1
|
Rueger S, Gruener E, Wang D, Abdool FS, Ober V, Vallée T, Stirner R, Conca R, Andrä I, Rogers L, Zahn R, Gersbacher E, Eger J, Pauli R, Postel N, Spinner CD, Vehreschild JJ, Stecher M, Nitschko H, Eberle J, Bogner JR, Seybold U, Draenert R, Leslie A, Kløverpris HN, Geldmacher C, Muenchhoff M, Held K, Roider J. Early treatment and PD1 inhibition enhance HIV-specific functionality of follicular CD8+ T cells. JCI Insight 2025; 10:e180309. [PMID: 40197363 PMCID: PMC11981630 DOI: 10.1172/jci.insight.180309] [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: 02/19/2024] [Accepted: 02/18/2025] [Indexed: 04/10/2025] Open
Abstract
People living with HIV treated during acute infection are the group for whom achieving functional cure appears most viable. Follicular CD8+ T cells could contribute to HIV reservoir clearance by accessing B cell follicles through CXCR5 expression. This study examines peripheral follicular CD8+ T cells using flow cytometry, transcriptome analyses, and functional assays in people treated during acute (n = 37) and chronic (n = 18) infection, as well as in individuals naturally controlling HIV (n = 20) and living without HIV (n = 10). Our results reveal that early, as opposed to late, treatment initiation preserves antiviral effector functions of follicular CD8+ T cells, which are further enhanced by PD1 inhibition. We also identify a correlation between follicular CD8+ T cells and intact proviral HIV DNA levels in acute, but not chronic, infection. Longitudinal transcriptomic analysis of peripheral effector cells after 48 weeks of suppressive therapy indicated traits of recent antigen exposure, suggesting potential recirculation into lymphoid tissue. These findings underscore the pivotal role of follicular CD8+ T cells in anti-HIV responses and support investigating targeted cure strategies, such as anti-PD1 therapy, especially in individuals initiating treatment during acute infection.
Collapse
Affiliation(s)
- Susanne Rueger
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
- German Centre for Infection Research (DZIF), partner site Munich, Germany
| | - Eva Gruener
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
| | - Danni Wang
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany
| | - Faiaz Shaik Abdool
- Africa Health Research Institute (AHRI), and
- Department of Laboratory Medicine and Medical Science, Nelson R. Mandela School of Medicine, University of KwaZulu-Natal (UKZN), Durban, South Africa
| | - Veronica Ober
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
| | - Theresa Vallée
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Max von Pettenkofer Institute and Gene Center, Virology, National Reference Center for Retroviruses, and
| | - Renate Stirner
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
| | - Raffaele Conca
- Department of Pediatrics, Dr. von Hauner Children’s Hospital, LMU University Hospital, LMU Munich, Munich, Germany
| | - Immanuel Andrä
- Institute for Medical Microbiology, Immunology and Hygiene, Technical University of Munich, Munich, Germany
| | - Lisa Rogers
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany
| | - Robert Zahn
- Division of Transfusion Medicine, Cell Therapeutics and Haemostaseology, LMU University Hospital, LMU Munich, Munich, Germany
| | | | - Joanna Eger
- Zentrum fuer Innere Medizin und Infektiologie, Munich, Germany
| | | | - Nils Postel
- prinzmed, Practice for Infectiology, Munich, Germany
| | - Christoph D. Spinner
- TUM School of Medicine and Health, Department of Clinical Medicine – Clinical Department for Internal Medicine II, University Medical Center, Technical University of Munich, Munich, Germany
| | - Jörg J. Vehreschild
- Medical Department 2, Hematology/Oncology and Infectious Diseases, University Hospital of Frankfurt, Frankfurt, Germany
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department I for Internal Medicine, Cologne, Germany
- German Centre for Infection Research (DZIF), partner site Bonn-Cologne, Germany
| | - Melanie Stecher
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department I for Internal Medicine, Cologne, Germany
- German Centre for Infection Research (DZIF), partner site Bonn-Cologne, Germany
| | - Hans Nitschko
- Max von Pettenkofer Institute and Gene Center, Virology, National Reference Center for Retroviruses, and
| | - Josef Eberle
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Max von Pettenkofer Institute and Gene Center, Virology, National Reference Center for Retroviruses, and
| | - Johannes R. Bogner
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
- German Centre for Infection Research (DZIF), partner site Munich, Germany
| | - Ulrich Seybold
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
| | - Rika Draenert
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
- Antibiotic Stewardship Team, LMU University Hospital, LMU Munich, Munich, Germany
| | - Al Leslie
- Africa Health Research Institute (AHRI), and
- Department of Infection and Immunity, University College London (UCL), London, United Kingdom
| | - Henrik N. Kløverpris
- Africa Health Research Institute (AHRI), and
- Department of Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark
| | - Christof Geldmacher
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology, Infection and Pandemic Research, Munich, Germany
| | - Maximilian Muenchhoff
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Max von Pettenkofer Institute and Gene Center, Virology, National Reference Center for Retroviruses, and
| | - Kathrin Held
- German Centre for Infection Research (DZIF), partner site Munich, Germany
- Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology, Infection and Pandemic Research, Munich, Germany
- Unit Global Health, Helmholtz Zentrum München, German Research Centre for Environmental Health (HMGU), Neuherberg, Germany
| | - Julia Roider
- Department of Infectious Diseases, Department of Medicine IV, LMU University Hospital, LMU Munich, Munich, Germany
- German Centre for Infection Research (DZIF), partner site Munich, Germany
| |
Collapse
|
2
|
Martínez‐López J, Ortiz‐Fernandez L, Estupiñán‐Moreno E, Kerick M, Andrés‐León E, Terron‐Camero LC, Carnero‐Montoro E, Barturen G, Beretta L, Almeida I, Alarcón‐Riquelme ME, Ballestar E, Acosta‐Herrera M, Martín J. A Strong Dysregulated Myeloid Component in the Epigenetic Landscape of Systemic Sclerosis: An Integrated DNA Methylome and Transcriptome Analysis. Arthritis Rheumatol 2025; 77:439-449. [PMID: 39468422 PMCID: PMC11936501 DOI: 10.1002/art.43044] [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] [Received: 05/29/2024] [Revised: 09/10/2024] [Accepted: 10/08/2024] [Indexed: 10/30/2024]
Abstract
OBJECTIVE Nongenetic factors influence systemic sclerosis (SSc) pathogenesis, underscoring epigenetics as a relevant contributor to the disease. We aimed to unravel DNA methylation abnormalities associated with SSc through an epigenome-wide association study. METHODS We analyzed DNA methylation data from whole-blood samples in 179 patients with SSc and 241 unaffected individuals to identify differentially methylated positions (DMPs) with a false discovery rate (FDR) <0.05. These results were further integrated with RNA sequencing data from the same patients to assess their functional consequence. Additionally, we examined the impact of DNA methylation changes on transcription factors and analyzed the relationship between alterations of the methylation and gene expression profile and serum proteins levels. RESULTS This analysis yielded 525 DMPs enriched in immune-related pathways, with leukocyte cell-cell adhesion being the most significant (FDR = 4.91 × 10-9), prioritizing integrins as they were exposed by integrating methylome and transcriptome data. Furthermore, through this integrative approach, we observed an enrichment of neutrophil-related pathways, highlighting this myeloid cell type as a relevant contributor in SSc pathogenesis. In addition, we uncovered novel profibrotic and proinflammatory mechanisms involved in the disease. Finally, the altered epigenetic and transcriptomic signature revealed an increased activity of CCAAT/enhancer-binding protein transcription factor family in SSc, which is crucial in the myeloid lineage development. CONCLUSION Our findings uncover the impaired epigenetic regulation of the disease and its impact on gene expression, identifying new molecules for potential clinical applications and improving our understanding of SSc pathogenesis.
Collapse
Affiliation(s)
- Javier Martínez‐López
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones Científicas and Hospital Clínico San Cecilio, Instituto de Investigación Biosanitaria de GranadaGranadaSpain
| | - Lourdes Ortiz‐Fernandez
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones CientíficasGranadaSpain
| | | | - Martin Kerick
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones CientíficasGranadaSpain
| | - Eduardo Andrés‐León
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones CientíficasGranadaSpain
| | - Laura C. Terron‐Camero
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones CientíficasGranadaSpain
| | - Elena Carnero‐Montoro
- Centre for Genomics and Oncological Research, Pfizer, University of Granada/Andalusian Regional GovernmentGranadaSpain
| | - Guillermo Barturen
- Centre for Genomics and Oncological Research, Pfizer, University of Granada/Andalusian Regional GovernmentGranadaSpain
| | - Lorenzo Beretta
- Scleroderma Unit, Referral Center for Systemic Autoimmune Diseases, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico di MilanoMilanItaly
| | - Isabel Almeida
- Centro Hospitalar Universitário do Porto and Instituto de Ciências Biomédicas Abel Salazar, Universidade do PortoPortoPortugal
| | - Marta E. Alarcón‐Riquelme
- Centre for Genomics and Oncological Research, Pfizer, University of Granada/Andalusian Regional GovernmentGranadaSpain
| | - Esteban Ballestar
- Josep Carreras Research Institute, Barcelona, Spain, and Health Science Center, East China Normal UniversityShanghaiChina
| | - Marialbert Acosta‐Herrera
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones Científicas and Hospital Clínico San Cecilio, Instituto de Investigación Biosanitaria de GranadaGranadaSpain
| | - Javier Martín
- Institute of Parasitology and Biomedicine López‐Neyra, Consejo Superior de Investigaciones CientíficasGranadaSpain
| |
Collapse
|
3
|
Mocholi E, Corrigan E, Chalkiadakis T, Gulersonmez C, Stigter E, Vastert B, van Loosdregt J, Prekovic S, Coffer PJ. Glycolytic reprogramming shapes the histone acetylation profile of activated CD4 + T cells in juvenile idiopathic arthritis. Cell Rep 2025; 44:115287. [PMID: 40009514 DOI: 10.1016/j.celrep.2025.115287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 11/11/2024] [Accepted: 01/17/2025] [Indexed: 02/28/2025] Open
Abstract
Juvenile idiopathic arthritis (JIA) is an autoimmune disease characterized by accumulation of activated CD4+ T cells in the synovial fluid (SF) of affected joints. JIA CD4+ T cells exhibit a unique inflammation-associated epigenomic signature, but the underlying mechanisms remain unclear. We demonstrate that CD4+ T cells from JIA SF display heightened glycolysis upon activation and JIA-specific H3K27 acetylation, driving transcriptional reprogramming. Pharmacological inhibition of glycolysis altered the expression of genes associated with these acetylated regions. Healthy CD4+ T cells exposed to JIA SF exhibited increased glycolytic activity and transcriptomic changes marked by heightened histone 3 lysine 27 acetylation (H3K27ac) at JIA-specific genes. Elevated H3K27ac was dependent on glycolytic flux, while inhibiting glycolysis or pyruvate dehydrogenase (PDH) impaired transcription of SF-driven genes. These findings demonstrate a key role of glycolysis in JIA-specific gene expression, offering potential therapeutic targets for modulating inflammation in JIA.
