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Jay A, Pondevida CM, Vahedi G. The epigenetic landscape of fate decisions in T cells. Nat Immunol 2025; 26:544-556. [PMID: 40108419 DOI: 10.1038/s41590-025-02113-x] [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: 10/09/2024] [Accepted: 02/14/2025] [Indexed: 03/22/2025]
Abstract
Specialized T cell subsets mediate adaptive immunity in response to cytokine signaling and specific transcription factor activity. The epigenetic landscape of T cells has an important role in facilitating and establishing T cell fate decisions. Here, we review the interplay between transcription factors, histone modifications, DNA methylation and three-dimensional chromatin organization to define key elements of the epigenetic landscape in T cells. We introduce key technologies in the areas of sequencing, microscopy and proteomics that have enabled the multi-scale profiling of the epigenetic landscape. We highlight the dramatic changes of the epigenetic landscape as multipotent progenitor cells commit to the T cell lineage during development and discuss the epigenetic changes that favor the emergence of CD4+ and CD8+ T cells. Finally, we discuss the inheritance of epigenetic marks and its potential effects on immune responses as well as therapeutic strategies with potential for epigenetic regulation.
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Affiliation(s)
- Atishay Jay
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Carlos M Pondevida
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Golnaz Vahedi
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Institute for Immunology and Immune Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Institute for Diabetes, Obesity and Metabolism, University of Pennsylvania, Philadelphia, PA, USA.
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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2
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Wang B, Bian Q. Regulation of 3D genome organization during T cell activation. FEBS J 2025; 292:1833-1852. [PMID: 38944686 DOI: 10.1111/febs.17211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 04/23/2024] [Accepted: 06/14/2024] [Indexed: 07/01/2024]
Abstract
Within the three-dimensional (3D) nuclear space, the genome organizes into a series of orderly structures that impose important influences on gene regulation. T lymphocytes, crucial players in adaptive immune responses, undergo intricate transcriptional remodeling upon activation, leading to differentiation into specific effector and memory T cell subsets. Recent evidence suggests that T cell activation is accompanied by dynamic changes in genome architecture at multiple levels, providing a unique biological context to explore the functional relevance and molecular mechanisms of 3D genome organization. Here, we summarize recent advances that link the reorganization of genome architecture to the remodeling of transcriptional programs and conversion of cell fates during T cell activation and differentiation. We further discuss how various chromatin architecture regulators, including CCCTC-binding factor and several transcription factors, collectively modulate the genome architecture during this process.
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Affiliation(s)
- Bao Wang
- Shanghai Institute of Precision Medicine, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, China
- Shanghai Key Laboratory of Reproductive Medicine, Shanghai Jiao Tong University School of Medicine, China
| | - Qian Bian
- Shanghai Institute of Precision Medicine, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, China
- Shanghai Key Laboratory of Reproductive Medicine, Shanghai Jiao Tong University School of Medicine, China
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3
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Ward AI, de las Heras JI, Schirmer EC, Fassati A. Memory CD4+ T cells sequentially restructure their 3D genome during stepwise activation. Front Cell Dev Biol 2025; 13:1514627. [PMID: 40018706 PMCID: PMC11866950 DOI: 10.3389/fcell.2025.1514627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Accepted: 01/07/2025] [Indexed: 03/01/2025] Open
Abstract
Background CD4+ T cells are a highly differentiated cell type that maintain enough transcriptomic plasticity to cycle between activated and memory statuses. How the 1D chromatin state and 3D chromatin architecture support this plasticity is under intensive investigation. Methods Here, we wished to test a commercially available in situ Hi-C kit (Arima Genomics Inc.) to establish whether published performance on limiting cell numbers from clonal cell lines copies across to a primary immune cell type. We achieved comparable contact matrices from 50,000, 250,000, and 1,000,000 memory CD4+ T-cell inputs. We generated multiple Hi-C and RNA-seq libraries from the same biological blood donors under three separate conditions: unstimulated fresh ex vivo, IL-2-only stimulated, and T cell receptor (TCR)+CD28+IL-2-stimulated, conferring increasingly stronger activation signals. We wished to capture the magnitude and progression of 3D chromatin shifts and correlate these to expression changes under the two stimulations. Results Although some genome organization changes occurred concomitantly with changes in gene expression, at least as many changes occurred without corresponding changes in expression. Counter to the hypothesis that topologically associated domains (TADs) are largely invariant structures providing a scaffold for dynamic looping contacts between enhancers and promotors, we found that there were at least as many dynamic TAD changes. Stimulation with IL-2 alone triggered many changes in genome organization, and many of these changes were strengthened by additional TCR and CD28 co-receptor stimulation. Conclusions This suggests a stepwise process whereby mCD4+ T cells undergo sequential buildup of 3D architecture induced by distinct or combined stimuli likely to "prime" or "deprime" them for expression responses to subsequent TCR-antigen ligation or additional cytokine stimulation.
