood development. Moreover, other CHD subfamily members such as CHD1/CHD2 and CHD3/CHD4, as well as the switch/sucrose non-fermentable, imitation SWI, and SWI2/SNF2 related (SWR) families of chromatin modulators, have also been found important for HSPC maintenance by distinct mechanisms. SUMMARY The expanding knowledge of ATP-dependent chromatin remodelers in hematopoiesis illustrates their respective critical roles in HSPC maintenance including the regulation of HSPC differentiation, survival, and self-renewal. Further studies are warranted to elucidate how different chromatin remodeling complexes are integrated in various HSPC cell fate decisions during steady-state and stress hematopoiesis.
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Affiliation(s)
- Zhaowei Tu
- Department of Obstetrics and Gynecology, Key Laboratory for Major Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150, China
- Division of Experimental Hematology and Cancer Biology, Cincinnati Children’s Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH 45229, USA
| | - Yi Zheng
- Division of Experimental Hematology and Cancer Biology, Cincinnati Children’s Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH 45229, USA
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6
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Hagman JR, Arends T, Laborda C, Knapp JR, Harmacek L, O'Connor BP. Chromodomain helicase DNA-binding 4 (CHD4) regulates early B cell identity and V(D)J recombination. Immunol Rev 2021; 305:29-42. [PMID: 34927255 DOI: 10.1111/imr.13054] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 11/22/2021] [Accepted: 12/02/2021] [Indexed: 12/20/2022]
Abstract
B lymphocytes develop from uncommitted precursors into immunoglobulin (antibody)-producing B cells, a major arm of adaptive immunity. Progression of early progenitors to antibody-expressing cells in the bone marrow is orchestrated by the temporal regulation of different gene programs at discrete developmental stages. A major question concerns how B cells control the accessibility of these genes to transcription factors. Research has implicated nucleosome remodeling ATPases as mediators of chromatin accessibility. Here, we describe studies of chromodomain helicase DNA-binding 4 (CHD4; also known as Mi-2β) in early B cell development. CHD4 comprises multiple domains that function in nucleosome mobilization and histone binding. CHD4 is a key component of Nucleosome Remodeling and Deacetylase, or NuRD (Mi-2) complexes, which assemble with other proteins that mediate transcriptional repression. We review data demonstrating that CHD4 is necessary for B lineage identity: early B lineage progression, proliferation in response to interleukin-7, responses to DNA damage, and cell survival in vivo. CHD4-NuRD is also required for the Ig heavy-chain repertoire by promoting utilization of distal variable (VH ) gene segments in V(D)J recombination. In conclusion, the regulation of chromatin accessibility by CHD4 is essential for production of antibodies by B cells, which in turn mediate humoral immune responses to pathogens and disease.
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Affiliation(s)
- James R Hagman
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, Colorado, USA.,Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA.,Program in Molecular Biology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Tessa Arends
- Program in Molecular Biology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Curtis Laborda
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Jennifer R Knapp
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Laura Harmacek
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Brian P O'Connor
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, Colorado, USA.,Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA.,Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
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7
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Aksenova AY, Zhuk AS, Lada AG, Zotova IV, Stepchenkova EI, Kostroma II, Gritsaev SV, Pavlov YI. Genome Instability in Multiple Myeloma: Facts and Factors. Cancers (Basel) 2021; 13:5949. [PMID: 34885058 PMCID: PMC8656811 DOI: 10.3390/cancers13235949] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/20/2021] [Accepted: 11/22/2021] [Indexed: 02/06/2023] Open
Abstract
Multiple myeloma (MM) is a malignant neoplasm of terminally differentiated immunoglobulin-producing B lymphocytes called plasma cells. MM is the second most common hematologic malignancy, and it poses a heavy economic and social burden because it remains incurable and confers a profound disability to patients. Despite current progress in MM treatment, the disease invariably recurs, even after the transplantation of autologous hematopoietic stem cells (ASCT). Biological processes leading to a pathological myeloma clone and the mechanisms of further evolution of the disease are far from complete understanding. Genetically, MM is a complex disease that demonstrates a high level of heterogeneity. Myeloma genomes carry numerous genetic changes, including structural genome variations and chromosomal gains and losses, and these changes occur in combinations with point mutations affecting various cellular pathways, including genome maintenance. MM genome instability in its extreme is manifested in mutation kataegis and complex genomic rearrangements: chromothripsis, templated insertions, and chromoplexy. Chemotherapeutic agents used to treat MM add another level of complexity because many of them exacerbate genome instability. Genome abnormalities are driver events and deciphering their mechanisms will help understand the causes of MM and play a pivotal role in developing new therapies.
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Affiliation(s)
- Anna Y. Aksenova
- Laboratory of Amyloid Biology, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Anna S. Zhuk
- International Laboratory “Computer Technologies”, ITMO University, 197101 St. Petersburg, Russia;
| | - Artem G. Lada
- Department of Microbiology and Molecular Genetics, University of California, Davis, CA 95616, USA;
| | - Irina V. Zotova
- Department of Genetics and Biotechnology, St. Petersburg State University, 199034 St. Petersburg, Russia; (I.V.Z.); (E.I.S.)
