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1.
Nat Immunol ; 21(11): 1456-1466, 2020 11.
Article in English | MEDLINE | ID: mdl-32989329

ABSTRACT

Human regulatory T (Treg) cells are essential for immune homeostasis. The transcription factor FOXP3 maintains Treg cell identity, yet the complete set of key transcription factors that control Treg cell gene expression remains unknown. Here, we used pooled and arrayed Cas9 ribonucleoprotein screens to identify transcription factors that regulate critical proteins in primary human Treg cells under basal and proinflammatory conditions. We then generated 54,424 single-cell transcriptomes from Treg cells subjected to genetic perturbations and cytokine stimulation, which revealed distinct gene networks individually regulated by FOXP3 and PRDM1, in addition to a network coregulated by FOXO1 and IRF4. We also discovered that HIVEP2, to our knowledge not previously implicated in Treg cell function, coregulates another gene network with SATB1 and is important for Treg cell-mediated immunosuppression. By integrating CRISPR screens and single-cell RNA-sequencing profiling, we have uncovered transcriptional regulators and downstream gene networks in human Treg cells that could be targeted for immunotherapies.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats , Gene Expression Profiling , Gene Expression Regulation , Gene Regulatory Networks , T-Lymphocytes, Regulatory/immunology , T-Lymphocytes, Regulatory/metabolism , Transcriptome , Biomarkers , CRISPR-Cas Systems , Disease Susceptibility , Gene Knockout Techniques , Gene Targeting , Graft vs Host Disease/etiology , High-Throughput Nucleotide Sequencing , Humans
2.
Science ; 376(6589): eabf1970, 2022 04 08.
Article in English | MEDLINE | ID: mdl-35389781

ABSTRACT

Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease. Knowledge of circulating immune cell types and states associated with SLE remains incomplete. We profiled more than 1.2 million peripheral blood mononuclear cells (162 cases, 99 controls) with multiplexed single-cell RNA sequencing (mux-seq). Cases exhibited elevated expression of type 1 interferon-stimulated genes (ISGs) in monocytes, reduction of naïve CD4+ T cells that correlated with monocyte ISG expression, and expansion of repertoire-restricted cytotoxic GZMH+ CD8+ T cells. Cell type-specific expression features predicted case-control status and stratified patients into two molecular subtypes. We integrated dense genotyping data to map cell type-specific cis-expression quantitative trait loci and to link SLE-associated variants to cell type-specific expression. These results demonstrate mux-seq as a systematic approach to characterize cellular composition, identify transcriptional signatures, and annotate genetic variants associated with SLE.


Subject(s)
Interferon Type I , Lupus Erythematosus, Systemic , CD8-Positive T-Lymphocytes/metabolism , Case-Control Studies , Humans , Interferon Type I/metabolism , Leukocytes, Mononuclear , Lupus Erythematosus, Systemic/genetics , RNA-Seq , Transcription, Genetic
3.
J Exp Med ; 217(5)2020 05 04.
Article in English | MEDLINE | ID: mdl-32130409

ABSTRACT

IgE antibodies may elicit potent allergic reactions, and their production is tightly controlled. The tendency to generate IgE has been thought to reflect the balance between type 1 and type 2 cytokines, with the latter promoting IgE. Here, we reevaluated this paradigm by a direct cellular analysis, demonstrating that IgE production was not limited to type 2 immune responses yet was generally constrained in vivo. IL-21 was a critical negative regulator of IgE responses, whereas IFN-γ, IL-6, and IL-10 were dispensable. Follicular helper T cells were the primary source of IL-21 that inhibited IgE responses by directly engaging the IL-21 receptor on B cells and triggering STAT3-dependent signaling. We reconciled previous discordant results between mouse and human B cells and revealed that the inhibition of IgE class switch recombination by IL-21 was attenuated by CD40 signaling, whereas IgG1 class switch recombination was potentiated by IL-21 in the context of limited IL-4. These findings establish key features of the extrinsic regulation of IgE production by cytokines.


Subject(s)
B-Lymphocytes/immunology , Immunoglobulin Class Switching/genetics , Immunoglobulin E/genetics , Interleukins/metabolism , Animals , Apoptosis , CD40 Antigens/metabolism , Cell Count , Germinal Center/cytology , Humans , Immunity , Immunoglobulin G/metabolism , Interferon-gamma/metabolism , Interleukin-10/metabolism , Interleukin-6/metabolism , Lymph Nodes/cytology , Mice , Models, Biological , Plasma Cells/metabolism , Receptors, Interleukin-21/metabolism , STAT3 Transcription Factor/metabolism , Signal Transduction , T Follicular Helper Cells/metabolism
5.
Nat Med ; 25(12): 1822-1832, 2019 12.
Article in English | MEDLINE | ID: mdl-31806905

ABSTRACT

Although intermittent increases in inflammation are critical for survival during physical injury and infection, recent research has revealed that certain social, environmental and lifestyle factors can promote systemic chronic inflammation (SCI) that can, in turn, lead to several diseases that collectively represent the leading causes of disability and mortality worldwide, such as cardiovascular disease, cancer, diabetes mellitus, chronic kidney disease, non-alcoholic fatty liver disease and autoimmune and neurodegenerative disorders. In the present Perspective we describe the multi-level mechanisms underlying SCI and several risk factors that promote this health-damaging phenotype, including infections, physical inactivity, poor diet, environmental and industrial toxicants and psychological stress. Furthermore, we suggest potential strategies for advancing the early diagnosis, prevention and treatment of SCI.