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Affiliation(s)
- Alexander I. Ward
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London, United Kingdom
| | | | - Eric C. Schirmer
- Institute of Cell Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Ariberto Fassati
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London, United Kingdom
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4
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Jiang G, Zou Y, Zhao D, Yu J. Optimising vaccine immunogenicity in ageing populations: key strategies. THE LANCET. INFECTIOUS DISEASES 2025; 25:e23-e33. [PMID: 39326424 DOI: 10.1016/s1473-3099(24)00497-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 07/17/2024] [Accepted: 07/25/2024] [Indexed: 09/28/2024]
Abstract
Vaccination has been shown to be the most effective means of preventing infectious diseases, although older people commonly have a suboptimal immune response to vaccines and thus impaired protection against subsequent adverse outcomes. This Review provides an overview of the existing mechanistic insights into compromised vaccine response for respiratory infectious diseases in older people, defined as aged 65 years and older, including immunosenescence, epigenetic regulation, trained immunity, and gut microbiota. We further summarise the latest proven or potential strategies to strengthen weakened immunogenicity. Insights from these analyses will be conducive to the development of the next generation of vaccines.
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Affiliation(s)
- Guangzhen Jiang
- Guangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, China; School of Life Sciences, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Yushu Zou
- Department of Biomedical Informatics, School of Basic Medical Sciences and State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing, China
| | - Dongyu Zhao
- Department of Biomedical Informatics, School of Basic Medical Sciences and State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing, China.
| | - Jingyou Yu
- State Key Laboratory of Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China; Guangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, China.
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5
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Golec DP, Gazzinelli-Guimaraes P, Chauss D, Nagashima H, Yu K, Hill T, Nivelo L, Cannons JL, Perry J, Joshi I, Pereira N, Oliveira FMS, Cruz AC, Druey KM, Lack JB, Nutman TB, Villarino AV, O'Shea JJ, Afzali B, Schwartzberg PL. A PI3Kδ-Foxo1-FasL signaling amplification loop rewires CD4 + T helper cell signaling, differentiation and epigenetic remodeling. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.28.620691. [PMID: 39803425 PMCID: PMC11722529 DOI: 10.1101/2024.10.28.620691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
While inputs regulating CD4+ T helper cell (Th) differentiation are well-defined, the integration of downstream signaling with transcriptional and epigenetic programs that define Th-lineage identity remain unresolved. PI3K signaling is a critical regulator of T cell function; activating mutations affecting PI3Kδ result in an immunodeficiency with multiple T cell defects. Using mice expressing activated-PI3Kδ, we found aberrant expression of proinflammatory Th1-signature genes under Th2-inducing conditions, both in vivo and in vitro. This dysregulation was driven by a robust PI3Kδ-IL-2-Foxo1 signaling loop, fueling Foxo1-inactivation, loss of Th2-lineage restriction, altered chromatin accessibility and global impairment of CTCF-DNA interactions. Surprisingly, ablation of Fasl, a Foxo1-repressed gene, restored normal Th2 differentiation, TCR signaling and CTCF expression. BioID revealed Fas interactions with TCR-signaling components, which were supported by Fas-mediated potentiation of TCR signaling. Our results highlight Fas-FasL signaling as a critical intermediate in phenotypes driven by activated-PI3Kδ, thereby linking two key pathways of immune dysregulation.
