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1.
Nat Immunol ; 25(5): 847-859, 2024 May.
Article in English | MEDLINE | ID: mdl-38658806

ABSTRACT

Immune cells need to sustain a state of constant alertness over a lifetime. Yet, little is known about the regulatory processes that control the fluent and fragile balance that is called homeostasis. Here we demonstrate that JAK-STAT signaling, beyond its role in immune responses, is a major regulator of immune cell homeostasis. We investigated JAK-STAT-mediated transcription and chromatin accessibility across 12 mouse models, including knockouts of all STAT transcription factors and of the TYK2 kinase. Baseline JAK-STAT signaling was detected in CD8+ T cells and macrophages of unperturbed mice-but abrogated in the knockouts and in unstimulated immune cells deprived of their normal tissue context. We observed diverse gene-regulatory programs, including effects of STAT2 and IRF9 that were independent of STAT1. In summary, our large-scale dataset and integrative analysis of JAK-STAT mutant and wild-type mice uncovered a crucial role of JAK-STAT signaling in unstimulated immune cells, where it contributes to a poised epigenetic and transcriptional state and helps prepare these cells for rapid response to immune stimuli.


Subject(s)
Homeostasis , Janus Kinases , Macrophages , Mice, Knockout , STAT Transcription Factors , Signal Transduction , Animals , Mice , Macrophages/immunology , Macrophages/metabolism , Janus Kinases/metabolism , STAT Transcription Factors/metabolism , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , STAT1 Transcription Factor/metabolism , STAT1 Transcription Factor/genetics , Mice, Inbred C57BL , Interferon-Stimulated Gene Factor 3, gamma Subunit/metabolism , Interferon-Stimulated Gene Factor 3, gamma Subunit/genetics , TYK2 Kinase/metabolism , TYK2 Kinase/genetics , Gene Expression Regulation
2.
Immunity ; 57(1): 171-187.e14, 2024 Jan 09.
Article in English | MEDLINE | ID: mdl-38198850

ABSTRACT

Immune responses are tightly regulated yet highly variable between individuals. To investigate human population variation of trained immunity, we immunized healthy individuals with Bacillus Calmette-Guérin (BCG). This live-attenuated vaccine induces not only an adaptive immune response against tuberculosis but also triggers innate immune activation and memory that are indicative of trained immunity. We established personal immune profiles and chromatin accessibility maps over a 90-day time course of BCG vaccination in 323 individuals. Our analysis uncovered genetic and epigenetic predictors of baseline immunity and immune response. BCG vaccination enhanced the innate immune response specifically in individuals with a dormant immune state at baseline, rather than providing a general boost of innate immunity. This study advances our understanding of BCG's heterologous immune-stimulatory effects and trained immunity in humans. Furthermore, it highlights the value of epigenetic cell states for connecting immune function with genotype and the environment.


Subject(s)
BCG Vaccine , Trained Immunity , Humans , Multiomics , Vaccination , Epigenesis, Genetic
3.
Immunity ; 56(2): 289-306.e7, 2023 02 14.
Article in English | MEDLINE | ID: mdl-36750099

ABSTRACT

Granulomas are lumps of immune cells that can form in various organs. Most granulomas appear unstructured, yet they have some resemblance to lymphoid organs. To better understand granuloma formation, we performed single-cell sequencing and spatial transcriptomics on granulomas from patients with sarcoidosis and bioinformatically reconstructed the underlying gene regulatory networks. We discovered an immune stimulatory environment in granulomas that repurposes transcriptional programs associated with lymphoid organ development. Granuloma formation followed characteristic spatial patterns and involved genes linked to immunometabolism, cytokine and chemokine signaling, and extracellular matrix remodeling. Three cell types emerged as key players in granuloma formation: metabolically reprogrammed macrophages, cytokine-producing Th17.1 cells, and fibroblasts with inflammatory and tissue-remodeling phenotypes. Pharmacological inhibition of one of the identified processes attenuated granuloma formation in a sarcoidosis mouse model. We show that human granulomas adopt characteristic aspects of normal lymphoid organ development in aberrant combinations, indicating that granulomas constitute aberrant lymphoid organs.


