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Yamamoto Y, Watanabe T, Ureshino H, Kurahashi Y, Fukuda-Kurahashi Y, Kamachi K, Kawasoe K, Kidoguchi K, Yamashita S, Hattori N, Ushijima T, Kimura S. DNA demethylating agents for chemoprevention of oncovirus-associated leukemogenesis. Leukemia 2024:10.1038/s41375-024-02299-3. [PMID: 38839909 DOI: 10.1038/s41375-024-02299-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 05/24/2024] [Accepted: 05/30/2024] [Indexed: 06/07/2024]
Affiliation(s)
- Yuta Yamamoto
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Tatsuro Watanabe
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Hiroshi Ureshino
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Yuki Kurahashi
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
- OHARA Pharmaceutical Co. Ltd., Koka, Japan
| | - Yuki Fukuda-Kurahashi
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
- OHARA Pharmaceutical Co. Ltd., Koka, Japan
| | - Kazuharu Kamachi
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Kazunori Kawasoe
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Keisuke Kidoguchi
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan
| | - Satoshi Yamashita
- Department of Life Engineering, Faculty of Engineering, Maebashi Institute of Technology, Maebashi, Japan
| | - Naoko Hattori
- Department of Epigenomics, Institute for Advanced Life Sciences, Hoshi University, Shinagawa City, Japan
| | - Toshikazu Ushijima
- Department of Epigenomics, Institute for Advanced Life Sciences, Hoshi University, Shinagawa City, Japan
| | - Shinya Kimura
- Division of Hematology, Respiratory Medicine and Oncology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan.
- Department of Drug Discovery and Biomedical Sciences, Faculty of Medicine, Saga University, Saga, Japan.
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2
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Shi Y, Zhu Z, Chen Q, Chen X. DNA methylation regulates B cell activation via repressing Pax5 expression in teleost. Front Immunol 2024; 15:1363426. [PMID: 38404580 PMCID: PMC10884147 DOI: 10.3389/fimmu.2024.1363426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 01/25/2024] [Indexed: 02/27/2024] Open
Abstract
In mammals, the transcription factor Pax5 is a key regulator of B cell development and maturation and specifically expressed in naive/mature B cells but repressed upon B cell activation. Despite the long-standing proposal that Pax5 repression is essential for proper B cell activation, the underlying mechanisms remain largely elusive. In this study, we used a teleost model to elucidate the mechanisms governing Pax5 repression during B cell activation. Treatment with lipopolysaccharide (LPS) and chitosan oligosaccharide (COS) significantly enhanced the antibody secreting ability and phagocytic capacity of IgM+ B cells in large yellow croaker (Larimichthys crocea), coinciding with upregulated expression of activation-related genes, such as Bcl6, Blimp1, and sIgM, and downregulated expression of Pax5. Intriguingly, two CpG islands were identified within the promoter region of Pax5. Both CpG islands exhibited hypomethylation in naive/mature B cells, while CpG island1 was specifically transited into hypermethylation upon B cell activation. Furthermore, treatment with DNA methylation inhibitor 5-aza-2'-deoxycytidine (AZA) prevented the hypermethylation of CpG island1, and concomitantly impaired the downregulation of Pax5 and activation of B cells. Finally, through in vitro methylation experiments, we demonstrated that DNA methylation exerts an inhibitory effect on promoter activities of Pax5. Taken together, our findings unveil a novel mechanism underlying Pax5 repression during B cell activation, thus promoting the understanding of B cell activation process.
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Affiliation(s)
- Yuan Shi
- State Key Laboratory of Mariculture Breeding, Key Laboratory of Marine Biotechnology of Fujian Province, College of Marine Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zhuo Zhu
- State Key Laboratory of Mariculture Breeding, Key Laboratory of Marine Biotechnology of Fujian Province, College of Marine Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Qiuxuan Chen
- State Key Laboratory of Mariculture Breeding, Key Laboratory of Marine Biotechnology of Fujian Province, College of Marine Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xinhua Chen
- State Key Laboratory of Mariculture Breeding, Key Laboratory of Marine Biotechnology of Fujian Province, College of Marine Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China
- Fuzhou Institute of Oceanography, Fuzhou, China
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3
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Li L, Zhang D, Cao X. EBF1, PAX5, and MYC: regulation on B cell development and association with hematologic neoplasms. Front Immunol 2024; 15:1320689. [PMID: 38318177 PMCID: PMC10839018 DOI: 10.3389/fimmu.2024.1320689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 01/08/2024] [Indexed: 02/07/2024] Open
Abstract
During lymphocyte development, a diverse repertoire of lymphocyte antigen receptors is produced to battle against pathogens, which is the basis of adaptive immunity. The diversity of the lymphocyte antigen receptors arises primarily from recombination-activated gene (RAG) protein-mediated V(D)J rearrangement in early lymphocytes. Furthermore, transcription factors (TFs), such as early B cell factor 1 (EBF1), paired box gene 5 (PAX5), and proto-oncogene myelocytomatosis oncogene (MYC), play critical roles in regulating recombination and maintaining normal B cell development. Therefore, the aberrant expression of these TFs may lead to hematologic neoplasms.