- Vavilov Institute of General Genetics, St. Petersburg Branch, Russian Academy of Sciences, 199034 St. Petersburg, Russia
| | - Elena I. Stepchenkova
- Department of Genetics and Biotechnology, St. Petersburg State University, 199034 St. Petersburg, Russia; (I.V.Z.); (E.I.S.)
- Vavilov Institute of General Genetics, St. Petersburg Branch, Russian Academy of Sciences, 199034 St. Petersburg, Russia
| | - Ivan I. Kostroma
- Russian Research Institute of Hematology and Transfusiology, 191024 St. Petersburg, Russia; (I.I.K.); (S.V.G.)
| | - Sergey V. Gritsaev
- Russian Research Institute of Hematology and Transfusiology, 191024 St. Petersburg, Russia; (I.I.K.); (S.V.G.)
| | - Youri I. Pavlov
- Eppley Institute for Research in Cancer, Fred and Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE 68198, USA
- Departments of Biochemistry and Molecular Biology, Microbiology and Pathology, Genetics Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
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8
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Yang M, Yi P, Jiang J, Zhao M, Wu H, Lu Q. Dysregulated translational factors and epigenetic regulations orchestrate in B cells contributing to autoimmune diseases. Int Rev Immunol 2021; 42:1-25. [PMID: 34445929 DOI: 10.1080/08830185.2021.1964498] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
B cells play a crucial role in antigen presentation, antibody production and pro-/anti-inflammatory cytokine secretion in adaptive immunity. Several translational factors including transcription factors and cytokines participate in the regulation of B cell development, with the cooperation of epigenetic regulations. Autoimmune diseases are generally characterized with autoreactive B cells and high-level pathogenic autoantibodies. The success of B cell depletion therapy in mouse model and clinical trials has proven the role of B cells in pathogenesis of autoimmune diseases. The failure of B cell tolerance in immune checkpoints results in accumulated autoreactive naïve B (BN) cells with aberrant B cell receptor signaling and dysregulated B cell response, contributing to self-antibody-mediated autoimmune reaction. Dysregulation of translational factors and epigenetic alterations in B cells has been demonstrated to correlate with aberrant B cell compartment in autoimmune diseases, such as systemic lupus erythematosus, rheumatoid arthritis, primary Sjögren's syndrome, multiple sclerosis, diabetes mellitus and pemphigus. This review is intended to summarize the interaction of translational factors and epigenetic regulations that are involved with development and differentiation of B cells, and the mechanism of dysregulation in the pathogenesis of autoimmune diseases.
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Affiliation(s)
- Ming Yang
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China
| | - Ping Yi
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China
| | - Jiao Jiang
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China
| | - Ming Zhao
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China
| | - Haijing Wu
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China
| | - Qianjin Lu
- Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China.,Department of Dermatology, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, Jiangsu, China
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9
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Chen CC, Chen BR, Wang Y, Curman P, Beilinson HA, Brecht RM, Liu CC, Farrell RJ, de Juan-Sanz J, Charbonnier LM, Kajimura S, Ryan TA, Schatz DG, Chatila TA, Wikstrom JD, Tyler JK, Sleckman BP. Sarco/endoplasmic reticulum Ca2+-ATPase (SERCA) activity is required for V(D)J recombination. J Exp Med 2021; 218:212182. [PMID: 34033676 PMCID: PMC8155808 DOI: 10.1084/jem.20201708] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Revised: 04/05/2021] [Accepted: 05/07/2021] [Indexed: 11/26/2022] Open
Abstract
A whole-genome CRISPR/Cas9 screen identified ATP2A2, the gene encoding the Sarco/endoplasmic reticulum Ca2+-ATPase (SERCA) 2 protein, as being important for V(D)J recombination. SERCAs are ER transmembrane proteins that pump Ca2+ from the cytosol into the ER lumen to maintain the ER Ca2+ reservoir and regulate cytosolic Ca2+-dependent processes. In preB cells, loss of SERCA2 leads to reduced V(D)J recombination kinetics due to diminished RAG-mediated DNA cleavage. SERCA2 deficiency in B cells leads to increased expression of SERCA3, and combined loss of SERCA2 and SERCA3 results in decreased ER Ca2+ levels, increased cytosolic Ca2+ levels, reduction in RAG1 and RAG2 gene expression, and a profound block in V(D)J recombination. Mice with B cells deficient in SERCA2 and humans with Darier disease, caused by heterozygous ATP2A2 mutations, have reduced numbers of mature B cells. We conclude that SERCA proteins modulate intracellular Ca2+ levels to regulate RAG1 and RAG2 gene expression and V(D)J recombination and that defects in SERCA functions cause lymphopenia.