Collapse
Affiliation(s)
- Enric Mocholi
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands; Regenerative Medicine Center, University Medical Center Utrecht, Utrecht, the Netherlands.
| | - Edward Corrigan
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands; Regenerative Medicine Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Theo Chalkiadakis
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Can Gulersonmez
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Edwin Stigter
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Bas Vastert
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands; Division of Pediatrics, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jorg van Loosdregt
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Stefan Prekovic
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Paul J Coffer
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands; Regenerative Medicine Center, University Medical Center Utrecht, Utrecht, the Netherlands; Center for Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands.
| |
Collapse
|
4
|
Vinkel J, Buil A, Hyldegaard O. Blood from septic patients with necrotising soft tissue infection treated with hyperbaric oxygen reveal different gene expression patterns compared to standard treatment. BMC Med Genomics 2025; 18:12. [PMID: 39810178 PMCID: PMC11734498 DOI: 10.1186/s12920-024-02075-3] [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: 06/06/2024] [Accepted: 12/16/2024] [Indexed: 01/16/2025] Open
Abstract
BACKGROUND Sepsis and shock are common complications of necrotising soft tissue infections (NSTI). Sepsis encompasses different endotypes that are associated with specific immune responses. Hyperbaric oxygen (HBO2) treatment activates the cells oxygen sensing mechanisms that are interlinked with inflammatory pathways. We aimed to identify gene expression patterns associated with effects of HBO2 treatment in patients with sepsis caused by NSTI, and to explore sepsis-NSTI profiles that are more receptive to HBO2 treatment. METHODS An observational cohort study examining 83 NSTI patients treated with HBO2 in the acute phase of NSTI, fourteen of whom had received two sessions of HBO2 (HBOx2 group), and another ten patients (non-HBO group) who had not been exposed to HBO2. Whole blood RNA sequencing and clinical data were collected at baseline and after the intervention, and at equivalent time points in the non-HBO group. Gene expression profiles were analysed using machine learning techniques to identify sepsis endotypes, treatment response endotypes and clinically relevant transcriptomic signatures of response to treatment. RESULTS We identified differences in gene expression profiles at follow-up between HBO2-treated patients and patients not treated with HBO2. Moreover, we identified two patient endotypes before and after treatment that represented an immuno-suppressive and an immune-adaptive endotype respectively, and we characterized the genetic profile of the patients that transition from the immuno-suppressive to the immune-adaptive endotype after treatment. We discovered one gene MTCO2P12 that distinguished individuals who altered their endotype in response to treatment from non-responders. CONCLUSION The global gene expression pattern in blood changed in response to HBO2 treatment in a direction associated with clinical biochemistry improvement, and the study provides potential novel biomarkers and pathways for monitoring HBO2 treatment effects and predicting an HBO2 responsive NSTI-sepsis profile. TRIAL REGISTRATION Biological material was collected during the INFECT study, registered at ClinicalTrials.gov (NCT01790698) 04/02/2013.
Collapse
Affiliation(s)
- Julie Vinkel
- Department of Anaesthesiology, Centre of Head and Orthopedics, Copenhagen University Hospital, Rigshospitalet, Inge Lehmanns Vej 6, Copenhagen, 2100, Denmark.
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark.
| | - Alfonso Buil
- Institute for Biological Psychiatry, Mental Health Centre Sct. Hans, Roskilde, Denmark
| | - Ole Hyldegaard
- Department of Anaesthesiology, Centre of Head and Orthopedics, Copenhagen University Hospital, Rigshospitalet, Inge Lehmanns Vej 6, Copenhagen, 2100, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| |
Collapse
|
5
|
Mohammadhosseini M, Enright T, Duvall A, Chitsazan A, Lin HY, Ors A, Davis BA, Nikolova O, Bresciani E, Diemer J, Craft K, Menezes AC, Merguerian M, Chong S, Calvo KR, Deuitch NT, Glushakow-Smith S, Gritsman K, Godley LA, Horwitz MS, Keel S, Castilla LH, Demir E, Mohammed H, Liu P, Agarwal A. Targeting the CD74 signaling axis suppresses inflammation and rescues defective hematopoiesis in RUNX1-familial platelet disorder. Sci Transl Med 2025; 17:eadn9832. [PMID: 39772771 PMCID: PMC11912227 DOI: 10.1126/scitranslmed.adn9832] [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] [Received: 01/11/2024] [Revised: 08/11/2024] [Accepted: 11/03/2024] [Indexed: 01/30/2025]
Abstract
Familial platelet disorder (FPD) is associated with germline RUNX1 mutations, establishing a preleukemic state and increasing the risk of developing leukemia. Currently, there are no intervention strategies to prevent leukemia progression. Single-cell RNA sequencing (n = 10) combined with functional analysis of samples from patients with RUNX1-FPD (n > 75) revealed that FPD hematopoietic stem and progenitor cells (HSPCs) displayed increased myeloid differentiation and suppressed megakaryopoiesis because of increased activation of prosurvival and inflammatory pathways. Bone marrow from patients with RUNX1-FPD contained an elevated cytokine milieu, exerting chronic inflammatory stress on HSPCs. RUNX1-FPD HSPCs were myeloid biased, had increased self-renewal, and were resistant to inflammation-mediated exhaustion. The bone marrow from patients with RUNX1-FPD showed high transcript and protein expression of CD74 at the preleukemic stage compared with that of healthy controls, which remained high upon patient transformation into leukemia. Further, CD74-mediated signaling was exaggerated in RUNX1-FPD HSPCs compared with healthy controls, leading to the activation of mTOR and JAK/STAT pathways with increased cytokine production. Genetic and pharmacological targeting of CD74 with ISO-1 and its downstream targets JAK1/2 and mTOR reversed RUNX1-FPD differentiation defects in vitro and in vivo and reduced inflammation. Our results highlight that inflammation is an early event in RUNX1-FPD pathogenesis, and CD74 signaling is one of the drivers of this inflammation. The repurposing of JAK1/2i (ruxolitinib) and mTORi (sirolimus) and promoting the advancement of CD74 inhibitors in clinical settings as an early intervention strategy would be beneficial to improve the phenotype of patients with RUNX1-FPD and prevent myeloid progression.
Collapse
Affiliation(s)
- Mona Mohammadhosseini
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA
| | - Trevor Enright
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Adam Duvall
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Alex Chitsazan
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Hsin-Yun Lin
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA
| | - Aysegul Ors
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Brett A Davis
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
| | - Olga Nikolova
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA
| | - Erica Bresciani
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Jamie Diemer
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Kathleen Craft
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Ana Catarina Menezes
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Matthew Merguerian
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Shawn Chong
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Katherine R Calvo
- Department of Laboratory Medicine, Clinical Center, National Institutes of Health, Bethesda, MD 20892, USA
| | - Natalie T Deuitch
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | | | - Kira Gritsman
- Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Lucy A Godley
- Division of Hematology/Oncology, Department of Medicine, Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL 60611, USA
| | - Marshall S Horwitz
- Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle, WA 98195, USA
| | - Sioban Keel
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98195, USA
| | - Lucio H Castilla
- Department of Molecular, Cell, and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Emek Demir
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
| | - Hisham Mohammed
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR 97201, USA
| | - Paul Liu
- Oncogenesis and Development Section, Division of Intramural Research, National Human Genome Research Institute, Bethesda, MD 20894, USA
| | - Anupriya Agarwal
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR 97201, USA
- Department of Cell, Developmental, and Cancer Biology, Oregon Health & Science University, Portland, OR 97239, USA
| |
Collapse
|
6
|
DeGolier KR, Danis E, D'Antonio M, Cimons J, Yarnell M, Kedl RM, Kohler ME, Scott-Browne JP, Fry TJ. Antigen experience history directs distinct functional states of CD8 + CAR T cells during the antileukemia response. Nat Immunol 2025; 26:68-81. [PMID: 39747430 PMCID: PMC11695263 DOI: 10.1038/s41590-024-02034-1] [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: 12/05/2023] [Accepted: 11/11/2024] [Indexed: 01/04/2025]
Abstract
Although chimeric antigen receptor (CAR) T cells are effective against B-lineage malignancies, post-CAR relapse is common, and efficacy in other tumors is limited. These challenges may be addressed through rational manipulations to control CAR T cell function. Here we examine the impact of cognate T cell antigen experience on subsequent CD8+ CAR T cell activity. Prior antigen encounter resulted in superior effector function against leukemia expressing low target antigen density at the expense of reduced proliferative capacity and susceptibility to dysfunction at limiting CAR doses. Distinctive temporal transcriptomic and epigenetic profiles in naive-derived and memory-derived CAR T cells identified RUNX family transcription factors as potential targets to augment the function of naive-derived CD8+ CAR T cells. RUNX2 overexpression enhanced antitumor efficacy of mouse CAR T cells, dependent on prior cell state, and heightened human CAR T cell functions. Our data demonstrate that prior antigen experience of CAR T cells determines functional attributes and amenability to transcription factor-mediated functional enhancement.
Collapse
Affiliation(s)
- Kole R DeGolier
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Etienne Danis
- Biostatistics and Bioinformatics Shared Resource, University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Marc D'Antonio
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Jennifer Cimons
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Michael Yarnell
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA
| | - Ross M Kedl
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - M Eric Kohler
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA
| | - James P Scott-Browne
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, CO, USA
| | - Terry J Fry
- Department of Immunology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
- Center for Cancer and Blood Disorders, Children's Hospital Colorado, Aurora, CO, USA.
| |
Collapse
|
7
|
Liu Y, Chen J, Li A, Wu Y, Ge J, Yuan M, Xu B, Zheng X, Chen L, Jiang J. Novel biomarkers: the RUNX family as prognostic predictors in colorectal cancer. Front Immunol 2024; 15:1430136. [PMID: 39822248 PMCID: PMC11736411 DOI: 10.3389/fimmu.2024.1430136] [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: 05/09/2024] [Accepted: 11/21/2024] [Indexed: 01/30/2025] Open
Abstract
While biomarkers have been shown to enhance the prognosis of patients with colorectal cancer (CRC) compared to conventional treatments, there is a pressing need to discover novel biomarkers that can assist in assessing the prognostic impact of immunotherapy and in formulating individualized treatment plans. The RUNX family, consisting of RUNX1, RUNX2, and RUNX3, has been recognized as crucial regulators in developmental processes, with dysregulation of these genes also being implicated in tumorigenesis and cancer progression. In our present study, we demonstrated a crucial regulatory role of RUNX in CD8+T and CD103+CD8+T cell-mediated anti-tumor response within the tumor microenvironment (TME) of human CRC. Specifically, RUNXs were significantly differentially expressed between tumor and normal tissues in CRC. Patients with a greater proportion of infiltrating CD8+RUNX1+, CD103+CD8+RUNX1+, CD8+RUNX2+, CD103+CD8+RUNX2+, CD8+RUNX3+, or CD103+CD8+RUNX3+ T cells demonstrated improved outcomes compared to those with lower proportions. Additionally, the proportions of infiltrating CD8+RUNX1+T and CD8+RUNX3+T cells may serve as valuable prognostic predictors for CRC patients, independent of other clinicopathological factors. Moreover, further bioinformatic analysis conducted utilizing the TISIDB and TIMER platforms demonstrated significant associations between the members of the RUNX family and immune-infiltrating cells, specifically diverse subpopulations of CD8+TILs. Our study of human colorectal cancer tissue microarray (TMA) also revealed positive and statistically significant correlations between the expressions of RUNX1, RUNX2, and RUNX3 in both CD8+T cells and CD103+CD8+T cells. Our study comprehensively revealed the varied expressions and prognostic importance of the RUNX family in human colorectal cancer tissues. It underscored their potential as vital biomarkers for prognostic evaluation in colorectal cancer patients and as promising targets for immunotherapy in treating this disease.