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Affiliation(s)
- Li Li
- Immune Mechanism and Therapy of Major Diseases of Luzhou Key Laboratory, School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
| | - Daiquan Zhang
- Department of Traditional Chinese Medicine, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Xinmei Cao
- Immune Mechanism and Therapy of Major Diseases of Luzhou Key Laboratory, School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
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4
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Huang T, Pi C, Xu X, Feng Y, Zhang J, Gu H, Fang J. Effect of BAFF blockade on the B cell receptor repertoire and transcriptome in a mouse model of systemic lupus erythematosus. Front Immunol 2024; 14:1307392. [PMID: 38264661 PMCID: PMC10803406 DOI: 10.3389/fimmu.2023.1307392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 12/18/2023] [Indexed: 01/25/2024] Open
Abstract
Introduction Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease. Anti-B-cell-activating factor (BAFF) therapy effectively depletes B cells and reduces SLE disease activity. This research aimed to evaluate the effect of BAFF blockade on B cell receptor (BCR) repertoire and gene expression. Methods Through next-generation sequencing, we analyzed gene expression and BCR repertoire in MRL/lpr mice that received long-term anti-BAFF therapy. Based on gene expression profiles, we predicted the relative proportion of immune cells using ImmuCellAI-mouse, validating our predictions via flow cytometry and FluoroSpot. Results The loss of BCR repertoire diversity and richness, along with increased clonality and differential frequency distribution of the immunoglobulin heavy chain variable (IGHV) segment gene usage, were observed in BAFF-blockade mice. Meanwhile, the distribution of complementarity-determining region 3 (CDR3) length and CDR3 amino acid usage remained unaffected. BAFF blockade resulted in extensive changes in gene expression, particularly that of genes related to B cells and immunoglobulins. Besides, the tumor necrosis factor (TNF)-α responses and interferon (IFN)-α/γ were downregulated, consistent with the decrease in IFN-γ and TNF-α serum levels following anti-BAFF therapy. In addition, BAFF blockade significantly reduced B cell subpopulations and plasmacytoid dendritic cells, and caused the depletion of antibody-secreting cells. Discussion Our comparative BCR repertoire and transcriptome analyses of MRL/lpr mice subjected to BAFF blockade provide innovative insights into the molecular pathophysiology of SLE.
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Affiliation(s)
- Tao Huang
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Chenyu Pi
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Xiaoqing Xu
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Yan Feng
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Jingming Zhang
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Hua Gu
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Jianmin Fang
- School of Life Sciences and Technology, Tongji University, Shanghai, China
- Biomedical Research Center, Tongji University Suzhou Institute, Suzhou, Jiangsu, China
- Department of Neurology, Tongji Hospital, Tongji University, Shanghai, China
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5
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Mielczarek O, Rogers CH, Zhan Y, Matheson LS, Stubbington MJT, Schoenfelder S, Bolland DJ, Javierre BM, Wingett SW, Várnai C, Segonds-Pichon A, Conn SJ, Krueger F, Andrews S, Fraser P, Giorgetti L, Corcoran AE. Intra- and interchromosomal contact mapping reveals the Igh locus has extensive conformational heterogeneity and interacts with B-lineage genes. Cell Rep 2023; 42:113074. [PMID: 37676766 PMCID: PMC10548092 DOI: 10.1016/j.celrep.2023.113074] [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: 02/27/2023] [Revised: 06/28/2023] [Accepted: 08/18/2023] [Indexed: 09/09/2023] Open
Abstract
To produce a diverse antibody repertoire, immunoglobulin heavy-chain (Igh) loci undergo large-scale alterations in structure to facilitate juxtaposition and recombination of spatially separated variable (VH), diversity (DH), and joining (JH) genes. These chromosomal alterations are poorly understood. Uncovering their patterns shows how chromosome dynamics underpins antibody diversity. Using tiled Capture Hi-C, we produce a comprehensive map of chromatin interactions throughout the 2.8-Mb Igh locus in progenitor B cells. We find that the Igh locus folds into semi-rigid subdomains and undergoes flexible looping of the VH genes to its 3' end, reconciling two views of locus organization. Deconvolution of single Igh locus conformations using polymer simulations identifies thousands of different structures. This heterogeneity may underpin the diversity of V(D)J recombination events. All three immunoglobulin loci also participate in a highly specific, developmentally regulated network of interchromosomal interactions with genes encoding B cell-lineage factors. This suggests a model of interchromosomal coordination of B cell development.
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Affiliation(s)
- Olga Mielczarek
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Carolyn H Rogers
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK; Immunology Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Yinxiu Zhan
- Friedrich Miescher Institute for Biomedical Research, Maulbeerstrasse 66, 4058 Basel, Switzerland
| | - Louise S Matheson
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK; Immunology Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Michael J T Stubbington
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Stefan Schoenfelder
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Daniel J Bolland
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK; Immunology Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Biola M Javierre
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Steven W Wingett
- Bioinformatics Group, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Csilla Várnai
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Anne Segonds-Pichon
- Bioinformatics Group, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Simon J Conn
- Flinders Health and Medical Research Institute, College of Medicine and Public Health, Flinders University, Bedford Park, SA 5042, Australia
| | - Felix Krueger
- Bioinformatics Group, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Simon Andrews
- Bioinformatics Group, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Peter Fraser
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK
| | - Luca Giorgetti
- Friedrich Miescher Institute for Biomedical Research, Maulbeerstrasse 66, 4058 Basel, Switzerland
| | - Anne E Corcoran
- Nuclear Dynamics Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK; Immunology Programme, Babraham Institute, Babraham Research Campus, Cambridge CB22 3AT, UK.
