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1.
Sci Rep ; 11(1): 23292, 2021 12 02.
Article in English | MEDLINE | ID: mdl-34857786

ABSTRACT

Primary Sjögren's syndrome (SS) is a systemic autoimmune disease characterized by lymphocytic infiltration and damage of exocrine salivary and lacrimal glands. The etiology of SS is complex with environmental triggers and genetic factors involved. By conducting an integrated multi-omics study, we confirmed a vast coordinated hypomethylation and overexpression effects in IFN-related genes, what is known as the IFN signature. Stratified and conditional analyses suggest a strong interaction between SS-associated HLA genetic variation and the presence of Anti-Ro/SSA autoantibodies in driving the IFN epigenetic signature and determining SS. We report a novel epigenetic signature characterized by increased DNA methylation levels in a large number of genes enriched in pathways such as collagen metabolism and extracellular matrix organization. We identified potential new genetic variants associated with SS that might mediate their risk by altering DNA methylation or gene expression patterns, as well as disease-interacting genetic variants that exhibit regulatory function only in the SS population. Our study sheds new light on the interaction between genetics, autoantibody profiles, DNA methylation and gene expression in SS, and contributes to elucidate the genetic architecture of gene regulation in an autoimmune population.


Subject(s)
Autoantibodies , Epigenomics , Gene Expression Regulation/genetics , Gene Expression/genetics , Genetic Variation , HLA Antigens/genetics , Interferons/genetics , Sjogren's Syndrome/genetics , Sjogren's Syndrome/immunology , DNA Methylation/genetics , Female , Humans , Male , Sjogren's Syndrome/etiology
2.
Nat Commun ; 12(1): 3523, 2021 06 10.
Article in English | MEDLINE | ID: mdl-34112769

ABSTRACT

There is currently no approved treatment for primary Sjögren's syndrome, a disease that primarily affects adult women. The difficulty in developing effective therapies is -in part- because of the heterogeneity in the clinical manifestation and pathophysiology of the disease. Finding common molecular signatures among patient subgroups could improve our understanding of disease etiology, and facilitate the development of targeted therapeutics. Here, we report, in a cross-sectional cohort, a molecular classification scheme for Sjögren's syndrome patients based on the multi-omic profiling of whole blood samples from a European cohort of over 300 patients, and a similar number of age and gender-matched healthy volunteers. Using transcriptomic, genomic, epigenetic, cytokine expression and flow cytometry data, combined with clinical parameters, we identify four groups of patients with distinct patterns of immune dysregulation. The biomarkers we identify can be used by machine learning classifiers to sort future patients into subgroups, allowing the re-evaluation of response to treatments in clinical trials.


Subject(s)
Cytokines/blood , DNA Methylation , Interferons/blood , Proteome/metabolism , Sjogren's Syndrome/immunology , Transcriptome/genetics , Adult , Autoantibodies/blood , Biomarkers/blood , Chemokines/analysis , Chemokines/genetics , Chemokines/metabolism , Cohort Studies , Computational Biology , Computer Simulation , Cross-Sectional Studies , Cytokines/analysis , Cytokines/genetics , DNA Methylation/genetics , Databases, Genetic , Databases, Protein , Female , Flow Cytometry , Genome-Wide Association Study , Humans , Inflammation/genetics , Inflammation/immunology , Inflammation/metabolism , Interferons/genetics , Male , Middle Aged , Multigene Family , Polymorphism, Single Nucleotide , Proteome/genetics , RNA-Seq , Sjogren's Syndrome/blood , Sjogren's Syndrome/genetics , Sjogren's Syndrome/physiopathology
3.
Arthritis Rheumatol ; 73(6): 1073-1085, 2021 06.
Article in English | MEDLINE | ID: mdl-33497037

