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Andreatta M, Corria-Osorio J, Müller S, Cubas R, Coukos G, Carmona SJ. Interpretation of T cell states from single-cell transcriptomics data using reference atlases. Nat Commun 2021; 12:2965. [PMID: 34017005 PMCID: PMC8137700 DOI: 10.1038/s41467-021-23324-4] [Citation(s) in RCA: 198] [Impact Index Per Article: 66.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 04/22/2021] [Indexed: 02/07/2023] Open
Abstract
Single-cell RNA sequencing (scRNA-seq) has revealed an unprecedented degree of immune cell diversity. However, consistent definition of cell subtypes and cell states across studies and diseases remains a major challenge. Here we generate reference T cell atlases for cancer and viral infection by multi-study integration, and develop ProjecTILs, an algorithm for reference atlas projection. In contrast to other methods, ProjecTILs allows not only accurate embedding of new scRNA-seq data into a reference without altering its structure, but also characterizing previously unknown cell states that "deviate" from the reference. ProjecTILs accurately predicts the effects of cell perturbations and identifies gene programs that are altered in different conditions and tissues. A meta-analysis of tumor-infiltrating T cells from several cohorts reveals a strong conservation of T cell subtypes between human and mouse, providing a consistent basis to describe T cell heterogeneity across studies, diseases, and species.
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Affiliation(s)
- Massimo Andreatta
- Department of Oncology, Lausanne Branch, Ludwig Institute for Cancer Research, CHUV and University of Lausanne, Lausanne, Epalinges, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Jesus Corria-Osorio
- Department of Oncology, Lausanne Branch, Ludwig Institute for Cancer Research, CHUV and University of Lausanne, Lausanne, Epalinges, Switzerland
| | - Sören Müller
- Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA, USA
| | - Rafael Cubas
- Department of Translational Oncology, Genentech, South San Francisco, CA, USA
| | - George Coukos
- Department of Oncology, Lausanne Branch, Ludwig Institute for Cancer Research, CHUV and University of Lausanne, Lausanne, Epalinges, Switzerland
| | - Santiago J Carmona
- Department of Oncology, Lausanne Branch, Ludwig Institute for Cancer Research, CHUV and University of Lausanne, Lausanne, Epalinges, Switzerland.
- Swiss Institute of Bioinformatics, Lausanne, Switzerland.
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2
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Evolving Approaches in the Identification of Allograft-Reactive T and B Cells in Mice and Humans. Transplantation 2017; 101:2671-2681. [PMID: 28604446 DOI: 10.1097/tp.0000000000001847] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Whether a transplanted allograft is stably accepted, rejected, or achieves immunological tolerance is dependent on the frequency and function of alloreactive lymphocytes, making the identification and analysis of alloreactive T and B cells in transplant recipients critical for understanding mechanisms, and the prediction of allograft outcome. In animal models, tracking the fate of graft-reactive T and B cells allows investigators to uncover their biology and develop new therapeutic strategies to protect the graft. In the clinic, identification and quantification of graft-reactive T and B cells allows for the early diagnosis of immune reactivity and therapeutic intervention to prevent graft loss. In addition to rejection, probing of T and B cell fate in vivo provides insights into the underlying mechanisms of alloimmunity or tolerance that may lead to biomarkers predicting graft fate. In this review, we discuss existing and developing approaches to track and analyze alloreactive T and B cells in mice and humans and provide examples of discoveries made utilizing these techniques. These approaches include mixed lymphocyte reactions, trans-vivo delayed-type hypersensitivity, enzyme-linked immunospot assays, the use of antigen receptor transgenic lymphocytes, and utilization of peptide-major histocompatibility multimers, along with imaging techniques for static multiparameter analysis or dynamic in vivo tracking. Such approaches have already refined our understanding of the alloimmune response and are pointing to new ways to improve allograft outcomes in the clinic.