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6
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Korzhenevich J, Janowska I, van der Burg M, Rizzi M. Human and mouse early B cell development: So similar but so different. Immunol Lett 2023; 261:1-12. [PMID: 37442242 DOI: 10.1016/j.imlet.2023.07.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 06/09/2023] [Accepted: 07/10/2023] [Indexed: 07/15/2023]
Abstract
Early B cell development in the bone marrow ensures the replenishment of the peripheral B cell pool. Immature B cells continuously develop from hematopoietic stem cells, in a process guided by an intricate network of transcription factors as well as chemokine and cytokine signals. Humans and mice possess somewhat similar regulatory mechanisms of B lymphopoiesis. The continuous discovery of monogenetic defects that impact early B cell development in humans substantiates the similarities and differences with B cell development in mice. These differences become relevant when targeted therapeutic approaches are used in patients; therefore, predicting potential immunological adverse events is crucial. In this review, we have provided a phenotypical classification of human and murine early progenitors and B cell stages, based on surface and intracellular protein expression. Further, we have critically compared the role of key transcription factors (Ikaros, E2A, EBF1, PAX5, and Aiolos) and chemo- or cytokine signals (FLT3, c-kit, IL-7R, and CXCR4) during homeostatic and aberrant B lymphopoiesis in both humans and mice.
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Affiliation(s)
- Jakov Korzhenevich
- Division of Clinical and Experimental Immunology, Institute of Immunology, Center for Pathophysiology, Infectiology and Immunology, Medical University of Vienna, 1090, Vienna, Austria
| | - Iga Janowska
- Department of Rheumatology and Clinical Immunology, Freiburg University Medical Center, University of Freiburg, 79106, Freiburg, Germany
| | - Mirjam van der Burg
- Department of Pediatrics, Laboratory for Pediatric Immunology, Willem-Alexander Children's Hospital, Leiden University Medical Center, 2333, ZA Leiden, The Netherlands
| | - Marta Rizzi
- Division of Clinical and Experimental Immunology, Institute of Immunology, Center for Pathophysiology, Infectiology and Immunology, Medical University of Vienna, 1090, Vienna, Austria; Department of Rheumatology and Clinical Immunology, Freiburg University Medical Center, University of Freiburg, 79106, Freiburg, Germany; Center for Chronic Immunodeficiency, University Medical Center Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany; CIBSS - Centre for Integrative Biological Signalling Studies, University of Freiburg, 79104, Freiburg, Germany.
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7
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Sigvardsson M. Transcription factor networks link B-lymphocyte development and malignant transformation in leukemia. Genes Dev 2023; 37:703-723. [PMID: 37673459 PMCID: PMC10546977 DOI: 10.1101/gad.349879.122] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
Rapid advances in genomics have opened unprecedented possibilities to explore the mutational landscapes in malignant diseases, such as B-cell acute lymphoblastic leukemia (B-ALL). This disease is manifested as a severe defect in the production of normal blood cells due to the uncontrolled expansion of transformed B-lymphocyte progenitors in the bone marrow. Even though classical genetics identified translocations of transcription factor-coding genes in B-ALL, the extent of the targeting of regulatory networks in malignant transformation was not evident until the emergence of large-scale genomic analyses. There is now evidence that many B-ALL cases present with mutations in genes that encode transcription factors with critical roles in normal B-lymphocyte development. These include PAX5, IKZF1, EBF1, and TCF3, all of which are targeted by translocations or, more commonly, partial inactivation in cases of B-ALL. Even though there is support for the notion that germline polymorphisms in the PAX5 and IKZF1 genes predispose for B-ALL, the majority of leukemias present with somatic mutations in transcription factor-encoding genes. These genetic aberrations are often found in combination with mutations in genes that encode components of the pre-B-cell receptor or the IL-7/TSLP signaling pathways, all of which are important for early B-cell development. This review provides an overview of our current understanding of the molecular interplay that occurs between transcription factors and signaling events during normal and malignant B-lymphocyte development.