ABSTRACT

OBJECTIVE: Clinical heterogeneity, a hallmark of systemic autoimmune diseases, impedes early diagnosis and effective treatment, issues that may be addressed if patients could be classified into groups defined by molecular pattern. This study was undertaken to identify molecular clusters for reclassifying systemic autoimmune diseases independently of clinical diagnosis. METHODS: Unsupervised clustering of integrated whole blood transcriptome and methylome cross-sectional data on 955 patients with 7 systemic autoimmune diseases and 267 healthy controls was undertaken. In addition, an inception cohort was prospectively followed up for 6 or 14 months to validate the results and analyze whether or not cluster assignment changed over time. RESULTS: Four clusters were identified and validated. Three were pathologic, representing "inflammatory," "lymphoid," and "interferon" patterns. Each included all diagnoses and was defined by genetic, clinical, serologic, and cellular features. A fourth cluster with no specific molecular pattern was associated with low disease activity and included healthy controls. A longitudinal and independent inception cohort showed a relapse-remission pattern, where patients remained in their pathologic cluster, moving only to the healthy one, thus showing that the molecular clusters remained stable over time and that single pathogenic molecular signatures characterized each individual patient. CONCLUSION: Patients with systemic autoimmune diseases can be jointly stratified into 3 stable disease clusters with specific molecular patterns differentiating different molecular disease mechanisms. These results have important implications for future clinical trials and the study of nonresponse to therapy, marking a paradigm shift in our view of systemic autoimmune diseases.


Subject(s)
Autoimmune Diseases/classification , Autoimmune Diseases/genetics , Epigenome , Gene Expression Profiling , Adult , Aged , Antiphospholipid Syndrome/genetics , Antiphospholipid Syndrome/immunology , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/immunology , Autoimmune Diseases/immunology , Case-Control Studies , Cluster Analysis , Cross-Sectional Studies , Epigenomics , Female , Humans , Inflammation/immunology , Interferons/immunology , Lupus Erythematosus, Systemic/genetics , Lupus Erythematosus, Systemic/immunology , Male , Middle Aged , Mixed Connective Tissue Disease/genetics , Mixed Connective Tissue Disease/immunology , Scleroderma, Systemic/genetics , Scleroderma, Systemic/immunology , Sjogren's Syndrome/genetics , Sjogren's Syndrome/immunology , Undifferentiated Connective Tissue Diseases/genetics , Undifferentiated Connective Tissue Diseases/immunology
4.
Arthritis Rheumatol ; 73(7): 1288-1300, 2021 07.
Article in English | MEDLINE | ID: mdl-33455083

ABSTRACT

OBJECTIVE: To identify the genetic variants that affect gene expression (expression quantitative trait loci [eQTLs]) in systemic sclerosis (SSc) and to investigate their role in the pathogenesis of the disease. METHODS: We performed an eQTL analysis using whole-blood sequencing data from 333 SSc patients and 524 controls and integrated them with SSc genome-wide association study (GWAS) data. We integrated our findings from expression modeling, differential expression analysis, and transcription factor binding site enrichment with key clinical features of SSc. RESULTS: We detected 49,123 validated cis-eQTLs from 4,539 SSc-associated single-nucleotide polymorphisms (SNPs) (PGWAS < 10-5 ). A total of 1,436 genes were within 1 Mb of the 4,539 SSc-associated SNPs. Of those 1,436 genes, 565 were detected as having ≥1 eQTL with an SSc-associated SNP. We developed a strategy to prioritize disease-associated genes based on their expression variance explained by SSc eQTLs (r2 > 0.05). As a result, 233 candidates were identified, 134 (58%) of them associated with hallmarks of SSc and 105 (45%) of them differentially expressed in the blood cells, skin, or lung tissue of SSc patients. Transcription factor binding site analysis revealed enriched motifs of 24 transcription factors (5%) among SSc eQTLs, 5 of which were found to be differentially regulated in the blood cells (ELF1 and MGA), skin (KLF4 and ID4), and lungs (TBX4) of SSc patients. Ten candidate genes (4%) can be targeted by approved medications for immune-mediated diseases, of which only 3 have been tested in clinical trials in patients with SSc. CONCLUSION: The findings of the present study indicate a new layer to the molecular complexity of SSc, contributing to a better understanding of the pathogenesis of the disease.


