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Imbratta C, Reid T, Toefy A, Scriba TJ, Nemes E. OMIP-101: 27-color flow cytometry panel for immunophenotyping of major leukocyte populations in fixed whole blood. Cytometry A 2024; 105:165-170. [PMID: 38343094 PMCID: PMC10958279 DOI: 10.1002/cyto.a.24827] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 01/12/2024] [Accepted: 01/24/2024] [Indexed: 03/16/2024]
Abstract
This 27-color flow cytometry antibody panel allows broad immune-profiling of major leukocyte subsets in human whole blood (WB). It includes lineage markers to identify myeloid and lymphoid cell populations including granulocytes, monocytes, myeloid dendritic cells (mDCs), natural killer (NK) cells, NKT-like cells, B cells, conventional CD4 and CD8 T cells, γδ T cells, mucosa-associated invariant T (MAIT) cells and innate lymphoid cells (ILC). To further characterize each of these populations, markers defining stages of cell differentiation (CCR7, CD27, CD45RA, CD127, CD57), cytotoxic potential (perforin, granzyme B) and cell activation/proliferation (HLA-DR, CD38, Ki-67) were included. This panel was developed for quantifying absolute counts and phenotyping major leukocyte populations in cryopreserved, fixed WB collected from participants enrolled in large multi-site tuberculosis (TB) vaccine clinical trials. This antibody panel can be applied to profile major leukocyte subsets in other sample types such as fresh WB or peripheral blood mononuclear cells (PBMCs) with only minor additional optimization.
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Affiliation(s)
- Claire Imbratta
- South African Tuberculosis Vaccine Initiative, Division of Immunology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Tim Reid
- South African Tuberculosis Vaccine Initiative, Division of Immunology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Asma Toefy
- South African Tuberculosis Vaccine Initiative, Division of Immunology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Thomas J. Scriba
- South African Tuberculosis Vaccine Initiative, Division of Immunology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Elisa Nemes
- South African Tuberculosis Vaccine Initiative, Division of Immunology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
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2
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Burn OK, Mair F, Ferrer-Font L. Combinatorial antibody titrations for high-parameter flow cytometry. Cytometry A 2024. [PMID: 38317641 DOI: 10.1002/cyto.a.24828] [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] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 01/13/2024] [Accepted: 01/24/2024] [Indexed: 02/07/2024]
Abstract
The objective of titrating fluorochrome-labeled antibodies is to identify the optimal concentration for a given marker-fluorochrome pair that results in the best possible separation between the positive and negative cell populations, while minimizing the background within the negative population. Best practices in flow cytometry dictate that each new lot of antibody should be titrated on the sample of interest. However, many researchers routinely use large (30+) color panels due to recent technical advancements in fluorescence-based cytometry instrumentation which quickly leads to an unmanageable number of individual titrations. In this technical note, we provide evidence that antibodies can be effectively titrated in groups rather than individually, resulting in considerable time and cost savings. This approach streamlines the process, without compromising data quality, thereby enhancing the efficiency of setting up high-parameter cytometry experiments.
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Affiliation(s)
- Olivia K Burn
- Malaghan Institute of Medical Research, Wellington, New Zealand
| | - Florian Mair
- Flow Cytometry Core Facility, Institute of Molecular Health Sciences, ETH Zurich, Zurich, Switzerland
| | - Laura Ferrer-Font
- Hugh Green Cytometry Centre, Malaghan Institute of Medical Research, Wellington, New Zealand
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3
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Boss AL, Chamley LW, Brooks AES, James JL. Human placental vascular and perivascular cell heterogeneity differs between first trimester and term, and in pregnancies affected by foetal growth restriction. Mol Hum Reprod 2023; 29:gaad041. [PMID: 38059603 PMCID: PMC10746841 DOI: 10.1093/molehr/gaad041] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 11/12/2023] [Indexed: 12/08/2023] Open
Abstract
Growth-restricted placentae have a reduced vascular network, impairing exchange of nutrients and oxygen. However, little is known about the differentiation events and cell types that underpin normal/abnormal placental vascular formation and function. Here, we used 23-colour flow cytometry to characterize placental vascular/perivascular populations between first trimester and term, and in foetal growth restriction (FGR). First-trimester endothelial cells had an immature phenotype (CD144+/lowCD36-CD146low), while term endothelial cells expressed mature endothelial markers (CD36+CD146+). At term, a distinct population of CD31low endothelial cells co-expressed mesenchymal markers (CD90, CD26), indicating a capacity for endothelial to mesenchymal transition (EndMT). In FGR, compared with normal pregnancies, endothelial cells constituted 3-fold fewer villous core cells (P < 0.05), contributing to an increased perivascular: endothelial cell ratio (2.6-fold, P < 0.05). This suggests that abnormal EndMT may play a role in FGR. First-trimester endothelial cells underwent EndMT in culture, losing endothelial (CD31, CD34, CD144) and gaining mesenchymal (CD90, CD26) marker expression. Together this highlights how differences in villous core cell heterogeneity and phenotype may contribute to FGR pathophysiology across gestation.