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Attayek PJ, Hunsucker SA, Sims CE, Allbritton NL, Armistead PM. Identification and isolation of antigen-specific cytotoxic T lymphocytes with an automated microraft sorting system. Integr Biol (Camb) 2016; 8:1208-1220. [PMID: 27853786 PMCID: PMC5138107 DOI: 10.1039/c6ib00168h] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The simultaneous measurement of T cell function with recovery of individual T cells would greatly facilitate characterizing antigen-specific responses both in vivo and in model systems. We have developed a microraft array methodology that automatically measures the ability of individual T cells to kill a population of target cells and viably sorts specific cells into a 96-well plate for expansion. A human T cell culture was generated against the influenza M1p antigen. Individual microrafts on a 70 × 70 array were loaded with on average 1 CD8+ cell from the culture and a population of M1p presenting target cells. Target cell killing, measured by fluorescence microscopy, was quantified in each microraft. The rates of target cell death among the individual CD8+ T cells varied greatly; however, individual T cells maintained their rates of cytotoxicity throughout the time course of the experiment enabling rapid identification of highly cytotoxic CD8+ T cells. Microrafts with highly active CD8+ T cells were individually transferred to wells of a 96-well plate, using a needle-release device coupled to the microscope. Three sorted T cells clonally expanded. All of these expressed high-avidity T cell receptors for M1p/HLA*02:01 tetramers, and 2 of the 3 receptors were sequenced. While this study investigated single T cell cytotoxicity rates against simple targets with subsequent cell sorting, future studies will involve measuring T cell mediated cytotoxicity in more complex cellular environments, enlarging the arrays to identify very rare antigen specific T cells, and measuring single cell CD4+ and CD8+ T cell proliferation.
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Affiliation(s)
- Peter J. Attayek
- Department of Biomedical Engineering, University of North Carolina, Chapel Hill NC and North Carolina State University, Raleigh NC
| | - Sally A. Hunsucker
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
| | - Christopher E. Sims
- Department of Chemistry, University of North Carolina, Chapel Hill, NC
- Department of Medicine, University of North Carolina, Chapel Hill, NC
| | - Nancy L. Allbritton
- Department of Biomedical Engineering, University of North Carolina, Chapel Hill NC and North Carolina State University, Raleigh NC
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
- Department of Chemistry, University of North Carolina, Chapel Hill, NC
| | - Paul M. Armistead
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC
- Department of Medicine, University of North Carolina, Chapel Hill, NC
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Hebeisen M, Allard M, Gannon PO, Schmidt J, Speiser DE, Rufer N. Identifying Individual T Cell Receptors of Optimal Avidity for Tumor Antigens. Front Immunol 2015; 6:582. [PMID: 26635796 PMCID: PMC4649060 DOI: 10.3389/fimmu.2015.00582] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Accepted: 10/30/2015] [Indexed: 02/02/2023] Open
Abstract
Cytotoxic T cells recognize, via their T cell receptors (TCRs), small antigenic peptides presented by the major histocompatibility complex (pMHC) on the surface of professional antigen-presenting cells and infected or malignant cells. The efficiency of T cell triggering critically depends on TCR binding to cognate pMHC, i.e., the TCR–pMHC structural avidity. The binding and kinetic attributes of this interaction are key parameters for protective T cell-mediated immunity, with stronger TCR–pMHC interactions conferring superior T cell activation and responsiveness than weaker ones. However, high-avidity TCRs are not always available, particularly among self/tumor antigen-specific T cells, most of which are eliminated by central and peripheral deletion mechanisms. Consequently, systematic assessment of T cell avidity can greatly help distinguishing protective from non-protective T cells. Here, we review novel strategies to assess TCR–pMHC interaction kinetics, enabling the identification of the functionally most-relevant T cells. We also discuss the significance of these technologies in determining which cells within a naturally occurring polyclonal tumor-specific T cell response would offer the best clinical benefit for use in adoptive therapies, with or without T cell engineering.
