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Baßler K, Schmidleithner L, Shakiba MH, Elmzzahi T, Köhne M, Floess S, Scholz R, Ohkura N, Sadlon T, Klee K, Neubauer A, Sakaguchi S, Barry SC, Huehn J, Bonaguro L, Ulas T, Beyer M. Identification of the novel FOXP3-dependent T reg cell transcription factor MEOX1 by high-dimensional analysis of human CD4 + T cells. Front Immunol 2023; 14:1107397. [PMID: 37559728 PMCID: PMC10407399 DOI: 10.3389/fimmu.2023.1107397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 06/27/2023] [Indexed: 08/11/2023] Open
Abstract
CD4+ T cells play a central role in the adaptive immune response through their capacity to activate, support and control other immune cells. Although these cells have become the focus of intense research, a comprehensive understanding of the underlying regulatory networks that orchestrate CD4+ T cell function and activation is still incomplete. Here, we analyzed a large transcriptomic dataset consisting of 48 different human CD4+ T cell conditions. By performing reverse network engineering, we identified six common denominators of CD4+ T cell functionality (CREB1, E2F3, AHR, STAT1, NFAT5 and NFATC3). Moreover, we also analyzed condition-specific genes which led us to the identification of the transcription factor MEOX1 in Treg cells. Expression of MEOX1 was comparable to FOXP3 in Treg cells and can be upregulated by IL-2. Epigenetic analyses revealed a permissive epigenetic landscape for MEOX1 solely in Treg cells. Knockdown of MEOX1 in Treg cells revealed a profound impact on downstream gene expression programs and Treg cell suppressive capacity. These findings in the context of CD4+ T cells contribute to a better understanding of the transcriptional networks and biological mechanisms controlling CD4+ T cell functionality, which opens new avenues for future therapeutic strategies.
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Affiliation(s)
- Kevin Baßler
- Systems Medicine, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Bonn, Germany
| | - Lisa Schmidleithner
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | | | - Tarek Elmzzahi
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Microbiology and Immunology, The Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Maren Köhne
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Stefan Floess
- Experimental Immunology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Rebekka Scholz
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Naganari Ohkura
- Laboratory of Experimental Immunology, WPI Immunology Frontier Research Center, Osaka University, Osaka, Japan
| | - Timothy Sadlon
- Molecular Immunology, Robinson Research Institute, University of Adelaide, Norwich Centre, North Adelaide, SA, Australia
| | - Kathrin Klee
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Bonn, Germany
| | - Anna Neubauer
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Shimon Sakaguchi
- Laboratory of Experimental Immunology, WPI Immunology Frontier Research Center, Osaka University, Osaka, Japan
| | - Simon C. Barry
- Molecular Immunology, Robinson Research Institute, University of Adelaide, Norwich Centre, North Adelaide, SA, Australia
| | - Jochen Huehn
- Experimental Immunology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Lorenzo Bonaguro
- Systems Medicine, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Bonn, Germany
| | - Thomas Ulas
- Systems Medicine, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Bonn, Germany
- PRECISE, Platform for Single Cell Genomics and Epigenomics at the German Center for Neurodegenerative Diseases and the University of Bonn, Bonn, Germany
| | - Marc Beyer
- Immunogenomics & Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- PRECISE, Platform for Single Cell Genomics and Epigenomics at the German Center for Neurodegenerative Diseases and the University of Bonn, Bonn, Germany
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2
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Wong YY, Harbison JE, Hope CM, Gundsambuu B, Brown KA, Wong SW, Brown CY, Couper JJ, Breen J, Liu N, Pederson SM, Köhne M, Klee K, Schultze J, Beyer M, Sadlon T, Barry SC. Parallel recovery of chromatin accessibility and gene expression dynamics from frozen human regulatory T cells. Sci Rep 2023; 13:5506. [PMID: 37016052 PMCID: PMC10073253 DOI: 10.1038/s41598-023-32256-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 03/24/2023] [Indexed: 04/06/2023] Open
Abstract
Epigenetic features such as DNA accessibility dictate transcriptional regulation in a cell type- and cell state- specific manner, and mapping this in health vs. disease in clinically relevant material is opening the door to new mechanistic insights and new targets for therapy. Assay for Transposase Accessible Chromatin Sequencing (ATAC-seq) allows chromatin accessibility profiling from low cell input, making it tractable on rare cell populations, such as regulatory T (Treg) cells. However, little is known about the compatibility of the assay with cryopreserved rare cell populations. Here we demonstrate the robustness of an ATAC-seq protocol comparing primary Treg cells recovered from fresh or cryopreserved PBMC samples, in the steady state and in response to stimulation. We extend this method to explore the feasibility of conducting simultaneous quantitation of chromatin accessibility and transcriptome from a single aliquot of 50,000 cryopreserved Treg cells. Profiling of chromatin accessibility and gene expression in parallel within the same pool of cells controls for cellular heterogeneity and is particularly beneficial when constrained by limited input material. Overall, we observed a high correlation of accessibility patterns and transcription factor dynamics between fresh and cryopreserved samples. Furthermore, highly similar transcriptomic profiles were obtained from whole cells and from the supernatants recovered from ATAC-seq reactions. We highlight the feasibility of applying these techniques to profile the epigenomic landscape of cells recovered from cryopreservation biorepositories.
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Affiliation(s)
- Ying Y Wong
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Jessica E Harbison
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
- Women's and Children's Hospital, North Adelaide, Australia
| | - Christopher M Hope
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
- Women's and Children's Hospital, North Adelaide, Australia
| | | | - Katherine A Brown
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Soon W Wong
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Cheryl Y Brown
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
- Women's and Children's Hospital, North Adelaide, Australia
| | - Jennifer J Couper
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
- Women's and Children's Hospital, North Adelaide, Australia
| | - Jimmy Breen
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Ning Liu
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Stephen M Pederson
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
| | - Maren Köhne
- German Center for Neurodegenerative Diseases, University of Bonn, Bonn, Germany
| | - Kathrin Klee
- German Center for Neurodegenerative Diseases, University of Bonn, Bonn, Germany
| | - Joachim Schultze
- German Center for Neurodegenerative Diseases, University of Bonn, Bonn, Germany
| | - Marc Beyer
- German Center for Neurodegenerative Diseases, University of Bonn, Bonn, Germany
| | - Timothy Sadlon
- Robinson Research Institute, University of Adelaide, Adelaide, Australia
- Women's and Children's Hospital, North Adelaide, Australia
| | - Simon C Barry
- Robinson Research Institute, University of Adelaide, Adelaide, Australia.