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Affiliation(s)
- Anna L Boss
- Department of Obstetrics and Gynecology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Lawrence W Chamley
- Department of Obstetrics and Gynecology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Anna E S Brooks
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Joanna L James
- Department of Obstetrics and Gynecology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
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4
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Liechti T, Van Gassen S, Beddall M, Ballard R, Iftikhar Y, Du R, Venkataraman T, Novak D, Mangino M, Perfetto S, Larman HB, Spector T, Saeys Y, Roederer M. A robust pipeline for high-content, high-throughput immunophenotyping reveals age- and genetics-dependent changes in blood leukocytes. Cell Rep Methods 2023; 3:100619. [PMID: 37883924 PMCID: PMC10626267 DOI: 10.1016/j.crmeth.2023.100619] [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] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 05/29/2023] [Accepted: 09/26/2023] [Indexed: 10/28/2023]
Abstract
High-dimensional flow cytometry is the gold standard to study the human immune system in large cohorts. However, large sample sizes increase inter-experimental variation because of technical and experimental inaccuracies introduced by batch variability. Our high-throughput sample processing pipeline in combination with 28-color flow cytometry focuses on increased throughput (192 samples/experiment) and high reproducibility. We implemented quality control checkpoints to reduce technical and experimental variation. Finally, we integrated FlowSOM clustering to facilitate automated data analysis and demonstrate the reproducibility of our pipeline in a study with 3,357 samples. We reveal age-associated immune dynamics in 2,300 individuals, signified by decreasing T and B cell subsets with age. In addition, by combining genetic analyses, our approach revealed unique immune signatures associated with a single nucleotide polymorphism (SNP) that abrogates CD45 isoform splicing. In summary, we provide a versatile and reliable high-throughput, flow cytometry-based pipeline for immune discovery and exploration in large cohorts.
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Affiliation(s)
- Thomas Liechti
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA.
| | - Sofie Van Gassen
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Margaret Beddall
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Reid Ballard
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Yaser Iftikhar
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Renguang Du
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Thiagarajan Venkataraman
- Institute for Cell Engineering, Division of Immunology, Department of Pathology, Johns Hopkins University, Baltimore, MD, USA
| | - David Novak
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Massimo Mangino
- Department of Twin Research & Genetic Epidemiology, King's College London, London, UK; National Heart and Lung Institute, Cardiovascular Science Division, Imperial College London, London, UK
| | - Stephen Perfetto
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - H Benjamin Larman
- Institute for Cell Engineering, Division of Immunology, Department of Pathology, Johns Hopkins University, Baltimore, MD, USA
| | - Tim Spector
- Department of Twin Research & Genetic Epidemiology, King's College London, London, UK
| | - Yvan Saeys
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Mario Roederer
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA.
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5
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Pierzchalski A, Zenclussen AC, Herberth G. OMIP-94: Twenty-four-color (thirty-marker) panel for deep immunophenotyping of immune cells in human peripheral blood. Cytometry A 2023; 103:695-702. [PMID: 37254600 DOI: 10.1002/cyto.a.24766] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 05/10/2023] [Accepted: 05/12/2023] [Indexed: 06/01/2023]
Abstract
This newly established 24-color (30-marker) panel focuses on the characterization of the main human immune cell subtypes and was optimized for the analysis of human whole blood using a full spectrum flow cytometer. The panel covers all main leukocyte populations: neutrophils, eosinophils and basophils, monocytes (with additional subsets), dendritic cells, innate lymphoid cells and lymphocytes. As for lymphocytes, this panel includes CD4+ T helper, Treg cells, and CD8+ cytotoxic T cells. Further T cells subsets are included with special focus on invariant T cells: γδ T cells (including δ2TCR variant), invariant NKT cells and MAIT (mucosal-associated invariant T cells) cells. Additionally, total B cells (including Bregs and plasmocytes), NK cells, and NKT cells are included. For the overall check of activation status of the analyzed immune cells we used HLA-DR, CD38, CD57, CD69, PD-1, and CD94. In addition, we used CD62L, CD45RA, CD27, and CD39 to describe the differentiation status of these cells. The panel was designed to maximize the information that can be obtained from surface markers in order to avoid the need for fixation and permeabilization steps. The presented multimarker panel offers the possibility to discover new immune cell subtypes which in patients and in cohort studies may lead to the identification of altered immune phenotypes and might give a link to immune system based or to certain other diseases. This panel was developed for a full spectrum flow cytometer equipped with a minimum of three lasers. We developed this panel using healthy human fresh blood, however it was also successfully used for staining of isolated human peripheral blood mononuclear cells (PBMC).