Subject(s)
Sarcoidosis , Transcriptome , Animals , Mice , Humans , Cytokines/metabolism , Granuloma , Gene Expression Profiling
4.
Nat Methods ; 18(6): 635-642, 2021 06.
Article in English | MEDLINE | ID: mdl-34059827

ABSTRACT

Cell atlas projects and high-throughput perturbation screens require single-cell sequencing at a scale that is challenging with current technology. To enable cost-effective single-cell sequencing for millions of individual cells, we developed 'single-cell combinatorial fluidic indexing' (scifi). The scifi-RNA-seq assay combines one-step combinatorial preindexing of entire transcriptomes inside permeabilized cells with subsequent single-cell RNA-seq using microfluidics. Preindexing allows us to load several cells per droplet and computationally demultiplex their individual expression profiles. Thereby, scifi-RNA-seq massively increases the throughput of droplet-based single-cell RNA-seq, and provides a straightforward way of multiplexing thousands of samples in a single experiment. Compared with multiround combinatorial indexing, scifi-RNA-seq provides an easy and efficient workflow. Compared to cell hashing methods, which flag and discard droplets containing more than one cell, scifi-RNA-seq resolves and retains individual transcriptomes from overloaded droplets. We benchmarked scifi-RNA-seq on various human and mouse cell lines, validated it for primary human T cells and applied it in a highly multiplexed CRISPR screen with single-cell transcriptome readout of T cell receptor activation.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Animals , Cell Line , Clustered Regularly Interspaced Short Palindromic Repeats , Cost-Benefit Analysis , Gene Expression Profiling/methods , High-Throughput Nucleotide Sequencing/economics , Humans , Mice , Microfluidics/methods , Receptors, Antigen, T-Cell/genetics , Single-Cell Analysis/economics , Single-Cell Analysis/methods , Transcriptome
5.
Nat Commun ; 12(1): 3230, 2021 05 28.
Article in English | MEDLINE | ID: mdl-34050156

ABSTRACT

Sequencing of cell-free DNA in the blood of cancer patients (liquid biopsy) provides attractive opportunities for early diagnosis, assessment of treatment response, and minimally invasive disease monitoring. To unlock liquid biopsy analysis for pediatric tumors with few genetic aberrations, we introduce an integrated genetic/epigenetic analysis method and demonstrate its utility on 241 deep whole-genome sequencing profiles of 95 patients with Ewing sarcoma and 31 patients with other pediatric sarcomas. Our method achieves sensitive detection and classification of circulating tumor DNA in peripheral blood independent of any genetic alterations. Moreover, we benchmark different metrics for cell-free DNA fragmentation analysis, and we introduce the LIQUORICE algorithm for detecting circulating tumor DNA based on cancer-specific chromatin signatures. Finally, we combine several fragmentation-based metrics into an integrated machine learning classifier for liquid biopsy analysis that exploits widespread epigenetic deregulation and is tailored to cancers with low mutation rates. Clinical associations highlight the potential value of cfDNA fragmentation patterns as prognostic biomarkers in Ewing sarcoma. In summary, our study provides a comprehensive analysis of circulating tumor DNA beyond recurrent genetic aberrations, and it renders the benefits of liquid biopsy more readily accessible for childhood cancers.


Subject(s)
Biomarkers, Tumor/blood , Bone Neoplasms/diagnosis , Circulating Tumor DNA/blood , Sarcoma, Ewing/diagnosis , Adolescent , Adult , Biomarkers, Tumor/genetics , Bone Neoplasms/blood , Bone Neoplasms/genetics , Bone Neoplasms/pathology , Case-Control Studies , Child , Child, Preschool , Circulating Tumor DNA/genetics , DNA Mutational Analysis , Female , Humans , Infant , Liquid Biopsy/methods , Male , Middle Aged , Mutation , Sarcoma, Ewing/blood , Sarcoma, Ewing/genetics , Sarcoma, Ewing/pathology , Whole Genome Sequencing , Young Adult
6.
Sci Immunol ; 6(57)2021 03 04.
Article in English | MEDLINE | ID: mdl-33664060