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Affiliation(s)
- Mikael Sigvardsson
- Department of Biomedical and Clinical Sciences, Linköping University, 58185 Linköping, Sweden; Division of Molecular Hematology, Lund University, 22184 Lund, Sweden
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Wu SC, Lai SW, Lu XJ, Lai HF, Chen YG, Chen PH, Ho CL, Wu YY, Chiu YL. Profiling of miRNAs and their interfering targets in peripheral blood mononuclear cells from patients with chronic myeloid leukaemia. Front Oncol 2023; 13:1173970. [PMID: 37476380 PMCID: PMC10356106 DOI: 10.3389/fonc.2023.1173970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Accepted: 06/16/2023] [Indexed: 07/22/2023] Open
Abstract
Introduction MicroRNAs may be implicated in the acquisition of drug resistance in chronic myeloid leukemia as they regulate the expression of not only BCR-ABL1 but also genes associated with the activation of drug transfer proteins or essential signaling pathways. Methods To understand the impact of specifically expressed miRNAs in chronic myeloid leukemia and their target genes, we collected peripheral blood mononuclear cells (PBMC) from patients diagnosed with chronic myeloid leukemia (CML) and healthy donors to determine whole miRNA expression by small RNA sequencing and screened out 31 differentially expressed microRNAs (DE-miRNAs) with high expression. With the utilization of miRNA set enrichment analysis tools, we present here a comprehensive analysis of the relevance of DE-miRNAs to disease and biological function. Furthermore, the literature-based miRNA-target gene database was used to analyze the overall target genes of the DE-miRNAs and to define their associated biological responses. We further integrated DE-miRNA target genes to identify CML miRNA targeted gene signature singscore (CMTGSS) and used gene-set enrichment analysis (GSEA) to analyze the correlation between CMTGSS and Hallmark gene-sets in PBMC samples from clinical CML patients. Finally, the association of CMTGSS stratification with multiple CML cell lineage gene sets was validated in PBMC samples from CML patients using GSEA. Results Although individual miRNAs have been reported to have varying degrees of impact on CML, overall, our results show that abnormally upregulated miRNAs are associated with apoptosis and aberrantly downregulated miRNAs are associated with cell cycle. The clinical database shows that our defined DE-miRNAs are associated with the prognosis of CML patients. CMTGSS-based stratification analysis presented a tendency for miRNAs to affect cell differentiation in the blood microenvironment. Conclusion Collectively, this study defined differentially expressed miRNAs by miRNA sequencing from clinical samples and comprehensively analyzed the biological functions of the differential miRNAs in association with the target genes. The analysis of the enrichment of specific myeloid differentiated cells and immune cells also suggests the magnitude and potential targets of differentially expressed miRNAs in the clinical setting. It helps us to make links between the different results obtained from the multi-faceted studies to provide more potential research directions.
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Affiliation(s)
- Sheng-Cheng Wu
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital Penghu Branch, Magong City, Taiwan
| | - Shiue-Wei Lai
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan
| | - Xin-Jie Lu
- Department of Biochemistry, National Defense Medical Center, Taipei City, Taiwan
| | - Hsing-Fan Lai
- Department of Biochemistry, National Defense Medical Center, Taipei City, Taiwan
| | - Yu-Guang Chen
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan
| | - Po-Huang Chen
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan
| | - Ching-Liang Ho
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan
| | - Yi-Ying Wu
- Division of Hematology and Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan
| | - Yi-Lin Chiu
- Department of Biochemistry, National Defense Medical Center, Taipei City, Taiwan
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Balcı AT, Ebeid MM, Benos PV, Kostka D, Chikina M. An intrinsically interpretable neural network architecture for sequence-to-function learning. Bioinformatics 2023; 39:i413-i422. [PMID: 37387140 PMCID: PMC10311317 DOI: 10.1093/bioinformatics/btad271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023] Open
Abstract
MOTIVATION Sequence-based deep learning approaches have been shown to predict a multitude of functional genomic readouts, including regions of open chromatin and RNA expression of genes. However, a major limitation of current methods is that model interpretation relies on computationally demanding post hoc analyses, and even then, one can often not explain the internal mechanics of highly parameterized models. Here, we introduce a deep learning architecture called totally interpretable sequence-to-function model (tiSFM). tiSFM improves upon the performance of standard multilayer convolutional models while using fewer parameters. Additionally, while tiSFM is itself technically a multilayer neural network, internal model parameters are intrinsically interpretable in terms of relevant sequence motifs. RESULTS We analyze published open chromatin measurements across hematopoietic lineage cell-types and demonstrate that tiSFM outperforms a state-of-the-art convolutional neural network model custom-tailored to this dataset. We also show that it correctly identifies context-specific activities of transcription factors with known roles in hematopoietic differentiation, including Pax5 and Ebf1 for B-cells, and Rorc for innate lymphoid cells. tiSFM's model parameters have biologically meaningful interpretations, and we show the utility of our approach on a complex task of predicting the change in epigenetic state as a function of developmental transition. AVAILABILITY AND IMPLEMENTATION The source code, including scripts for the analysis of key findings, can be found at https://github.com/boooooogey/ATAConv, implemented in Python.
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Affiliation(s)
- Ali Tuğrul Balcı
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Pittsburgh, PA 15213, United States
- Department of Computational and Systems Biology, University of Pittsburgh, Pittsburgh, PA 15213, United States
| | - Mark Maher Ebeid
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Pittsburgh, PA 15213, United States
- Department of Computational and Systems Biology, University of Pittsburgh, Pittsburgh, PA 15213, United States
| | - Panayiotis V Benos
- Department of Epidemiology, University of Florida, Gainesville, FL 32610, United States
| | - Dennis Kostka
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Pittsburgh, PA 15213, United States
- Department of Computational and Systems Biology, University of Pittsburgh, Pittsburgh, PA 15213, United States
- Department of Developmental Biology, University of Pittsburgh, Pittsburgh, PA 15213, United States
| | - Maria Chikina
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Pittsburgh, PA 15213, United States
- Department of Computational and Systems Biology, University of Pittsburgh, Pittsburgh, PA 15213, United States
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10
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Fouad FM, Eid JI. PAX5 fusion genes in acute lymphoblastic leukemia: A literature review. Medicine (Baltimore) 2023; 102:e33836. [PMID: 37335685 DOI: 10.1097/md.0000000000033836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/21/2023] Open
Abstract
Acute lymphoblastic leukemia (ALL) is a common cancer affecting children worldwide. The development of ALL is driven by several genes, some of which can be targeted for treatment by inhibiting gene fusions. PAX5 is frequently mutated in ALL and is involved in chromosomal rearrangements and translocations. Mutations in PAX5 interact with other genes, such as ETV6 and FOXP1, which influence B-cell development. PAX5/ETV6 has been observed in both B-ALL patients and a mouse model. The interaction between PAX5 and FOXP1 negatively suppresses the Pax5 gene in B-ALL patients. Additionally, ELN and PML genes have been found to fuse with PAX5, leading to adverse effects on B-cell differentiation. ELN-PAX5 interaction results in the decreased expression of LEF1, MB1, and BLNK, while PML-PAX5 is critical in the early stages of leukemia. PAX5 fusion genes prevent the transcription of the PAX5 gene, making it an essential target gene for the study of leukemia progression and the diagnosis of B-ALL.