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Affiliation(s)
- Arkadiusz Pierzchalski
- Department of Environmental Immunology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Ana C Zenclussen
- Department of Environmental Immunology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
- Perinatal Immunology Research Group, Medical Faculty, Saxonian Incubator for Clinical Translation (SIKT), University of Leipzig, Leipzig, Germany
| | - Gunda Herberth
- Department of Environmental Immunology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
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6
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van Wolfswinkel M, van Meijgaarden KE, Ottenhoff THM, Niewold P, Joosten SA. Extensive flow cytometric immunophenotyping of human PBMC incorporating detection of chemokine receptors, cytokines and tetramers. Cytometry A 2023. [PMID: 36898852 DOI: 10.1002/cyto.a.24727] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 09/01/2022] [Revised: 01/19/2023] [Accepted: 02/24/2023] [Indexed: 03/12/2023]
Abstract
Characterization of immune cells is essential to advance our understanding of immunology and flow cytometry is an important tool in this context. Addressing both cellular phenotype and antigen-specific functional responses of the same cells is valuable to achieve a more integrated understanding of immune cell behavior and maximizes information obtained from precious samples. Until recently, panel size was limiting, resulting in panels generally focused on either deep immunophenotyping or functional readouts. Ongoing developments in the field of (spectral) flow cytometry have made panels of 30+ markers more accessible, opening up possibilities for advanced integrated analyses. Here, we optimized immune phenotyping by co-detection of markers covering chemokine receptors, cytokines and specific T cell/peptide tetramer interaction using a 32-color panel. Such panels enable integrated analysis of cellular phenotypes and markers assessing the quality of immune responses and will contribute to our understanding of the immune system.
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Affiliation(s)
| | | | - Tom H M Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, The Netherlands
| | - Paula Niewold
- Department of Infectious Diseases, Leiden University Medical Center, The Netherlands
| | - Simone A Joosten
- Department of Infectious Diseases, Leiden University Medical Center, The Netherlands
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7
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Aranda CJ, Gonzalez-Kozlova E, Saunders SP, Fernandes-Braga W, Ota M, Narayanan S, He JS, Del Duca E, Swaroop B, Gnjatic S, Shattner G, Reibman J, Soter NA, Guttman-Yassky E, Curotto de Lafaille MA. IgG memory B cells expressing IL4R and FCER2 are associated with atopic diseases. Allergy 2023; 78:752-766. [PMID: 36445014 PMCID: PMC9991991 DOI: 10.1111/all.15601] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Revised: 10/25/2022] [Accepted: 11/17/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND Atopic diseases are characterized by IgE antibody responses that are dependent on cognate CD4 T cell help and T cell-produced IL-4 and IL-13. Current models of IgE cell differentiation point to the role of IgG memory B cells as precursors of pathogenic IgE plasma cells. The goal of this work was to identify intrinsic features of memory B cells that are associated with IgE production in atopic diseases. METHODS Peripheral blood B lymphocytes were collected from individuals with physician diagnosed asthma or atopic dermatitis (AD) and from non-atopic individuals. These samples were analyzed by spectral flow cytometry, single cell RNA sequencing (scRNAseq), and in vitro activation assays. RESULTS We identified a novel population of IgG memory B cells characterized by the expression of IL-4/IL-13 regulated genes FCER2/CD23, IL4R, IL13RA1, and IGHE, denoting a history of differentiation during type 2 immune responses. CD23+ IL4R+ IgG+ memory B cells had increased occurrence in individuals with atopic disease. Importantly, the frequency of CD23+ IL4R+ IgG+ memory B cells correlated with levels of circulating IgE. Consistently, in vitro stimulated B cells from atopic individuals generated more IgE+ cells than B cells from non-atopic subjects. CONCLUSIONS These findings suggest that CD23+ IL4R+ IgG+ memory B cells transcribing IGHE are potential precursors of IgE plasma cells and are linked to pathogenic IgE production.