- Women's and Children's Hospital, North Adelaide, Australia.
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3
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Tuit S, Salvagno C, Kapellos TS, Hau CS, Seep L, Oestreich M, Klee K, de Visser KE, Ulas T, Schultze JL. Transcriptional Signature Derived from Murine Tumor-Associated Macrophages Correlates with Poor Outcome in Breast Cancer Patients. Cell Rep 2020; 29:1221-1235.e5. [PMID: 31665635 PMCID: PMC7057267 DOI: 10.1016/j.celrep.2019.09.067] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Revised: 08/23/2019] [Accepted: 09/20/2019] [Indexed: 12/20/2022] Open
Abstract
Tumor-associated macrophages (TAMs) are frequently the most abundant immune cells in cancers and are associated with poor survival. Here, we generated TAM molecular signatures from K14cre;Cdh1flox/flox;Trp53flox/flox (KEP) and MMTV-NeuT (NeuT) transgenic mice that resemble human invasive lobular carcinoma (ILC) and HER2+ tumors, respectively. Determination of TAM-specific signatures requires comparison with healthy mammary tissue macrophages to avoid overestimation of gene expression differences. TAMs from the two models feature a distinct transcriptomic profile, suggesting that the cancer subtype dictates their phenotype. The KEP-derived signature reliably correlates with poor overall survival in ILC but not in triple-negative breast cancer patients, indicating that translation of murine TAM signatures to patients is cancer subtype dependent. Collectively, we show that a transgenic mouse tumor model can yield a TAM signature relevant for human breast cancer outcome prognosis and provide a generalizable strategy for determining and applying immune cell signatures provided the murine model reflects the human disease. Murine TAM signatures prognosticate outcomes in corresponding cancer patients TAM signatures are robust when they are compared with healthy tissue macrophages TAM transcriptome is dictated by tissue and tumor subtype-related signals Murine TAM signatures can be translated only when a suitable model is chosen
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Affiliation(s)
- Sander Tuit
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany; Department of Anatomy and Embryology, Leiden University Medical Center, 2333 ZC Leiden, the Netherlands
| | - Camilla Salvagno
- Division of Tumor Biology & Immunology, Oncode Institute, the Netherlands Cancer Institute, 1066 CX Amsterdam, the Netherlands
| | - Theodore S Kapellos
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany
| | - Cheei-Sing Hau
- Division of Tumor Biology & Immunology, Oncode Institute, the Netherlands Cancer Institute, 1066 CX Amsterdam, the Netherlands
| | - Lea Seep
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany
| | - Marie Oestreich
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany
| | - Kathrin Klee
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany
| | - Karin E de Visser
- Division of Tumor Biology & Immunology, Oncode Institute, the Netherlands Cancer Institute, 1066 CX Amsterdam, the Netherlands.
| | - Thomas Ulas
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany
| | - Joachim L Schultze
- Genomics and Immunoregulation, LIMES Institute, University of Bonn, 53113 Bonn, Germany; Platform for Single Cell Genomics and Epigenomics (PRECISE) at the German Center for Neurodegenerative Diseases and the University of Bonn, 53127 Bonn, Germany.
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4
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Cirovic B, de Bree LCJ, Groh L, Blok BA, Chan J, van der Velden WJFM, Bremmers MEJ, van Crevel R, Händler K, Picelli S, Schulte-Schrepping J, Klee K, Oosting M, Koeken VACM, van Ingen J, Li Y, Benn CS, Schultze JL, Joosten LAB, Curtis N, Netea MG, Schlitzer A. BCG Vaccination in Humans Elicits Trained Immunity via the Hematopoietic Progenitor Compartment. Cell Host Microbe 2020; 28:322-334.e5. [PMID: 32544459 PMCID: PMC7295478 DOI: 10.1016/j.chom.2020.05.014] [Citation(s) in RCA: 215] [Impact Index Per Article: 53.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/16/2020] [Accepted: 05/12/2020] [Indexed: 01/13/2023]
Abstract
Induction of trained immunity by Bacille-Calmette-Guérin (BCG) vaccination mediates beneficial heterologous effects, but the mechanisms underlying its persistence and magnitude remain elusive. In this study, we show that BCG vaccination in healthy human volunteers induces a persistent transcriptional program connected to myeloid cell development and function within the hematopoietic stem and progenitor cell (HSPC) compartment in the bone marrow. We identify hepatic nuclear factor (HNF) family members 1a and b as crucial regulators of this transcriptional shift. These findings are corroborated by higher granulocyte numbers in BCG-vaccinated infants, HNF1 SNP variants that correlate with trained immunity, and elevated serum concentrations of the HNF1 target alpha-1 antitrypsin. Additionally, transcriptomic HSPC remodeling was epigenetically conveyed to peripheral CD14+ monocytes, displaying an activated transcriptional signature three months after BCG vaccination. Taken together, transcriptomic, epigenomic, and functional reprogramming of HSPCs and peripheral monocytes is a hallmark of BCG-induced trained immunity in humans.
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Affiliation(s)
- Branko Cirovic
- Quantitative Systems Biology, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - L Charlotte J de Bree
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands; Research Center for Vitamins and Vaccines, Bandim Health Project, Statens Serum Institut, Copenhagen, Denmark; Odense Patient Data Explorative Network, University of Southern Denmark/Odense University Hospital, Odense, Denmark
| | - Laszlo Groh
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands
| | - Bas A Blok
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands; Research Center for Vitamins and Vaccines, Bandim Health Project, Statens Serum Institut, Copenhagen, Denmark; Odense Patient Data Explorative Network, University of Southern Denmark/Odense University Hospital, Odense, Denmark
| | - Joyce Chan
- Department of Paediatrics, The University of Melbourne & Murdoch Children's Research Institute, The Royal Children's Hospital Melbourne, Parkville, Australia
| | | | - M E J Bremmers
- Department of Haematology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Reinout van Crevel
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands
| | - Kristian Händler
- Single Cell Genomics and Epigenomics Unit at the German Center for Neurodegenerative Diseases and the University of Bonn, 53175 Bonn, Germany
| | - Simone Picelli
- Single Cell Genomics and Epigenomics Unit at the German Center for Neurodegenerative Diseases and the University of Bonn, 53175 Bonn, Germany
| | - Jonas Schulte-Schrepping
- Genomics and Immunoregulation, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Kathrin Klee
- Genomics and Immunoregulation, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Marije Oosting
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands
| | - Valerie A C M Koeken
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands
| | - Jakko van Ingen
- Department of Medical Microbiology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Yang Li
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands; Centre for Individualised Infection Medicine (CiiM) & TWINCORE, joint ventures between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), 30625 Hannover, Germany
| | - Christine S Benn
- Research Center for Vitamins and Vaccines, Bandim Health Project, Statens Serum Institut, Copenhagen, Denmark; Odense Patient Data Explorative Network, University of Southern Denmark/Odense University Hospital, Odense, Denmark
| | - Joachim L Schultze
- Single Cell Genomics and Epigenomics Unit at the German Center for Neurodegenerative Diseases and the University of Bonn, 53175 Bonn, Germany; Genomics and Immunoregulation, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Leo A B Joosten
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands
| | - Nigel Curtis
- Department of Paediatrics, The University of Melbourne & Murdoch Children's Research Institute, The Royal Children's Hospital Melbourne, Parkville, Australia
| | - Mihai G Netea
- Department of Internal Medicine, Radboud Institute of Molecular Life Sciences (RIMLS) and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, 6526 GA Nijmegen, the Netherlands; Immunology and Metabolism, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany.