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Affiliation(s)
- Dominic P Golec
- Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - Pedro Gazzinelli-Guimaraes
- Department of Microbiology, Immunology and Tropical Medicine, School of Medicine and Health Science, George Washington University, Washington, DC, USA
| | - Daniel Chauss
- Immunoregulation Section, NIDDK, NIH, Bethesda, MD, USA
| | | | - Kang Yu
- Lymphocyte Cell Biology Section, NIAMS, NIH, Bethesda, MD, USA
| | - Tom Hill
- NIAID Collaborative Bioinformatics Resource (NCBR), NIAID, NIH, Bethesda, MD, USA
| | - Luis Nivelo
- Department of Microbiology and Immunology, Miller School of Medicine, University of Miami, Miami, FL, USA
| | | | - Jillian Perry
- Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - Ilin Joshi
- Laboratory of Allergic Diseases, NIAID, NIH, Bethesda, Maryland, USA
| | - Nicolas Pereira
- Laboratory of Allergic Diseases, NIAID, NIH, Bethesda, Maryland, USA
| | - Fabrício Marcus Silva Oliveira
- Department of Microbiology, Immunology and Tropical Medicine, School of Medicine and Health Science, George Washington University, Washington, DC, USA
| | - Anthony C Cruz
- Lymphocyte Cell Biology Section, NIAMS, NIH, Bethesda, MD, USA
| | - Kirk M Druey
- Laboratory of Allergic Diseases, NIAID, NIH, Bethesda, Maryland, USA
| | - Justin B Lack
- NIAID Collaborative Bioinformatics Resource (NCBR), NIAID, NIH, Bethesda, MD, USA
| | - Thomas B Nutman
- Laboratory of Parasitic Diseases, NIAID, NIH, Bethesda, MD, USA
| | - Alejandro V Villarino
- Department of Microbiology and Immunology, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - John J O'Shea
- Lymphocyte Cell Biology Section, NIAMS, NIH, Bethesda, MD, USA
| | - Behdad Afzali
- Immunoregulation Section, NIDDK, NIH, Bethesda, MD, USA
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6
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Wang S, Meng L, Xu N, Chen H, Xiao Z, Lu D, Fan X, Xia L, Chen J, Zheng S, Wei Q, Wei X, Xu X. Hepatocellular carcinoma-specific epigenetic checkpoints bidirectionally regulate the antitumor immunity of CD4 + T cells. Cell Mol Immunol 2024; 21:1296-1308. [PMID: 39300319 PMCID: PMC11528031 DOI: 10.1038/s41423-024-01215-0] [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: 03/20/2024] [Accepted: 09/03/2024] [Indexed: 09/22/2024] Open
Abstract
Hepatocellular carcinoma (HCC) is a highly malignant tumor with significant global health implications. The role of CD4+ T cells, particularly conventional CD4+ T cells (Tconvs), in HCC progression remains unexplored. Furthermore, epigenetic factors are crucial in immune regulation, yet their specific role in HCC-infiltrating Tconv cells remains elusive. This study elucidates the role of MATR3, an epigenetic regulator, in modulating Tconv activity and immune evasion within the HCC microenvironment. Reanalysis of the scRNA-seq data revealed that early activation of CD4+ T cells is crucial for establishing an antitumor immune response. In vivo and in vitro experiments revealed that Tconv enhances cDC1-induced CD8+ T-cell activation. Screening identified MATR3 as a critical regulator of Tconv function, which is necessary for antitumour activity but harmful when overexpressed. Excessive MATR3 expression exacerbates Tconv exhaustion and impairs function by recruiting the SWI/SNF complex to relax chromatin in the TOX promoter region, leading to aberrant transcriptional changes. In summary, MATR3 is an HCC-specific epigenetic checkpoint that bidirectionally regulates Tconv antitumour immunity, suggesting new therapeutic strategies targeting epigenetic regulators to enhance antitumour immunity in HCC.