ABSTRACT

CD8+ T cell immunity to SARS-CoV-2 has been implicated in COVID-19 severity and virus control. Here, we identified nonsynonymous mutations in MHC-I-restricted CD8+ T cell epitopes after deep sequencing of 747 SARS-CoV-2 virus isolates. Mutant peptides exhibited diminished or abrogated MHC-I binding in a cell-free in vitro assay. Reduced MHC-I binding of mutant peptides was associated with decreased proliferation, IFN-γ production and cytotoxic activity of CD8+ T cells isolated from HLA-matched COVID-19 patients. Single cell RNA sequencing of ex vivo expanded, tetramer-sorted CD8+ T cells from COVID-19 patients further revealed qualitative differences in the transcriptional response to mutant peptides. Our findings highlight the capacity of SARS-CoV-2 to subvert CD8+ T cell surveillance through point mutations in MHC-I-restricted viral epitopes.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , COVID-19 , Epitopes, T-Lymphocyte , HLA-A Antigens/immunology , Immunity, Cellular , Mutation , SARS-CoV-2 , CD8-Positive T-Lymphocytes/pathology , COVID-19/genetics , COVID-19/immunology , COVID-19/pathology , Cell Proliferation , Epitopes, T-Lymphocyte/genetics , Epitopes, T-Lymphocyte/immunology , High-Throughput Nucleotide Sequencing , Humans , Interferon-gamma/immunology , Peptides/genetics , Peptides/immunology , SARS-CoV-2/genetics , SARS-CoV-2/immunology
7.
J Clin Invest ; 130(10): 5603-5617, 2020 10 01.
Article in English | MEDLINE | ID: mdl-32692732

ABSTRACT

BACKGROUNDThe antituberculosis vaccine bacillus Calmette-Guérin (BCG) reduces overall infant mortality. Induction of innate immune memory, also termed trained immunity, contributes toward protection against heterologous infections. Since immune cells display oscillations in numbers and function throughout the day, we investigated the effect of BCG administration time on the induction of trained immunity.METHODSEighteen volunteers were vaccinated with BCG at 6 pm and compared with 36 age- and sex-matched volunteers vaccinated between 8 am and 9 am. Peripheral blood mononuclear cells were stimulated with Staphylococcus aureus and Mycobacterium tuberculosis before, as well as 2 weeks and 3 months after, BCG vaccination. Cytokine production was measured to assess the induction of trained immunity and adaptive responses, respectively. Additionally, the influence of vaccination time on induction of trained immunity was studied in an independent cohort of 302 individuals vaccinated between 8 am and 12 pm with BCG.RESULTSCompared with evening vaccination, morning vaccination elicited both a stronger trained immunity and adaptive immune phenotype. In a large cohort of 302 volunteers, early morning vaccination resulted in a superior cytokine production capacity compared with later morning. A cellular, rather than soluble, substrate of the circadian effect of BCG vaccination was demonstrated by the enhanced capacity to induce trained immunity in vitro in morning- compared with evening-isolated monocytes.CONCLUSIONSBCG vaccination in the morning induces stronger trained immunity and adaptive responses compared with evening vaccination. Future studies should take vaccine administration time into account when studying specific and nonspecific effects of vaccines; early morning should be the preferred moment of BCG administration.FUNDINGThe Netherlands Organization for Scientific Research, the European Research Council, and the Danish National Research Foundation.


Subject(s)
BCG Vaccine/administration & dosage , BCG Vaccine/immunology , Circadian Rhythm/immunology , Immunity, Innate , Immunologic Memory , Adaptive Immunity , Adolescent , Adult , Cohort Studies , Cytokines/biosynthesis , Drug Administration Schedule , Female , Healthy Volunteers , Host Microbial Interactions/immunology , Humans , In Vitro Techniques , Leukocytes, Mononuclear/immunology , Leukocytes, Mononuclear/microbiology , Male , Mycobacterium tuberculosis/immunology , Staphylococcus aureus/immunology , Young Adult
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