| | - Andreas Schlitzer
- Quantitative Systems Biology, Life & Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany; Single Cell Genomics and Epigenomics Unit at the German Center for Neurodegenerative Diseases and the University of Bonn, 53175 Bonn, Germany.
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5
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Werner Y, Mass E, Ashok Kumar P, Ulas T, Händler K, Horne A, Klee K, Lupp A, Schütz D, Saaber F, Redecker C, Schultze JL, Geissmann F, Stumm R. Cxcr4 distinguishes HSC-derived monocytes from microglia and reveals monocyte immune responses to experimental stroke. Nat Neurosci 2020; 23:351-362. [PMID: 32042176 PMCID: PMC7523735 DOI: 10.1038/s41593-020-0585-y] [Citation(s) in RCA: 99] [Impact Index Per Article: 24.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Accepted: 01/02/2020] [Indexed: 12/26/2022]
Abstract
Monocyte-derived and tissue-resident macrophages are ontogenetically distinct components of the innate immune system. Assessment of their respective functions in pathology is complicated by changes to the macrophage phenotype during inflammation. Here we find that Cxcr4-CreER enables permanent genetic labeling of hematopoietic stem cells (HSCs) and distinguishes HSC-derived monocytes from microglia and other tissue-resident macrophages. By combining Cxcr4-CreER-mediated lineage tracing with Cxcr4 inhibition or conditional Cxcr4 ablation in photothrombotic stroke, we find that Cxcr4 promotes initial monocyte infiltration and subsequent territorial restriction of monocyte-derived macrophages to infarct tissue. After transient focal ischemia, Cxcr4 deficiency reduces monocyte infiltration and blunts the expression of pattern recognition and defense response genes in monocyte-derived macrophages. This is associated with an altered microglial response and deteriorated outcomes. Thus, Cxcr4 is essential for an innate-immune-system-mediated defense response after cerebral ischemia. We further propose Cxcr4-CreER as a universal tool to study functions of HSC-derived cells.
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Affiliation(s)
- Yves Werner
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany
| | - Elvira Mass
- Immunology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Developmental Biology of the Immune System, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany.
| | - Praveen Ashok Kumar
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany
| | - Thomas Ulas
- Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
- PRECISE Platform for Single Cell Genomics and Epigenomics, German Center for Neurodegenerative Diseases and University of Bonn, Bonn, Germany
| | - Kristian Händler
- Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
- PRECISE Platform for Single Cell Genomics and Epigenomics, German Center for Neurodegenerative Diseases and University of Bonn, Bonn, Germany
| | - Arik Horne
- Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Kathrin Klee
- Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Amelie Lupp
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany
| | - Dagmar Schütz
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany
| | - Friederike Saaber
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany
| | | | - Joachim L Schultze
- Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
- PRECISE Platform for Single Cell Genomics and Epigenomics, German Center for Neurodegenerative Diseases and University of Bonn, Bonn, Germany
| | - Frederic Geissmann
- Immunology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Ralf Stumm
- Institute of Pharmacology and Toxicology, Jena University Hospital, Jena, Germany.
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6
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Schmidleithner L, Thabet Y, Schönfeld E, Köhne M, Sommer D, Abdullah Z, Sadlon T, Osei-Sarpong C, Subbaramaiah K, Copperi F, Haendler K, Varga T, Schanz O, Bourry S, Bassler K, Krebs W, Peters AE, Baumgart AK, Schneeweiss M, Klee K, Schmidt SV, Nüssing S, Sander J, Ohkura N, Waha A, Sparwasser T, Wunderlich FT, Förster I, Ulas T, Weighardt H, Sakaguchi S, Pfeifer A, Blüher M, Dannenberg AJ, Ferreirós N, Muglia LJ, Wickenhauser C, Barry SC, Schultze JL, Beyer M. Enzymatic Activity of HPGD in Treg Cells Suppresses Tconv Cells to Maintain Adipose Tissue Homeostasis and Prevent Metabolic Dysfunction. Immunity 2019; 50:1232-1248.e14. [PMID: 31027998 DOI: 10.1016/j.immuni.2019.03.014] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 12/20/2018] [Accepted: 03/15/2019] [Indexed: 01/01/2023]
Abstract
Regulatory T cells (Treg cells) are important for preventing autoimmunity and maintaining tissue homeostasis, but whether Treg cells can adopt tissue- or immune-context-specific suppressive mechanisms is unclear. Here, we found that the enzyme hydroxyprostaglandin dehydrogenase (HPGD), which catabolizes prostaglandin E2 (PGE2) into the metabolite 15-keto PGE2, was highly expressed in Treg cells, particularly those in visceral adipose tissue (VAT). Nuclear receptor peroxisome proliferator-activated receptor-γ (PPARγ)-induced HPGD expression in VAT Treg cells, and consequential Treg-cell-mediated generation of 15-keto PGE2 suppressed conventional T cell activation and proliferation. Conditional deletion of Hpgd in mouse Treg cells resulted in the accumulation of functionally impaired Treg cells specifically in VAT, causing local inflammation and systemic insulin resistance. Consistent with this mechanism, humans with type 2 diabetes showed decreased HPGD expression in Treg cells. These data indicate that HPGD-mediated suppression is a tissue- and context-dependent suppressive mechanism used by Treg cells to maintain adipose tissue homeostasis.