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Affiliation(s)
- Carlos J Aranda
- Division of Allergy and Immunology, Department of Pediatrics, Jaffe Food Allergy Institute, Icahn School of Medicine at Mount Sinai (ISMMS), New York, New York, USA
- Precision Immunology Institute (PrIISM), ISMMS, New York, New York, USA
| | | | - Sean P Saunders
- Division of Pulmonary, Critical Care, and Sleep Medicine, New York University School of Medicine (NYUSM), New York, New York, USA
| | - Weslley Fernandes-Braga
- Division of Allergy and Immunology, Department of Pediatrics, Jaffe Food Allergy Institute, Icahn School of Medicine at Mount Sinai (ISMMS), New York, New York, USA
- Precision Immunology Institute (PrIISM), ISMMS, New York, New York, USA
| | - Miyo Ota
- Division of Allergy and Immunology, Department of Pediatrics, Jaffe Food Allergy Institute, Icahn School of Medicine at Mount Sinai (ISMMS), New York, New York, USA
- Precision Immunology Institute (PrIISM), ISMMS, New York, New York, USA
| | - Sriram Narayanan
- Agency for Science, Technology, and Research (A*STAR), Singapore, Singapore
| | - Jin-Shu He
- Agency for Science, Technology, and Research (A*STAR), Singapore, Singapore
| | - Ester Del Duca
- Department of Dermatology, ISMMS, New York, New York, USA
| | - Bose Swaroop
- Department of Dermatology, ISMMS, New York, New York, USA
| | - Sacha Gnjatic
- Precision Immunology Institute (PrIISM), ISMMS, New York, New York, USA
- Tisch Cancer Institute, ISMMS, New York, New York, USA
| | - Gail Shattner
- Division of Pulmonary, Critical Care, and Sleep Medicine, New York University School of Medicine (NYUSM), New York, New York, USA
| | - Joan Reibman
- Division of Pulmonary, Critical Care, and Sleep Medicine, New York University School of Medicine (NYUSM), New York, New York, USA
| | | | | | - Maria A Curotto de Lafaille
- Division of Allergy and Immunology, Department of Pediatrics, Jaffe Food Allergy Institute, Icahn School of Medicine at Mount Sinai (ISMMS), New York, New York, USA
- Precision Immunology Institute (PrIISM), ISMMS, New York, New York, USA
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8
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Ferrer-Font L, Kraker G, Hally KE, Price KM. Ensuring Full Spectrum Flow Cytometry Data Quality for High-Dimensional Data Analysis. Curr Protoc 2023; 3:e657. [PMID: 36744957 DOI: 10.1002/cpz1.657] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Full spectrum flow cytometry (FSFC) allows for the analysis of more than 40 parameters at the single-cell level. Compared to the practice of manual gating, high-dimensional data analysis can be used to fully explore single-cell datasets and reduce analysis time. As panel size and complexity increases so too does the detail and time required to prepare and validate the quality of the resulting data for use in downstream high-dimensional data analyses. To ensure data analysis algorithms can be used efficiently and to avoid artifacts, some important steps should be considered. These include data cleaning (such as eliminating variable signal change over time, removing cell doublets, and antibody aggregates), proper unmixing of full spectrum data, ensuring correct scale transformation, and correcting for batch effects. We have developed a methodical step-by-step protocol to prepare full spectrum high-dimensional data for use with high-dimensional data analyses, with a focus on visualizing the impact of each step of data preparation using dimensionality reduction algorithms. Application of our workflow will aid FSFC users in their efforts to apply quality control methods to their datasets for use in high-dimensional analysis, and help them to obtain valid and reproducible results. © 2023 Wiley Periodicals LLC. Basic Protocol 1: Data cleaning Basic Protocol 2: Validating the quality of unmixing Basic Protocol 3: Data scaling Basic Protocol 4: Batch-to-batch normalization.
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Affiliation(s)
- Laura Ferrer-Font
- Hugh Green Cytometry Centre, Malaghan Institute of Medical Research, Wellington, New Zealand
| | | | - Kathryn E Hally
- Department of Surgery and Anaesthesia, The University of Otago, Wellington, New Zealand
| | - Kylie M Price
- Hugh Green Cytometry Centre, Malaghan Institute of Medical Research, Wellington, New Zealand
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9
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Mincham KT, Snelgrove RJ. OMIP-086: Full spectrum flow cytometry for high-dimensional immunophenotyping of mouse innate lymphoid cells. Cytometry A 2023; 103:110-116. [PMID: 36331092 PMCID: PMC10953369 DOI: 10.1002/cyto.a.24702] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 10/17/2022] [Accepted: 10/24/2022] [Indexed: 11/06/2022]
Abstract
This 25-parameter, 22-color full spectrum flow cytometry panel was designed and optimized for the comprehensive enumeration and functional characterization of innate lymphoid cell (ILC) subsets in mouse tissues. The panel presented here allows the discrimination of ILC progenitors (ILCP), ILC1, ILC2, NCR+ ILC3, NCR- ILC3, CCR6+ lymphoid tissue-inducer (LTi)-like ILC3 and mature natural killer (NK) cell populations. Further characterization of ILC and NK cell functional profiles in response to stimulation is provided by the inclusion of subset-specific cytokine markers, and proliferation markers. Development and optimization of this panel was performed on freshly isolated cells from adult BALB/c lungs and small intestine lamina propria, and ex vivo stimulation with phorbol 12-myrisate 13-acetate, ionomycin, and pro-ILC activating cytokines.