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Affiliation(s)
- Michael Hebeisen
- Department of Oncology, Lausanne University Hospital Center (CHUV), University of Lausanne , Epalinges , Switzerland
| | - Mathilde Allard
- Department of Oncology, Lausanne University Hospital Center (CHUV), University of Lausanne , Epalinges , Switzerland
| | - Philippe O Gannon
- Department of Oncology, Lausanne University Hospital Center (CHUV), University of Lausanne , Epalinges , Switzerland
| | - Julien Schmidt
- Ludwig Center for Cancer Research, University of Lausanne , Epalinges , Switzerland ; TCMetrix Sàrl , Epalinges , Switzerland
| | - Daniel E Speiser
- Department of Oncology, Lausanne University Hospital Center (CHUV), University of Lausanne , Epalinges , Switzerland ; Ludwig Center for Cancer Research, University of Lausanne , Epalinges , Switzerland
| | - Nathalie Rufer
- Department of Oncology, Lausanne University Hospital Center (CHUV), University of Lausanne , Epalinges , Switzerland ; Ludwig Center for Cancer Research, University of Lausanne , Epalinges , Switzerland
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Fairhead M, Veggiani G, Lever M, Yan J, Mesner D, Robinson C, Dushek O, van der Merwe PA, Howarth M. SpyAvidin hubs enable precise and ultrastable orthogonal nanoassembly. J Am Chem Soc 2014; 136:12355-63. [PMID: 25111182 PMCID: PMC4183622 DOI: 10.1021/ja505584f] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2014] [Indexed: 01/21/2023]
Abstract
The capture of biotin by streptavidin is an inspiration for supramolecular chemistry and a central tool for biological chemistry and nanotechnology, because of the rapid and exceptionally stable interaction. However, there is no robust orthogonal interaction to this hub, limiting the size and complexity of molecular assemblies that can be created. Here we combined traptavidin (a streptavidin variant maximizing biotin binding strength) with an orthogonal irreversible interaction. SpyTag is a peptide engineered to form a spontaneous isopeptide bond to its protein partner SpyCatcher. SpyTag or SpyCatcher was successfully fused to the C-terminus of Dead streptavidin subunits. We were able to generate chimeric tetramers with n (0 ≤ n ≤ 4) biotin binding sites and 4-n SpyTag or SpyCatcher binding sites. Chimeric SpyAvidin tetramers bound precise numbers of ligands fused to biotin or SpyTag/SpyCatcher. Mixing chimeric tetramers enabled assembly of SpyAvidin octamers (8 subunits) or eicosamers (20 subunits). We validated assemblies using electrophoresis and native mass spectrometry. Eicosameric SpyAvidin was used to cluster trimeric major histocompatibility complex (MHC) class I:β2-microglobulin:peptide complexes, generating an assembly with up to 56 components. MHC eicosamers surpassed the conventional MHC tetramers in acting as a powerful stimulus to T cell signaling. Combining ultrastable noncovalent with irreversible covalent interaction, SpyAvidins enable a simple route to create robust nanoarchitectures.
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Affiliation(s)
- Michael Fairhead
- Department
of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU, U.K.
| | - Gianluca Veggiani
- Department
of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU, U.K.
| | - Melissa Lever
- Sir
William Dunn School of Pathology, University
of Oxford, South Parks
Road, Oxford OX1 3RE, U.K.
| | - Jun Yan
- Department
of Chemistry, Physical and Theoretical Chemistry Laboratory, University of Oxford, South Parks Road, Oxford, OX1 3QZ, U.K.
| | - Dejan Mesner
- Department
of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU, U.K.
| | - Carol
V. Robinson
- Department
of Chemistry, Physical and Theoretical Chemistry Laboratory, University of Oxford, South Parks Road, Oxford, OX1 3QZ, U.K.
| | - Omer Dushek
- Sir
William Dunn School of Pathology, University
of Oxford, South Parks
Road, Oxford OX1 3RE, U.K.
| | - P. Anton van der Merwe
- Sir
William Dunn School of Pathology, University
of Oxford, South Parks
Road, Oxford OX1 3RE, U.K.
| | - Mark Howarth
- Department
of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU, U.K.
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Schmidt J, Dojcinovic D, Guillaume P, Luescher I. Analysis, Isolation, and Activation of Antigen-Specific CD4(+) and CD8(+) T Cells by Soluble MHC-Peptide Complexes. Front Immunol 2013; 4:218. [PMID: 23908656 PMCID: PMC3726995 DOI: 10.3389/fimmu.2013.00218] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2013] [Accepted: 07/15/2013] [Indexed: 11/24/2022] Open
Abstract
T cells constitute the core of adaptive cellular immunity and protect higher organisms against pathogen infections and cancer. Monitoring of disease progression as well as prophylactic or therapeutic vaccines and immunotherapies call for conclusive detection, analysis, and sorting of antigen-specific T cells. This is possible by means of soluble recombinant ligands for T cells, i.e., MHC class I-peptide (pMHC I) complexes for CD8(+) T cells and MHC class II-peptide (pMHC II) complexes for CD4(+) T cells and flow cytometry. Here we review major developments in the development of pMHC staining reagents and their diverse applications and discuss perspectives of their use for basic and clinical investigations.