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Affiliation(s)
- Lisa Schmidleithner
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany; LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Yasser Thabet
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Eva Schönfeld
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Maren Köhne
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany; LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Daniel Sommer
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Zeinab Abdullah
- Institute of Experimental Immunology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany
| | - Timothy Sadlon
- Molecular Immunology, Robinson Research Institute, University of Adelaide, Norwich Centre, 55 King William St, North Adelaide, SA 5006, Australia
| | - Collins Osei-Sarpong
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany; LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Kotha Subbaramaiah
- Department of Medicine, Weill Cornell Medical College, 525 E. 68(th) Street, New York, NY 10065, USA
| | - Francesca Copperi
- Institute of Pharmacology and Toxicology, University of Bonn, 53127 Bonn, Germany
| | - Kristian Haendler
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany; PRECISE, Platform for Single Cell Genomics and Epigenomics at the German Center for Neurodegenerative Diseases and the University of Bonn, Sigmund-Freud-Str. 27, 53127 Bonn, Germany
| | - Tamas Varga
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany
| | - Oliver Schanz
- LIMES-Institute, Immunology & Environment, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Svenja Bourry
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany
| | - Kevin Bassler
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Wolfgang Krebs
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Annika E Peters
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany; Institute of Experimental Immunology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany
| | - Ann-Kathrin Baumgart
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany; Institute of Experimental Immunology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany
| | - Maria Schneeweiss
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Kathrin Klee
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Susanne V Schmidt
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Simone Nüssing
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Jil Sander
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Naganari Ohkura
- Laboratory of Experimental Immunology, WPI Immunology Frontier Research Center, Osaka University, Osaka, Japan
| | - Andreas Waha
- Department of Neuropathology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany
| | - Tim Sparwasser
- Institute for Medical Microbiology and Hygiene (IMMH), Johannes Gutenberg-University Mainz, Obere Zahlbacherstr. 67, 55131 Mainz, Germany
| | - F Thomas Wunderlich
- Max Planck Institute for Metabolism Research, Center for Endocrinology, Diabetes and Preventive Medicine (CEDP), Gleueler Str. 50, 50931 Cologne, Germany
| | - Irmgard Förster
- LIMES-Institute, Immunology & Environment, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Thomas Ulas
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Heike Weighardt
- LIMES-Institute, Immunology & Environment, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany
| | - Shimon Sakaguchi
- Laboratory of Experimental Immunology, WPI Immunology Frontier Research Center, Osaka University, Osaka, Japan
| | - Alexander Pfeifer
- Institute of Pharmacology and Toxicology, University of Bonn, 53127 Bonn, Germany
| | - Matthias Blüher
- Department of Medicine, University of Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Andrew J Dannenberg
- Department of Medicine, Weill Cornell Medical College, 525 E. 68(th) Street, New York, NY 10065, USA
| | - Nerea Ferreirós
- Pharmazentrum Frankfurt/ZAFES, Institute of Clinical Pharmacology, Goethe-University Frankfurt, Theodor Stern Kai 7, 60590 Frankfurt am Main, Germany
| | - Louis J Muglia
- Cincinnati Children's Hospital Medical Center, and Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Claudia Wickenhauser
- Institute for Pathology, Martin-Luther University Halle - Wittenberg, Magdeburger Str. 14, 06112 Halle (Saale), Germany
| | - Simon C Barry
- Molecular Immunology, Robinson Research Institute, University of Adelaide, Norwich Centre, 55 King William St, North Adelaide, SA 5006, Australia
| | - Joachim L Schultze
- LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany; PRECISE, Platform for Single Cell Genomics and Epigenomics at the German Center for Neurodegenerative Diseases and the University of Bonn, Sigmund-Freud-Str. 27, 53127 Bonn, Germany
| | - Marc Beyer
- Molecular Immunology in Neurodegeneration, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany; LIMES-Institute, Laboratory for Genomics and Immunoregulation, University of Bonn, Carl-Troll-Str. 31, 53115 Bonn, Germany; PRECISE, Platform for Single Cell Genomics and Epigenomics at the German Center for Neurodegenerative Diseases and the University of Bonn, Sigmund-Freud-Str. 27, 53127 Bonn, Germany.
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7
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Sociale M, Wulf AL, Breiden B, Klee K, Thielisch M, Eckardt F, Sellin J, Bülow MH, Löbbert S, Weinstock N, Voelzmann A, Schultze J, Sandhoff K, Bauer R. Ceramide Synthase Schlank Is a Transcriptional Regulator Adapting Gene Expression to Energy Requirements. Cell Rep 2018; 22:967-978. [DOI: 10.1016/j.celrep.2017.12.090] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Revised: 11/10/2017] [Accepted: 12/25/2017] [Indexed: 10/18/2022] Open
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8
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Sander J, Schmidt SV, Cirovic B, McGovern N, Papantonopoulou O, Hardt AL, Aschenbrenner AC, Kreer C, Quast T, Xu AM, Schmidleithner LM, Theis H, Thi Huong LD, Sumatoh HRB, Lauterbach MAR, Schulte-Schrepping J, Günther P, Xue J, Baßler K, Ulas T, Klee K, Katzmarski N, Herresthal S, Krebs W, Martin B, Latz E, Händler K, Kraut M, Kolanus W, Beyer M, Falk CS, Wiegmann B, Burgdorf S, Melosh NA, Newell EW, Ginhoux F, Schlitzer A, Schultze JL. Cellular Differentiation of Human Monocytes Is Regulated by Time-Dependent Interleukin-4 Signaling and the Transcriptional Regulator NCOR2. Immunity 2017; 47:1051-1066.e12. [PMID: 29262348 PMCID: PMC5772172 DOI: 10.1016/j.immuni.2017.11.024] [Citation(s) in RCA: 114] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2017] [Revised: 09/15/2017] [Accepted: 11/28/2017] [Indexed: 12/24/2022]
Abstract