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Affiliation(s)
- Kyle T. Mincham
- National Heart and Lung InstituteImperial College LondonLondonUK
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10
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Abstract
Severe COVID-19 causes profound immune perturbations, but pre-infection immune signatures contributing to severe COVID-19 remain unknown. Genome-wide association studies (GWAS) identified strong associations between severe disease and several chemokine receptors and molecules from the type I interferon pathway. Here, we define immune signatures associated with severe COVID-19 using high-dimensional flow cytometry. We measured the peripheral immune system from individuals who recovered from mild, moderate, severe or critical COVID-19 and focused only on those immune signatures returning to steady-state. Individuals that suffered from severe COVID-19 showed reduced frequencies of T cell, MAIT cell and dendritic cell (DCs) subsets and altered chemokine receptor expression on several subsets, such as reduced levels of CCR1 and CCR2 on monocyte subsets. Furthermore, we found reduced frequencies of type I interferon-producing plasmacytoid DCs and altered IFNAR2 expression on several myeloid cells in individuals recovered from severe COVID-19. Thus, these data identify potential immune mechanisms contributing to severe COVID-19.
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Affiliation(s)
- Thomas Liechti
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, USA, 20892
| | - Yaser Iftikhar
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, USA, 20892
| | - Massimo Mangino
- Department of Twin Research & Genetic Epidemiology, King's College of London, London, UK
- NIHR Biomedical Research Centre at Guy's and St Thomas' Foundation Trust, London SE1 9RT, UK
| | - Margaret Beddall
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, USA, 20892
| | - Charles W Goss
- Division of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA
| | - Jane A O'Halloran
- Division of Infectious Diseases, Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Philip Mudd
- Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, USA, 63110
| | - Mario Roederer
- ImmunoTechnology Section, Vaccine Research Center, NIAID, NIH, USA, 20892
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11
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Lourda M, Dzidic M, Hertwig L, Bergsten H, Palma Medina LM, Sinha I, Kvedaraite E, Chen P, Muvva JR, Gorin JB, Cornillet M, Emgård J, Moll K, García M, Maleki KT, Klingström J, Michaëlsson J, Flodström-Tullberg M, Brighenti S, Buggert M, Mjösberg J, Malmberg KJ, Sandberg JK, Henter JI, Folkesson E, Gredmark-Russ S, Sönnerborg A, Eriksson LI, Rooyackers O, Aleman S, Strålin K, Ljunggren HG, Björkström NK, Svensson M, Ponzetta A, Norrby-Teglund A, Chambers BJ; Karolinska KI/K COVID-19 Study Group. High-dimensional profiling reveals phenotypic heterogeneity and disease-specific alterations of granulocytes in COVID-19. Proc Natl Acad Sci U S A 2021; 118:e2109123118. [PMID: 34548411 DOI: 10.1073/pnas.2109123118] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/21/2021] [Indexed: 01/08/2023] Open
Abstract
Accumulating evidence shows that granulocytes are key modulators of the immune response to SARS-CoV-2 infection, and their dysregulation could significantly impact COVID-19 severity and patient recovery after virus clearance. In the present study, we identify selected immune traits in neutrophil, eosinophil, and basophil subsets associated with severity of COVID-19 and with peripheral protein profiles. Moreover, computational modeling indicates that the combined use of phenotypic data and laboratory measurements can effectively predict key clinical outcomes in COVID-19 patients. Finally, patient-matched longitudinal analysis shows phenotypic normalization of granulocyte subsets 4 mo after hospitalization. Overall, in this work, we extend the current understanding of the distinct contribution of granulocyte subsets to COVID-19 pathogenesis. Since the outset of the COVID-19 pandemic, increasing evidence suggests that the innate immune responses play an important role in the disease development. A dysregulated inflammatory state has been proposed as a key driver of clinical complications in COVID-19, with a potential detrimental role of granulocytes. However, a comprehensive phenotypic description of circulating granulocytes in severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)−infected patients is lacking. In this study, we used high-dimensional flow cytometry for granulocyte immunophenotyping in peripheral blood collected from COVID-19 patients during acute and convalescent phases. Severe COVID-19 was associated with increased levels of both mature and immature neutrophils, and decreased counts of eosinophils and basophils. Distinct immunotypes were evident in COVID-19 patients, with altered expression of several receptors involved in activation, adhesion, and migration of granulocytes (e.g., CD62L, CD11a/b, CD69, CD63, CXCR4). Paired sampling revealed recovery and phenotypic restoration of the granulocytic signature in the convalescent phase. The identified granulocyte immunotypes correlated with distinct sets of soluble inflammatory markers, supporting pathophysiologic relevance. Furthermore, clinical features, including multiorgan dysfunction and respiratory function, could be predicted using combined laboratory measurements and immunophenotyping. This study provides a comprehensive granulocyte characterization in COVID-19 and reveals specific immunotypes with potential predictive value for key clinical features associated with COVID-19.