Collapse
Affiliation(s)
- Yingting Liu
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Junjun Chen
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - An Li
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Yue Wu
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Junwei Ge
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Maoling Yuan
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Bin Xu
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Xiao Zheng
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Lujun Chen
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| | - Jingting Jiang
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, Jiangsu, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, Changzhou, Jiangsu, China
- Institute of Cell Therapy, Soochow University, Changzhou, Jiangsu, China
| |
Collapse
|
8
|
Boonmee A, Benjaskulluecha S, Kueanjinda P, Wongprom B, Pattarakankul T, Sri-Ngern-Ngam K, Umthong S, Takano J, Koseki H, Palaga T. A polycomb group protein EED epigenetically regulates responses in lipopolysaccharide tolerized macrophages. Epigenetics Chromatin 2024; 17:36. [PMID: 39614386 DOI: 10.1186/s13072-024-00562-6] [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: 02/27/2024] [Accepted: 11/23/2024] [Indexed: 12/01/2024] Open
Abstract
BACKGROUND To avoid exaggerated inflammation, innate immune cells adapt to become hypo-responsive or "tolerance" in response to successive exposure to stimuli, which is a part of innate immune memory. Polycomb repressive complex 2 (PRC2) mediates the transcriptional repression by catalyzing histone H3 lysine 27 trimethylation (H3K27me3) but little is known about its role in lipopolysaccharide (LPS)-induced tolerance in macrophages. RESULT We examined the unexplored roles of EED, a component of the PRC2, in LPS tolerant macrophages. In Eed KO macrophages, significant reduction in H3K27me3 and increased active histone mark, H3K27ac, was observed. Eed KO macrophages exhibited dampened pro-inflammatory cytokine productions (TNF-α and IL-6) while increasing non-tolerizable genes upon LPS tolerance. Pharmacological inhibition of EED also reduced TNF-α and IL-6 during LPS tolerance. Mechanistically, LPS tolerized Eed KO macrophages failed to increase glycolytic activity. RNA-Seq analyses revealed that the hallmarks of hypoxia, TGF-β, and Wnt/β-catenin signaling were enriched in LPS tolerized Eed KO macrophages. Among the upregulated genes, the promoter of Runx3 was found to be associated with EED. Silencing Runx3 in Eed KO macrophages partially rescued the dampened pro-inflammatory response during LPS tolerance. Enrichment of H3K27me3 was decreased in a subset of genes that are upregulated in Eed KO LPS tolerized macrophages, indicating the direct regulatory roles of PRC2 on such genes. Motif enrichment analysis identified the ETS family transcription factor binding sites in the absence of EED in LPS tolerized macrophages. CONCLUSION Our results provided mechanistic insight into how the PRC2 via EED regulates LPS tolerance in macrophages by epigenetically silencing genes that play a crucial role during LPS tolerance such as those of the TGF-β/Runx3 axis.
Collapse
Affiliation(s)
- Atsadang Boonmee
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand
- Department of Microbiology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Salisa Benjaskulluecha
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand
- Inter-disciplinary Graduate Program in Medical Microbiology, Graduate School, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Patipark Kueanjinda
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand
- Department of Microbiology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Benjawan Wongprom
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Thitiporn Pattarakankul
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
- Center of Excellence in Materials and Bio-Interfaces, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Kittitach Sri-Ngern-Ngam
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Supawadee Umthong
- Department of Biochemistry and Microbiology, Faculty of Pharmaceutical Science, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Junichiro Takano
- Laboratory for Developmental Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
| | - Haruhiko Koseki
- Laboratory for Developmental Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
| | - Tanapat Palaga
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand.
- Center of Excellence in Immunology and Immune-mediated Diseases, Chulalongkorn University, Bangkok, 10330, Thailand.
| |
Collapse
|
9
|
Zheng X, Dozmorov MG, Espinoza L, Bowes MM, Bastacky S, Sawalha AH. Inducible deletion of Ezh2 in CD4 + T cells inhibits kidney T cell infiltration and prevents interstitial nephritis in MRL/ lpr lupus-prone mice. iScience 2024; 27:111114. [PMID: 39498302 PMCID: PMC11532947 DOI: 10.1016/j.isci.2024.111114] [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: 07/05/2024] [Revised: 08/20/2024] [Accepted: 10/03/2024] [Indexed: 11/07/2024] Open
Abstract
Systemic lupus erythematosus is a remitting relapsing autoimmune disease characterized by autoantibody production and multi-organ involvement. T cell epigenetic dysregulation plays an important role in the pathogenesis of lupus. We have previously demonstrated upregulation of the key epigenetic regulator EZH2 in CD4+ T cells isolated from lupus patients. To further investigate the role of EZH2 in the pathogenesis of lupus, we generated a tamoxifen-inducible CD4+ T cell Ezh2 conditional knockout mouse on the MRL/lpr lupus-prone background. We demonstrate that Ezh2 deletion abrogates lupus-like disease and prevents T cell differentiation. Single-cell analysis suggests impaired T cell function and activation of programmed cell death pathways in EZH2-deficient mice. Ezh2 deletion in CD4+ T cells restricts TCR clonal repertoire and prevents kidney-infiltrating effector CD4+ T cell expansion and tubulointerstitial nephritis, which has been linked to end-stage renal disease in patients with lupus nephritis.
Collapse
Affiliation(s)
- Xiaoqing Zheng
- Division of Rheumatology, Department of Pediatrics, Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mikhail G. Dozmorov
- Department of Biostatistics, Virginia Commonwealth University, Richmond, VA, USA
- Department of Pathology, Virginia Commonwealth University, Richmond, VA, USA
| | - Luis Espinoza
- Division of Rheumatology, Department of Pediatrics, Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mckenna M. Bowes
- Division of Rheumatology, Department of Pediatrics, Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Sheldon Bastacky
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Amr H. Sawalha
- Division of Rheumatology, Department of Pediatrics, Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
- Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
- Lupus Center of Excellence, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Immunology, University of Pittsburgh, Pittsburgh, PA, USA
| |
Collapse
|
10
|
Inge M, Miller R, Hook H, Bray D, Keenan J, Zhao R, Gilmore T, Siggers T. Rapid profiling of transcription factor-cofactor interaction networks reveals principles of epigenetic regulation. Nucleic Acids Res 2024; 52:10276-10296. [PMID: 39166482 PMCID: PMC11417405 DOI: 10.1093/nar/gkae706] [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] [Received: 04/16/2024] [Revised: 06/14/2024] [Accepted: 08/19/2024] [Indexed: 08/23/2024] Open
Abstract
Transcription factor (TF)-cofactor (COF) interactions define dynamic, cell-specific networks that govern gene expression; however, these networks are understudied due to a lack of methods for high-throughput profiling of DNA-bound TF-COF complexes. Here, we describe the Cofactor Recruitment (CoRec) method for rapid profiling of cell-specific TF-COF complexes. We define a lysine acetyltransferase (KAT)-TF network in resting and stimulated T cells. We find promiscuous recruitment of KATs for many TFs and that 35% of KAT-TF interactions are condition specific. KAT-TF interactions identify NF-κB as a primary regulator of acutely induced histone 3 lysine 27 acetylation (H3K27ac). Finally, we find that heterotypic clustering of CBP/P300-recruiting TFs is a strong predictor of total promoter H3K27ac. Our data support clustering of TF sites that broadly recruit KATs as a mechanism for widespread co-occurring histone acetylation marks. CoRec can be readily applied to different cell systems and provides a powerful approach to define TF-COF networks impacting chromatin state and gene regulation.
Collapse
Affiliation(s)
- Melissa M Inge
- Department of Biology, Boston University, Boston, MA 02215, USA
- Biological Design Center, Boston University, Boston, MA 02215, USA
| | - Rebekah Miller
- Department of Biology, Boston University, Boston, MA 02215, USA
- Biological Design Center, Boston University, Boston, MA 02215, USA
- Bioinformatics Program, Boston University, Boston, MA 02215, USA
| | - Heather Hook
- Department of Biology, Boston University, Boston, MA 02215, USA
| | - David Bray
- Department of Biology, Boston University, Boston, MA 02215, USA
- Bioinformatics Program, Boston University, Boston, MA 02215, USA
| | - Jessica L Keenan
- Department of Biology, Boston University, Boston, MA 02215, USA
- Bioinformatics Program, Boston University, Boston, MA 02215, USA
| | - Rose Zhao
- Department of Biology, Boston University, Boston, MA 02215, USA
| | | | - Trevor Siggers
- Department of Biology, Boston University, Boston, MA 02215, USA
- Biological Design Center, Boston University, Boston, MA 02215, USA
- Bioinformatics Program, Boston University, Boston, MA 02215, USA
| |
Collapse
|
11
|
Huang X, Huang J, Li X, Fan J, Zhou D, Qu HQ, Glessner JT, Ji D, Jia Q, Ding Z, Wang N, Wei W, Lyu X, Li MJ, Liu Z, Liu W, Wei Y, Hakonarson H, Xia Q, Li J. Target genes regulated by CLEC16A intronic region associated with common variable immunodeficiency. J Allergy Clin Immunol 2024; 153:1668-1680. [PMID: 38191060 DOI: 10.1016/j.jaci.2023.12.023] [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: 08/17/2022] [Revised: 12/25/2023] [Accepted: 12/29/2023] [Indexed: 01/10/2024]
Abstract
BACKGROUND CLEC16A intron 19 has been identified as a candidate locus for common variable immunodeficiency (CVID). OBJECTIVES This study sought to elucidate the molecular mechanism by which variants at the CLEC16A intronic locus may contribute to the pathogenesis of CVID. METHODS The investigators performed fine-mapping of the CLEC16A locus in a CVID cohort, then deleted the candidate functional SNP in T-cell lines by the CRISPR-Cas9 technique and conducted RNA-sequencing to identify target gene(s). The interactions between the CLEC16A locus and its target genes were identified using circular chromosome conformation capture. The transcription factor complexes mediating the chromatin interactions were determined by proteomic approach. The molecular pathways regulated by the CLEC16A locus were examined by RNA-sequencing and reverse phase protein array. RESULTS This study showed that the CLEC16A locus is an enhancer regulating expression of multiple target genes including a distant gene ATF7IP2 through chromatin interactions. Distinct transcription factor complexes mediate the chromatin interactions in an allele-specific manner. Disruption of the CLEC16A locus affects the AKT signaling pathway, as well as the molecular response of CD4+ T cells to immune stimulation. CONCLUSIONS Through multiomics and targeted experimental approaches, this study elucidated the underlying target genes and signaling pathways involved in the genetic association of CLEC16A with CVID, and highlighted plausible molecular targets for developing novel therapeutics.