Human in vitro generated monocyte-derived dendritic cells (moDCs) and macrophages are used clinically, e.g., to induce immunity against cancer. However, their physiological counterparts, ontogeny, transcriptional regulation, and heterogeneity remains largely unknown, hampering their clinical use. High-dimensional techniques were used to elucidate transcriptional, phenotypic, and functional differences between human in vivo and in vitro generated mononuclear phagocytes to facilitate their full potential in the clinic. We demonstrate that monocytes differentiated by macrophage colony-stimulating factor (M-CSF) or granulocyte macrophage colony-stimulating factor (GM-CSF) resembled in vivo inflammatory macrophages, while moDCs resembled in vivo inflammatory DCs. Moreover, differentiated monocytes presented with profound transcriptomic, phenotypic, and functional differences. Monocytes integrated GM-CSF and IL-4 stimulation combinatorically and temporally, resulting in a mode- and time-dependent differentiation relying on NCOR2. Finally, moDCs are phenotypically heterogeneous and therefore necessitate the use of high-dimensional phenotyping to open new possibilities for better clinical tailoring of these cellular therapies. In vitro monocyte cultures model in vivo inflammatory dendritic cells and macrophages Monocyte-derived dendritic cells integrate interleukin-4 signaling time dependently NCOR2 controls differentiation of in vitro generated monocyte-derived dendritic cells In vitro generated monocyte-derived cells are phenotypically heterogeneous
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Affiliation(s)
- Jil Sander
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Susanne V Schmidt
- Institute of Innate Immunity, University Hospital Bonn, University of Bonn, Sigmund-Freud-Strasse 25, 53127 Bonn, Germany
| | - Branko Cirovic
- Myeloid Cell Biology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Naomi McGovern
- Agency for Science, Technology and Research (A(∗)STAR), Singapore Immunology Network (SIgN), 138648 Singapore, Singapore; Department of Pathology and Center for Trophoblast Research, University of Cambridge, CB2 1QP Cambridge, UK
| | | | - Anna-Lena Hardt
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Anna C Aschenbrenner
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Christoph Kreer
- Cellular Immunology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Thomas Quast
- Molecular Immunology & Cell Biology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Alexander M Xu
- Department of Materials Science and Engineering, Stanford University, Stanford, CA 94305, USA
| | - Lisa M Schmidleithner
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Heidi Theis
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Lan Do Thi Huong
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Hermi Rizal Bin Sumatoh
- Agency for Science, Technology and Research (A(∗)STAR), Singapore Immunology Network (SIgN), 138648 Singapore, Singapore
| | - Mario A R Lauterbach
- Institute of Innate Immunity, University Hospital Bonn, University of Bonn, Sigmund-Freud-Strasse 25, 53127 Bonn, Germany
| | | | - Patrick Günther
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Jia Xue
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Kevin Baßler
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Thomas Ulas
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Kathrin Klee
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Natalie Katzmarski
- Myeloid Cell Biology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Stefanie Herresthal
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Wolfgang Krebs
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Bianca Martin
- Institute of Innate Immunity, University Hospital Bonn, University of Bonn, Sigmund-Freud-Strasse 25, 53127 Bonn, Germany
| | - Eicke Latz
- Institute of Innate Immunity, University Hospital Bonn, University of Bonn, Sigmund-Freud-Strasse 25, 53127 Bonn, Germany; Department of Medicine, University of Massachusetts Medical School, Worcester, MA 01605, USA; German Center for Neurodegenerative Diseases, 53127 Bonn, Germany
| | - Kristian Händler
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Michael Kraut
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Waldemar Kolanus
- Molecular Immunology & Cell Biology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Marc Beyer
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany; Molecular Immunology, German Center for Neurodegenerative Diseases (DZNE), Sigmund-Freud-Str. 27, 53127 Bonn, Germany
| | - Christine S Falk
- Institute of Transplant Immunology, Integrated Research and Treatment Center Transplantation, Hannover Medical School, 30625 Hannover, Germany
| | - Bettina Wiegmann
- Department of Cardiothoracic, Transplantation and Vascular Surgery, Hannover Medical School, 30625 Hannover, Germany
| | - Sven Burgdorf
- Cellular Immunology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Nicholas A Melosh
- Department of Materials Science and Engineering, Stanford University, Stanford, CA 94305, USA
| | - Evan W Newell
- Agency for Science, Technology and Research (A(∗)STAR), Singapore Immunology Network (SIgN), 138648 Singapore, Singapore
| | - Florent Ginhoux
- Agency for Science, Technology and Research (A(∗)STAR), Singapore Immunology Network (SIgN), 138648 Singapore, Singapore
| | - Andreas Schlitzer
- Myeloid Cell Biology, LIMES-Institute, University of Bonn, 53115 Bonn, Germany; Agency for Science, Technology and Research (A(∗)STAR), Singapore Immunology Network (SIgN), 138648 Singapore, Singapore.
| | - Joachim L Schultze
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany; Platform for Single Cell Genomics and Epigenomics (PRECISE) at the German Center for Neurodegenerative Diseases and the University of Bonn, 53127 Bonn, Germany
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9
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Heine A, Held SAE, Schulte-Schrepping J, Wolff JFA, Klee K, Ulas T, Schmacke NA, Daecke SN, Riethausen K, Schultze JL, Brossart P. Generation and functional characterization of MDSC-like cells. Oncoimmunology 2017; 6:e1295203. [PMID: 28507805 DOI: 10.1080/2162402x.2017.1295203] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Revised: 02/04/2017] [Accepted: 02/08/2017] [Indexed: 01/10/2023] Open
Abstract
Myeloid-derived suppressor cells (MDSC) are critical in regulating immune responses by suppressing antigen presenting cells (APC) and T cells. We previously observed that incubation of peripheral blood monocytes with interleukin (IL)-10 during their differentiation to monocyte-derived dendritic cells (moDCs) results in the generation of an APC population with a CD14+HLA-DRlowphenotype (IL-10-APC) with reduced stimulatory capacity similar to human MDSC. Co-incubation experiments now revealed that the addition of IL-10-APC to moDC caused a reduction of DC-induced T-cell proliferation, of the expression of maturation markers, and of secreted cytokines and chemokines such as TNF-α, IL-6, MIP-1α and Rantes. Addition of IL-10-APC increased the immunosuppressive molecule osteoactivin and its corresponding receptor syndecan-4 on moDC. Moreover, CD14+HLA-DRlow MDSC isolated from healthy donors expressed high levels of osteoactivin, which was even further upregulated by the auxiliary addition of IL-10. Using transcriptome analysis, we identified a set of molecules and pathways mediating these effects. In addition, we found that IL-10-APC as well as human isolated MDSC expressed higher levels of programmed death (PD)-1, PD-ligand-1 (PD-L1), glucocorticoid-induced-tumor-necrosis-factor-receptor-related-protein (GITR) and GITR-ligand. Inhibition of osteoactivin, syndecan-4, PD-1 or PD-L1 on MDSC by using blocking antibodies restored the stimulatory capacity of DC in co-incubation experiments. Activation of MDSC with Dectin-1 ligand curdlan reduced the expression of osteoactivin and PD-L1. Our results demonstrate that osteoactivin/syndecan-4 and PD-/PD-L1 are key molecules that are profoundly involved in the inhibitory effects of MDSC on DC function and might be promising tools for clinical application.