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12
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Valadez-Cosmes P, Maitz K, Kindler O, Raftopoulou S, Kienzl M, Santiso A, Mihalic ZN, Brcic L, Lindenmann J, Fediuk M, Pichler M, Schicho R, Houghton AM, Heinemann A, Kargl J. Identification of Novel Low-Density Neutrophil Markers Through Unbiased High-Dimensional Flow Cytometry Screening in Non-Small Cell Lung Cancer Patients. Front Immunol 2021; 12:703846. [PMID: 34484199 PMCID: PMC8414579 DOI: 10.3389/fimmu.2021.703846] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [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: 04/30/2021] [Accepted: 07/15/2021] [Indexed: 12/15/2022] Open
Abstract
Neutrophils have been described as a phenotypically heterogeneous cell type that possess both pro- and anti-tumor properties. Recently, a subset of neutrophils isolated from the peripheral blood mononuclear cell (PBMC) fraction has been described in cancer patients. These low-density neutrophils (LDNs) show a heterogeneous maturation state and have been associated with pro-tumor properties in comparison to mature, high-density neutrophils (HDNs). However, additional studies are necessary to characterize this cell population. Here we show new surface markers that allow us to discriminate between LDNs and HDNs in non-small cell lung cancer (NSCLC) patients and assess their potential as diagnostic/prognostic tool. LDNs were highly enriched in NSCLC patients (median=20.4%, range 0.3-76.1%; n=26) but not in healthy individuals (median=0.3%, range 0.1-3.9%; n=14). Using a high-dimensional human cell surface marker screen, we identified 12 surface markers that were downregulated in LDNs when compared to HDNs, while 41 surface markers were upregulated in the LDN subset. Using flow cytometry, we confirmed overexpression of CD36, CD41, CD61 and CD226 in the LDN fraction. In summary, our data support the notion that LDNs are a unique neutrophil population and provide novel targets to clarify their role in tumor progression and their potential as diagnostic and therapeutic tool.
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Affiliation(s)
- Paulina Valadez-Cosmes
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Kathrin Maitz
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Oliver Kindler
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Sofia Raftopoulou
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Melanie Kienzl
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
- BioTechMed, Graz, Austria
| | - Ana Santiso
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Zala Nikita Mihalic
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
| | - Luka Brcic
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria
| | - Jörg Lindenmann
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, Graz, Austria
| | - Melanie Fediuk
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, Graz, Austria
| | - Martin Pichler
- Division of Oncology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Rudolf Schicho
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
- BioTechMed, Graz, Austria
| | - A. McGarry Houghton
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, United States
- Human Biology Division, Fred Hutchinson Cancer Research Center, Seattle, WA, United States
- Division of Pulmonary and Critical Care Medicine, University of Washington, Seattle, WA, United States
| | - Akos Heinemann
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
- BioTechMed, Graz, Austria
| | - Julia Kargl
- Otto Loewi Research Center, Division of Pharmacology, Medical University of Graz, Graz, Austria
- BioTechMed, Graz, Austria
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13
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Mincham KT, Young JD, Strickland DH. OMIP 076: High-dimensional immunophenotyping of murine T-cell, B-cell, and antibody secreting cell subsets. Cytometry A 2021; 99:888-892. [PMID: 34159723 PMCID: PMC9546025 DOI: 10.1002/cyto.a.24474] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Revised: 03/14/2021] [Accepted: 05/31/2021] [Indexed: 11/21/2022]
Affiliation(s)
- Kyle T Mincham
- Telethon Kids Institute, University of Western Australia, Nedlands, Western Australia, Australia
| | - Jacob D Young
- Telethon Kids Institute, University of Western Australia, Nedlands, Western Australia, Australia
| | - Deborah H Strickland
- Telethon Kids Institute, University of Western Australia, Nedlands, Western Australia, Australia
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14
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Wang Y, Gloss B, Tang B, Dervish S, Santner-Nanan B, Whitehead C, Masters K, Skarratt K, Teoh S, Schibeci S, Fewings N, Brignone C, Triebel F, Booth D, McLean A, Nalos M. Immunophenotyping of Peripheral Blood Mononuclear Cells in Septic Shock Patients With High-Dimensional Flow Cytometry Analysis Reveals Two Subgroups With Differential Responses to Immunostimulant Drugs. Front Immunol 2021; 12:634127. [PMID: 33828550 PMCID: PMC8019919 DOI: 10.3389/fimmu.2021.634127] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 02/22/2021] [Indexed: 12/29/2022] Open
Abstract
Sepsis is associated with a dysregulated inflammatory response to infection. Despite the activation of inflammation, an immune suppression is often observed, predisposing patients to secondary infections. Therapies directed at restoration of immunity may be considered but should be guided by the immune status of the patients. In this paper, we described the use of a high-dimensional flow cytometry (HDCyto) panel to assess the immunophenotype of patients with sepsis. We then isolated peripheral blood mononuclear cells (PBMCs) from patients with septic shock and mimicked a secondary infection by stimulating PBMCs for 4 h in vitro with lipopolysaccharide (LPS) with or without prior exposure to either IFN-γ, or LAG-3Ig. We evaluated the response by means of flow cytometry and high-resolution clustering cum differential analysis and compared the results to PBMCs from healthy donors. We observed a heterogeneous immune response in septic patients and identified two major subgroups: one characterized by hypo-responsiveness (Hypo) and another one by hyper-responsiveness (Hyper). Hypo and Hyper groups showed significant differences in the production of cytokines/chemokine and surface human leukocyte antigen-DR (HLA-DR) expression in response to LPS stimulation, which were observed across all cell types. When pre-treated with either interferon gamma (IFN-γ) or lymphocyte-activation gene 3 (LAG)-3 recombinant fusion protein (LAG-3Ig) prior to LPS stimulation, cells from the Hypo group were shown to be more responsive to both immunostimulants than cells from the Hyper group. Our results demonstrate the importance of patient stratification based on their immune status prior to any immune therapies. Once sufficiently scaled, this approach may be useful for prescribing the right immune therapy for the right patient at the right time, the key to the success of any therapy.