Collapse
Affiliation(s)
- Xubo Huang
- Affiliated Cancer Hospital and Institute of Guangzhou Medical University, Guangzhou, China
| | - Jinxia Huang
- Affiliated Cancer Hospital and Institute of Guangzhou Medical University, Guangzhou, China
| | - Xiumei Li
- Department of Cell Biology, The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Key Laboratory of Immune Microenvironment and Disease (Ministry of Education), Tianjin Key Laboratory of Medical Epigenetics, Tianjin Institute of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Jingxian Fan
- Department of Cell Biology, The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Key Laboratory of Immune Microenvironment and Disease (Ministry of Education), Tianjin Key Laboratory of Medical Epigenetics, Tianjin Institute of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China; Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Desheng Zhou
- Affiliated Cancer Hospital and Institute of Guangzhou Medical University, Guangzhou, China
| | - Hui-Qi Qu
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pa
| | - Joseph T Glessner
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pa; Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, Pa; Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pa
| | - Dandan Ji
- Department of Cell Biology, The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Key Laboratory of Immune Microenvironment and Disease (Ministry of Education), Tianjin Key Laboratory of Medical Epigenetics, Tianjin Institute of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Qi Jia
- International School of Information Science Engineering, Dalian University of Technology, Dalian, China
| | - Zhiyong Ding
- Mills Institute for Personalized Cancer Care, Fynn Biotechnologies Ltd, Jinan, China
| | - Nan Wang
- Mills Institute for Personalized Cancer Care, Fynn Biotechnologies Ltd, Jinan, China
| | - Wei Wei
- Department of Rheumatology and Immunology, Tianjin Medical University General Hospital, Tianjin, China
| | - Xing Lyu
- Department of Rheumatology and Immunology, Tianjin Medical University General Hospital, Tianjin, China
| | - Mulin Jun Li
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Zhe Liu
- Department of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Wei Liu
- Tianjin Children's Hospital (Tianjin University Children's Hospital), Tianjin, China; Tianjin Key Laboratory of Birth Defects for Prevention and Treatment, Tianjin, China
| | - Yongjie Wei
- Affiliated Cancer Hospital and Institute of Guangzhou Medical University, Guangzhou, China
| | - Hakon Hakonarson
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, Pa; Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, Pa; Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pa
| | - Qianghua Xia
- Department of Cell Biology, The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Key Laboratory of Immune Microenvironment and Disease (Ministry of Education), Tianjin Key Laboratory of Medical Epigenetics, Tianjin Institute of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China; Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China.
| | - Jin Li
- Department of Cell Biology, The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Key Laboratory of Immune Microenvironment and Disease (Ministry of Education), Tianjin Key Laboratory of Medical Epigenetics, Tianjin Institute of Immunology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China; Department of Rheumatology and Immunology, Tianjin Medical University General Hospital, Tianjin, China.
| |
Collapse
|
12
|
Ayyanar C, Rakshit S, Sarkar K, Pramanik S. Unprecedented Approach of Fabrication and Analysis of a Bioactive PDMS/Hydroxyapatite/Graphene Nanocomposite Scaffold with a Vascular Channel to Combat Carcinogenesis. ACS APPLIED BIO MATERIALS 2024; 7:3388-3402. [PMID: 38660938 DOI: 10.1021/acsabm.4c00299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
In the present investigation, natural bone-derived hydroxyapatite (HA, 2 wt %) and/or exfoliated graphene (Gr, 0.1 wt %)-embedded polydimethylsiloxane (PDMS) elastomeric films were prepared using a vascular method. The morphology, mechanical properties, crystallinity, and chemical structure of the composite films were evaluated. The in vitro biodegradation kinetics of the films indicates their adequate physiological stability. Most of the results favored PDMS/HA/Gr as a best composite scaffold having more than 703% elongation. A simulation study of the microfluidic vascular channel of the PDMS/HA/Gr scaffold suggests that the pressure drop at the outlet became greater (from 1.19 to 0.067 Pa) unlike velocity output (from 0.071 to 0.089 m/s), suggesting a turbulence-free laminar flow. Our bioactive scaffold material, PDMS/HA/Gr, showed highest cytotoxicity toward the lung cancer and breast cancer cells through Runx3 protein-mediated cytotoxic T lymphocyte (CTL) generation. Our data and predicted mechanism also suggested that the PDMS/HA/Gr-supported peripheral blood mononuclear cells (PBMCs) not only increased the generation of CTL but also upregulated the expression of RUNX3. Since the PDMS/HA/Gr scaffold-supported Runx3 induced CTL generation caused maximum cell cytotoxicity of breast cancer (MCF-7) and lung cancer (A549) cells, PDMS/HA/Gr can be treated as an excellent potential candidate for CTL-mediated cancer therapy.
Collapse
Affiliation(s)
- Chellaiah Ayyanar
- Functional and Biomaterials Engineering Lab, Department of Mechanical Engineering, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, Chennai 603203, Tamil Nadu, India
| | - Sudeshna Rakshit
- Cancer Immunology and Gene Editing Technology Lab, Department of Biotechnology, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, Chennai 603203, Tamil Nadu, India
| | - Koustav Sarkar
- Cancer Immunology and Gene Editing Technology Lab, Department of Biotechnology, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, Chennai 603203, Tamil Nadu, India
| | - Sumit Pramanik
- Functional and Biomaterials Engineering Lab, Department of Mechanical Engineering, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, Chennai 603203, Tamil Nadu, India
| |
Collapse
|
13
|
Zheng X, Dozmorov MG, Espinoza L, Bowes MM, Bastacky S, Sawalha AH. Inducible deletion of Ezh2 in CD4+ T cells inhibits kidney T cell infiltration and prevents interstitial nephritis in MRL/lpr lupus-prone mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.04.583401. [PMID: 38496595 PMCID: PMC10942296 DOI: 10.1101/2024.03.04.583401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Systemic lupus erythematosus is a remitting relapsing autoimmune disease characterized by autoantibody production and multi-organ involvement. T cell epigenetic dysregulation plays an important role in the pathogenesis of lupus. We have previously demonstrated upregulation of the key epigenetic regulator EZH2 in CD4+ T cells isolated from lupus patients. To further investigate the role of EZH2 in the pathogenesis of lupus, we generated a tamoxifen-inducible CD4+ T cell Ezh2 conditional knockout mouse on the MRL/lpr lupus-prone background. We demonstrate that Ezh2 deletion abrogates lupus-like disease and prevents T cell differentiation. Single-cell analysis suggests impaired T cell function and activation of programed cell death pathways in EZH2-deficient mice. Ezh2 deletion in CD4+ T cells restricts TCR clonal repertoire and prevents kidney-infiltrating effector CD4+ T cell expansion and tubulointerstitial nephritis, which has been linked to end-stage renal disease in patients with lupus nephritis.
Collapse
|
14
|
Liu S, Cao Y, Cui K, Ren G, Zhao T, Wang X, Wei D, Chen Z, Gurram RK, Liu C, Wu C, Zhu J, Zhao K. Regulation of T helper cell differentiation by the interplay between histone modification and chromatin interaction. Immunity 2024; 57:987-1004.e5. [PMID: 38614090 PMCID: PMC11096031 DOI: 10.1016/j.immuni.2024.03.018] [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: 08/13/2023] [Revised: 12/30/2023] [Accepted: 03/22/2024] [Indexed: 04/15/2024]
Abstract
The development and function of the immune system are controlled by temporospatial gene expression programs, which are regulated by cis-regulatory elements, chromatin structure, and trans-acting factors. In this study, we cataloged the dynamic histone modifications and chromatin interactions at regulatory regions during T helper (Th) cell differentiation. Our data revealed that the H3K4me1 landscape established by MLL4 in naive CD4+ T cells is critical for restructuring the regulatory interaction network and orchestrating gene expression during the early phase of Th differentiation. GATA3 plays a crucial role in further configuring H3K4me1 modification and the chromatin interaction network during Th2 differentiation. Furthermore, we demonstrated that HSS3-anchored chromatin loops function to restrict the activity of the Th2 locus control region (LCR), thus coordinating the expression of Th2 cytokines. Our results provide insights into the mechanisms of how the interplay between histone modifications, chromatin looping, and trans-acting factors contributes to the differentiation of Th cells.
Collapse
Affiliation(s)
- Shuai Liu
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Yaqiang Cao
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Kairong Cui
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Gang Ren
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Tingting Zhao
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Xuezheng Wang
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Danping Wei
- Molecular and Cellular Immunoregulation Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Zuojia Chen
- Experimental Immunology Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Rama Krishna Gurram
- Molecular and Cellular Immunoregulation Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Chengyu Liu
- Transgenic Core Facility, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Chuan Wu
- Experimental Immunology Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jinfang Zhu
- Molecular and Cellular Immunoregulation Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Keji Zhao
- Laboratory of Epigenome Biology, Systems Biology Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA.
| |
Collapse
|
15
|
He Y, Wasti B, Yuan Y, Chen Z, Duan W, Jia J, Xiao B, Zhang X, Li J, Zeng Q, Ma L, Liu S, Xiang X. Combination of androgen and estrogen improves asthma by mediating Runx3 expression. Int J Med Sci 2024; 21:1003-1015. [PMID: 38774754 PMCID: PMC11103390 DOI: 10.7150/ijms.91253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 03/21/2024] [Indexed: 05/24/2024] Open
Abstract
Objective: Asthma is a chronic heterogeneous airway disease, and imbalanced T-helper type 1 (Th1) and Th2 cell-mediated inflammation contribute to its pathogenesis. Although it has been suggested that androgen and estrogen were involved in development of asthma, the underlying mechanisms remained largely unclear. Studies have demonstrated that Runx3 could promote naive CD4+ T cells to differentiate into Th1 cells. Hence, our study aimed to explore the potential regulatory mechanism of androgen and estrogen on asthma via modulating Runx3. Methods: First, clinical assessments and pulmonary function tests were conducted on 35 asthma patients and 24 healthy controls. The concentrations of androgen, estrogen, and androgen estrogen ratios were assessed in peripheral blood samples of asthma patients and healthy controls. Then, a murine asthma model was established to explore the effects of estrogen and androgen (alone or in combination) on asthma. Third, an in vitro assay was used to explore the mechanism of combination of androgen and estrogen in asthma. Results: We observed decreased androgen and increased estrogen levels in asthma patients compared with healthy controls. In mice with experimental asthma, there were increased serum concentrations of estrogen and decreased serum concentrations of androgen, intervention with combination of androgen and estrogen alleviated airway inflammations, increased Runx3 expressions and elevated Th1 differentiation. In CD4+ T cells co-cultured with bronchial epithelial cells (BECs), treatment with androgen plus estrogen combination promoted Th1 differentiation, which was mitigated by Runx3 knockdown in BECs and enhanced by Runx3 overexpression. Conclusion: These findings suggest that androgen estrogen combination modulate the Th1/Th2 balance via regulating the expression of Runx3 in BECs, thereby providing experimental evidence supporting androgen and estrogen combination as a novel therapy for asthma.
Collapse
Affiliation(s)
- Yi He
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Binaya Wasti
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Yu Yuan
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Zhifeng Chen
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Wentao Duan
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Jingsi Jia
- Department of Emergency Medicine, The Second Xiangya Hospital, Central South University, Emergency and Difficult Diseases Institute of Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Bing Xiao
- Department of Emergency Medicine, The Second Xiangya Hospital, Central South University, Emergency and Difficult Diseases Institute of Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Xiufeng Zhang
- Department of Respiratory Medicine, The Second Affiliated Hospital of Hainan Medical University, 48 Pak Shui Tong Road, Haikou, Hainan 570000, China
| | - Jianmin Li
- Department of Respiratory and Critical Care Medicine, Hunan Provincial People's Hospital, 61 West Jiefang Road, Changsha, Hunan 410005, China
| | - Qingping Zeng
- Department of Respiratory and Critical Care Medicine, Longshan County People's Hospital, Longshan, Hunan 416800, China
| | - Libing Ma
- Department of Respiratory and Critical Care Medicine, The Affiliated Hospital of Guilin Medical University, 15 Le Qun Road, Guilin, Guangxi 541001, China
| | - Shaokun Liu
- Department of Respiratory and Critical Care Medicine, The Second Xiangya Hospital, Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| | - Xudong Xiang
- Department of Emergency Medicine, The Second Xiangya Hospital, Central South University, Emergency and Difficult Diseases Institute of Central South University, 139 Middle Renmin Road, Changsha, Hunan 410011, China
| |
Collapse
|
16
|
Inge MM, Miller R, Hook H, Bray D, Keenan JL, Zhao R, Gilmore TD, Siggers T. Rapid profiling of transcription factor-cofactor interaction networks reveals principles of epigenetic regulation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.05.588333. [PMID: 38617258 PMCID: PMC11014505 DOI: 10.1101/2024.04.05.588333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
Transcription factor (TF)-cofactor (COF) interactions define dynamic, cell-specific networks that govern gene expression; however, these networks are understudied due to a lack of methods for high-throughput profiling of DNA-bound TF-COF complexes. Here we describe the Cofactor Recruitment (CoRec) method for rapid profiling of cell-specific TF-COF complexes. We define a lysine acetyltransferase (KAT)-TF network in resting and stimulated T cells. We find promiscuous recruitment of KATs for many TFs and that 35% of KAT-TF interactions are condition specific. KAT-TF interactions identify NF-κB as a primary regulator of acutely induced H3K27ac. Finally, we find that heterotypic clustering of CBP/P300-recruiting TFs is a strong predictor of total promoter H3K27ac. Our data supports clustering of TF sites that broadly recruit KATs as a mechanism for widespread co-occurring histone acetylation marks. CoRec can be readily applied to different cell systems and provides a powerful approach to define TF-COF networks impacting chromatin state and gene regulation.