Subject(s)
Gene Expression Regulation/genetics , Scleroderma, Systemic/genetics , Adult , Aged , Basic Helix-Loop-Helix Transcription Factors/genetics , Female , Genetic Association Studies , Humans , Inhibitor of Differentiation Proteins/genetics , Kruppel-Like Factor 4 , Kruppel-Like Transcription Factors/genetics , Male , Middle Aged , Molecular Targeted Therapy , Nuclear Proteins/genetics , Polymorphism, Single Nucleotide , Quantitative Trait Loci , T-Box Domain Proteins/genetics , Transcription Factors/genetics
5.
Cell ; 181(3): 557-573.e18, 2020 04 30.
Article in English | MEDLINE | ID: mdl-32259484

ABSTRACT

Central nervous system (CNS) macrophages comprise microglia and border-associated macrophages (BAMs) residing in the meninges, the choroid plexus, and the perivascular spaces. Most CNS macrophages emerge during development, with the exception of choroid plexus and dural macrophages, which are replaced by monocytes in adulthood. Whether microglia and BAMs share a developmental program or arise from separate lineages remains unknown. Here, we identified two phenotypically, transcriptionally, and locally distinct brain macrophages throughout development, giving rise to either microglia or BAMs. Two macrophage populations were already present in the yolk sac suggesting an early segregation. Fate-mapping models revealed that BAMs mostly derived from early erythro-myeloid progenitors in the yolk sac. The development of microglia was dependent on TGF-ß, whereas the genesis of BAMs occurred independently of this cytokine. Collectively, our data show that developing parenchymal and non-parenchymal brain macrophages are separate entities in terms of ontogeny, gene signature, and requirement for TGF-ß.


Subject(s)
Brain/cytology , Macrophages/cytology , Microglia/cytology , Animals , Brain/metabolism , Cell Lineage , Mice , Monocytes , Signal Transduction , Transforming Growth Factor beta/metabolism
6.
Cell ; 172(3): 500-516.e16, 2018 01 25.
Article in English | MEDLINE | ID: mdl-29275859

ABSTRACT

Microglia are embryonically seeded macrophages that contribute to brain development, homeostasis, and pathologies. It is thus essential to decipher how microglial properties are temporally regulated by intrinsic and extrinsic factors, such as sexual identity and the microbiome. Here, we found that microglia undergo differentiation phases, discernable by transcriptomic signatures and chromatin accessibility landscapes, which can diverge in adult males and females. Remarkably, the absence of microbiome in germ-free mice had a time and sexually dimorphic impact both prenatally and postnatally: microglia were more profoundly perturbed in male embryos and female adults. Antibiotic treatment of adult mice triggered sexually biased microglial responses revealing both acute and long-term effects of microbiota depletion. Finally, human fetal microglia exhibited significant overlap with the murine transcriptomic signature. Our study shows that microglia respond to environmental challenges in a sex- and time-dependent manner from prenatal stages, with major implications for our understanding of microglial contributions to health and disease.


Subject(s)
Germ-Free Life , Microbiota , Microglia/cytology , Prenatal Exposure Delayed Effects/microbiology , Transcriptome , Animals , Brain/cytology , Brain/embryology , Brain/metabolism , Cell Differentiation , Cells, Cultured , Chromatin Assembly and Disassembly , Female , Humans , Male , Mice , Mice, Inbred C57BL , Microglia/metabolism , Pregnancy , Sex Factors
7.
Immunity ; 47(5): 903-912.e4, 2017 11 21.
Article in English | MEDLINE | ID: mdl-29126797

ABSTRACT

Alveolar macrophages (AMs) derive from fetal liver monocytes, which colonize the lung during embryonic development and give rise to fully mature AMs perinatally. AM differentiation requires granulocyte macrophage colony-stimulating factor (GM-CSF), but whether additional factors are involved in AM regulation is not known. Here we report that AMs, in contrast to most other tissue macrophages, were also dependent on transforming growth factor-ß receptor (TGF-ßR) signaling. Conditional deletion of TGF-ßR in mice at different time points halted the development and differentiation of AMs. In adult mice, TGF-ß was also critical for AM homeostasis. The source of TGF-ß was AMs themselves, indicative of an autocrine loop that promotes AM self-maintenance. Mechanistically, TGF-ßR signaling resulted in upregulation of PPAR-γ, a signature transcription factor essential for the development of AMs. These findings reveal an additional layer of complexity regarding the guidance cues, which govern the genesis, maturation, and survival of AMs.


