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1.
JCI Insight ; 9(5)2024 Feb 01.
Article in English | MEDLINE | ID: mdl-38300704

ABSTRACT

Adoptive transfer of immunoregulatory cells can prevent or ameliorate graft-versus-host disease (GVHD), which remains the main cause of nonrelapse mortality after allogeneic hematopoietic stem cell transplantation. Mucosal-associated invariant T (MAIT) cells were recently associated with tissue repair capacities and with lower rates of GVHD in humans. Here, we analyzed the immunosuppressive effect of MAIT cells in an in vitro model of alloreactivity and explored their adoptive transfer in a preclinical xenogeneic GVHD model. We found that MAIT cells, whether freshly purified or short-term expanded, dose-dependently inhibited proliferation and activation of alloreactive T cells. In immunodeficient mice injected with human PBMCs, MAIT cells greatly delayed GVHD onset and decreased severity when transferred early after PBMC injection but could also control ongoing GVHD when transferred at delayed time points. This effect was associated with decreased proliferation and effector function of human T cells infiltrating tissues of diseased mice and was correlated with lower circulating IFN-γ and TNF-α levels and increased IL-10 levels. MAIT cells acted partly in a contact-dependent manner, which likely required direct interaction of their T cell receptor with MHC class I-related molecule (MR1) induced on host-reactive T cells. These results support the setup of clinical trials using MAIT cells as universal therapeutic tools to control severe GVHD or mucosal inflammatory disorders.


Subject(s)
Graft vs Host Disease , Hematopoietic Stem Cell Transplantation , Mucosal-Associated Invariant T Cells , Humans , Mice , Animals , Leukocytes, Mononuclear , Graft vs Host Disease/prevention & control , Graft vs Host Disease/etiology , Hematopoietic Stem Cell Transplantation/adverse effects , Receptors, Antigen, T-Cell
2.
Proc Natl Acad Sci U S A ; 120(44): e2308511120, 2023 Oct 31.
Article in English | MEDLINE | ID: mdl-37871201

ABSTRACT

The immune system is a complex network of cells with critical functions in health and disease. However, a comprehensive census of the cells comprising the immune system is lacking. Here, we estimated the abundance of the primary immune cell types throughout all tissues in the human body. We conducted a literature survey and integrated data from multiplexed imaging and methylome-based deconvolution. We also considered cellular mass to determine the distribution of immune cells in terms of both number and total mass. Our results indicate that the immune system of a reference 73 kg man consists of 1.8 × 1012 cells (95% CI 1.5-2.3 × 1012), weighing 1.2 kg (95% CI 0.8-1.9). Lymphocytes constitute 40% of the total number of immune cells and 15% of the mass and are mainly located in the lymph nodes and spleen. Neutrophils account for similar proportions of both the number and total mass of immune cells, with most neutrophils residing in the bone marrow. Macrophages, present in most tissues, account for 10% of immune cells but contribute nearly 50% of the total cellular mass due to their large size. The quantification of immune cells within the human body presented here can serve to understand the immune function better and facilitate quantitative modeling of this vital system.


Subject(s)
Human Body , Lymphocytes , Male , Humans , Lymph Nodes , Spleen , Macrophages
3.
Nat Commun ; 14(1): 4302, 2023 07 18.
Article in English | MEDLINE | ID: mdl-37463931

ABSTRACT

Multiplexed imaging enables measurement of multiple proteins in situ, offering an unprecedented opportunity to chart various cell types and states in tissues. However, cell classification, the task of identifying the type of individual cells, remains challenging, labor-intensive, and limiting to throughput. Here, we present CellSighter, a deep-learning based pipeline to accelerate cell classification in multiplexed images. Given a small training set of expert-labeled images, CellSighter outputs the label probabilities for all cells in new images. CellSighter achieves over 80% accuracy for major cell types across imaging platforms, which approaches inter-observer concordance. Ablation studies and simulations show that CellSighter is able to generalize its training data and learn features of protein expression levels, as well as spatial features such as subcellular expression patterns. CellSighter's design reduces overfitting, and it can be trained with only thousands or even hundreds of labeled examples. CellSighter also outputs a prediction confidence, allowing downstream experts control over the results. Altogether, CellSighter drastically reduces hands-on time for cell classification in multiplexed images, while improving accuracy and consistency across datasets.


