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1.
Immun Ageing ; 17: 28, 2020.
Article in English | MEDLINE | ID: mdl-33042204

ABSTRACT

BACKGROUND: The immune system undergoes a myriad of changes with age. While it is known that antibody-secreting plasma and long-lived memory B cells change with age, it remains unclear how the binding profile of the circulating antibody repertoire is impacted. RESULTS: To understand humoral immunity changes with respect to age, we characterized serum antibody binding to high density peptide microarrays in a diverse cohort of 1675 donors. We discovered thousands of peptides that bind antibodies in age-dependent fashion, many of which contain di-serine motifs. Peptide binding profiles were aggregated into an "immune age" by a machine learning regression model that was highly correlated with chronological age. Applying this regression model to previously-unobserved donors, we found that a donor's predicted immune age is longitudinally consistent over years, suggesting it could be a robust long-term biomarker of humoral immune ageing. Finally, we assayed serum from donors with autoimmune disease and found a significant association between "accelerated immune ageing" and autoimmune disease activity. CONCLUSIONS: The circulating antibody repertoire has increased binding to thousands of di-serine peptide containing peptides in older donors, which can be represented as an immune age. Increased immune age is associated with autoimmune disease, acute inflammatory disease severity, and may be a broadly relevant biomarker of immune function in health, disease, and therapeutic intervention.

2.
J Virol ; 93(7)2019 04 01.
Article in English | MEDLINE | ID: mdl-30700608

ABSTRACT

HIV infection is controlled immunologically in a small subset of infected individuals without antiretroviral therapy (ART), though the mechanism of control is unclear. CD8+ T cells are a critical component of HIV control in many immunological controllers. NK cells are also believed to have a role in controlling HIV infection, though their role is less well characterized. We used mass cytometry to simultaneously measure the levels of expression of 24 surface markers on peripheral NK cells from HIV-infected subjects with various degrees of HIV natural control; we then used machine learning to identify NK cell subpopulations that differentiate HIV controllers from noncontrollers. Using CITRUS (cluster identification, characterization, and regression), we identified 3 NK cell subpopulations that differentiated subjects with chronic HIV viremia (viremic noncontrollers [VNC]) from individuals with undetectable HIV viremia without ART (elite controllers [EC]). In a parallel approach, we identified 11 NK cell subpopulations that differentiated HIV-infected subject groups using k-means clustering after dimensionality reduction by t-neighbor stochastic neighbor embedding (tSNE) or linear discriminant analysis (LDA). Among these additional 11 subpopulations, the frequencies of 5 correlated with HIV DNA levels; importantly, significance was retained in 2 subpopulations in analyses that included only cohorts without detectable viremia. By comparing the surface marker expression patterns of all identified subpopulations, we revealed that the CD11b+ CD57- CD161+ Siglec-7+ subpopulation of CD56dim CD16+ NK cells are more abundant in EC and HIV-negative controls than in VNC and that the frequency of these cells correlated with HIV DNA levels. We hypothesize that this population may have a role in immunological control of HIV infection.IMPORTANCE HIV infection results in the establishment of a stable reservoir of latently infected cells; ART is usually required to keep viral replication under control and disease progression at bay, though a small subset of HIV-infected subjects can control HIV infection without ART through immunological mechanisms. In this study, we sought to identify subpopulations of NK cells that may be involved in the natural immunological control of HIV infection. We used mass cytometry to measure surface marker expression on peripheral NK cells. Using two distinct semisupervised machine learning approaches, we identified a CD11b+ CD57- CD161+ Siglec-7+ subpopulation of CD56dim CD16+ NK cells that differentiates HIV controllers from noncontrollers. These cells can be sorted out for future functional studies to assess their potential role in the immunological control of HIV infection.


Subject(s)
HIV Infections/immunology , Killer Cells, Natural/immunology , Killer Cells, Natural/virology , CD11b Antigen/immunology , CD56 Antigen/immunology , CD57 Antigens/immunology , CD8-Positive T-Lymphocytes/virology , Cell Line, Tumor , DNA, Viral/immunology , HIV Infections/virology , HIV-1/immunology , Humans , K562 Cells , NK Cell Lectin-Like Receptor Subfamily B/immunology , Receptors, IgG/immunology , Viremia/immunology , Viremia/virology
3.
Sci Rep ; 7: 43395, 2017 03 06.
Article in English | MEDLINE | ID: mdl-28262699

ABSTRACT

GS-5734 is a monophosphate prodrug of an adenosine nucleoside analog that showed therapeutic efficacy in a non-human primate model of Ebola virus infection. It has been administered under compassionate use to two Ebola patients, both of whom survived, and is currently in Phase 2 clinical development for treatment of Ebola virus disease. Here we report the antiviral activities of GS-5734 and the parent nucleoside analog across multiple virus families, providing evidence to support new indications for this compound against human viruses of significant public health concern.