Subject(s)
Chronic Disease/epidemiology , Inflammation/physiopathology , Longevity/genetics , Autoimmune Diseases/etiology , Autoimmune Diseases/physiopathology , Cardiovascular Diseases/etiology , Cardiovascular Diseases/physiopathology , Diabetes Mellitus/etiology , Diabetes Mellitus/physiopathology , Humans , Inflammation/complications , Inflammation/epidemiology , Life Style , Longevity/physiology , Neoplasms/etiology , Neoplasms/physiopathology , Neurodegenerative Diseases/etiology , Neurodegenerative Diseases/physiopathology , Non-alcoholic Fatty Liver Disease/etiology , Non-alcoholic Fatty Liver Disease/physiopathology , Renal Insufficiency, Chronic/etiology , Renal Insufficiency, Chronic/physiopathology , Risk Factors
6.
Nat Biotechnol ; 36(1): 89-94, 2018 01.
Article in English | MEDLINE | ID: mdl-29227470

ABSTRACT

Droplet single-cell RNA-sequencing (dscRNA-seq) has enabled rapid, massively parallel profiling of transcriptomes. However, assessing differential expression across multiple individuals has been hampered by inefficient sample processing and technical batch effects. Here we describe a computational tool, demuxlet, that harnesses natural genetic variation to determine the sample identity of each droplet containing a single cell (singlet) and detect droplets containing two cells (doublets). These capabilities enable multiplexed dscRNA-seq experiments in which cells from unrelated individuals are pooled and captured at higher throughput than in standard workflows. Using simulated data, we show that 50 single-nucleotide polymorphisms (SNPs) per cell are sufficient to assign 97% of singlets and identify 92% of doublets in pools of up to 64 individuals. Given genotyping data for each of eight pooled samples, demuxlet correctly recovers the sample identity of >99% of singlets and identifies doublets at rates consistent with previous estimates. We apply demuxlet to assess cell-type-specific changes in gene expression in 8 pooled lupus patient samples treated with interferon (IFN)-ß and perform eQTL analysis on 23 pooled samples.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Lupus Erythematosus, Systemic/drug therapy , Single-Cell Analysis/methods , Transcriptome/genetics , Genotype , Humans , Interferons/therapeutic use , Lupus Erythematosus, Systemic/genetics , Polymorphism, Single Nucleotide/genetics , Quantitative Trait Loci/genetics
7.
Science ; 351(6277): 1048-54, 2016 03 04.
Article in English | MEDLINE | ID: mdl-26912368

ABSTRACT

Antibodies somatically mutate to attain high affinity in germinal centers (GCs). There, competition between B cell clones and among somatic mutants of each clone drives an increase in average affinity across the population. The extent to which higher-affinity cells eliminating competitors restricts clonal diversity is unknown. By combining multiphoton microscopy and sequencing, we show that tens to hundreds of distinct B cell clones seed each GC and that GCs lose clonal diversity at widely disparate rates. Furthermore, efficient affinity maturation can occur in the absence of homogenizing selection, ensuring that many clones can mature in parallel within the same GC. Our findings have implications for development of vaccines in which antibodies with nonimmunodominant specificities must be elicited, as is the case for HIV-1 and influenza.


Subject(s)
Antibodies/immunology , Antibody Affinity/immunology , B-Lymphocytes/immunology , Germinal Center/immunology , Molecular Imaging/methods , Animals , Antibodies/genetics , Antibody Affinity/genetics , HIV-1/immunology , Humans , Mice , Microscopy, Fluorescence, Multiphoton , Orthomyxoviridae/immunology , Sequence Analysis, DNA , Single-Cell Analysis
8.
Science ; 341(6146): 673-7, 2013 Aug 09.
Article in English | MEDLINE | ID: mdl-23887872

ABSTRACT

T follicular helper (T(FH)) cells are a specialized subset of effector T cells that provide help to and thereby select high-affinity B cells in germinal centers (GCs). To examine the dynamic behavior of T(FH) cells in GCs in mice, we used two-photon microscopy in combination with a photoactivatable fluorescent reporter. Unlike GC B cells, which are clonally restricted, T(FH) cells distributed among all GCs in lymph nodes and continually emigrated into the follicle and neighboring GCs. Moreover, newly activated T(FH) cells invaded preexisting GCs, where they contributed to B cell selection and plasmablast differentiation. Our data suggest that the dynamic exchange of T(FH) cells between GCs ensures maximal diversification of T cell help and that their ability to enter ongoing GCs accommodates antigenic variation during the immune response.


Subject(s)
B-Lymphocytes/immunology , Germinal Center/immunology , T-Lymphocytes, Helper-Inducer/immunology , Animals , Antigenic Variation , B-Lymphocytes/cytology , Clone Cells , Germinal Center/cytology , Mice , T-Lymphocytes, Helper-Inducer/cytology
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