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Affiliation(s)
- Fatma Mohamed Fouad
- Biology Department, College of Science, Sultan Qaboos University, Muscat, Oman
- Chemistry Department, Biotechnology/Bimolecular Chemistry program, Faculty of Science, Cairo University, Giza, Egypt
| | - Jehane I Eid
- Zoology Department, Faculty of Science, Cairo University, Giza, Egypt
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11
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Balcı AT, Ebeid MM, Benos PV, Kostka D, Chikina M. An intrinsically interpretable neural network architecture for sequence to function learning. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.25.525572. [PMID: 36747873 PMCID: PMC9900791 DOI: 10.1101/2023.01.25.525572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Motivation Sequence-based deep learning approaches have been shown to predict a multitude of functional genomic readouts, including regions of open chromatin and RNA expression of genes. However, a major limitation of current methods is that model interpretation relies on computationally demanding post-hoc analyses, and even then, we often cannot explain the internal mechanics of highly parameterized models. Here, we introduce a deep learning architecture called tiSFM (totally interpretable sequence to function model). tiSFM improves upon the performance of standard multi-layer convolutional models while using fewer parameters. Additionally, while tiSFM is itself technically a multi-layer neural network, internal model parameters are intrinsically interpretable in terms of relevant sequence motifs. Results tiSFM's model architecture makes use of convolutions with a fixed set of kernel weights representing known transcription factor (TF) binding site motifs. We analyze published open chromatin measurements across hematopoietic lineage cell-types and demonstrate that tiSFM outperforms a state- of-the-art convolutional neural network model custom-tailored to this dataset. We also show that it correctly identifies context specific activities of transcription factors with known roles in hematopoietic differentiation, including Pax5 and Ebf1 for B-cells, and Rorc for innate lymphoid cells. tiSFM's model parameters have biologically meaningful interpretations, and we show the utility of our approach on a complex task of predicting the change in epigenetic state as a function of developmental transition. Availability and implementation The source code, including scripts for the analysis of key findings, can be found at https://github.com/boooooogey/ATAConv , implemented in Python. Contact atb44@pitt.edu.
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Affiliation(s)
- Ali Tuğrul Balcı
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Institution, Pittsburgh, 15213, United States,Department of Computational and Systems Biology University of Pittsburgh, Pittsburgh, 15213, Unites States
| | - Mark Maher Ebeid
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Institution, Pittsburgh, 15213, United States,Department of Computational and Systems Biology University of Pittsburgh, Pittsburgh, 15213, Unites States
| | - Panayiotis V Benos
- Department of Epidemiology, University of Florida, Gainesville, 32610, Unites States
| | - Dennis Kostka
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Institution, Pittsburgh, 15213, United States,Department of Computational and Systems Biology University of Pittsburgh, Pittsburgh, 15213, Unites States, (D.K.) and (M.C.)
| | - Maria Chikina
- Joint Carnegie Mellon University-University of Pittsburgh Program in Computational Biology, Institution, Pittsburgh, 15213, United States,Department of Computational and Systems Biology University of Pittsburgh, Pittsburgh, 15213, Unites States, (D.K.) and (M.C.)
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12
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Lenaerts A, Kucinski I, Deboutte W, Derecka M, Cauchy P, Manke T, Göttgens B, Grosschedl R. EBF1 primes B-lymphoid enhancers and limits the myeloid bias in murine multipotent progenitors. J Exp Med 2022; 219:213432. [PMID: 36048017 PMCID: PMC9437269 DOI: 10.1084/jem.20212437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 06/23/2022] [Accepted: 08/03/2022] [Indexed: 11/04/2022] Open
Abstract
Hematopoietic stem cells (HSCs) and multipotent progenitors (MPPs) generate all cells of the blood system. Despite their multipotency, MPPs display poorly understood lineage bias. Here, we examine whether lineage-specifying transcription factors, such as the B-lineage determinant EBF1, regulate lineage preference in early progenitors. We detect low-level EBF1 expression in myeloid-biased MPP3 and lymphoid-biased MPP4 cells, coinciding with expression of the myeloid determinant C/EBPα. Hematopoietic deletion of Ebf1 results in enhanced myelopoiesis and reduced HSC repopulation capacity. Ebf1-deficient MPP3 and MPP4 cells exhibit an augmented myeloid differentiation potential and a transcriptome with an enriched C/EBPα signature. Correspondingly, EBF1 binds the Cebpa enhancer, and the deficiency and overexpression of Ebf1 in MPP3 and MPP4 cells lead to an up- and downregulation of Cebpa expression, respectively. In addition, EBF1 primes the chromatin of B-lymphoid enhancers specifically in MPP3 cells. Thus, our study implicates EBF1 in regulating myeloid/lymphoid fate bias in MPPs by constraining C/EBPα-driven myelopoiesis and priming the B-lymphoid fate.