Subject(s)
Diagnostic Imaging , Neural Networks, Computer
4.
J Vis Exp ; (193)2023 03 24.
Article in English | MEDLINE | ID: mdl-37036235

ABSTRACT

Few techniques can assess phenotype and fate for the same cell simultaneously. Most of the current protocols used to characterize phenotype, although able to generate large datasets, necessitate the destruction of the cell of interest, making it impossible to assess its functional fate. Heterogeneous biological differentiating systems like hematopoiesis are therefore difficult to describe. Building on cell division tracking dyes, we further developed a protocol to simultaneously determine kinship, division number, and differentiation status for many single hematopoietic progenitors. This protocol allows the assessment of the ex vivo differentiation potential of murine and human hematopoietic progenitors, isolated from various biological sources. Moreover, as it is based on flow cytometry and a limited number of reagents, it can quickly generate a large amount of data, at the single-cell level, in a relatively inexpensive manner. We also provide the analytical pipeline for single-cell analysis, combined with a robust statistical framework. As this protocol allows the linking of cell division and differentiation at the single-cell level, it can be used to quantitatively assess symmetric and asymmetric fate commitment, the balance between self-renewal and differentiation, and the number of divisions for a given commitment fate. Altogether, this protocol can be used in experimental designs aiming to unravel the biological differences between hematopoietic progenitors, from a single-cell perspective.


Subject(s)
Hematopoiesis , Hematopoietic Stem Cells , Mice , Humans , Animals , Flow Cytometry/methods , Cell Differentiation , Cell Division , Phenotype
5.
PLoS Comput Biol ; 17(4): e1008887, 2021 04.
Article in English | MEDLINE | ID: mdl-33872301

ABSTRACT

Mass Based Imaging (MBI) technologies such as Multiplexed Ion Beam Imaging by time of flight (MIBI-TOF) and Imaging Mass Cytometry (IMC) allow for the simultaneous measurement of the expression levels of 40 or more proteins in biological tissue, providing insight into cellular phenotypes and organization in situ. Imaging artifacts, resulting from the sample, assay or instrumentation complicate downstream analyses and require correction by domain experts. Here, we present MBI Analysis User Interface (MAUI), a series of graphical user interfaces that facilitate this data pre-processing, including the removal of channel crosstalk, noise and antibody aggregates. Our software streamlines these steps and accelerates processing by enabling real-time and interactive parameter tuning across multiple images.


Subject(s)
Image Processing, Computer-Assisted/methods , Proteins/metabolism , Single-Cell Analysis/methods , User-Computer Interface , Cell Line, Tumor , Computer Graphics , Humans , Proteins/analysis
6.
Nat Cancer ; 1(3): 302-314, 2020 03.
Article in English | MEDLINE | ID: mdl-32803171

ABSTRACT

The cytokine IFN-γ produced by tumor-reactive T cells is a key effector molecule with pleiotropic effects during anti-tumor immune responses. While IFN-γ production is targeted at the immunological synapse, its spatiotemporal activity within the tumor remains elusive. Here, we report that while IFN-γ secretion requires local antigen recognition, IFN-γ diffuses extensively to alter the tumor microenvironment in distant areas. Using intravital imaging and a reporter for STAT1 translocation, we provide evidence that T cells mediate sustained IFN-γ signaling in remote tumor cells. Furthermore, tumor phenotypic alterations required several hours of exposure to IFN-γ, a feature that disfavored local IFN-γ activity over diffusion and bystander activity. Finally, single-cell RNA-seq data from melanoma patients also suggested bystander IFN-γ activity in human tumors. Thus, tumor-reactive T cells act collectively to create large cytokine fields that profoundly modify the tumor microenvironment.