Collapse
Affiliation(s)
- M M Inge
- Department of Biology, Boston University, Boston, MA, USA
- Biological Design Center, Boston University, Boston, MA, USA
- These authors contributed equally
| | - R Miller
- Department of Biology, Boston University, Boston, MA, USA
- Bioinformatics Program, Boston University, Boston, MA, USA
- Biological Design Center, Boston University, Boston, MA, USA
- These authors contributed equally
| | - H Hook
- Department of Biology, Boston University, Boston, MA, USA
| | - D Bray
- Department of Biology, Boston University, Boston, MA, USA
- Bioinformatics Program, Boston University, Boston, MA, USA
| | - J L Keenan
- Department of Biology, Boston University, Boston, MA, USA
- Bioinformatics Program, Boston University, Boston, MA, USA
| | - R Zhao
- Department of Biology, Boston University, Boston, MA, USA
| | - T D Gilmore
- Department of Biology, Boston University, Boston, MA, USA
| | - T Siggers
- Department of Biology, Boston University, Boston, MA, USA
- Bioinformatics Program, Boston University, Boston, MA, USA
- Biological Design Center, Boston University, Boston, MA, USA
| |
Collapse
|
17
|
Moldenhauer LM, Foyle KL, Wilson JJ, Wong YY, Sharkey DJ, Green ES, Barry SC, Hull ML, Robertson SA. A disrupted FOXP3 transcriptional signature underpins systemic regulatory T cell insufficiency in early pregnancy failure. iScience 2024; 27:108994. [PMID: 38327801 PMCID: PMC10847744 DOI: 10.1016/j.isci.2024.108994] [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: 07/12/2023] [Revised: 12/22/2023] [Accepted: 01/18/2024] [Indexed: 02/09/2024] Open
Abstract
Regulatory T (Treg) cell defects are implicated in disorders of embryo implantation and placental development, but the origins of Treg cell dysfunction are unknown. Here, we comprehensively analyzed the phenotypes and transcriptional profile of peripheral blood Treg cells in individuals with early pregnancy failure (EPF). Compared to fertile subjects, EPF subjects had 32% fewer total Treg cells and 54% fewer CD45RA+CCR7+ naive Treg cells among CD4+ T cells, an altered Treg cell phenotype with reduced transcription factor FOXP3 and suppressive marker CTLA4 expression, and lower Treg:Th1 and Treg:Th17 ratios. RNA sequencing demonstrated an aberrant gene expression profile, with upregulation of pro-inflammatory genes including CSF2, IL4, IL17A, IL21, and IFNG in EPF Treg cells. In silico analysis revealed 25% of the Treg cell dysregulated genes are targets of FOXP3. We conclude that EPF is associated with systemic Treg cell defects arising due to disrupted FOXP3 transcriptional control and loss of lineage fidelity.
Collapse
Affiliation(s)
- Lachlan M. Moldenhauer
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - Kerrie L. Foyle
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - Jasmine J. Wilson
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - Ying Y. Wong
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - David J. Sharkey
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - Ella S. Green
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - Simon C. Barry
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| | - M. Louise Hull
- Robinson Research Institute and Adelaide Medical School, The University of Adelaide, Adelaide, SA, Australia
| | - Sarah A. Robertson
- Robinson Research Institute and School of Biomedicine, The University of Adelaide, Adelaide, SA, Australia
| |
Collapse
|
18
|
Tjärnberg A, Beheler-Amass M, Jackson CA, Christiaen LA, Gresham D, Bonneau R. Structure-primed embedding on the transcription factor manifold enables transparent model architectures for gene regulatory network and latent activity inference. Genome Biol 2024; 25:24. [PMID: 38238840 PMCID: PMC10797903 DOI: 10.1186/s13059-023-03134-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 11/30/2023] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND Modeling of gene regulatory networks (GRNs) is limited due to a lack of direct measurements of genome-wide transcription factor activity (TFA) making it difficult to separate covariance and regulatory interactions. Inference of regulatory interactions and TFA requires aggregation of complementary evidence. Estimating TFA explicitly is problematic as it disconnects GRN inference and TFA estimation and is unable to account for, for example, contextual transcription factor-transcription factor interactions, and other higher order features. Deep-learning offers a potential solution, as it can model complex interactions and higher-order latent features, although does not provide interpretable models and latent features. RESULTS We propose a novel autoencoder-based framework, StrUcture Primed Inference of Regulation using latent Factor ACTivity (SupirFactor) for modeling, and a metric, explained relative variance (ERV), for interpretation of GRNs. We evaluate SupirFactor with ERV in a wide set of contexts. Compared to current state-of-the-art GRN inference methods, SupirFactor performs favorably. We evaluate latent feature activity as an estimate of TFA and biological function in S. cerevisiae as well as in peripheral blood mononuclear cells (PBMC). CONCLUSION Here we present a framework for structure-primed inference and interpretation of GRNs, SupirFactor, demonstrating interpretability using ERV in multiple biological and experimental settings. SupirFactor enables TFA estimation and pathway analysis using latent factor activity, demonstrated here on two large-scale single-cell datasets, modeling S. cerevisiae and PBMC. We find that the SupirFactor model facilitates biological analysis acquiring novel functional and regulatory insight.
Collapse
Affiliation(s)
- Andreas Tjärnberg
- Center for Developmental Genetics, New York University, New York, NY, 10003, USA.
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA.
- Department of Biology, NYU, New York, NY, 10008, USA.
- Mortimer B. Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, 10010, USA.
- Department of Neuro-Science, University of Wisconsin-Madison - Waisman Center, Madison, USA.
| | - Maggie Beheler-Amass
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Christopher A Jackson
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Lionel A Christiaen
- Center for Developmental Genetics, New York University, New York, NY, 10003, USA
- Department of Biology, NYU, New York, NY, 10008, USA
- Sars International Centre for Marine Molecular Biology, University of Bergen, Bergen, Norway
- Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | - David Gresham
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Richard Bonneau
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA.
- Department of Biology, NYU, New York, NY, 10008, USA.
- Flatiron Institute, Center for Computational Biology, Simons Foundation, New York, NY, 10010, USA.
- Courant Institute of Mathematical Sciences, Computer Science Department, New York University, New York, NY, 10003, USA.
- Center For Data Science, NYU, New York, NY, 10008, USA.
- Prescient Design, a Genentech accelerator, New York, NY, 10010, USA.
| |
Collapse
|
19
|
Kaczanowska S, Murty T, Alimadadi A, Contreras CF, Duault C, Subrahmanyam PB, Reynolds W, Gutierrez NA, Baskar R, Wu CJ, Michor F, Altreuter J, Liu Y, Jhaveri A, Duong V, Anbunathan H, Ong C, Zhang H, Moravec R, Yu J, Biswas R, Van Nostrand S, Lindsay J, Pichavant M, Sotillo E, Bernstein D, Carbonell A, Derdak J, Klicka-Skeels J, Segal JE, Dombi E, Harmon SA, Turkbey B, Sahaf B, Bendall S, Maecker H, Highfill SL, Stroncek D, Glod J, Merchant M, Hedrick CC, Mackall CL, Ramakrishna S, Kaplan RN. Immune determinants of CAR-T cell expansion in solid tumor patients receiving GD2 CAR-T cell therapy. Cancer Cell 2024; 42:35-51.e8. [PMID: 38134936 PMCID: PMC10947809 DOI: 10.1016/j.ccell.2023.11.011] [Citation(s) in RCA: 41] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 09/18/2023] [Accepted: 11/22/2023] [Indexed: 12/24/2023]
Abstract
Chimeric antigen receptor T cells (CAR-Ts) have remarkable efficacy in liquid tumors, but limited responses in solid tumors. We conducted a Phase I trial (NCT02107963) of GD2 CAR-Ts (GD2-CAR.OX40.28.z.iC9), demonstrating feasibility and safety of administration in children and young adults with osteosarcoma and neuroblastoma. Since CAR-T efficacy requires adequate CAR-T expansion, patients were grouped into good or poor expanders across dose levels. Patient samples were evaluated by multi-dimensional proteomic, transcriptomic, and epigenetic analyses. T cell assessments identified naive T cells in pre-treatment apheresis associated with good expansion, and exhausted T cells in CAR-T products with poor expansion. Myeloid cell assessment identified CXCR3+ monocytes in pre-treatment apheresis associated with good expansion. Longitudinal analysis of post-treatment samples identified increased CXCR3- classical monocytes in all groups as CAR-T numbers waned. Together, our data uncover mediators of CAR-T biology and correlates of expansion that could be utilized to advance immunotherapies for solid tumor patients.
Collapse
Affiliation(s)
- Sabina Kaczanowska
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Tara Murty
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Ahmad Alimadadi
- La Jolla Institute for Immunology, La Jolla, CA, USA; Immunology Center of Georgia, Augusta University, Augusta, GA, USA; Georgia Cancer Center, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Cristina F Contreras
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA; Department of Oncology, University of Oxford, Oxford, UK
| | - Caroline Duault
- Stanford Human Immune Monitoring Center, Stanford University School of Medicine, Stanford, CA, USA
| | - Priyanka B Subrahmanyam
- Stanford Human Immune Monitoring Center, Stanford University School of Medicine, Stanford, CA, USA
| | - Warren Reynolds
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Reema Baskar
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Catherine J Wu
- Broad Institute, Cambridge, MA, USA; Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | - Yang Liu
- Broad Institute, Cambridge, MA, USA
| | | | - Vandon Duong
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Hima Anbunathan
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Claire Ong
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Hua Zhang
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Radim Moravec
- Cancer Therapy Evaluation Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Joyce Yu
- Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | | | - Mina Pichavant
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Elena Sotillo
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Donna Bernstein
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Amanda Carbonell
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Joanne Derdak
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jacquelyn Klicka-Skeels
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Julia E Segal
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Eva Dombi
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Stephanie A Harmon
- Artificial Intelligence Resource, Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Baris Turkbey
- Artificial Intelligence Resource, Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Bita Sahaf
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Sean Bendall
- Georgia Cancer Center, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Holden Maecker
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Steven L Highfill
- Center for Cellular Engineering, Department of Transfusion Medicine, National Institutes of Health Clinical Center, Bethesda, MD, USA
| | - David Stroncek
- Center for Cellular Engineering, Department of Transfusion Medicine, National Institutes of Health Clinical Center, Bethesda, MD, USA
| | - John Glod
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Melinda Merchant
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Catherine C Hedrick
- La Jolla Institute for Immunology, La Jolla, CA, USA; Immunology Center of Georgia, Augusta University, Augusta, GA, USA; Georgia Cancer Center, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Crystal L Mackall
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Sneha Ramakrishna
- Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA.
| | - Rosandra N Kaplan
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
| |
Collapse
|
20
|
DeGolier KR, Danis E, D'Antonio M, Cimons J, Yarnell M, Kedl RM, Kohler ME, Scott-Browne JP, Fry TJ. Antigen experience history directs distinct functional states of CD8+ CAR T cells during the anti-leukemia response. RESEARCH SQUARE 2023:rs.3.rs-3712137. [PMID: 38196657 PMCID: PMC10775394 DOI: 10.21203/rs.3.rs-3712137/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
Chimeric antigen receptor T cells are an effective therapy for B-lineage malignancies. However, many patients relapse and this therapeutic has yet to show strong efficacy in other hematologic or solid tumors. One opportunity for improvement lies in the ability to generate T cells with desirable functional characteristics. Here, we dissect the biology of CD8+ CAR T cells (CAR8) by controlling whether the T cell has encountered cognate TCR antigen prior to CAR generation. We find that prior antigen experience influences multiple aspects of in vitro and in vivo CAR8 functionality, resulting in superior effector function and leukemia clearance in the setting of limiting target antigen density compared to antigen-inexperienced T cells. However, this comes at the expense of inferior proliferative capacity, susceptibility to phenotypic exhaustion and dysfunction, and inability to clear wildtype leukemia in the setting of limiting CAR+ cell dose. Epigenomic and transcriptomic comparisons of these cell populations identified overexpression of the Runx2 transcription factor as a novel strategy to enhance CAR8 function, with a differential impact depending on prior cell state. Collectively, our data demonstrate that prior antigen experience determines functional attributes of a CAR T cell, as well as amenability to functional enhancement by transcription factor modulation.