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Affiliation(s)
- Aurelie Lenaerts
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany.,International Max Planck Research School for Molecular and Cellular Biology, Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany.,Faculty of Biology, University of Freiburg, Freiburg, Germany
| | - Iwo Kucinski
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Haematology, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
| | - Ward Deboutte
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Marta Derecka
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Pierre Cauchy
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Thomas Manke
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Berthold Göttgens
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Haematology, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
| | - Rudolf Grosschedl
- Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
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13
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Jia Z, Gu Z. PAX5 alterations in B-cell acute lymphoblastic leukemia. Front Oncol 2022; 12:1023606. [PMID: 36387144 PMCID: PMC9640836 DOI: 10.3389/fonc.2022.1023606] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 10/13/2022] [Indexed: 12/01/2022] Open
Abstract
PAX5, a master regulator of B cell development and maintenance, is one of the most common targets of genetic alterations in B-cell acute lymphoblastic leukemia (B-ALL). PAX5 alterations consist of copy number variations (whole gene, partial, or intragenic), translocations, and point mutations, with distinct distribution across B-ALL subtypes. The multifaceted functional impacts such as haploinsufficiency and gain-of-function of PAX5 depending on specific variants have been described, thereby the connection between the blockage of B cell development and the malignant transformation of normal B cells has been established. In this review, we provide the recent advances in understanding the function of PAX5 in orchestrating the development of both normal and malignant B cells over the past decade, with a focus on the PAX5 alterations shown as the initiating or driver events in B-ALL. Recent large-scale genomic analyses of B-ALL have identified multiple novel subtypes driven by PAX5 genetic lesions, such as the one defined by a distinct gene expression profile and PAX5 P80R mutation, which is an exemplar leukemia entity driven by a missense mutation. Although altered PAX5 is shared as a driver in B-ALL, disparate disease phenotypes and clinical outcomes among the patients indicate further heterogeneity of the underlying mechanisms and disturbed gene regulation networks along the disease development. In-depth mechanistic studies in human B-ALL and animal models have demonstrated high penetrance of PAX5 variants alone or concomitant with other genetic lesions in driving B-cell malignancy, indicating the altered PAX5 and deregulated genes may serve as potential therapeutic targets in certain B-ALL cases.
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Affiliation(s)
- Zhilian Jia
- Department of Computational and Quantitative Medicine, Beckman Research Institute of City of Hope, Duarte, CA, United States
- Department of Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA, United States
| | - Zhaohui Gu
- Department of Computational and Quantitative Medicine, Beckman Research Institute of City of Hope, Duarte, CA, United States
- Department of Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA, United States
- *Correspondence: Zhaohui Gu,
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14
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Marsman C, Verstegen NJM, Streutker M, Jorritsma T, Boon L, ten Brinke A, van Ham SM. Termination of CD40L co-stimulation promotes human B cell differentiation into antibody-secreting cells. Eur J Immunol 2022; 52:1662-1675. [PMID: 36073009 PMCID: PMC9825913 DOI: 10.1002/eji.202249972] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 08/01/2022] [Accepted: 09/05/2022] [Indexed: 01/11/2023]
Abstract
Human naïve B cells are notoriously difficult to differentiate into antibody-secreting cells (ASCs) in vitro while maintaining sufficient cell numbers to evaluate the differentiation process. B cells require T follicular helper (TFH ) cell-derived signals like CD40L and IL-21 during germinal center (GC) responses to undergo differentiation into ASCs. Cognate interactions between B and TFH cells are transient; after TFH contact, B cells cycle between GC light and dark zones where TFH contact is present and absent, respectively. Here, we elucidated that the efficacy of naïve B cells in ACS differentiation is dramatically enhanced by the release of CD40L stimulation. Multiparameter phospho-flow and transcription factor (TF)-flow cytometry revealed that termination of CD40L stimulation downmodulates NF-κB and STAT3 signaling. Furthermore, the termination of CD40 signaling downmodulates C-MYC, while promoting ASC TFs BLIMP1 and XBP-1s. Reduced levels of C-MYC in the differentiating B cells are later associated with crucial downmodulation of the B cell signature TF PAX5 specifically upon the termination of CD40 signaling, resulting in the differentiation of BLIMP1 high expressing cells into ASCs. The data presented here are the first steps to provide further insights how the transient nature of CD40 signaling is in fact needed for efficient human naïve B cell differentiation to ASCs.