Subject(s)
Alanine/analogs & derivatives , Antiviral Agents/pharmacology , Ebolavirus/drug effects , Marburgvirus/drug effects , Paramyxoviridae/drug effects , Pneumovirinae/drug effects , Prodrugs/pharmacology , Ribonucleotides/pharmacology , A549 Cells , Adenosine Monophosphate/analogs & derivatives , Alanine/chemical synthesis , Alanine/metabolism , Alanine/pharmacology , Animals , Antiviral Agents/chemical synthesis , Antiviral Agents/metabolism , Cell Line, Tumor , Chlorocebus aethiops , Ebolavirus/enzymology , Ebolavirus/growth & development , Gene Expression , HEK293 Cells , HeLa Cells , Hepatocytes/drug effects , Hepatocytes/virology , Humans , Marburgvirus/enzymology , Marburgvirus/growth & development , Microbial Sensitivity Tests , Nucleosides/chemical synthesis , Nucleosides/metabolism , Nucleosides/pharmacology , Paramyxoviridae/enzymology , Paramyxoviridae/growth & development , Pneumovirinae/enzymology , Pneumovirinae/growth & development , Prodrugs/chemical synthesis , Prodrugs/metabolism , RNA-Dependent RNA Polymerase/antagonists & inhibitors , RNA-Dependent RNA Polymerase/chemistry , RNA-Dependent RNA Polymerase/genetics , RNA-Dependent RNA Polymerase/metabolism , Ribonucleotides/chemical synthesis , Ribonucleotides/metabolism , Vero Cells , Viral Proteins/antagonists & inhibitors , Viral Proteins/chemistry , Viral Proteins/genetics , Viral Proteins/metabolism
4.
Cell ; 166(4): 977-990, 2016 Aug 11.
Article in English | MEDLINE | ID: mdl-27499023

ABSTRACT

Eukaryotic cells can "remember" transient encounters with a wide range of stimuli, inducing lasting states of altered responsiveness. Regulatory T (Treg) cells are a specialized lineage of suppressive CD4 T cells that act as critical negative regulators of inflammation in various biological contexts. Treg cells exposed to inflammatory conditions acquire strongly enhanced suppressive function. Using inducible genetic tracing, we analyzed the long-term stability of activation-induced transcriptional, epigenomic, and functional changes in Treg cells. We found that the inflammation-experienced Treg cell population reversed many activation-induced changes and lost its enhanced suppressive function over time. The "memory-less" potentiation of Treg suppressor function may help avoid a state of generalized immunosuppression that could otherwise result from repeated activation.


Subject(s)
T-Lymphocytes, Regulatory/immunology , Animals , Cell Differentiation , Chromatin/metabolism , Immunologic Memory , Inflammation/metabolism , Lymphocyte Activation , Mice , Specific Pathogen-Free Organisms , T-Lymphocytes, Regulatory/cytology , T-Lymphocytes, Regulatory/metabolism , Transcription, Genetic
5.
Elife ; 4: e07571, 2015 Oct 28.
Article in English | MEDLINE | ID: mdl-26510014

ABSTRACT

Regulatory T (Treg) cells, which suppress autoimmunity and other inflammatory states, are characterized by a distinct set of genetic elements controlling their gene expression. However, the extent of genetic and associated epigenetic variation in the Treg cell lineage and its possible relation to disease states in humans remain unknown. We explored evolutionary conservation of regulatory elements and natural human inter-individual epigenetic variation in Treg cells to identify the core transcriptional control program of lineage specification. Analysis of single nucleotide polymorphisms in core lineage-specific enhancers revealed disease associations, which were further corroborated by high-resolution genotyping to fine map causal polymorphisms in lineage-specific enhancers. Our findings suggest that a small set of regulatory elements specify the Treg lineage and that genetic variation in Treg cell-specific enhancers may alter Treg cell function contributing to polygenic disease.


Subject(s)
Cell Differentiation , Epigenesis, Genetic , Gene Expression Regulation , Genetic Variation , T-Lymphocytes, Regulatory/physiology , Animals , Cells, Cultured , Enhancer Elements, Genetic , Gene Expression Profiling , Genotype , Humans , Mice , Molecular Sequence Data , Polymorphism, Single Nucleotide , Regulatory Elements, Transcriptional , Sequence Analysis, DNA , Transcription, Genetic
6.
Cell ; 162(5): 1078-89, 2015 Aug 27.
Article in English | MEDLINE | ID: mdl-26317471

ABSTRACT

Regulatory T (Treg) cells suppress immune responses to a broad range of non-microbial and microbial antigens and indirectly limit immune inflammation-inflicted tissue damage by employing multiple mechanisms of suppression. Here, we demonstrate that selective Treg cell deficiency in amphiregulin leads to severe acute lung damage and decreased blood oxygen concentration during influenza virus infection without any measureable alterations in Treg cell suppressor function, antiviral immune responses, or viral load. This tissue repair modality is mobilized in Treg cells in response to inflammatory mediator IL-18 or alarmin IL-33, but not by TCR signaling that is required for suppressor function. These results suggest that, during infectious lung injury, Treg cells have a major direct and non-redundant role in tissue repair and maintenance-distinct from their role in suppression of immune responses and inflammation-and that these two essential Treg cell functions are invoked by separable cues.