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Affiliation(s)
- Chun-Chin Chen
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY
| | - Bo-Ruei Chen
- Department of Medicine, Division of Hematology and Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, AL.,O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham School of Medicine, Birmingham, AL
| | - Yinan Wang
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY
| | - Philip Curman
- Dermatology and Venereology Division, Department of Medicine (Solna), Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden.,Dermato-Venereology, Karolinska University Hospital, Stockholm, Sweden
| | | | - Ryan M Brecht
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
| | - Catherine C Liu
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
| | - Ryan J Farrell
- Department of Biochemistry, Weill Cornell Medicine, New York, NY.,David Rockefeller Graduate Program, The Rockefeller University, New York, NY
| | | | | | - Shingo Kajimura
- Beth Israel Deaconess Medical Center, Division of Endocrinology, Diabetes and Metabolism, Harvard Medical School, Boston, MA
| | - Timothy A Ryan
- Department of Biochemistry, Weill Cornell Medicine, New York, NY
| | - David G Schatz
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
| | - Talal A Chatila
- Division of Immunology, Department of Pediatrics, Boston Children's Hospital, Boston, MA
| | - Jakob D Wikstrom
- Dermatology and Venereology Division, Department of Medicine (Solna), Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden.,Dermato-Venereology, Karolinska University Hospital, Stockholm, Sweden
| | - Jessica K Tyler
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY
| | - Barry P Sleckman
- Department of Medicine, Division of Hematology and Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, AL.,O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham School of Medicine, Birmingham, AL
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10
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Alessandri L, Cordero F, Beccuti M, Licheri N, Arigoni M, Olivero M, Di Renzo MF, Sapino A, Calogero R. Sparsely-connected autoencoder (SCA) for single cell RNAseq data mining. NPJ Syst Biol Appl 2021; 7:1. [PMID: 33402683 PMCID: PMC7785742 DOI: 10.1038/s41540-020-00162-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 11/26/2020] [Indexed: 01/12/2023] Open
Abstract
Single-cell RNA sequencing (scRNAseq) is an essential tool to investigate cellular heterogeneity. Thus, it would be of great interest being able to disclose biological information belonging to cell subpopulations, which can be defined by clustering analysis of scRNAseq data. In this manuscript, we report a tool that we developed for the functional mining of single cell clusters based on Sparsely-Connected Autoencoder (SCA). This tool allows uncovering hidden features associated with scRNAseq data. We implemented two new metrics, QCC (Quality Control of Cluster) and QCM (Quality Control of Model), which allow quantifying the ability of SCA to reconstruct valuable cell clusters and to evaluate the quality of the neural network achievements, respectively. Our data indicate that SCA encoded space, derived by different experimentally validated data (TF targets, miRNA targets, Kinase targets, and cancer-related immune signatures), can be used to grasp single cell cluster-specific functional features. In our implementation, SCA efficacy comes from its ability to reconstruct only specific clusters, thus indicating only those clusters where the SCA encoding space is a key element for cells aggregation. SCA analysis is implemented as module in rCASC framework and it is supported by a GUI to simplify it usage for biologists and medical personnel.
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Affiliation(s)
- Luca Alessandri
- Department of Molecular Biotechnology and Health Science, University of Torino, Torino, Italy
| | - Francesca Cordero
- Department of Computer Sciences, University of Torino, Torino, Italy
| | - Marco Beccuti
- Department of Computer Sciences, University of Torino, Torino, Italy
| | - Nicola Licheri
- Department of Computer Sciences, University of Torino, Torino, Italy
| | - Maddalena Arigoni
- Department of Molecular Biotechnology and Health Science, University of Torino, Torino, Italy
| | - Martina Olivero
- Department of Oncology, University of Torino, Torino, Italy.,Candiolo Cancer Institute-FPO, IRCCS, Candiolo (To), Candiolo, Italy
| | - Maria Flavia Di Renzo
- Department of Oncology, University of Torino, Torino, Italy.,Candiolo Cancer Institute-FPO, IRCCS, Candiolo (To), Candiolo, Italy
| | - Anna Sapino
- Candiolo Cancer Institute-FPO, IRCCS, Candiolo (To), Candiolo, Italy.,Department of Medical Sciences, University of Torino, Torino, Italy
| | - Raffaele Calogero
- Department of Molecular Biotechnology and Health Science, University of Torino, Torino, Italy.
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11
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Zhang J, Shih DJ, Lin SY. The Tale of CHD4 in DNA Damage Response and Chemotherapeutic Response. JOURNAL OF CANCER RESEARCH AND CELLULAR THERAPEUTICS 2019; 3:052. [PMID: 32577620 PMCID: PMC7310990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
The chromatin remodeling factor chromodomain helicase DNA-binding protein 4 (CHD4) is a core component of the nucleosome remodeling and deacetylase (NuRD) complex. Due to its important role in DNA damage repair, CHD4 has been identified as a key determinant in cancer progression, stem cell differentiation, and T cell and B cell development. Accumulating evidence has revealed that CHD4 can function in NuRD dependent and independent manner in response to DNA damage. Mutations of CHD4 have been shown to diminish its functions, which indicates that interpretation of its mutations may provide tangible benefit for patients. The expression of CHD4 play a dual role in sensitizing cancer cells to chemotherapeutic agents, which provides new insights into the contribution of CHD4 to tumor biology and new therapeutic avenues.
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Affiliation(s)
- Jing Zhang
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - David J.H. Shih
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Shiaw-Yih Lin
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA.,Corresponding Author: Shiaw-Yih Lin, Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.
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