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Affiliation(s)
- Annkristin Heine
- Medical Clinic III for Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
| | | | | | | | - Kathrin Klee
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, Bonn, Germany
| | - Thomas Ulas
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, Bonn, Germany
| | | | - Solveig Nora Daecke
- Medical Clinic III for Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
| | - Kati Riethausen
- Medical Clinic III for Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
| | - Joachim L Schultze
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, Bonn, Germany.,Platform for Single Cell Genomics and Epigenomics (PRECISE) at the German Center for Neurodegenerative Diseases (DZNE) and the University of Bonn, Bonn, Germany
| | - Peter Brossart
- Medical Clinic III for Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
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10
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Schmidt SV, Krebs W, Ulas T, Xue J, Baßler K, Günther P, Hardt AL, Schultze H, Sander J, Klee K, Theis H, Kraut M, Beyer M, Schultze JL. The transcriptional regulator network of human inflammatory macrophages is defined by open chromatin. Cell Res 2016; 26:151-70. [PMID: 26729620 PMCID: PMC4746609 DOI: 10.1038/cr.2016.1] [Citation(s) in RCA: 65] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Revised: 10/31/2015] [Accepted: 11/04/2015] [Indexed: 12/14/2022] Open
Abstract
Differentiation of inflammatory macrophages from monocytes is characterized by an orderly integration of epigenetic and transcriptional regulatory mechanisms guided by lineage-determining transcription factors such as PU.1. Further activation of macrophages leads to a stimulus- or microenvironment-specific signal integration with subsequent transcriptional control established by the action of tissue- or signal-associated transcription factors. Here, we assess four histone modifications during human macrophage activation and integrate this information with the gene expression data from 28 different macrophage activation conditions in combination with GM-CSF. Bioinformatically, for inflammatory macrophages we define a unique network of transcriptional and epigenetic regulators (TRs), which was characterized by accessible promoters independent of the activation signal. In contrast to the general accessibility of promoters of TRs, mRNA expression of central TRs belonging to the TR network displayed stimulus-specific expression patterns, indicating a second level of transcriptional regulation beyond epigenetic chromatin changes. In contrast, stringent integration of epigenetic and transcriptional regulation was observed in networks of TRs established from somatic tissues and tissue macrophages. In these networks, clusters of TRs with permissive histone marks were associated with high gene expression whereas clusters with repressive chromatin marks were associated with absent gene expression. Collectively, these results support that macrophage activation during inflammation in contrast to lineage determination is mainly regulated transcriptionally by a pre-defined TR network.
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Affiliation(s)
- Susanne V Schmidt
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Wolfgang Krebs
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Thomas Ulas
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Jia Xue
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Kevin Baßler
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Patrick Günther
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Anna-Lena Hardt
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Hartmut Schultze
- Schultze Know How Beteiligungsgesellschaft mbH, Kirschblütenweg 2, 53639 Königswinter, Germany
| | - Jil Sander
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Kathrin Klee
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Heidi Theis
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Michael Kraut
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Marc Beyer
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | - Joachim L Schultze
- Genomics and Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany.,German Center for Neurodegenerative Diseases, 53175 Bonn, Germany
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11
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Labzin LI, Schmidt SV, Masters SL, Beyer M, Krebs W, Klee K, Stahl R, Lütjohann D, Schultze JL, Latz E, De Nardo D. ATF3 Is a Key Regulator of Macrophage IFN Responses. J Immunol 2015; 195:4446-55. [PMID: 26416280 DOI: 10.4049/jimmunol.1500204] [Citation(s) in RCA: 78] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Accepted: 08/24/2015] [Indexed: 12/31/2022]
Abstract
Cytokines and IFNs downstream of innate immune pathways are critical for mounting an appropriate immune response to microbial infection. However, the expression of these inflammatory mediators is tightly regulated, as uncontrolled production can result in tissue damage and lead to chronic inflammatory conditions and autoimmune diseases. Activating transcription factor 3 (ATF3) is an important transcriptional modulator that limits the inflammatory response by controlling the expression of a number of cytokines and chemokines. However, its role in modulating IFN responses remains poorly defined. In this study, we demonstrate that ATF3 expression in macrophages is necessary for governing basal IFN-β expression, as well as the magnitude of IFN-β cytokine production following activation of innate immune receptors. We found that ATF3 acted as a transcriptional repressor and regulated IFN-β via direct binding to a previously unidentified specific regulatory site distal to the Ifnb1 promoter. Additionally, we observed that ATF3 itself is a type I IFN-inducible gene, and that ATF3 further modulates the expression of a subset of inflammatory genes downstream of IFN signaling, suggesting it constitutes a key component of an IFN negative feedback loop. Consistent with this, macrophages deficient in Atf3 showed enhanced viral clearance in lymphocytic choriomeningitis virus and vesicular stomatitis virus infection models. Our study therefore demonstrates an important role for ATF3 in modulating IFN responses in macrophages by controlling basal and inducible levels of IFNβ, as well as the expression of genes downstream of IFN signaling.