Collapse
Affiliation(s)
- Kole R DeGolier
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Etienne Danis
- Biostatistics and Bioinformatics Shared Resource, University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Marc D'Antonio
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Jennifer Cimons
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - Michael Yarnell
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
| | - Ross M Kedl
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
| | - M Eric Kohler
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
| | - James P Scott-Browne
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, CO, USA
| | - Terry J Fry
- Department of Immunology, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Department of Pediatrics, University of Colorado Anschutz Medical Campus; Aurora, CO, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado; Aurora, CO, USA
| |
Collapse
|
21
|
Vucetic A, Lafleur A, Côté M, Kobasa D, Chan M, Alvarez F, Piccirillo C, Dong G, Olivier M. Extracellular vesicle storm during the course of Ebola virus infection in primates. Front Cell Infect Microbiol 2023; 13:1275277. [PMID: 38035334 PMCID: PMC10684970 DOI: 10.3389/fcimb.2023.1275277] [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: 08/09/2023] [Accepted: 10/30/2023] [Indexed: 12/02/2023] Open
Abstract
Introduction Ebola virus (EBOV) is an RNA virus of the Filoviridae family that is responsible for outbreaks of hemorrhagic fevers in primates with a lethality rate as high as 90%. EBOV primarily targets host macrophages leading to cell activation and systemic cytokine storm, and fatal infection is associated with an inhibited interferon response, and lymphopenia. The EBOV surface glycoprotein (GP) has been shown to directly induce T cell depletion and can be secreted outside the virion via extracellular vesicles (EVs), though most studies are limited to epithelial cells and underlying mechanisms remain poorly elucidated. Methods To assess the role of GP on EBOV-induced dysregulation of host immunity, we first utilized EBOV virus-like particles (VLPs) expressing VP40 and NP either alone (Bald-VLP) or in conjunction with GP (VLP-GP) to investigate early inflammatory responses in THP-1 macrophages and in a murine model. We then sought to decipher the role of non-classical inflammatory mediators such as EVs over the course of EBOV infection in two EBOV-infected rhesus macaques by isolating and characterizing circulatory EVs throughout disease progression using size exclusion chromatography, nanoparticle tracking-analysis, and LC-MS/MS. Results While all VLPs could induce inflammatory mediators and recruit small peritoneal macrophages, pro-inflammatory cytokine and chemokine gene expression was exacerbated by the presence of GP. Further, quantification of EVs isolated from infected rhesus macaques revealed that the concentration of vesicles peaked in circulation at the terminal stage, at which time EBOV GP could be detected in host-derived exosomes. Moreover, comparative proteomics conducted across EV populations isolated from serum at various time points before and after infection revealed differences in host-derived protein content that were most significantly pronounced at the endpoint of infection, including significant expression of mediators of TLR4 signaling. Discussion These results suggest a dynamic role for EVs in the modification of disease states in the context of EBOV. Overall, our work highlights the importance of viral factors, such as the GP, and host derived EVs in the inflammatory cascade and pathogenesis of EBOV, which can be collectively further exploited for novel antiviral development.
Collapse
Affiliation(s)
- Andrea Vucetic
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| | - Andrea Lafleur
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| | - Marceline Côté
- Department of Biochemistry, Microbiology and Immunology and Centre for Infection, Immunity and Inflammation, University of Ottawa, Ottawa, ON, Canada
| | - Darwyn Kobasa
- Special Pathogen Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, MB, Canada
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB, Canada
| | - Mable Chan
- Special Pathogen Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, MB, Canada
| | - Fernando Alvarez
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
- Federation of Clinical Immunology (FOCiS) Centres of Excellence in Translational Immunology (CETI), Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| | - Ciriaco Piccirillo
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
- Federation of Clinical Immunology (FOCiS) Centres of Excellence in Translational Immunology (CETI), Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| | - George Dong
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| | - Martin Olivier
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, QC, Canada
- Federation of Clinical Immunology (FOCiS) Centres of Excellence in Translational Immunology (CETI), Research Institute of the McGill University Health Centre, Montréal, QC, Canada
| |
Collapse
|
22
|
Hojo H, Ohba S. Runt-related Transcription Factors and Gene Regulatory Mechanisms in Skeletal Development and Diseases. Curr Osteoporos Rep 2023; 21:485-492. [PMID: 37436583 PMCID: PMC10543954 DOI: 10.1007/s11914-023-00808-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/26/2023] [Indexed: 07/13/2023]
Abstract
PURPOSE OF REVIEW Runt-related transcription factors (RUNX) play critical roles in skeletal development, metabolism, and diseases. In mammals, three RUNX members, namely RUNX1, RUNX2, and RUNX3, play distinct and redundant roles, although RUNX2 is a dominant factor in skeletal development and several skeletal diseases. This review is to provide an overview of the current understanding of RUNX-mediated transcriptional regulation in different skeletal cell types. RECENT FINDINGS Advances in chromatin immunoprecipitation and next-generation sequencing (ChIP-seq) have revealed genome-wide RUNX-mediated gene regulatory mechanisms, including their association with cis-regulatory elements and putative target genes. Further studies with genome-wide analysis and biochemical assays have shed light on RUNX-mediated pioneering action and involvements of RUNX2 in lipid-lipid phase separation. Emerging multi-layered mechanisms of RUNX-mediated gene regulations help us better understanding of skeletal development and diseases, which also provides clues to think how genome-wide studies can help develop therapeutic strategies for skeletal diseases.
Collapse
Affiliation(s)
- Hironori Hojo
- Division of Clinical Biotechnology, Center for Disease Biology and Integrative Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-Ku, Tokyo, 113-8655 Japan
- Department of Bioengineering, Graduate School of Engineering, The University of Tokyo, Tokyo, 113-8655 Japan
| | - Shinsuke Ohba
- Department of Tissue and Developmental Biology, Graduate School of Dentistry, Osaka University, 1-8 Yamadaoka, Suita, Osaka 565-0871 Japan
| |
Collapse
|
23
|
Stefan K, Barski A. Cis-regulatory atlas of primary human CD4+ T cells. BMC Genomics 2023; 24:253. [PMID: 37170195 PMCID: PMC10173520 DOI: 10.1186/s12864-023-09288-3] [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: 12/30/2022] [Accepted: 03/31/2023] [Indexed: 05/13/2023] Open
Abstract
Cis-regulatory elements (CRE) are critical for coordinating gene expression programs that dictate cell-specific differentiation and homeostasis. Recently developed self-transcribing active regulatory region sequencing (STARR-Seq) has allowed for genome-wide annotation of functional CREs. Despite this, STARR-Seq assays are only employed in cell lines, in part, due to difficulties in delivering reporter constructs. Herein, we implemented and validated a STARR-Seq-based screen in human CD4+ T cells using a non-integrating lentiviral transduction system. Lenti-STARR-Seq is the first example of a genome-wide assay of CRE function in human primary cells, identifying thousands of functional enhancers and negative regulatory elements (NREs) in human CD4+ T cells. We find an unexpected difference in nucleosome organization between enhancers and NRE: enhancers are located between nucleosomes, whereas NRE are occupied by nucleosomes in their endogenous locations. We also describe chromatin modification, eRNA production, and transcription factor binding at both enhancers and NREs. Our findings support the idea of silencer repurposing as enhancers in alternate cell types. Collectively, these data suggest that Lenti-STARR-Seq is a successful approach for CRE screening in primary human cell types, and provides an atlas of functional CREs in human CD4+ T cells.
Collapse
Affiliation(s)
- Kurtis Stefan
- Division of Allergy & Immunology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7028, Cincinnati, OH, 45229-3026, USA
- Medical Scientist Training Program (MSTP), University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Artem Barski
- Division of Allergy & Immunology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7028, Cincinnati, OH, 45229-3026, USA.
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229-3026, USA.
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.
| |
Collapse
|
24
|
Ding H, Mei X, Li L, Fang P, Guo T, Zhao J. RUNX1 Ameliorates Rheumatoid Arthritis Progression through Epigenetic Inhibition of LRRC15. Mol Cells 2023; 46:231-244. [PMID: 36625319 PMCID: PMC10086557 DOI: 10.14348/molcells.2023.2136] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 11/23/2022] [Accepted: 11/26/2022] [Indexed: 01/11/2023] Open
Abstract
Leucine-rich repeat containing 15 (LRRC15) has been identified as a contributing factor for cartilage damage in osteoarthritis; however, its involvement in rheumatoid arthritis (RA) and the underlying mechanisms have not been well characterized. The purpose of this study was to explore the function of LRRC15 in RA-associated fibroblast-like synoviocytes (RA-FLS) and in mice with collagen-induced arthritis (CIA) and to dissect the epigenetic mechanisms involved. LRRC15 was overexpressed in the synovial tissues of patients with RA, and LRRC15 overexpression was associated with increased proliferative, migratory, invasive, and angiogenic capacities of RA-FLS and accelerated release of pro-inflammatory cytokines. LRRC15 knockdown significantly inhibited synovial proliferation and reduced bone invasion and destruction in CIA mice. Runt-related transcription factor 1 (RUNX1) transcriptionally represses LRRC15 by binding to core-binding factor subunit beta (CBF-β). Overexpression of RUNX1 significantly inhibited the invasive phenotype of RA-FLS and suppressed the expression of proinflammatory cytokines. Conversely, the effects of RUNX1 were significantly reversed after overexpression of LRRC15 or inhibition of RUNX1-CBF-β interactions. Therefore, we demonstrated that RUNX1-mediated transcriptional repression of LRRC15 inhibited the development of RA, which may have therapeutic effects for RA patients.
Collapse
Affiliation(s)
- Hao Ding
- Department of Orthopedics, Jinling Hospital, Jinling Clinical Medical College of Nanjing Medical University, Nanjing 211166, China
| | - Xiaoliang Mei
- Department of Orthopedics, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou 225300, China
| | - Lintao Li
- Department of Orthopedics, Jinling Hospital, Jinling Clinical Medical College of Nanjing Medical University, Nanjing 211166, China
| | - Peng Fang
- Department of Orthopedics, Jinling Hospital, Jinling Clinical Medical College of Nanjing Medical University, Nanjing 211166, China
| | - Ting Guo
- Department of Orthopedics, Jinling Hospital, Jinling Clinical Medical College of Nanjing Medical University, Nanjing 211166, China
| | - Jianning Zhao
- Department of Orthopedics, Jinling Hospital, Jinling Clinical Medical College of Nanjing Medical University, Nanjing 211166, China
| |
Collapse
|
25
|
Lin TC. RUNX2 and Cancer. Int J Mol Sci 2023; 24:ijms24087001. [PMID: 37108164 PMCID: PMC10139076 DOI: 10.3390/ijms24087001] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 04/03/2023] [Accepted: 04/07/2023] [Indexed: 04/29/2023] Open
Abstract
Runt-related transcription factor 2 (RUNX2) is critical for the modulation of chondrocyte osteoblast differentiation and hypertrophy. Recently discovered RUNX2 somatic mutations, expressional signatures of RUNX2 in normal tissues and tumors, and the prognostic and clinical significance of RUNX2 in many types of cancer have attracted attention and led RUNX2 to be considered a biomarker for cancer. Many discoveries have illustrated the indirect and direct biological functions of RUNX2 in orchestrating cancer stemness, cancer metastasis, angiogenesis, proliferation, and chemoresistance to anticancer compounds, warranting further exploration of the associated mechanisms to support the development of a novel therapeutic strategy. In this review, we focus mainly on critical and recent research developments, including RUNX2's oncogenic activities, by summarizing and integrating the findings on somatic mutations of RUNX2, transcriptomic studies, clinical information, and discoveries about how the RUNX2-induced signaling pathway modulates malignant progression in cancer. We also comprehensively discuss RUNX2 RNA expression in a pancancer panel and in specific normal cell types at the single-cell level to indicate the potential cell types and sites for tumorigenesis. We expect this review to shed light on the recent mechanistical findings and modulatory role of RUNX2 in cancer progression and provide biological information that can guide new research in this field.