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Affiliation(s)
- Casper Marsman
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Landsteiner Laboratory, Amsterdam UMCUniversity of AmsterdamAmsterdamThe Netherlands
| | - Niels JM Verstegen
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Landsteiner Laboratory, Amsterdam UMCUniversity of AmsterdamAmsterdamThe Netherlands
| | - Marij Streutker
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Landsteiner Laboratory, Amsterdam UMCUniversity of AmsterdamAmsterdamThe Netherlands
| | - Tineke Jorritsma
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Landsteiner Laboratory, Amsterdam UMCUniversity of AmsterdamAmsterdamThe Netherlands
| | | | - Anja ten Brinke
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Landsteiner Laboratory, Amsterdam UMCUniversity of AmsterdamAmsterdamThe Netherlands
| | - S. Marieke van Ham
- Sanquin ResearchDepartment of ImmunopathologyUniversity of AmsterdamAmsterdamThe Netherlands,Swammerdam Institute for Life SciencesUniversity of AmsterdamAmsterdamThe Netherlands
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15
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EBNA2-EBF1 complexes promote MYC expression and metabolic processes driving S-phase progression of Epstein-Barr virus-infected B cells. Proc Natl Acad Sci U S A 2022; 119:e2200512119. [PMID: 35857872 PMCID: PMC9335265 DOI: 10.1073/pnas.2200512119] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Epstein-Barr virus (EBV) is a human tumor virus which preferentially infects resting human B cells. Upon infection in vitro, EBV activates and immortalizes these cells. The viral latent protein EBV nuclear antigen 2 (EBNA2) is essential for B cell activation and immortalization; it targets and binds the cellular and ubiquitously expressed DNA-binding protein CBF1, thereby transactivating a plethora of viral and cellular genes. In addition, EBNA2 uses its N-terminal dimerization (END) domain to bind early B cell factor 1 (EBF1), a pioneer transcription factor specifying the B cell lineage. We found that EBNA2 exploits EBF1 to support key metabolic processes and to foster cell cycle progression of infected B cells in their first cell cycles upon activation. The α1-helix within the END domain was found to promote EBF1 binding. EBV mutants lacking the α1-helix in EBNA2 can infect and activate B cells efficiently, but activated cells fail to complete the early S phase of their initial cell cycle. Expression of MYC, target genes of MYC and E2F, as well as multiple metabolic processes linked to cell cycle progression are impaired in EBVΔα1-infected B cells. Our findings indicate that EBF1 controls B cell activation via EBNA2 and, thus, has a critical role in regulating the cell cycle of EBV-infected B cells. This is a function of EBF1 going beyond its well-known contribution to B cell lineage specification.
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16
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Pan J, Hu S, Ren X, Hu H, Deng X, Yu B, Cobos I, Chen X, Zhang W. Whole-Transcriptome Profiling and circRNA-miRNA-mRNA Regulatory Networks in B-Cell Development. Front Immunol 2022; 13:812924. [PMID: 35386709 PMCID: PMC8978327 DOI: 10.3389/fimmu.2022.812924] [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: 11/10/2021] [Accepted: 02/11/2022] [Indexed: 11/13/2022] Open
Abstract
The generation and differentiation of B lymphocytes (B cells) is a flexible process with many critical regulatory factors. Previous studies indicated that non-coding RNAs play multiple roles in the development of lymphocytes. However, little has been known about the circular RNA (circRNA) profiles and their competing endogenous RNA (ceRNA) networks in B-cell development and differentiation. Here, four B-cell subsets were purified from single-cell suspensions of mouse bone marrow. Then RNA sequencing (RNA-Seq) was used to display expression profiles of circRNAs, miRNAs and mRNAs during B-cell differentiation. 175, 203, 219 and 207 circRNAs were specifically expressed in pro-B cells, pre-B cells, immature B cells and mature B cells, respectively. The circRNA-associated ceRNA networks constructed in two sequential stages of B-cell differentiation revealed the potential mechanism of circRNAs in these processes. This study is the first to explore circRNA profiles and circRNA-miRNA-mRNA networks in different B-cell developmental stages of mouse bone marrow, which contribute to further research on their mechanism in B-cell development and differentiation.
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Affiliation(s)
- Jie Pan
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China.,Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, United States
| | - Saineng Hu
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China
| | - Xuanyao Ren
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China
| | - Hao Hu
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China
| | - Xiaoying Deng
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China
| | - Bo Yu
- Department of Dermatology, Peking University Shenzhen Hospital, Shenzhen, China
| | - Inma Cobos
- Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, United States
| | - Xiaofan Chen
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China
| | - Wei Zhang
- Biomedical Research Institute, Shenzhen Peking University - The Hong Kong University of Science and Technology Medical Center, Shenzhen, China.,Greater Bay Biomedical Innocenter, Shenzhen Bay Laboratory, Shenzhen, China
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17
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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: 1.7] [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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18
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Liang M, Gong D, Wang L, Liang X, Meng J, Huang W, Zhou J. PAX5 haploinsufficiency induced CD8+ T cells dysfunction or exhaustion by high expression of immune inhibitory-related molecules. Cancer Treat Res Commun 2021; 28:100437. [PMID: 34425470 DOI: 10.1016/j.ctarc.2021.100437] [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: 04/05/2021] [Revised: 06/11/2021] [Accepted: 07/09/2021] [Indexed: 11/15/2022]
Abstract
PURPOSE PAX5 haploinsufficiency promoting tumorigenesis is related to immune escape. But the mechanisms of PAX5 mutations inducing tumor immune escape have not been clarified. Our aim was to study how PAX5 haploinsufficiency influences effector CD8 + T cells in tumor microenvironment. METHODS We estimated the proportions of 22 immune cell types and the expressions of immune inhibitory-related molecules based on gene expression profiles (GEPs) from children's B- acute lymphoblastic leukemia(B-ALL) with PAX5 mutations by CIBERSORT, an established algorithm. We constructed the PAX5 haplodeletion A20 cell lines, built allografted A20 tumor models and evaluated the effect of PAX5 haplodeletion on immune inhibitory-related molecules in the tumor microenvironment (TME). RESULTS Our results indicated the percentages of T cells in bone marrow of children's B-ALL with PAX5 mutations were not statistically different from that in bone marrow of B-ALL without PAX5 mutations, except for T follicular helper (Tfh) cells. But a variety of up-regulated immune inhibitory-related molecules in bone marrow of children's B- ALL with PAX5 mutations were identified. By different approaches, we found that several immune inhibitory-related molecules of CD8+ T cells in TME of PAX5 haplodeletion clones such as TIM3, NR4A1 and BATF, were increased significantly compared with that of PAX5 wild type control. The IFN-ɤ of CD8+ T cells in TME of PAX5 haplodeletion tumors was decreased significantly compared with that of PAX5 wild type control. CONCLUSION Our study showed that PAX5 haploinsufficiency induced CD8+ T cells dysfunction or exhaustion by high expression of TIM3, NR4A1 and BATF in the CD8+ T cells of TME.