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Affiliation(s)
- Larisa I Labzin
- Institute of Innate Immunity, University Hospital, University of Bonn, 53127 Bonn, Germany
| | - Susanne V Schmidt
- Life and Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Seth L Masters
- Inflammation Division, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Marc Beyer
- Life and Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Wolfgang Krebs
- Life and Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Kathrin Klee
- Life and Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Rainer Stahl
- Institute of Innate Immunity, University Hospital, University of Bonn, 53127 Bonn, Germany
| | - Dieter Lütjohann
- Institute of Clinical Chemistry and Clinical Pharmacology, University Hospital, University of Bonn, 53127 Bonn, Germany
| | - Joachim L Schultze
- Life and Medical Sciences Institute, University of Bonn, 53115 Bonn, Germany
| | - Eicke Latz
- Institute of Innate Immunity, University Hospital, University of Bonn, 53127 Bonn, Germany; Department of Infectious Diseases and Immunology, University of Massachusetts Medical School, Worcester, MA 01605; and German Center for Neurodegenerative Diseases, 53175 Bonn, Germany
| | - Dominic De Nardo
- Institute of Innate Immunity, University Hospital, University of Bonn, 53127 Bonn, Germany; Inflammation Division, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, Victoria 3010, Australia;
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12
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Young ND, Debellé F, Oldroyd GED, Geurts R, Cannon SB, Udvardi MK, Benedito VA, Mayer KFX, Gouzy J, Schoof H, Van de Peer Y, Proost S, Cook DR, Meyers BC, Spannagl M, Cheung F, De Mita S, Krishnakumar V, Gundlach H, Zhou S, Mudge J, Bharti AK, Murray JD, Naoumkina MA, Rosen B, Silverstein KAT, Tang H, Rombauts S, Zhao PX, Zhou P, Barbe V, Bardou P, Bechner M, Bellec A, Berger A, Bergès H, Bidwell S, Bisseling T, Choisne N, Couloux A, Denny R, Deshpande S, Dai X, Doyle JJ, Dudez AM, Farmer AD, Fouteau S, Franken C, Gibelin C, Gish J, Goldstein S, González AJ, Green PJ, Hallab A, Hartog M, Hua A, Humphray SJ, Jeong DH, Jing Y, Jöcker A, Kenton SM, Kim DJ, Klee K, Lai H, Lang C, Lin S, Macmil SL, Magdelenat G, Matthews L, McCorrison J, Monaghan EL, Mun JH, Najar FZ, Nicholson C, Noirot C, O'Bleness M, Paule CR, Poulain J, Prion F, Qin B, Qu C, Retzel EF, Riddle C, Sallet E, Samain S, Samson N, Sanders I, Saurat O, Scarpelli C, Schiex T, Segurens B, Severin AJ, Sherrier DJ, Shi R, Sims S, Singer SR, Sinharoy S, Sterck L, Viollet A, Wang BB, Wang K, Wang M, Wang X, Warfsmann J, Weissenbach J, White DD, White JD, Wiley GB, Wincker P, Xing Y, Yang L, Yao Z, Ying F, Zhai J, Zhou L, Zuber A, Dénarié J, Dixon RA, May GD, Schwartz DC, Rogers J, Quétier F, Town CD, Roe BA. The Medicago genome provides insight into the evolution of rhizobial symbioses. Nature 2011; 480:520-4. [PMID: 22089132 PMCID: PMC3272368 DOI: 10.1038/nature10625] [Citation(s) in RCA: 758] [Impact Index Per Article: 58.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2011] [Accepted: 10/13/2011] [Indexed: 11/09/2022]
Abstract
Legumes (Fabaceae or Leguminosae) are unique among cultivated plants for their ability to carry out endosymbiotic nitrogen fixation with rhizobial bacteria, a process that takes place in a specialized structure known as the nodule. Legumes belong to one of the two main groups of eurosids, the Fabidae, which includes most species capable of endosymbiotic nitrogen fixation. Legumes comprise several evolutionary lineages derived from a common ancestor 60 million years ago (Myr ago). Papilionoids are the largest clade, dating nearly to the origin of legumes and containing most cultivated species. Medicago truncatula is a long-established model for the study of legume biology. Here we describe the draft sequence of the M. truncatula euchromatin based on a recently completed BAC assembly supplemented with Illumina shotgun sequence, together capturing ∼94% of all M. truncatula genes. A whole-genome duplication (WGD) approximately 58 Myr ago had a major role in shaping the M. truncatula genome and thereby contributed to the evolution of endosymbiotic nitrogen fixation. Subsequent to the WGD, the M. truncatula genome experienced higher levels of rearrangement than two other sequenced legumes, Glycine max and Lotus japonicus. M. truncatula is a close relative of alfalfa (Medicago sativa), a widely cultivated crop with limited genomics tools and complex autotetraploid genetics. As such, the M. truncatula genome sequence provides significant opportunities to expand alfalfa's genomic toolbox.
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Affiliation(s)
- Nevin D Young
- Department of Plant Pathology, University of Minnesota, St Paul, Minnesota 55108, USA.
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Dyall-Smith ML, Pfeiffer F, Klee K, Palm P, Gross K, Schuster SC, Rampp M, Oesterhelt D. Haloquadratum walsbyi: limited diversity in a global pond. PLoS One 2011; 6:e20968. [PMID: 21701686 PMCID: PMC3119063 DOI: 10.1371/journal.pone.0020968] [Citation(s) in RCA: 90] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2011] [Accepted: 05/14/2011] [Indexed: 12/03/2022] Open
Abstract
Background Haloquadratum walsbyi commonly dominates the microbial flora of hypersaline waters. Its cells are extremely fragile squares requiring >14%(w/v) salt for growth, properties that should limit its dispersal and promote geographical isolation and divergence. To assess this, the genome sequences of two isolates recovered from sites at near maximum distance on Earth, were compared. Principal Findings Both chromosomes are 3.1 MB in size, and 84% of each sequence was highly similar to the other (98.6% identity), comprising the core sequence. ORFs of this shared sequence were completely synteneic (conserved in genomic orientation and order), without inversion or rearrangement. Strain-specific insertions/deletions could be precisely mapped, often allowing the genetic events to be inferred. Many inferred deletions were associated with short direct repeats (4–20 bp). Deletion-coupled insertions are frequent, producing different sequences at identical positions. In cases where the inserted and deleted sequences are homologous, this leads to variant genes in a common synteneic background (as already described by others). Cas/CRISPR systems are present in C23T but have been lost in HBSQ001 except for a few spacer remnants. Numerous types of mobile genetic elements occur in both strains, most of which appear to be active, and with some specifically targetting others. Strain C23T carries two ∼6 kb plasmids that show similarity to halovirus His1 and to sequences nearby halovirus/plasmid gene clusters commonly found in haloarchaea. Conclusions Deletion-coupled insertions show that Hqr. walsbyi evolves by uptake and precise integration of foreign DNA, probably originating from close relatives. Change is also driven by mobile genetic elements but these do not by themselves explain the atypically low gene coding density found in this species. The remarkable genome conservation despite the presence of active systems for genome rearrangement implies both an efficient global dispersal system, and a high selective fitness for this species.
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Affiliation(s)
- Mike L Dyall-Smith
- Department of Membrane Biochemistry, Max-Planck-Institute of Biochemistry, Martinsried, Germany.