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Affiliation(s)
- Julien Schmidt
- Ludwig Center, University of Lausanne, Epalinges, Switzerland
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Schmidt J, Guillaume P, Irving M, Baumgaertner P, Speiser D, Luescher IF. Reversible major histocompatibility complex I-peptide multimers containing Ni(2+)-nitrilotriacetic acid peptides and histidine tags improve analysis and sorting of CD8(+) T cells. J Biol Chem 2011; 286:41723-41735. [PMID: 21990358 DOI: 10.1074/jbc.m111.283127] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
MHC-peptide multimers containing biotinylated MHC-peptide complexes bound to phycoerythrin (PE) streptavidin (SA) are widely used for analyzing and sorting antigen-specific T cells. Here we describe alternative T cell-staining reagents that are superior to conventional reagents. They are built on reversible chelate complexes of Ni(2+)-nitrilotriacetic acid (NTA) with oligohistidines. We synthesized biotinylated linear mono-, di-, and tetra-NTA compounds using conventional solid phase peptide chemistry and studied their interaction with HLA-A*0201-peptide complexes containing a His(6), His(12), or 2×His(6) tag by surface plasmon resonance on SA-coated sensor chips and equilibrium dialysis. The binding avidity increased in the order His(6) < His(12) < 2×His(6) and NTA(1) < NTA(2) < NTA(4), respectively, depending on the configuration of the NTA moieties and increased to picomolar K(D) for the combination of a 2×His(6) tag and a 2×Ni(2+)-NTA(2). We demonstrate that HLA-A2-2×His(6)-peptide multimers containing either Ni(2+)-NTA(4)-biotin and PE-SA- or PE-NTA(4)-stained influenza and Melan A-specific CD8+ T cells equal or better than conventional multimers. Although these complexes were highly stable, they very rapidly dissociated in the presence of imidazole, which allowed sorting of bona fide antigen-specific CD8+ T cells without inducing T cell death as well as assessment of HLA-A2-peptide monomer dissociation kinetics on CD8+ T cells.
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Affiliation(s)
- Julien Schmidt
- Ludwig Center of the University of Lausanne, 1066 Epalinges, Switzerland
| | - Philippe Guillaume
- Ludwig Center of the University of Lausanne, 1066 Epalinges, Switzerland
| | - Melita Irving
- Swiss Institute of Bioinformatics, Batiment Genopode, 1015 Lausanne Switzerland
| | - Petra Baumgaertner
- Division of Clinical Onco-Immunology, Ludwig Center of the University of Lausanne, 1011 Lausanne, Switzerland
| | - Daniel Speiser
- Division of Clinical Onco-Immunology, Ludwig Center of the University of Lausanne, 1011 Lausanne, Switzerland
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Wooldridge L, Lissina A, Cole DK, van den Berg HA, Price DA, Sewell AK. Tricks with tetramers: how to get the most from multimeric peptide-MHC. Immunology 2009; 126:147-64. [PMID: 19125886 PMCID: PMC2632693 DOI: 10.1111/j.1365-2567.2008.02848.x] [Citation(s) in RCA: 131] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2008] [Revised: 03/18/2008] [Accepted: 03/18/2008] [Indexed: 01/16/2023] Open
Abstract
The development of fluorochrome-conjugated peptide-major histocompatibility complex (pMHC) multimers in conjunction with continuing advances in flow cytometry has transformed the study of antigen-specific T cells by enabling their visualization, enumeration, phenotypic characterization and isolation from ex vivo samples. Here, we bring together and discuss some of the 'tricks' that can be used to get the most out of pMHC multimers. These include: (1) simple procedures that can substantially enhance the staining intensity of cognate T cells with pMHC multimers; (2) the use of pMHC multimers to stain T cells with very-low-affinity T-cell receptor (TCR)/pMHC interactions, such as those that typically predominate in tumour-specific responses; and (3) the physical grading and clonotypic dissection of antigen-specific T cells based on the affinity of their cognate TCR using mutant pMHC multimers in conjunction with new approaches to the molecular analysis of TCR gene expression. We also examine how soluble pMHC can be used to examine T-cell activation, manipulate T-cell responses and study allogeneic and superantigen interactions with TCRs. Finally, we discuss the problems that arise with pMHC class II (pMHCII) multimers because of the low affinity of TCR/pMHCII interactions and lack of 'coreceptor help'.
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Affiliation(s)
- Linda Wooldridge
- Department of Medical Biochemistry and Immunology, Cardiff University School of Medicine, Henry Wellcome Building, Heath Park, Cardiff, UK
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