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Affiliation(s)
- Shuai Wang
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou First People's Hospital, Hangzhou, 310006, China.
| | - Lijun Meng
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou First People's Hospital, Hangzhou, 310006, China
| | - Nan Xu
- Zhejiang University School of Medicine, Hangzhou, 310000, Zhejiang, China
| | - Huan Chen
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhaofeng Xiao
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, China
| | - Di Lu
- School of Clinical Medicine, Hangzhou Medical College, Hangzhou, 310059, Zhejiang, China
- NHC Key Laboratory of Combined Multi-Organ Transplantation Hangzhou China, Hangzhou, China
| | - Xiaohui Fan
- National Key Laboratory of Chinese Medicine Modernization, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, 314103, China
| | - Limin Xia
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers and National Clinical Research Center for Digestive Diseases, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Jun Chen
- NHC Key Laboratory of Combined Multi-Organ Transplantation Hangzhou China, Hangzhou, China
- Department of Hepatobiliary & Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, 310000, China
| | - Shusen Zheng
- NHC Key Laboratory of Combined Multi-Organ Transplantation Hangzhou China, Hangzhou, China
- Shulan (Hangzhou) Hospital Affiliated to Zhejiang Shuren University Shulan International Medical College, Hangzhou, 310000, Zhejiang, China
| | - Qiang Wei
- School of Clinical Medicine, Hangzhou Medical College, Hangzhou, 310059, Zhejiang, China
- NHC Key Laboratory of Combined Multi-Organ Transplantation Hangzhou China, Hangzhou, China
| | - Xuyong Wei
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou First People's Hospital, Hangzhou, 310006, China.
| | - Xiao Xu
- School of Clinical Medicine, Hangzhou Medical College, Hangzhou, 310059, Zhejiang, China.
- NHC Key Laboratory of Combined Multi-Organ Transplantation Hangzhou China, Hangzhou, China.
- Institute of Translational Medicine, Zhejiang University, 310000, Hangzhou, China.
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7
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Qin S, Xie B, Wang Q, Yang R, Sun J, Hu C, Liu S, Tao Y, Xiao D. New insights into immune cells in cancer immunotherapy: from epigenetic modification, metabolic modulation to cell communication. MedComm (Beijing) 2024; 5:e551. [PMID: 38783893 PMCID: PMC11112485 DOI: 10.1002/mco2.551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 03/24/2024] [Accepted: 04/02/2024] [Indexed: 05/25/2024] Open
Abstract
Cancer is one of the leading causes of death worldwide, and more effective ways of attacking cancer are being sought. Cancer immunotherapy is a new and effective therapeutic method after surgery, radiotherapy, chemotherapy, and targeted therapy. Cancer immunotherapy aims to kill tumor cells by stimulating or rebuilding the body's immune system, with specific efficiency and high safety. However, only few tumor patients respond to immunotherapy and due to the complex and variable characters of cancer immune escape, the behavior and regulatory mechanisms of immune cells need to be deeply explored from more dimensions. Epigenetic modifications, metabolic modulation, and cell-to-cell communication are key factors in immune cell adaptation and response to the complex tumor microenvironment. They collectively determine the state and function of immune cells through modulating gene expression, changing in energy and nutrient demands. In addition, immune cells engage in complex communication networks with other immune components, which are mediated by exosomes, cytokines, and chemokines, and are pivotal in shaping the tumor progression and therapeutic response. Understanding the interactions and combined effects of such multidimensions mechanisms in immune cell modulation is important for revealing the mechanisms of immunotherapy failure and developing new therapeutic targets and strategies.