Subject(s)
Influenza, Human/immunology , Lung/cytology , T-Lymphocytes, Regulatory/cytology , T-Lymphocytes, Regulatory/immunology , Amphiregulin/genetics , Animals , Autoimmunity , Disease Models, Animal , Humans , Influenza, Human/pathology , Lung/immunology , Lymphocyte Activation , Mice , Mice, Inbred C57BL , Suppressor Factors, Immunologic/analysis , T-Lymphocytes, Regulatory/chemistry
7.
Blood ; 125(20): e14-22, 2015 May 14.
Article in English | MEDLINE | ID: mdl-25827832

ABSTRACT

Immunodeficiency dramatically increases susceptibility to cancer as a result of reduced immune surveillance and enhanced opportunities for virus-mediated oncogenesis. Although AIDS-related lymphomas (ARLs) are frequently associated with known oncogenic viruses, many cases contain no known transforming virus. To discover novel transforming viruses, we profiled a set of ARL samples using whole transcriptome sequencing. We determined that Epstein-Barr virus (EBV) was the only virus detected in the tumor samples of this cohort, suggesting that if unidentified pathogens exist in this disease, they are present in <10% of cases or undetectable by our methods. To evaluate the role of EBV in ARL pathogenesis, we analyzed viral gene expression and found highly heterogeneous patterns of viral transcription across samples. We also found significant heterogeneity of viral antigen expression across a large cohort, with many patient samples presenting with restricted type I viral latency, indicating that EBV latency proteins are under increased immunosurveillance in the post-combined antiretroviral therapies era. Furthermore, EBV infection of lymphoma cells in HIV-positive individuals was associated with a distinct host gene expression program. These findings provide insight into the joint host-virus regulatory network of primary ARL tumor samples and expand our understanding of virus-associated oncogenesis. Our findings may also have therapeutic implications, as treatment may be personalized to target specific viral and virus-associated host processes that are only present in a subset of patients.


Subject(s)
Cell Transformation, Viral , Lymphoma, AIDS-Related/etiology , Oncogenic Viruses , Tumor Virus Infections/complications , Cluster Analysis , Cohort Studies , Epstein-Barr Virus Infections/complications , Epstein-Barr Virus Infections/pathology , Gene Expression Profiling , Gene Expression Regulation , Gene Expression Regulation, Viral , Herpesvirus 4, Human/genetics , Herpesvirus 4, Human/immunology , Host-Pathogen Interactions/genetics , Host-Pathogen Interactions/immunology , Humans , Lymphoma, AIDS-Related/pathology , Oncogenic Viruses/genetics , Oncogenic Viruses/immunology
8.
Nat Immunol ; 15(11): 1070-8, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25263123

ABSTRACT

Foxp3(+) regulatory T cells (T(reg) cells) maintain immunological tolerance, and their deficiency results in fatal multiorgan autoimmunity. Although heightened signaling via the T cell antigen receptor (TCR) is critical for the differentiation of T(reg) cells, the role of TCR signaling in T(reg) cell function remains largely unknown. Here we demonstrated that inducible ablation of the TCR resulted in T(reg) cell dysfunction that could not be attributed to impaired expression of the transcription factor Foxp3, decreased expression of T(reg) cell signature genes or altered ability to sense and consume interleukin 2 (IL-2). Instead, TCR signaling was required for maintaining the expression of a limited subset of genes comprising 25% of the activated T(reg) cell transcriptional signature. Our results reveal a critical role for the TCR in the suppressor capacity of T(reg) cells.


Subject(s)
Cell Differentiation/immunology , Forkhead Transcription Factors/immunology , Interleukin-2/immunology , Receptors, Antigen, T-Cell/immunology , T-Lymphocytes, Regulatory/immunology , Animals , Autoimmunity/immunology , Cell Adhesion/immunology , Diphtheria Toxin/administration & dosage , Female , Forkhead Transcription Factors/biosynthesis , Hyaluronan Receptors/biosynthesis , Immune Tolerance/immunology , Interferon-gamma/biosynthesis , Interleukin-13/biosynthesis , Interleukin-2/biosynthesis , Interleukin-4/biosynthesis , Ki-67 Antigen/biosynthesis , Male , Mice , Receptors, Interleukin-2/immunology , Signal Transduction/immunology , T-Lymphocytes, Regulatory/cytology , Tamoxifen/pharmacology
9.
Cell ; 158(4): 749-763, 2014 Aug 14.
Article in English | MEDLINE | ID: mdl-25126783