Subject(s)
Homeostasis , Macrophages, Alveolar/physiology , Transforming Growth Factor beta/physiology , Animals , Cell Differentiation , Embryonic Development , Mice , Mice, Inbred C57BL , Receptors, Transforming Growth Factor beta/physiology , Signal Transduction/physiology , Transcriptome
9.
Nat Immunol ; 17(12): 1397-1406, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27776109

ABSTRACT

Microglia are the resident macrophages of the central nervous system (CNS). Gene expression profiling has identified Sall1, which encodes a transcriptional regulator, as a microglial signature gene. We found that Sall1 was expressed by microglia but not by other members of the mononuclear phagocyte system or by other CNS-resident cells. Using Sall1 for microglia-specific gene targeting, we found that the cytokine receptor CSF1R was involved in the maintenance of adult microglia and that the receptor for the cytokine TGF-ß suppressed activation of microglia. We then used the microglia-specific expression of Sall1 to inducibly inactivate the murine Sall1 locus in vivo, which resulted in the conversion of microglia from resting tissue macrophages into inflammatory phagocytes, leading to altered neurogenesis and disturbed tissue homeostasis. Collectively, our results show that transcriptional regulation by Sall1 maintains microglial identity and physiological properties in the CNS and allows microglia-specific manipulation in vivo.


Subject(s)
Microglia/physiology , Phagocytes/immunology , Receptors, Granulocyte-Macrophage Colony-Stimulating Factor/metabolism , Receptors, Transforming Growth Factor beta/metabolism , Transcription Factors/metabolism , Animals , Cells, Cultured , Gene Expression Profiling , Gene Silencing , Homeostasis/genetics , Inflammation Mediators/metabolism , Macrophage Activation/genetics , Mice , Mice, Inbred C57BL , Mice, Transgenic , Neurogenesis/genetics , Transcription Factors/genetics , Transcriptome , Transforming Growth Factor beta/metabolism
10.
Nat Med ; 22(1): 37-45, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26642438

ABSTRACT

Huntington's disease (HD) is a progressive neurodegenerative disorder caused by a CAG trinucleotide repeat expansion in the huntingtin (HTT) gene, which encodes a polyglutamine tract in the HTT protein. We found that peroxisome proliferator-activated receptor delta (PPAR-δ) interacts with HTT and that mutant HTT represses PPAR-δ-mediated transactivation. Increased PPAR-δ transactivation ameliorated mitochondrial dysfunction and improved cell survival of neurons from mouse models of HD. Expression of dominant-negative PPAR-δ in the central nervous system of mice was sufficient to induce motor dysfunction, neurodegeneration, mitochondrial abnormalities and transcriptional alterations that recapitulated HD-like phenotypes. Expression of dominant-negative PPAR-δ specifically in the striatum of medium spiny neurons in mice yielded HD-like motor phenotypes, accompanied by striatal neuron loss. In mouse models of HD, pharmacologic activation of PPAR-δ using the agonist KD3010 improved motor function, reduced neurodegeneration and increased survival. PPAR-δ activation also reduced HTT-induced neurotoxicity in vitro and in medium spiny-like neurons generated from stem cells derived from individuals with HD, indicating that PPAR-δ activation may be beneficial in HD and related disorders.


Subject(s)
Huntington Disease/genetics , Neostriatum/metabolism , Nerve Tissue Proteins/genetics , Neurons/metabolism , Receptors, Cytoplasmic and Nuclear/genetics , Animals , Cell Death/drug effects , Chromatin Immunoprecipitation , Disease Models, Animal , Gene Expression Profiling , HEK293 Cells , Humans , Huntingtin Protein , Huntington Disease/metabolism , In Vitro Techniques , Induced Pluripotent Stem Cells , Mice , Mice, Transgenic , Mitochondria/drug effects , Mitochondria/metabolism , Movement/drug effects , Nerve Tissue Proteins/metabolism , Neurons/drug effects , PPAR delta/genetics , PPAR delta/metabolism , Piperazines/pharmacology , Real-Time Polymerase Chain Reaction , Receptors, Cytoplasmic and Nuclear/agonists , Sulfonamides/pharmacology
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