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Pfeiffer F, Broicher A, Gillich T, Klee K, Mejía J, Rampp M, Oesterhelt D. Genome information management and integrated data analysis with HaloLex. Arch Microbiol 2008; 190:281-99. [PMID: 18592220 PMCID: PMC2516542 DOI: 10.1007/s00203-008-0389-z] [Citation(s) in RCA: 77] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2008] [Revised: 04/01/2008] [Accepted: 05/08/2008] [Indexed: 11/30/2022]
Abstract
HaloLex is a software system for the central management, integration, curation, and web-based visualization of genomic and other -omics data for any given microorganism. The system has been employed for the manual curation of three haloarchaeal genomes, namely Halobacterium salinarum (strain R1), Natronomonas pharaonis, and Haloquadratum walsbyi. HaloLex, in particular, enables the integrated analysis of genome-wide proteomic results with the underlying genomic data. This has proven indispensable to generate reliable gene predictions for GC-rich genomes, which, due to their characteristically low abundance of stop codons, are known to be hard targets for standard gene finders, especially concerning start codon assignment. The proteomic identification of more than 600 N-terminal peptides has greatly increased the reliability of the start codon assignment for Halobacterium salinarum. Application of homology-based methods to the published genome of Haloarcula marismortui allowed to detect 47 previously unidentified genes (a problem that is particularly serious for short protein sequences) and to correct more than 300 start codon misassignments.
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Affiliation(s)
- Friedhelm Pfeiffer
- Department of Membrane Biochemistry, Max-Planck-Institute of Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany
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15
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Tarasov VY, Besir H, Schwaiger R, Klee K, Furtwängler K, Pfeiffer F, Oesterhelt D. A small protein from the bop-brp intergenic region of Halobacterium salinarum contains a zinc finger motif and regulates bop and crtB1 transcription. Mol Microbiol 2008; 67:772-80. [PMID: 18179416 PMCID: PMC2253796 DOI: 10.1111/j.1365-2958.2007.06081.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Bacteriorhodopsin, the photosynthetic protein of Halobacterium salinarum, is optimally expressed under anaerobic growth conditions. We identified Brz (OE3104F, bacteriorhodopsin-regulating zinc finger protein), a new regulator of the bop gene. It is a small protein with a zinc finger motif, encoded directly upstream of the bop gene in the same orientation. Deletion of the brz gene caused a large decrease of bop mRNA levels as shown by Northern blot and microarray analysis. A similar effect was obtained by site-directed mutagenesis of Cys and His residues in the zinc finger motif, indicating the importance of this motif for the function of the protein. In silico analysis of the genomes from H. salinarum and other archaea revealed a large family of similar small zinc finger motif proteins, some of which may also be involved in transcription regulation of their adjacent genes.
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Affiliation(s)
- Valery Y Tarasov
- Max-Planck Institute of Biochemistry, Department of Membrane Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany
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Klee K, Ernst R, Spannagl M, Mayer KFX. Apollo2Go: a web service adapter for the Apollo genome viewer to enable distributed genome annotation. BMC Bioinformatics 2007; 8:320. [PMID: 17760972 PMCID: PMC2001201 DOI: 10.1186/1471-2105-8-320] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2007] [Accepted: 08/30/2007] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND Apollo, a genome annotation viewer and editor, has become a widely used genome annotation and visualization tool for distributed genome annotation projects. When using Apollo for annotation, database updates are carried out by uploading intermediate annotation files into the respective database. This non-direct database upload is laborious and evokes problems of data synchronicity. RESULTS To overcome these limitations we extended the Apollo data adapter with a generic, configurable web service client that is able to retrieve annotation data in a GAME-XML-formatted string and pass it on to Apollo's internal input routine. CONCLUSION This Apollo web service adapter, Apollo2Go, simplifies the data exchange in distributed projects and aims to render the annotation process more comfortable. The Apollo2Go software is freely available from ftp://ftpmips.gsf.de/plants/apollo_webservice.
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Affiliation(s)
- Kathrin Klee
- MIPS/Institute for Bioinformatics, GSF Research Center for Environment and Health, Ingolstädter Landstrasse 1; 85764 Neuherberg, Germany
| | - Rebecca Ernst
- MIPS/Institute for Bioinformatics, GSF Research Center for Environment and Health, Ingolstädter Landstrasse 1; 85764 Neuherberg, Germany
| | - Manuel Spannagl
- MIPS/Institute for Bioinformatics, GSF Research Center for Environment and Health, Ingolstädter Landstrasse 1; 85764 Neuherberg, Germany
| | - Klaus FX Mayer
- MIPS/Institute for Bioinformatics, GSF Research Center for Environment and Health, Ingolstädter Landstrasse 1; 85764 Neuherberg, Germany
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Spannagl M, Noubibou O, Haase D, Yang L, Gundlach H, Hindemitt T, Klee K, Haberer G, Schoof H, Mayer KFX. MIPSPlantsDB--plant database resource for integrative and comparative plant genome research. Nucleic Acids Res 2007; 35:D834-40. [PMID: 17202173 PMCID: PMC1899105 DOI: 10.1093/nar/gkl945] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Genome-oriented plant research delivers rapidly increasing amount of plant genome data. Comprehensive and structured information resources are required to structure and communicate genome and associated analytical data for model organisms as well as for crops. The increase in available plant genomic data enables powerful comparative analysis and integrative approaches. PlantsDB aims to provide data and information resources for individual plant species and in addition to build a platform for integrative and comparative plant genome research. PlantsDB is constituted from genome databases for Arabidopsis, Medicago, Lotus, rice, maize and tomato. Complementary data resources for cis elements, repetive elements and extensive cross-species comparisons are implemented. The PlantsDB portal can be reached at .
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Klaus F. X. Mayer
- To whom correspondence should be addressed. Tel: +49 89 3187 3584; Fax: +49 89 3187 3585;
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Klee K, Greenleaf K, Watkins S. Summer camps for children and adolescents with kidney disease. ANNA J 1997; 24:57-61, 41. [PMID: 9146124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Summer camps, sports camps, and residential camps are readily available to children and adolescents across the country. However, children and adolescents with end stage renal disease (ESRD) may not be able to participate in summer camp experiences because of specialized medical needs (e.g., dialysis or immunosuppressive medications) and concerns about abilities to keep up with camp activities. With enhancements in pediatric nephrology care in the past 10 years, patients can be expected to attend school full time and participate in peer activities. In addition, attendance at summer camps becomes a possibility for these children, particularly camps aimed at children with ESRD. Twenty pediatric nephrology centers in North America were surveyed about their participation in summer camp programs. This article reviews these and attempts to elucidate the values of summer camp programs for pediatric ESRD patients.
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Affiliation(s)
- K Klee
- Children's Hospital and Medical Center in Seattle, WA, USA
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Klee K. [The pathway to individual care. Nursing anamnesis as a basis for patient-oriented care]. Pflege Z 1995; 48:270-1. [PMID: 7599885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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