Subject(s)
Interferon-gamma , Tumor Microenvironment , Cytokines , Humans , T-Lymphocytes
7.
J Exp Med ; 216(5): 1038-1049, 2019 05 06.
Article in English | MEDLINE | ID: mdl-30936262

ABSTRACT

CAR T cells represent a potentially curative strategy for B cell malignancies. However, the outcome and dynamics of CAR T cell interactions in distinct anatomical sites are poorly understood. Using intravital imaging, we tracked interactions established by anti-CD19 CAR T cells in B cell lymphoma-bearing mice. Circulating targets trapped CAR T cells in the lungs, reducing their access to lymphoid organs. In the bone marrow, tumor apoptosis was largely due to CAR T cells that engaged, killed, and detached from their targets within 25 min. Notably, not all CAR T cell contacts elicited calcium signaling or killing while interacting with tumors, uncovering extensive functional heterogeneity. Mathematical modeling revealed that direct killing was sufficient for tumor regression. Finally, antigen-loss variants emerged in the bone marrow, but not in lymph nodes, where CAR T cell cytotoxic activity was reduced. Our results identify a previously unappreciated level of diversity in the outcomes of CAR T cell interactions in vivo, with important clinical implications.


Subject(s)
Immunotherapy, Adoptive/methods , Intravital Microscopy/methods , Lymphoma, B-Cell/therapy , Receptors, Chimeric Antigen/metabolism , Single-Cell Analysis/methods , T-Lymphocytes/metabolism , Animals , Antigens, CD19/metabolism , Apoptosis , Cell Line, Tumor , Lung/metabolism , Lymphoma, B-Cell/pathology , Mice , Mice, Inbred C57BL , Mice, Knockout , Models, Animal , Models, Theoretical , Recurrence
8.
Sci Immunol ; 3(29)2018 11 23.
Article in English | MEDLINE | ID: mdl-30470696

ABSTRACT

Tumors develop under the selective pressure of the immune system. However, it remains critical to establish how the immune system affects the clonal heterogeneity of tumors that often display cell-to-cell variation in genetic alterations and antigenic expression. To address these questions, we introduced a multicolor barcoding strategy to study the growth of a MYC-driven B cell lymphoma harboring a large degree of intratumor genetic diversity. Using intravital imaging, we visualized that lymphoma subclones grow as patches of sessile cells in the bone marrow, creating a spatially compartmentalized architecture for tumor diversity. Using multicolor barcoding and whole-exome sequencing, we demonstrated that immune responses strongly restrict intratumor genomic diversity and favor clonal dominance, a process mediated by the selective elimination of more immunogenic cells and amplified by epitope spreading. Anti-PD-1 treatment also narrowed intratumor diversity. Our results provide direct evidence that immune pressure shapes the level of intratumor genetic heterogeneity and have important implications for the design of therapeutic strategies.


Subject(s)
Lymphoma, B-Cell/genetics , Lymphoma, B-Cell/immunology , Animals , Female , Genetic Heterogeneity , Lymphoma, B-Cell/pathology , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Neoplasms, Experimental/genetics , Neoplasms, Experimental/immunology , Neoplasms, Experimental/pathology
9.
Eur J Immunol ; 48(7): 1137-1152, 2018 07.
Article in English | MEDLINE | ID: mdl-29624673

ABSTRACT

The bone marrow hosts NK cells whose distribution, motility and response to systemic immune challenge are poorly understood. At steady state, two-photon microscopy of the bone marrow in Ncr1gfp/+ mice captured motile NK cells interacting with dendritic cells. NK cells expressed markers and effector molecules of mature cells. Following poly (I:C) injection, RNA-Seq of NK cells revealed three phases of transcription featuring immune response genes followed by posttranscriptional processes and proliferation. Functionally, poly (I:C) promoted upregulation of granzyme B, enhanced cytotoxicity in vitro and in vivo, and, in the same individual cells, triggered proliferation. Two-photon imaging revealed that the proportion of sinusoidal NK cells decreased, while at the same time parenchymal NK cells accelerated, swelled and divided within the bone marrow. MVA viremia induced similar responses. Our findings demonstrate that the bone marrow is patrolled by mature NK cells that rapidly proliferate in response to systemic viral challenge while maintaining their effector functions.