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Affiliation(s)
- Ya Wang
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia.,Centre for Immunology and Allergy Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Brian Gloss
- Westmead Research Hub, Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Benjamin Tang
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia.,Centre for Immunology and Allergy Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Suat Dervish
- Westmead Cytometry, The Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Brigitte Santner-Nanan
- Charles Perkins Centre Nepean, Sydney Medical School Nepean, The University of Sydney, Kingswood, NSW, Australia
| | - Christina Whitehead
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia
| | - Kristy Masters
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia
| | - Kristen Skarratt
- Department of Medicine, Faculty of Medicine and Health, Nepean Clinical School, The University of Sydney, Kingswood, NSW, Australia
| | - Sally Teoh
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia
| | - Stephen Schibeci
- Centre for Immunology and Allergy Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Nicole Fewings
- Westmead Clinical School, University of Sydney, Sydney, NSW, Australia
| | | | | | - David Booth
- Centre for Immunology and Allergy Research, The Westmead Institute for Medical Research, Sydney, NSW, Australia
| | - Anthony McLean
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia
| | - Marek Nalos
- Department of Intensive Care Medicine, Nepean Hospital, Penrith, NSW, Australia.,1st Department of Medicine, Medical Faculty in Plzen, Charles University, Prague, Czechia
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15
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Mair F, Liechti T. Comprehensive Phenotyping of Human Dendritic Cells and Monocytes. Cytometry A 2020; 99:231-242. [PMID: 33200508 DOI: 10.1002/cyto.a.24269] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 11/02/2020] [Accepted: 11/13/2020] [Indexed: 12/11/2022]
Abstract
Professional antigen-presenting cells (APCs), which include dendritic cells (DCs) and monocytes are essential for inducing and steering adaptive T-cell responses. Recent technological developments in single-cell analysis have significantly advanced our understanding of APC subset heterogeneity. To accurately resolve this functional diversity and to account for tissue-specific adaptation, novel phenotyping markers have been described more recently. While some of these largely overlap with traditionally used markers, more fine-grained phenotyping might be essential during inflammatory settings, where the traditional distinction between monocytes and dendritic cells has become blurred. Within this phenotype report, we provide a concise overview of traditional and recently described markers for the phenotyping of DCs and monocytes in the human system.
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Affiliation(s)
- Florian Mair
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave N, Seattle, Washington, USA
| | - Thomas Liechti
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, 40 Convent Drive, Bethesda, Maryland, USA
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16
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Park LM, Lannigan J, Jaimes MC. OMIP-069: Forty-Color Full Spectrum Flow Cytometry Panel for Deep Immunophenotyping of Major Cell Subsets in Human Peripheral Blood. Cytometry A 2020; 97:1044-1051. [PMID: 32830910 PMCID: PMC8132182 DOI: 10.1002/cyto.a.24213] [Citation(s) in RCA: 163] [Impact Index Per Article: 40.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Revised: 07/27/2020] [Accepted: 08/17/2020] [Indexed: 12/16/2022]
Abstract
This 40-color flow cytometry-based panel was developed for in-depth immunophenotyping of the major cell subsets present in human peripheral blood. Sample availability can often be limited, especially in cases of clinical trial material, when multiple types of testing are required from a single sample or timepoint. Maximizing the amount of information that can be obtained from a single sample not only provides more in-depth characterization of the immune system but also serves to address the issue of limited sample availability. The panel presented here identifies CD4 T cells, CD8 T cells, regulatory T cells, γδ T cells, NKT-like cells, B cells, NK cells, monocytes and dendritic cells. For each specific cell type, the panel includes markers for further characterization by including a selection of activation and differentiation markers, as well as chemokine receptors. Moreover, the combination of multiple markers in one tube might lead to the discovery of new immune phenotypes and their relevance in certain diseases. Of note, this panel was designed to include only surface markers to avoid the need for fixation and permeabilization steps. The panel can be used for studies aimed at characterizing the immune response in the context of infectious or autoimmune diseases, monitoring cancer patients on immuno- or chemotherapy, and discovery of unique and targetable biomarkers. Different from all previously published OMIPs, this panel was developed using a full spectrum flow cytometer, a technology that has allowed the effective use of 40 fluorescent markers in a single panel. The panel was developed using cryopreserved human peripheral blood mononuclear cells (PBMC) from healthy adults (Table 1). Although we have not tested the panel on fresh PBMCs or whole blood, it is anticipated that the panel could be used in those sample preparations without further optimization. @ 2020 Cytek Biosciences, Inc. Cytometry Part A published by Wiley Periodicals LLC on behalf of International Society for Advancement of Cytometry.