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Affiliation(s)
- Sha Qin
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- Department of PathologySchool of Basic Medical ScienceXiangya School of MedicineCentral South UniversityChangshaHunanChina
| | - Bin Xie
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
| | - Qingyi Wang
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- Department of PathologySchool of Basic Medical ScienceXiangya School of MedicineCentral South UniversityChangshaHunanChina
| | - Rui Yang
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- Department of PathologySchool of Basic Medical ScienceXiangya School of MedicineCentral South UniversityChangshaHunanChina
| | - Jingyue Sun
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- Department of PathologySchool of Basic Medical ScienceXiangya School of MedicineCentral South UniversityChangshaHunanChina
| | - Chaotao Hu
- Regenerative Medicine, Medical SchoolUniversity of Chinese Academy of SciencesBeijingChina
| | - Shuang Liu
- Department of OncologyInstitute of Medical SciencesNational Clinical Research Center for Geriatric DisordersXiangya HospitalCentral South UniversityChangsha, Hunan, China. UniversityChangshaHunanChina
| | - Yongguang Tao
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- NHC Key Laboratory of CarcinogenesisCancer Research Institute and School of Basic MedicineCentral South universityChangshaHunanChina
| | - Desheng Xiao
- Department of PathologyXiangya HospitalCentral South UniversityChangshaHunanChina
- Department of PathologySchool of Basic Medical ScienceXiangya School of MedicineCentral South UniversityChangshaHunanChina
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8
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Theofilatos D, Ho T, Waitt G, Äijö T, Schiapparelli LM, Soderblom EJ, Tsagaratou A. Deciphering the TET3 interactome in primary thymic developing T cells. iScience 2024; 27:109782. [PMID: 38711449 PMCID: PMC11070343 DOI: 10.1016/j.isci.2024.109782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Revised: 03/04/2024] [Accepted: 04/15/2024] [Indexed: 05/08/2024] Open
Abstract
Ten-eleven translocation (TET) proteins are DNA dioxygenases that mediate active DNA demethylation. TET3 is the most highly expressed TET protein in thymic developing T cells. TET3, either independently or in cooperation with TET1 or TET2, has been implicated in T cell lineage specification by regulating DNA demethylation. However, TET-deficient mice exhibit complex phenotypes, suggesting that TET3 exerts multifaceted roles, potentially by interacting with other proteins. We performed liquid chromatography with tandem mass spectrometry in primary developing T cells to identify TET3 interacting partners in endogenous, in vivo conditions. We discover TET3 interacting partners. Our data establish that TET3 participates in a plethora of fundamental biological processes, such as transcriptional regulation, RNA polymerase elongation, splicing, DNA repair, and DNA replication. This resource brings in the spotlight emerging functions of TET3 and sets the stage for systematic studies to dissect the precise mechanistic contributions of TET3 in shaping T cell biology.
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Affiliation(s)
- Dimitris Theofilatos
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Tricia Ho
- Duke Proteomics and Metabolomics Core Facility, Duke Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | - Greg Waitt
- Duke Proteomics and Metabolomics Core Facility, Duke Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | - Tarmo Äijö
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Erik J. Soderblom
- Duke Proteomics and Metabolomics Core Facility, Duke Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
- Department of Cell Biology, Duke University, Durham, NC, USA
| | - Ageliki Tsagaratou
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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9
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Liu Z, Wong HM, Chen X, Lin J, Zhang S, Yan S, Wang F, Li X, Wong KC. MotifHub: Detection of trans-acting DNA motif group with probabilistic modeling algorithm. Comput Biol Med 2024; 168:107753. [PMID: 38039889 DOI: 10.1016/j.compbiomed.2023.107753] [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: 06/06/2023] [Revised: 10/30/2023] [Accepted: 11/20/2023] [Indexed: 12/03/2023]
Abstract
BACKGROUND Trans-acting factors are of special importance in transcription regulation, which is a group of proteins that can directly or indirectly recognize or bind to the 8-12 bp core sequence of cis-acting elements and regulate the transcription efficiency of target genes. The progressive development in high-throughput chromatin capture technology (e.g., Hi-C) enables the identification of chromatin-interacting sequence groups where trans-acting DNA motif groups can be discovered. The problem difficulty lies in the combinatorial nature of DNA sequence pattern matching and its underlying sequence pattern search space. METHOD Here, we propose to develop MotifHub for trans-acting DNA motif group discovery on grouped sequences. Specifically, the main approach is to develop probabilistic modeling for accommodating the stochastic nature of DNA motif patterns. RESULTS Based on the modeling, we develop global sampling techniques based on EM and Gibbs sampling to address the global optimization challenge for model fitting with latent variables. The results reflect that our proposed approaches demonstrate promising performance with linear time complexities. CONCLUSION MotifHub is a novel algorithm considering the identification of both DNA co-binding motif groups and trans-acting TFs. Our study paves the way for identifying hub TFs of stem cell development (OCT4 and SOX2) and determining potential therapeutic targets of prostate cancer (FOXA1 and MYC). To ensure scientific reproducibility and long-term impact, its matrix-algebra-optimized source code is released at http://bioinfo.cs.cityu.edu.hk/MotifHub.