Subject(s)
Bone Marrow/immunology , Dendritic Cells/immunology , Killer Cells, Natural/immunology , Viremia/immunology , Animals , Antigens, Ly/genetics , Cell Differentiation , Cell Movement , Cell Proliferation , Cells, Cultured , Cytotoxicity, Immunologic , Granzymes/metabolism , Lymphocyte Activation , Mice , Mice, Inbred C57BL , Mice, Transgenic , Natural Cytotoxicity Triggering Receptor 1/genetics , Poly I-C/immunology , Virus Activation
10.
Eur J Immunol ; 47(10): 1802-1818, 2017 10.
Article in English | MEDLINE | ID: mdl-28872666

ABSTRACT

Antigen (Ag) specific activation of naïve T cells by migrating dendritic cells (DCs) is a highly efficient process, although the chances for their colocalization in lymph nodes (LNs) appear low. Ag presentation may be delegated from Ag-donor DCs to the abundant resident DCs, but the routes of Ag transfer and how it facilitates T-cell activation remain unclear. We visualized CD8+ T cell-DC interactions to study the sites, routes, and cells mediating Ag transfer in mice. In vitro, Ag transfer from isolated ovalbumin (OVA)+ bone marrow (BM) DCs triggered widespread arrest, Ca2+ flux, and CD69 upregulation in OT-I T cells contacting recipient DCs. Intravital two-photon imaging revealed that survival of Ag-donor DCs in LNs was required for Ag dissemination among resident CD11c+ DCs. Upon interaction with recipient DCs, CD8+ T cells clustered, upregulated CD69, proliferated and differentiated into effectors. Few DCs sufficed for activation, and for efficient Ag dissemination lymphocyte function associated antigen 1 (LFA-1) expression on recipient DCs was essential. Similar findings characterized DCs infected with a replication-deficient OVA-expressing Vaccinia virus known to downregulate MHC-I. Overall, active Ag dissemination from live incoming DCs helped activate CD8+ T cells by increasing the number of effective presenting cells and salvaged T-cell priming when Ag-donor DCs could not present Ag.


Subject(s)
Antigens/metabolism , CD8-Positive T-Lymphocytes/immunology , Cross-Priming , Dendritic Cells/immunology , Lymph Nodes/immunology , Animals , Antigen Presentation , Antigens/immunology , Antigens, CD/genetics , Antigens, CD/immunology , Antigens, Differentiation, T-Lymphocyte/genetics , Antigens, Differentiation, T-Lymphocyte/immunology , CD8-Positive T-Lymphocytes/metabolism , Cell Movement , Dendritic Cells/chemistry , Dendritic Cells/metabolism , Intravital Microscopy , Lectins, C-Type/genetics , Lectins, C-Type/immunology , Lymph Nodes/cytology , Lymphocyte Activation , Mice , Mice, Inbred C57BL , Ovalbumin/genetics , Ovalbumin/immunology , Vaccinia virus/genetics , Vaccinia virus/physiology
12.
Nature ; 532(7599): 323-8, 2016 Apr 21.
Article in English | MEDLINE | ID: mdl-27074509

ABSTRACT

Bone marrow endothelial cells (BMECs) form a network of blood vessels that regulate both leukocyte trafficking and haematopoietic stem and progenitor cell (HSPC) maintenance. However, it is not clear how BMECs balance these dual roles, and whether these events occur at the same vascular site. We found that mammalian bone marrow stem cell maintenance and leukocyte trafficking are regulated by distinct blood vessel types with different permeability properties. Less permeable arterial blood vessels maintain haematopoietic stem cells in a low reactive oxygen species (ROS) state, whereas the more permeable sinusoids promote HSPC activation and are the exclusive site for immature and mature leukocyte trafficking to and from the bone marrow. A functional consequence of high permeability of blood vessels is that exposure to blood plasma increases bone marrow HSPC ROS levels, augmenting their migration and differentiation, while compromising their long-term repopulation and survival. These findings may have relevance for clinical haematopoietic stem cell transplantation and mobilization protocols.