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Affiliation(s)
- Lily M. Park
- Research and DevelopmentCytek Biosciences, Inc.FremontCalifornia94538‐6407USA
| | - Joanne Lannigan
- Flow Cytometry Support Services, LLCAlexandriaVirginia22314USA
| | - Maria C. Jaimes
- Research and DevelopmentCytek Biosciences, Inc.FremontCalifornia94538‐6407USA
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17
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Gryzik S, Hoang Y, Lischke T, Mohr E, Venzke M, Kadner I, Poetzsch J, Groth D, Radbruch A, Hutloff A, Baumgrass R. Identification of a super-functional Tfh-like subpopulation in murine lupus by pattern perception. eLife 2020; 9:53226. [PMID: 32441253 PMCID: PMC7274784 DOI: 10.7554/elife.53226] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 05/20/2020] [Indexed: 01/20/2023] Open
Abstract
Dysregulated cytokine expression by T cells plays a pivotal role in the pathogenesis of autoimmune diseases. However, the identification of the corresponding pathogenic subpopulations is a challenge, since a distinction between physiological variation and a new quality in the expression of protein markers requires combinatorial evaluation. Here, we were able to identify a super-functional follicular helper T cell (Tfh)-like subpopulation in lupus-prone NZBxW mice with our binning approach "pattern recognition of immune cells (PRI)". PRI uncovered a subpopulation of IL-21+ IFN-γhigh PD-1low CD40Lhigh CXCR5- Bcl-6- T cells specifically expanded in diseased mice. In addition, these cells express high levels of TNF-α and IL-2, and provide B cell help for IgG production in an IL-21 and CD40L dependent manner. This super-functional T cell subset might be a superior driver of autoimmune processes due to a polyfunctional and high cytokine expression combined with Tfh-like properties.
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Affiliation(s)
- Stefanie Gryzik
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany
| | - Yen Hoang
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany.,University of Potsdam, Potsdam, Germany
| | - Timo Lischke
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany
| | - Elodie Mohr
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany
| | - Melanie Venzke
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany
| | - Isabelle Kadner
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany.,University of Potsdam, Potsdam, Germany
| | - Josephine Poetzsch
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany.,University of Potsdam, Potsdam, Germany
| | | | - Andreas Radbruch
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany.,Charité, Campus Mitte, Berlin, Germany
| | - Andreas Hutloff
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany
| | - Ria Baumgrass
- German Rheumatism Research Center (DRFZ), A Leibniz Institute, Berlin, Germany.,University of Potsdam, Potsdam, Germany
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18
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Liechti T, Roederer M. OMIP-060: 30-Parameter Flow Cytometry Panel to Assess T Cell Effector Functions and Regulatory T Cells. Cytometry A 2019; 95:1129-1134. [PMID: 31334913 DOI: 10.1002/cyto.a.23853] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [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: 10/25/2018] [Revised: 05/12/2019] [Accepted: 06/13/2019] [Indexed: 12/27/2022]
Abstract
We developed this comprehensive 28-color flow cytometry panel with the aim to measure a variety of T cell effector functions in combination with T cell differentiation markers (CCR7, CD27, CD28, CD45RO, CD95) in γδ T cells and CD4+ and CD8+ αβ T cells (Table 1). The effector functions measured in this panel include activation and co-stimulatory molecules (CD69, CD137, and CD154), cytokines (IL-2, IL-13, IL-17A, IL-21, IL-22, TNF, and IFNγ), the chemokine IL-8, cytotoxic molecules (perforin and granzyme B), and the degranulation marker CD107a. In addition, Ki67 enables the identification and analysis of recently activated T cells. To characterize regulatory T cells (Tregs ), we included CD25, CD39, and the canonical Tregs transcription factor FoxP3. We developed and optimized this panel for cryopreserved human peripheral blood mononuclear cells (PBMC) and stimulation with phorbol 12-myristate 13-acetate (PMA) and ionomycin. However, we successfully tested other types of stimulation such as staphylococcus enterotoxin B (SEB) or a mix of immunodominant peptides (CEF peptide pool) from cytomegalovirus (CMV), Epstein-Barr virus (EBV) and influenza. Published 2019. This article is a U.S. Government work and is in the public domain in the USA.
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Affiliation(s)
- Thomas Liechti
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, 20892
| | - Mario Roederer
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, 20892
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