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Affiliation(s)
- Zhe Liu
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Hiu-Man Wong
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Xingjian Chen
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Jiecong Lin
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Shixiong Zhang
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Shankai Yan
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Fuzhou Wang
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China
| | - Xiangtao Li
- School of Artificial Intelligence, Jilin University, Jilin, China
| | - Ka-Chun Wong
- Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong, China.
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10
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Zhu S, Liu J, Patel V, Zhao X, Peng W, Xue HH. Antigen exposure reshapes chromatin architecture in central memory CD8 + T cells and imprints enhanced recall capacity. Proc Natl Acad Sci U S A 2023; 120:e2313476120. [PMID: 38085779 PMCID: PMC10742382 DOI: 10.1073/pnas.2313476120] [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: 08/05/2023] [Accepted: 11/07/2023] [Indexed: 12/18/2023] Open
Abstract
CD62L+ central memory CD8+ T (TCM) cells provide enhanced protection than naive cells; however, the underlying mechanism, especially the contribution of higher-order genomic organization, remains unclear. Systematic Hi-C analyses reveal that antigen-experienced CD8+ T cells undergo extensive rewiring of chromatin interactions (ChrInt), with TCM cells harboring specific interaction hubs compared with naive CD8+ T cells, as observed at cytotoxic effector genes such as Ifng and Tbx21. TCM cells also acquire de novo CTCF (CCCTC-binding factor) binding sites, which are not only strongly associated with TCM-specific hubs but also linked to increased activities of local gene promoters and enhancers. Specific ablation of CTCF in TCM cells impairs rapid induction of genes in cytotoxic program, energy supplies, transcription, and translation by recall stimulation. Therefore, acquisition of CTCF binding and ChrInt hubs by TCM cells serves as a chromatin architectural basis for their transcriptomic dynamics in primary response and for imprinting the code of "recall readiness" against secondary challenge.
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Affiliation(s)
- Shaoqi Zhu
- Department of Physics, The George Washington University, Washington, DC20052
| | - Jia Liu
- Center for Discovery and Innovation, Hackensack University Medical Center, Nutley, NJ07110
| | - Vanita Patel
- Center for Discovery and Innovation, Hackensack University Medical Center, Nutley, NJ07110
| | - Xiuyi Zhao
- Center for Discovery and Innovation, Hackensack University Medical Center, Nutley, NJ07110
- Solon High School, Solon, OH44139
| | - Weiqun Peng
- Department of Physics, The George Washington University, Washington, DC20052
| | - Hai-Hui Xue
- Center for Discovery and Innovation, Hackensack University Medical Center, Nutley, NJ07110
- New Jersey Veterans Affairs Health Care System, East Orange, NJ07018
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11
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Klocke C, Moran A, Adey A, McWeeney S, Wu G. Identification of Cellular Interactions in the Tumor Immune Microenvironment Underlying CD8 T Cell Exhaustion. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.09.566384. [PMID: 38014233 PMCID: PMC10680664 DOI: 10.1101/2023.11.09.566384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
While immune checkpoint inhibitors show success in treating a subset of patients with certain late-stage cancers, these treatments fail in many other patients as a result of mechanisms that have yet to be fully characterized. The process of CD8 T cell exhaustion, by which T cells become dysfunctional in response to prolonged antigen exposure, has been implicated in immunotherapy resistance. Single-cell RNA sequencing (scRNA-seq) produces an abundance of data to analyze this process; however, due to the complexity of the process, contributions of other cell types to a process within a single cell type cannot be simply inferred. We constructed an analysis framework to first rank human skin tumor samples by degree of exhaustion in tumor-infiltrating CD8 T cells and then identify immune cell type-specific gene-regulatory network patterns significantly associated with T cell exhaustion. Using this framework, we further analyzed scRNA-seq data from human tumor and chronic viral infection samples to compare the T cell exhaustion process between these two contexts. In doing so, we identified transcription factor activity in the macrophages of both tissue types associated with this process. Our framework can be applied beyond the tumor immune microenvironment to any system involving cell-cell communication, facilitating insights into key biological processes that underpin the effective treatment of cancer and other complicated diseases.
