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1.
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
2.
Nature ; 583(7815): 296-302, 2020 07.
Article in English | MEDLINE | ID: mdl-32612232

ABSTRACT

The mammalian immune system implements a remarkably effective set of mechanisms for fighting pathogens1. Its main components are haematopoietic immune cells, including myeloid cells that control innate immunity, and lymphoid cells that constitute adaptive immunity2. However, immune functions are not unique to haematopoietic cells, and many other cell types display basic mechanisms of pathogen defence3-5. To advance our understanding of immunology outside the haematopoietic system, here we systematically investigate the regulation of immune genes in the three major types of structural cells: epithelium, endothelium and fibroblasts. We characterize these cell types across twelve organs in mice, using cellular phenotyping, transcriptome sequencing, chromatin accessibility profiling and epigenome mapping. This comprehensive dataset revealed complex immune gene activity and regulation in structural cells. The observed patterns were highly organ-specific and seem to modulate the extensive interactions between structural cells and haematopoietic immune cells. Moreover, we identified an epigenetically encoded immune potential in structural cells under tissue homeostasis, which was triggered in response to systemic viral infection. This study highlights the prevalence and organ-specific complexity of immune gene activity in non-haematopoietic structural cells, and it provides a high-resolution, multi-omics atlas of the epigenetic and transcriptional networks that regulate structural cells in the mouse.


Subject(s)
Endothelium/immunology , Epithelial Cells/immunology , Fibroblasts/immunology , Gene Expression Regulation/immunology , Immune System/cytology , Immune System/immunology , Organ Specificity/immunology , Adaptive Immunity , Animals , Chromatin/genetics , Chromatin/metabolism , Endothelium/cytology , Epigenesis, Genetic/immunology , Epigenome/genetics , Epithelial Cells/cytology , Female , Fibroblasts/cytology , Gene Expression Regulation/genetics , Gene Regulatory Networks/genetics , Gene Regulatory Networks/immunology , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/immunology , Immune System/virology , Immunity, Innate , Lymphocytic Choriomeningitis/immunology , Lymphocytic Choriomeningitis/virology , Lymphocytic choriomeningitis virus/immunology , Male , Mice , Organ Specificity/genetics , Transcription, Genetic/immunology , Transcriptome/genetics
3.
Nat Methods ; 14(3): 297-301, 2017 03.
Article in English | MEDLINE | ID: mdl-28099430

ABSTRACT

CRISPR-based genetic screens are accelerating biological discovery, but current methods have inherent limitations. Widely used pooled screens are restricted to simple readouts including cell proliferation and sortable marker proteins. Arrayed screens allow for comprehensive molecular readouts such as transcriptome profiling, but at much lower throughput. Here we combine pooled CRISPR screening with single-cell RNA sequencing into a broadly applicable workflow, directly linking guide RNA expression to transcriptome responses in thousands of individual cells. Our method for CRISPR droplet sequencing (CROP-seq) enables pooled CRISPR screens with single-cell transcriptome resolution, which will facilitate high-throughput functional dissection of complex regulatory mechanisms and heterogeneous cell populations.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Gene Expression Profiling/methods , High-Throughput Nucleotide Sequencing/methods , Sequence Analysis, RNA/methods , Transcriptome/genetics , Cell Line , Cell Proliferation , HEK293 Cells , Humans , RNA, Guide, Kinetoplastida/genetics , Single-Cell Analysis/methods
4.
Nat Commun ; 14(1): 232, 2023 01 16.
Article in English | MEDLINE | ID: mdl-36646694

ABSTRACT

Methylation of cytosines is a prototypic epigenetic modification of the DNA. It has been implicated in various regulatory mechanisms across the animal kingdom and particularly in vertebrates. We mapped DNA methylation in 580 animal species (535 vertebrates, 45 invertebrates), resulting in 2443 genome-scale DNA methylation profiles of multiple organs. Bioinformatic analysis of this large dataset quantified the association of DNA methylation with the underlying genomic DNA sequence throughout vertebrate evolution. We observed a broadly conserved link with two major transitions-once in the first vertebrates and again with the emergence of reptiles. Cross-species comparisons focusing on individual organs supported a deeply conserved association of DNA methylation with tissue type, and cross-mapping analysis of DNA methylation at gene promoters revealed evolutionary changes for orthologous genes. In summary, this study establishes a large resource of vertebrate and invertebrate DNA methylomes, it showcases the power of reference-free epigenome analysis in species for which no reference genomes are available, and it contributes an epigenetic perspective to the study of vertebrate evolution.