Collapse
Affiliation(s)
- Tsung-Chieh Lin
- Genomic Medicine Core Laboratory, Department of Medical Research and Development, Chang Gung Memorial Hospital, Linkou 333, Taiwan
- Department of Biomedical Sciences, Chang Gung University, Taoyuan City 333, Taiwan
| |
Collapse
|
26
|
Dolsten GA, Pritykin Y. Genomic Analysis of Foxp3 Function in Regulatory T Cells. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 210:880-887. [PMID: 36947819 PMCID: PMC10037560 DOI: 10.4049/jimmunol.2200864] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 01/23/2023] [Indexed: 03/24/2023]
Abstract
Regulatory T (Treg) cells are critical for tolerance to self-antigens and for preventing autoimmunity. Foxp3 has been identified as a Treg cell lineage-defining transcription factor controlling Treg cell differentiation and function. In this article, we review the current mechanistic and systemic understanding of Foxp3 function enabled by experimental and computational advances in high-throughput genomics.
Collapse
Affiliation(s)
- Gabriel A Dolsten
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA
- Quantitative and Computational Biology Graduate Program, Princeton University, Princeton, NJ, USA
| | - Yuri Pritykin
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA
- Department of Computer Science, Princeton University, Princeton, NJ, USA
| |
Collapse
|
27
|
Hojo H. Emerging RUNX2-Mediated Gene Regulatory Mechanisms Consisting of Multi-Layered Regulatory Networks in Skeletal Development. Int J Mol Sci 2023; 24:ijms24032979. [PMID: 36769300 PMCID: PMC9917854 DOI: 10.3390/ijms24032979] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 01/30/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Skeletal development is tightly coordinated by chondrocytes and osteoblasts, which are derived from skeletal progenitors, and distinct cell-type gene regulatory programs underlie the specification and differentiation of cells. Runt-related transcription factor 2 (Runx2) is essential to chondrocyte hypertrophy and osteoblast differentiation. Genetic studies have revealed the biological functions of Runx2 and its involvement in skeletal genetic diseases. Meanwhile, molecular biology has provided a framework for our understanding of RUNX2-mediated transactivation at a limited number of cis-regulatory elements. Furthermore, studies using next-generation sequencing (NGS) have provided information on RUNX2-mediated gene regulation at the genome level and novel insights into the multiple layers of gene regulatory mechanisms, including the modes of action of RUNX2, chromatin accessibility, the concept of pioneer factors and phase separation, and three-dimensional chromatin organization. In this review, I summarize the emerging RUNX2-mediated regulatory mechanism from a multi-layer perspective and discuss future perspectives for applications in the treatment of skeletal diseases.
Collapse
Affiliation(s)
- Hironori Hojo
- Center for Disease Biology and Integrative Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
| |
Collapse
|
28
|
Tjärnberg A, Beheler-Amass M, Jackson CA, Christiaen LA, Gresham D, Bonneau R. Structure primed embedding on the transcription factor manifold enables transparent model architectures for gene regulatory network and latent activity inference. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.02.526909. [PMID: 36778259 PMCID: PMC9915715 DOI: 10.1101/2023.02.02.526909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The modeling of gene regulatory networks (GRNs) is limited due to a lack of direct measurements of regulatory features in genome-wide screens. Most GRN inference methods are therefore forced to model relationships between regulatory genes and their targets with expression as a proxy for the upstream independent features, complicating validation and predictions produced by modeling frameworks. Separating covariance and regulatory influence requires aggregation of independent and complementary sets of evidence, such as transcription factor (TF) binding and target gene expression. However, the complete regulatory state of the system, e.g. TF activity (TFA) is unknown due to a lack of experimental feasibility, making regulatory relations difficult to infer. Some methods attempt to account for this by modeling TFA as a latent feature, but these models often use linear frameworks that are unable to account for non-linearities such as saturation, TF-TF interactions, and other higher order features. Deep learning frameworks may offer a solution, as they are capable of modeling complex interactions and capturing higher-order latent features. However, these methods often discard central concepts in biological systems modeling, such as sparsity and latent feature interpretability, in favor of increased model complexity. We propose a novel deep learning autoencoder-based framework, StrUcture Primed Inference of Regulation using latent Factor ACTivity (SupirFactor), that scales to single cell genomic data and maintains interpretability to perform GRN inference and estimate TFA as a latent feature. We demonstrate that SupirFactor outperforms current leading GRN inference methods, predicts biologically relevant TFA and elucidates functional regulatory pathways through aggregation of TFs.
Collapse
Affiliation(s)
- Andreas Tjärnberg
- Center for Developmental Genetics, New York University, New York 10003 NY, USA
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Mortimer B. Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, 10010, USA
| | - Maggie Beheler-Amass
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Christopher A Jackson
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Lionel A Christiaen
- Center for Developmental Genetics, New York University, New York 10003 NY, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Sars International Centre for Marine Molecular Biology, University of Bergen, Bergen, Norway
- Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | - David Gresham
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Richard Bonneau
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Flatiron Institute, Center for Computational Biology, Simons Foundation, New York, NY 10010, USA
- Courant Institute of Mathematical Sciences, Computer Science Department, New York University, New York, NY 10003, USA
- Center For Data Science, NYU, New York, NY 10008, USA
- Prescient Design, a Genentech accelerator, New York, NY, 10010, USA
| |
Collapse
|
29
|
Wang X, Zha H, Wu W, Yuan T, Xie S, Jin Z, Long H, Yang F, Wang Z, Zhang A, Gao J, Jiang Y, Wang L, Hu C, Wan YY, Li QJ, Symonds ALJ, Jia Q, Zhu B. CD200 + cytotoxic T lymphocytes in the tumor microenvironment are crucial for efficacious anti-PD-1/PD-L1 therapy. Sci Transl Med 2023; 15:eabn5029. [PMID: 36652534 DOI: 10.1126/scitranslmed.abn5029] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Anti-PD-1/PD-L1 therapy, either by anti-PD-1 antibody or anti-PD-L1 antibody, has efficacy by reinvigorating tumor-infiltrating CD8+ T cells in a subset of patients with cancer, but it has unequal effects on heterogeneous CD8+ T cell populations. Hence, the subset crucial to efficacious PD-1 blockade therapy remains elusive. Here, we found an increase in tumor-infiltrating CD200+ cytotoxic T lymphocytes (CTLs) upon PD-1/PD-L1 blockade, with higher proportions of CD200+ T cells positively related to a favorable clinical outcome to anti-PD-1/PD-L1 therapy in three independent cohorts of patients with cancer. Using multiple mouse tumor models, we demonstrated that CD200+ CTLs are essential for efficacious anti-PD-L1 therapy. Mechanistically, we observed a unique chromatin landscape in CD200+ CTLs and found that these cells are enriched for tumor antigen-specific CTLs and have antitumor effector functions. Coinoculation of CD200+ CTLs with tumor cells led to robust tumor regression in two transplanted mouse models. Clinically, we found that infiltration of CD200+ CTLs into tumors could predict immunotherapy efficacy in six patient cohorts. Together, our findings reveal that CD200+ CTLs in the tumor microenvironment are crucial for efficacious anti-PD-1/PD-L1 therapy and could serve as a predictor of successful immunotherapy in the clinic.
Collapse
Affiliation(s)
- Xinxin Wang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Haoran Zha
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China.,Department of Oncology, PLA Rocket Force Characteristic Medical Center, Beijing 100088, P. R. China
| | - Wei Wu
- Cardiothoracic Surgery Department, Southwest Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Ting Yuan
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Shuanglong Xie
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Zheng Jin
- Research Institute, GloriousMed Clinical Laboratory (Shanghai) Co. Ltd., 201318, P. R. China
| | - Haixia Long
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Fei Yang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Zhongyu Wang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Anmei Zhang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Jianbao Gao
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Ying Jiang
- Department of Oncology, PLA Rocket Force Characteristic Medical Center, Beijing 100088, P. R. China
| | - Lujing Wang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Chunyan Hu
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Yisong Y Wan
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Qi-Jing Li
- Department of Immunology, Duke University Medical Center, Durham, NC 27710, USA
| | - Alistair L J Symonds
- Blizard Institute, Barts and London School of Medicine and Dentistry, University of London, London, E1 2AT UK
| | - Qingzhu Jia
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| | - Bo Zhu
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing 400037, P. R. China
| |
Collapse
|
30
|
Yu G, Chen Y, Hu Y, Zhou Y, Ding X, Zhou X. Roles of transducin-like enhancer of split (TLE) family proteins in tumorigenesis and immune regulation. Front Cell Dev Biol 2022; 10:1010639. [PMID: 36438567 PMCID: PMC9692235 DOI: 10.3389/fcell.2022.1010639] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 10/31/2022] [Indexed: 08/16/2023] Open
Abstract
Mammalian transducin-like enhancer of split family proteins (TLEs) are homologous to Drosophila Groucho (Gro) and are essential transcriptional repressors. Seven TLE family members, TLE1-7, have been identified to date. These proteins do not bind DNA directly; instead, they bind a set of transcription factors and thereby inhibit target gene expression. Loss of TLEs in mice usually leads to defective early development; however, TLE functions in developmentally mature cells are unclear. Recent studies have revealed that TLEs are dysregulated in certain human cancer types and may function as oncogenes or tumor suppressors in different contexts. TLE levels also affect the efficacy of cancer treatments and the development of drug resistance. In addition, TLEs play critical roles in the development and function of immune cells, including macrophages and lymphocytes. In this review, we provide updates on the expression, function, and mechanism of TLEs; discuss the roles played by TLEs in tumorigenesis and the inflammatory response; and elaborate on several TLE-associated signaling pathways, including the Notch, Wnt, and MAPK pathways. Finally, we discuss potential strategies for targeting TLEs in cancer therapy.