Subject(s)
Blood Vessels/cytology , Blood Vessels/physiology , Bone Marrow/blood supply , Hematopoiesis , Animals , Antigens, Ly/metabolism , Arteries/cytology , Arteries/physiology , Bone Marrow Cells/cytology , Cell Differentiation , Cell Movement , Cell Self Renewal , Cell Survival , Chemokine CXCL12/metabolism , Endothelial Cells/physiology , Female , Hematopoietic Stem Cell Mobilization , Hematopoietic Stem Cell Transplantation , Hematopoietic Stem Cells/cytology , Leukocytes/cytology , Male , Membrane Proteins/metabolism , Mice , Mice, Inbred C57BL , Nestin/metabolism , Pericytes/physiology , Permeability , Plasma/metabolism , Reactive Oxygen Species/metabolism , Receptors, CXCR4/metabolism
13.
Blood ; 122(2): 193-208, 2013 Jul 11.
Article in English | MEDLINE | ID: mdl-23637125

ABSTRACT

The bone marrow (BM) hosts memory lymphocytes and supports secondary immune responses against blood-borne antigens, but it is unsettled whether primary responses occur there and which cells present the antigen. We used 2-photon microscopy in the BM of live mice to study these questions. Naïve CD8(+) T cells crawled rapidly at steady state but arrested immediately upon sensing antigenic peptides. Following infusion of soluble protein, various cell types were imaged ingesting the antigen, while antigen-specific T cells decelerated, clustered, upregulated CD69, and were observed dividing in situ to yield effector cells. Unlike in the spleen, T-cell responses persisted when BM-resident dendritic cells (DCs) were ablated but failed when all phagocytic cells were depleted. Potential antigen-presenting cells included monocytes and macrophages but not B cells. Collectively, our results suggest that the BM supports crosspresentation of blood-borne antigens similar to the spleen; uniquely, alongside DCs, other myeloid cells participate in crosspresentation.


Subject(s)
Antigen Presentation/immunology , Antigens/immunology , Bone Marrow/immunology , CD8-Positive T-Lymphocytes/immunology , Cross-Priming/immunology , Animals , Antigen-Presenting Cells/immunology , Antigens/blood , Antigens, CD/metabolism , Antigens, Differentiation, T-Lymphocyte/metabolism , B-Lymphocytes/immunology , Bone Marrow Cells/immunology , Bone Marrow Cells/metabolism , CD8-Positive T-Lymphocytes/metabolism , Cell Proliferation , Dendritic Cells/immunology , Immunologic Memory , Lectins, C-Type/metabolism , Lymphocyte Activation , Macrophages/immunology , Mice , Mice, Transgenic , Monocytes/immunology
14.
Immunity ; 38(3): 581-95, 2013 Mar 21.
Article in English | MEDLINE | ID: mdl-23395676

ABSTRACT

CD103+ dendritic cells (DCs) carry bacteria from the small intestine and can present antigens to T cells. Yet they have not been recorded sampling luminal bacteria or presenting bacterial antigens in mesentery lymph nodes. We used 2-photon microscopy in live Cx3cr1(+/gfp) ×Cd11c-YFP mice to study these processes. At steady state, sparse CD103+ DCs occupied the epithelium. They patrolled among enterocytes while extending dendrites toward the lumen, likely using tight-junction proteins to penetrate the epithelium. Challenge with Salmonella triggered chemokine- and toll-like receptor (TLR)-dependent recruitment of additional DCs from the lamina propria (LP). The DCs efficiently phagocytosed the bacteria using intraepithelial dendrites. Noninvasive bacteria were similarly sampled. In contrast, CD103+ DCs sampled soluble luminal antigen inefficiently. In mice harboring CD103+ DCs, antigen-specific CD8 T cells were subsequently activated in MLNs. Intestinal CD103+ DCs are therefore equipped with unique mechanisms to independently complete the processes of uptake, transportation, and presentation of bacterial antigens.