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Russ BE, Barugahare A, Dakle P, Tsyganov K, Quon S, Yu B, Li J, Lee JKC, Olshansky M, He Z, Harrison PF, See M, Nussing S, Morey AE, Udupa VA, Bennett TJ, Kallies A, Murre C, Collas P, Powell D, Goldrath AW, Turner SJ. Active maintenance of CD8 + T cell naivety through regulation of global genome architecture. Cell Rep 2023; 42:113301. [PMID: 37858463 PMCID: PMC10679840 DOI: 10.1016/j.celrep.2023.113301] [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: 05/31/2022] [Revised: 08/07/2023] [Accepted: 10/03/2023] [Indexed: 10/21/2023] Open
Abstract
The differentiation of naive CD8+ T lymphocytes into cytotoxic effector and memory CTL results in large-scale changes in transcriptional and phenotypic profiles. Little is known about how large-scale changes in genome organization underpin these transcriptional programs. We use Hi-C to map changes in the spatial organization of long-range genome contacts within naive, effector, and memory virus-specific CD8+ T cells. We observe that the architecture of the naive CD8+ T cell genome is distinct from effector and memory genome configurations, with extensive changes within discrete functional chromatin domains associated with effector/memory differentiation. Deletion of BACH2, or to a lesser extent, reducing SATB1 DNA binding, within naive CD8+ T cells results in a chromatin architecture more reminiscent of effector/memory states. This suggests that key transcription factors within naive CD8+ T cells act to restrain T cell differentiation by actively enforcing a unique naive chromatin state.
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Affiliation(s)
- Brendan E Russ
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia.
| | - Adele Barugahare
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia; Bioinformatics Platform, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Pushkar Dakle
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Kirril Tsyganov
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia; Bioinformatics Platform, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Sara Quon
- Department of Biological Sciences, University of California, San Diego, San Diego, CA, USA
| | - Bingfei Yu
- Department of Biological Sciences, University of California, San Diego, San Diego, CA, USA
| | - Jasmine Li
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia; Department of Molecular Biology, University of California, San Diego, San Diego, CA, USA
| | - Jason K C Lee
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Moshe Olshansky
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Zhaohren He
- Department of Molecular Biology, University of California, San Diego, San Diego, CA, USA
| | - Paul F Harrison
- Bioinformatics Platform, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Michael See
- Bioinformatics Platform, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Simone Nussing
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Alison E Morey
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Vibha A Udupa
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Taylah J Bennett
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Axel Kallies
- Department of Microbiology and Immunology, The Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, VIC, Australia
| | - Cornelis Murre
- Department of Molecular Biology, University of California, San Diego, San Diego, CA, USA
| | - Phillipe Collas
- Department of Molecular Medicine, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway; Department of Immunology and Transfusion Medicine, Oslo University Hospital, Oslo, Norway
| | - David Powell
- Bioinformatics Platform, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Ananda W Goldrath
- Department of Biological Sciences, University of California, San Diego, San Diego, CA, USA
| | - Stephen J Turner
- Department of Microbiology, Immunity Theme, Biomedical Discovery Institute, Monash University, Clayton, VIC, Australia.
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Gilbertson SE, Weinmann AS. Discovering effector domains in human transcription factors. Trends Immunol 2023; 44:493-495. [PMID: 37270301 DOI: 10.1016/j.it.2023.05.006] [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: 05/19/2023] [Accepted: 05/19/2023] [Indexed: 06/05/2023]
Abstract
Genomic studies are transforming knowledge about the epigenetic, transcription factor, and 3D landscapes of the genome. However, comprehensive information is lacking about the effector domains used by transcription factors to influence gene expression. Addressing this gap, DelRosso et al. developed a high-throughput screen to discover effector domains in human regulatory factors.
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Affiliation(s)
- Sarah E Gilbertson
- Department of Microbiology, University of Alabama at Birmingham, AL 35294, USA
| | - Amy S Weinmann
- Department of Microbiology, University of Alabama at Birmingham, AL 35294, USA.
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