Collapse
Affiliation(s)
- Guiping Yu
- Department of Immunology, Nantong University, School of Medicine, Nantong, China
- Department of Cardiothoracic Surgery, The Affiliated Jiangyin Hospital of Nantong University, Jiangyin, China
| | - Yiqi Chen
- Department of Immunology, Nantong University, School of Medicine, Nantong, China
| | - Yuwen Hu
- Department of Immunology, Nantong University, School of Medicine, Nantong, China
| | - Yan Zhou
- Department of Periodontology, The Affiliated Nantong Stomatological Hospital of Nantong University, Nantong, China
| | - Xiaoling Ding
- Department of Gastroenterology, The Affiliated Hospital of Nantong University, Nantong, China
| | - Xiaorong Zhou
- Department of Immunology, Nantong University, School of Medicine, Nantong, China
| |
Collapse
|
31
|
Vlot A, Maghsudi S, Ohler U. Cluster-independent marker feature identification from single-cell omics data using SEMITONES. Nucleic Acids Res 2022; 50:e107. [PMID: 35909238 PMCID: PMC9561473 DOI: 10.1093/nar/gkac639] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 06/16/2022] [Accepted: 07/26/2022] [Indexed: 12/19/2022] Open
Abstract
Identification of cell identity markers is an essential step in single-cell omics data analysis. Current marker identification strategies typically rely on cluster assignments of cells. However, cluster assignment, particularly for developmental data, is nontrivial, potentially arbitrary, and commonly relies on prior knowledge. In response, we present SEMITONES, a principled method for cluster-free marker identification. We showcase and evaluate its application for marker gene and regulatory region identification from single-cell data of the human haematopoietic system. Additionally, we illustrate its application to spatial transcriptomics data and show how SEMITONES can be used for the annotation of cells given known marker genes. Using several simulated and curated data sets, we demonstrate that SEMITONES qualitatively and quantitatively outperforms existing methods for the retrieval of cell identity markers from single-cell omics data.
Collapse
Affiliation(s)
- Anna Hendrika Cornelia Vlot
- The Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Hannoversche Str. 28, 10115 Berlin, Germany
- Department of Computer Science, Faculty of Mathematics and Natural Sciences, Humboldt Universität zu Berlin, Unter den Linden 6, 10099 Berlin, Germany
| | - Setareh Maghsudi
- Department of Computer Science, Faculty of Science, University of Tübingen, 72074 Tübingen, Germany
| | - Uwe Ohler
- The Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Hannoversche Str. 28, 10115 Berlin, Germany
- Department of Computer Science, Faculty of Mathematics and Natural Sciences, Humboldt Universität zu Berlin, Unter den Linden 6, 10099 Berlin, Germany
- Department of Biology, Faculty of Life Sciences, Humboldt Universität zu Berlin, Unter den Linden 6, 10099 Berlin, Germany
| |
Collapse
|
32
|
Vallejo J, Saigusa R, Gulati R, Armstrong Suthahar SS, Suryawanshi V, Alimadadi A, Durant CP, Ghosheh Y, Roy P, Ehinger E, Pattarabanjird T, Hanna DB, Landay AL, Tracy RP, Lazar JM, Mack WJ, Weber KM, Adimora AA, Hodis HN, Tien PC, Ofotokun I, Heath SL, Shemesh A, McNamara CA, Lanier LL, Hedrick CC, Kaplan RC, Ley K. Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells. BMC Biol 2022; 20:193. [PMID: 36045343 PMCID: PMC9434837 DOI: 10.1186/s12915-022-01382-4] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 08/01/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Cryopreserved peripheral blood mononuclear cells (PBMCs) are frequently collected and provide disease- and treatment-relevant data in clinical studies. Here, we developed combined protein (40 antibodies) and transcript single-cell (sc)RNA sequencing (scRNA-seq) in PBMCs. RESULTS Among 31 participants in the Women's Interagency HIV Study (WIHS), we sequenced 41,611 cells. Using Boolean gating followed by Seurat UMAPs (tool for visualizing high-dimensional data) and Louvain clustering, we identified 50 subsets among CD4+ T, CD8+ T, B, NK cells, and monocytes. This resolution was superior to flow cytometry, mass cytometry, or scRNA-seq without antibodies. Combined protein and transcript scRNA-seq allowed for the assessment of disease-related changes in transcriptomes and cell type proportions. As a proof-of-concept, we showed such differences between healthy and matched individuals living with HIV with and without cardiovascular disease. CONCLUSIONS In conclusion, combined protein and transcript scRNA sequencing is a suitable and powerful method for clinical investigations using PBMCs.
Collapse
Affiliation(s)
- Jenifer Vallejo
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Ryosuke Saigusa
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Rishab Gulati
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | | | - Ahmad Alimadadi
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | - Yanal Ghosheh
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Payel Roy
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Erik Ehinger
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Tanyaporn Pattarabanjird
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - David B Hanna
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alan L Landay
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Russell P Tracy
- Departments of Pathology & Laboratory Medicine and Biochemistry, University of Vermont Larner College of Medicine, Colchester, VT, USA
| | - Jason M Lazar
- Department of Medicine, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Wendy J Mack
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Kathleen M Weber
- Cook County Health/Hektoen Institute of Medicine, Chicago, IL, USA
| | - Adaora A Adimora
- Department of Medicine, University of North Carolina School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Howard N Hodis
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Phyllis C Tien
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Igho Ofotokun
- Department of Medicine, Infectious Disease Division and Grady Health Care System, Emory University School of Medicine, Atlanta, GA, USA
| | - Sonya L Heath
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Avishai Shemesh
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Coleen A McNamara
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Lewis L Lanier
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Catherine C Hedrick
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Seattle, WA, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA.
- Department of Bioengineering, University of California San Diego, San Diego, CA, USA.
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
| |
Collapse
|
33
|
RUNX1 and RUNX3 Genes Expression Level in Adult Acute Lymphoblastic Leukemia-A Case Control Study. Curr Issues Mol Biol 2022; 44:3455-3464. [PMID: 36005134 PMCID: PMC9406551 DOI: 10.3390/cimb44080238] [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: 07/06/2022] [Revised: 07/26/2022] [Accepted: 07/28/2022] [Indexed: 11/17/2022] Open
Abstract
The genetic factors of adult acute lymphoblastic leukemia (ALL) development are only partially understood. The Runt-Related Transcription Factor (RUNX) gene family play a crucial role in hematological malignancies, serving both a tumor suppressor and promoter function. The aim of this study was the assessment of relative RUNX1 and RUNX3 genes expression level among adult ALL cases and a geographically and ethnically matched control group. The relative RUNX1 and RUNX3 genes expression level was assessed by qPCR. The investigated group comprised 60 adult patients newly diagnosed with ALL. The obtained results were compared with a group of 40 healthy individuals, as well as clinical and hematological parameters of patients, and submitted for statistical analysis. ALL patients tend to have significantly higher RUNX1 gene expression level compared with controls. This observation is also true for risk group stratification where high-risk (HR) patients presented higher levels of RUNX1. A higher RUNX1 transcript level correlates with greater leukocytosis while RUNX3 expression is reduced in Philadelphia chromosome bearers. The conducted study sustains the hypothesis that both a reduction and increase in the transcript level of RUNX family genes may be involved in leukemia pathogenesis, although their interaction is complex. In this context, overexpression of the RUNX1 gene in adult ALL cases in particular seems interesting. Obtained results should be interpreted with caution. Further analysis in this research field is needed.
Collapse
|
34
|
Higdon LE, Ahmad AA, Schaffert S, Margulies KB, Maltzman JS. CMV-Responsive CD4 T Cells Have a Stable Cytotoxic Phenotype Over the First Year Post-Transplant in Patients Without Evidence of CMV Viremia. Front Immunol 2022; 13:904705. [PMID: 35837398 PMCID: PMC9275561 DOI: 10.3389/fimmu.2022.904705] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 05/30/2022] [Indexed: 11/18/2022] Open
Abstract
Cytomegalovirus (CMV) infection is a known cause of morbidity and mortality in solid organ transplant recipients. While primary infection is controlled by a healthy immune system, CMV is never eradicated due to viral latency and periodic reactivation. Transplantation and associated therapies hinder immune surveillance of CMV. CD4 T cells are an important part of control of CMV reactivation. We therefore investigated how CMV impacts differentiation, functionality, and expansion of protective CD4 T cells from recipients of heart or kidney transplant in the first year post-transplant without evidence of CMV viremia. We analyzed longitudinal peripheral blood samples by flow cytometry and targeted single cell RNA sequencing coupled to T cell receptor (TCR) sequencing. At the time of transplant, CD4 T cells from CMV seropositive transplant recipients had a higher degree of immune aging than the seronegative recipients. The phenotype of CD4 T cells was stable over time. CMV-responsive CD4 T cells in our transplant cohort included a large proportion with cytotoxic potential. We used sequence analysis of TCRαβ to identify clonal expansion and found that clonally expanded CMV-responsive CD4 T cells were of a predominantly aged cytotoxic phenotype. Overall, our analyses suggest that the CD4 response to CMV is dominated by cytotoxicity and not impacted by transplantation in the first year. Our findings indicate that CMV-responsive CD4 T cells are homeostatically stable in the first year after transplantation and identify subpopulations relevant to study the role of this CD4 T cell population in post-transplant health.
Collapse
Affiliation(s)
- Lauren E. Higdon
- Department of Medicine, Nephrology, Stanford University, Palo Alto, CA, United States
- *Correspondence: Lauren E. Higdon, ; Jonathan S. Maltzman,
| | - Ayah A. Ahmad
- Macaulay Honors College, Hunter College, The City University of New York, New York, NY, United States
| | - Steven Schaffert
- Institute for Immunity, Transplantation and Infection, Stanford University, Stanford, CA, United States
- Department of Medicine/Biomedical Informatics, Stanford University, Stanford, CA, United States
| | - Kenneth B. Margulies
- Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Jonathan S. Maltzman
- Department of Medicine, Nephrology, Stanford University, Palo Alto, CA, United States
- Geriatric Research Education and Clinical Center, Veteran's Affairs Palo Alto Health Care System, Palo Alto, CA, United States
- *Correspondence: Lauren E. Higdon, ; Jonathan S. Maltzman,
| |
Collapse
|
35
|
Date Y, Taniuchi I, Ito K. Oncogenic Runx1-Myc axis in p53-deficient thymic lymphoma. Gene 2022; 819:146234. [PMID: 35114276 DOI: 10.1016/j.gene.2022.146234] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 12/23/2021] [Accepted: 01/18/2022] [Indexed: 11/04/2022]
Abstract
p53 deficiency and Myc dysregulation are frequently associated with cancer. However, the molecular mechanisms linking these two major oncogenic events are poorly understood. Using an osteosarcoma model caused by p53 loss, we have recently shown that Runx3 aberrantly upregulates Myc via mR1, a Runx consensus site in the Myc promoter. Here, we focus on thymic lymphoma, a major tumour type caused by germline p53 deletion in mice, and examine whether the oncogenic Runx-Myc axis plays a notable role in the development of p53-deficient lymphoma. Mice lacking p53 specifically in thymocytes (LP mice) mostly succumbed to thymic lymphoma. Runx1 and Myc were upregulated in LP mouse lymphoma compared with the normal thymus. Depletion of Runx1 or Myc prolonged the lifespan of LP mice and suppressed lymphoma development. In lymphoma cells isolated from LP mice, knockdown of Runx1 led to Myc suppression, weakening their tumour forming ability in immunocompromised mice. The mR1 locus was enriched by both Runx1 and H3K27ac, an active chromatin marker. LP mice with mutated mR1 had a longer lifespan and a lower incidence of lymphoma. Treatment with AI-10-104, a Runx inhibitor, improved the survival of LP mice. These results suggest that Myc upregulation by Runx1 is a key event in p53-deficient thymic lymphoma development and provide a clinical rationale for targeting the Runx family in p53-deficient malignancies.
Collapse
Affiliation(s)
- Yuki Date
- Department of Molecular Bone Biology, Graduate School of Biomedical Sciences, Nagasaki University, 1-7-1 Sakamoto, Nagasaki 852-8588, Japan
| | - Ichiro Taniuchi
- Laboratory for Transcriptional Regulation, RIKEN Center for Integrative Medical Sciences, 1-7-22, Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan
| | - Kosei Ito
- Department of Molecular Bone Biology, Graduate School of Biomedical Sciences, Nagasaki University, 1-7-1 Sakamoto, Nagasaki 852-8588, Japan.
| |
Collapse
|