Subject(s)
Antigen Presentation/immunology , Antigens, Bacterial/immunology , Antigens, CD/immunology , Dendritic Cells/immunology , Integrin alpha Chains/immunology , Intestinal Mucosa/immunology , Animals , Antigens, CD/metabolism , CD11c Antigen/genetics , CD11c Antigen/immunology , CD11c Antigen/metabolism , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , CX3C Chemokine Receptor 1 , Cell Line, Tumor , Cell Movement/immunology , Cells, Cultured , Dendritic Cells/metabolism , Flow Cytometry , Host-Pathogen Interactions/immunology , Integrin alpha Chains/metabolism , Intestinal Mucosa/metabolism , Intestinal Mucosa/microbiology , Luminescent Proteins/genetics , Luminescent Proteins/metabolism , Lymphocyte Activation/immunology , Mice , Mice, Inbred C57BL , Mice, Knockout , Microscopy, Fluorescence, Multiphoton , Mucous Membrane/immunology , Mucous Membrane/metabolism , Mucous Membrane/microbiology , Receptors, Chemokine/genetics , Receptors, Chemokine/immunology , Receptors, Chemokine/metabolism , Salmonella typhi/immunology , Salmonella typhi/physiology , Salmonella typhimurium/immunology , Salmonella typhimurium/physiology , Toll-Like Receptors/immunology , Toll-Like Receptors/metabolism
15.
J Exp Med ; 208(10): 2141-53, 2011 Sep 26.
Article in English | MEDLINE | ID: mdl-21930767

ABSTRACT

Dendritic cells (DCs) must travel through lymphatics to carry skin antigens into lymph nodes. The processes controlling their mobilization and migration have not been completely delineated. We studied how DCs in live mice respond to skin inflammation, transmigrate through lymphatic endothelium, and propagate in initial lymphatics. At steady state, dermal DCs remain sessile along blood vessels. Inflammation mobilizes them, accelerating their interstitial motility 2.5-fold. CCR7-deficient BMDCs crawl as fast as wild-type DCs but less persistently. We observed discrete depositions of CCL21 complexed with collagen-IV on the basement membrane of initial lymphatics. Activated DCs move directionally toward lymphatics, contact CCL21 puncta, and migrate through portals into the lumen. CCR7-deficient DCs arrive at lymphatics through random migration but fail to dock and transmigrate. Once inside vessels, wild-type DCs use lamellipodia to crawl along lymphatic endothelium and, sensing lymph flow, proceed downstream. DCs start drifting freely only in collecting lymphatics. These results demonstrate in vivo that the CCL21-CCR7 axis plays a dual role in DC mobilization: promoting both chemotaxis and arrest of DCs on lymphatic endothelium. Intralymphatic crawling, in which DCs combine active adhesion-based migration and directional cues from lymph flow, represents a new step in DC mobilization which may be amenable to regulation.


Subject(s)
Cell Movement/immunology , Chemokine CCL21/immunology , Dendritic Cells/immunology , Dendritic Cells/physiology , Endothelium, Lymphatic/immunology , Lymph Nodes/immunology , Lymphatic Vessels/immunology , Skin/cytology , Animals , Dendritic Cells/cytology , Foot , Inflammation/immunology , Injections, Intralymphatic , Lymph Nodes/cytology , Lymphatic Vessels/cytology , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Transgenic , Receptors, CCR7/immunology , Signal Transduction/immunology , Skin/immunology
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