Subject(s)
DNA Methylation , Genome , Animals , DNA Methylation/genetics , Genome/genetics , Invertebrates/genetics , Vertebrates/genetics , Vertebrates/metabolism , Epigenesis, Genetic , DNA/metabolism
5.
Nat Commun ; 11(1): 577, 2020 Jan 29.
Article in English | MEDLINE | ID: mdl-31996669

ABSTRACT

The Bruton tyrosine kinase (BTK) inhibitor ibrutinib provides effective treatment for patients with chronic lymphocytic leukemia (CLL), despite extensive heterogeneity in this disease. To define the underlining regulatory dynamics, we analyze high-resolution time courses of ibrutinib treatment in patients with CLL, combining immune-phenotyping, single-cell transcriptome profiling, and chromatin mapping. We identify a consistent regulatory program starting with a sharp decrease of NF-κB binding in CLL cells, which is followed by reduced activity of lineage-defining transcription factors, erosion of CLL cell identity, and acquisition of a quiescence-like gene signature. We observe patient-to-patient variation in the speed of execution of this program, which we exploit to predict patient-specific dynamics in the response to ibrutinib based on the pre-treatment patient samples. In aggregate, our study describes time-dependent cellular, molecular, and regulatory effects for therapeutic inhibition of B cell receptor signaling in CLL, and it establishes a broadly applicable method for epigenome/transcriptome-based treatment monitoring.


Subject(s)
Agammaglobulinaemia Tyrosine Kinase/drug effects , Chromatin/genetics , Leukemia, Lymphocytic, Chronic, B-Cell/drug therapy , Pyrazoles/antagonists & inhibitors , Pyrazoles/metabolism , Pyrazoles/therapeutic use , Pyrimidines/antagonists & inhibitors , Pyrimidines/metabolism , Pyrimidines/therapeutic use , Adenine/analogs & derivatives , Epigenome , Epigenomics , Gene Expression Profiling , Genetic Heterogeneity/drug effects , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/immunology , Machine Learning , Piperidines , Receptors, Antigen, B-Cell/drug effects , Sequence Analysis, RNA , Transcription Factors , Transcriptome
6.
Cancer Discov ; 9(10): 1406-1421, 2019 10.
Article in English | MEDLINE | ID: mdl-31345789

ABSTRACT

Langerhans cell histiocytosis (LCH) is a rare neoplasm predominantly affecting children. It occupies a hybrid position between cancers and inflammatory diseases, which makes it an attractive model for studying cancer development. To explore the molecular mechanisms underlying the pathophysiology of LCH and its characteristic clinical heterogeneity, we investigated the transcriptomic and epigenomic diversity in primary LCH lesions. Using single-cell RNA sequencing, we identified multiple recurrent types of LCH cells within these biopsies, including putative LCH progenitor cells and several subsets of differentiated LCH cells. We confirmed the presence of proliferative LCH cells in all analyzed biopsies using IHC, and we defined an epigenomic and gene-regulatory basis of the different LCH-cell subsets by chromatin-accessibility profiling. In summary, our single-cell analysis of LCH uncovered an unexpected degree of cellular, transcriptomic, and epigenomic heterogeneity among LCH cells, indicative of complex developmental hierarchies in LCH lesions. SIGNIFICANCE: This study sketches a molecular portrait of LCH lesions by combining single-cell transcriptomics with epigenome profiling. We uncovered extensive cellular heterogeneity, explained in part by an intrinsic developmental hierarchy of LCH cells. Our findings provide new insights and hypotheses for advancing LCH research and a starting point for personalizing therapy.See related commentary by Gruber et al., p. 1343.This article is highlighted in the In This Issue feature, p. 1325.


Subject(s)
Epigenesis, Genetic , Epigenomics , Histiocytosis, Langerhans-Cell/genetics , Biomarkers , Biopsy , Disease Susceptibility , Epigenomics/methods , Gene Expression Profiling , Gene Expression Regulation , High-Throughput Nucleotide Sequencing , Histiocytosis, Langerhans-Cell/diagnosis , Histiocytosis, Langerhans-Cell/metabolism , Humans , Immunohistochemistry , Radiography , Single-Cell Analysis
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