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Affiliation(s)
- Mi Liang
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
| | - Duanhao Gong
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
| | - Lei Wang
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
| | - Xue Liang
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
| | - Jiao Meng
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
| | - Wei Huang
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China.
| | - Jianfeng Zhou
- Department of Hematology, Tongji Hospital, Tongji Medical College, Hua Zhong University of Science and Technology, Wu Han, Hubei, China
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19
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Kasprzyk ME, Sura W, Dzikiewicz-Krawczyk A. Enhancing B-Cell Malignancies-On Repurposing Enhancer Activity towards Cancer. Cancers (Basel) 2021; 13:3270. [PMID: 34210001 PMCID: PMC8269369 DOI: 10.3390/cancers13133270] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 06/24/2021] [Accepted: 06/28/2021] [Indexed: 01/19/2023] Open
Abstract
B-cell lymphomas and leukemias derive from B cells at various stages of maturation and are the 6th most common cancer-related cause of death. While the role of several oncogenes and tumor suppressors in the pathogenesis of B-cell neoplasms was established, recent research indicated the involvement of non-coding, regulatory sequences. Enhancers are DNA elements controlling gene expression in a cell type- and developmental stage-specific manner. They ensure proper differentiation and maturation of B cells, resulting in production of high affinity antibodies. However, the activity of enhancers can be redirected, setting B cells on the path towards cancer. In this review we discuss different mechanisms through which enhancers are exploited in malignant B cells, from the well-studied translocations juxtaposing oncogenes to immunoglobulin loci, through enhancer dysregulation by sequence variants and mutations, to enhancer hijacking by viruses. We also highlight the potential of therapeutic targeting of enhancers as a direction for future investigation.
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20
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Strid T, Okuyama K, Tingvall-Gustafsson J, Kuruvilla J, Jensen CT, Lang S, Prasad M, Somasundaram R, Åhsberg J, Cristobal S, Soneji S, Ungerbäck J, Sigvardsson M. B Lymphocyte Specification Is Preceded by Extensive Epigenetic Priming in Multipotent Progenitors. THE JOURNAL OF IMMUNOLOGY 2021; 206:2700-2713. [PMID: 34021049 DOI: 10.4049/jimmunol.2100048] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Accepted: 03/27/2021] [Indexed: 11/19/2022]
Abstract
B lymphocyte development is dependent on the interplay between the chromatin landscape and lineage-specific transcription factors. It has been suggested that B lineage commitment is associated with major changes in the nuclear chromatin environment, proposing a critical role for lineage-specific transcription factors in the formation of the epigenetic landscape. In this report, we have used chromosome conformation capture in combination with assay for transposase-accessible chromatin sequencing analysis to enable highly efficient annotation of both proximal and distal transcriptional control elements to genes activated in B lineage specification in mice. A large majority of these genes were annotated to at least one regulatory element with an accessible chromatin configuration in multipotent progenitors. Furthermore, the majority of binding sites for the key regulators of B lineage specification, EBF1 and PAX5, occurred in already accessible regions. EBF1 did, however, cause a dynamic change in assay for transposase-accessible chromatin accessibility and was critical for an increase in distal promoter-enhancer interactions. Our data unravel an extensive epigenetic priming at regulatory elements annotated to lineage-restricted genes and provide insight into the interplay between the epigenetic landscape and transcription factors in cell specification.
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Affiliation(s)
- Tobias Strid
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden.,Division of Molecular Hematology, Lund University, Lund, Sweden; and.,Department of Clinical Pathology, Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Kazuki Okuyama
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | | | - Jacob Kuruvilla
- Division of Molecular Hematology, Lund University, Lund, Sweden; and
| | | | - Stefan Lang
- Division of Molecular Hematology, Lund University, Lund, Sweden; and
| | - Mahadesh Prasad
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Rajesh Somasundaram
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Josefine Åhsberg
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Susana Cristobal
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Shamit Soneji
- Division of Molecular Hematology, Lund University, Lund, Sweden; and
| | - Jonas Ungerbäck
- Division of Molecular Hematology, Lund University, Lund, Sweden; and
| | - Mikael Sigvardsson
- Department of Biological and Clinical Sciences, Linköping University, Linköping, Sweden; .,Division of Molecular Hematology, Lund University, Lund, Sweden; and
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