ABSTRACT

In multicellular organisms, specialized functions are delegated to distinct cell types whose identity and functional integrity are maintained upon challenge. However, little is known about the mechanisms enabling lineage inheritance and their biological implications. Regulatory T (Treg) cells, which express the transcription factor Foxp3, suppress fatal autoimmunity throughout the lifespan of animals. Here, we show that a dedicated Foxp3 intronic element CNS2 maintains Treg cell lineage identity by acting as a sensor of the essential Treg cell growth factor IL-2 and its downstream target STAT5. CNS2 sustains Foxp3 expression during division of mature Treg cells when IL-2 is limiting and counteracts proinflammatory cytokine signaling that leads to the loss of Foxp3. CNS2-mediated stable inheritance of Foxp3 expression is critical for adequate suppression of diverse types of chronic inflammation by Treg cells and prevents their differentiation into inflammatory effector cells. The described mechanism may represent a general principle of the inheritance of differentiated cell states.


Subject(s)
Forkhead Transcription Factors/genetics , Inflammation/pathology , Regulatory Elements, Transcriptional , T-Lymphocytes, Regulatory/cytology , Animals , CpG Islands , DNA Methylation , Interleukin-2/metabolism , Introns , Mice , STAT5 Transcription Factor/metabolism , Signal Transduction , T-Lymphocytes, Regulatory/metabolism
10.
Nat Immunol ; 15(6): 580-587, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24728351

ABSTRACT

The transcription factor Foxp3 is indispensable for the ability of regulatory T cells (Treg cells) to suppress fatal inflammation. Here we characterized the role of Foxp3 in chromatin remodeling and the regulation of gene expression in actively suppressive Treg cells in an inflammatory setting. Although genome-wide occupancy of regulatory elements in DNA by Foxp3 was similar in resting Treg cells and those activated in vivo, Foxp3-bound enhancer elements in the DNA were poised for repression only in activated Treg cells. Following activation, Foxp3-bound sites showed diminished accessibility of chromatin and selective deposition of histone H3 trimethylated at Lys27 (H3K27me3), which was associated with recruitment of the histone methyltransferase Ezh2 and downregulation of the expression of nearby genes. Thus, Foxp3 poises its targets for repression by facilitating the formation of repressive chromatin in Treg cells upon their activation in response to inflammatory cues.


Subject(s)
Chromatin Assembly and Disassembly , Forkhead Transcription Factors/immunology , Polycomb Repressive Complex 2/genetics , T-Lymphocytes, Regulatory/immunology , Animals , Chromatin/immunology , DNA/genetics , DNA Methylation/genetics , DNA Methylation/immunology , Down-Regulation , Enhancer of Zeste Homolog 2 Protein , Gene Expression Regulation/immunology , Histones/genetics , Inflammation/immunology , Lymphocyte Activation/immunology , Mice , Polycomb Repressive Complex 2/immunology , Receptors, Antigen, T-Cell/immunology , Signal Transduction/immunology , Transcription, Genetic
11.
PLoS Pathog ; 9(9): e1003636, 2013 Sep.
Article in English | MEDLINE | ID: mdl-24068937

ABSTRACT

Epstein-Barr virus (EBV) epigenetically reprogrammes B-lymphocytes to drive immortalization and facilitate viral persistence. Host-cell transcription is perturbed principally through the actions of EBV EBNA 2, 3A, 3B and 3C, with cellular genes deregulated by specific combinations of these EBNAs through unknown mechanisms. Comparing human genome binding by these viral transcription factors, we discovered that 25% of binding sites were shared by EBNA 2 and the EBNA 3s and were located predominantly in enhancers. Moreover, 80% of potential EBNA 3A, 3B or 3C target genes were also targeted by EBNA 2, implicating extensive interplay between EBNA 2 and 3 proteins in cellular reprogramming. Investigating shared enhancer sites neighbouring two new targets (WEE1 and CTBP2) we discovered that EBNA 3 proteins repress transcription by modulating enhancer-promoter loop formation to establish repressive chromatin hubs or prevent assembly of active hubs. Re-ChIP analysis revealed that EBNA 2 and 3 proteins do not bind simultaneously at shared sites but compete for binding thereby modulating enhancer-promoter interactions. At an EBNA 3-only intergenic enhancer site between ADAM28 and ADAMDEC1 EBNA 3C was also able to independently direct epigenetic repression of both genes through enhancer-promoter looping. Significantly, studying shared or unique EBNA 3 binding sites at WEE1, CTBP2, ITGAL (LFA-1 alpha chain), BCL2L11 (Bim) and the ADAMs, we also discovered that different sets of EBNA 3 proteins bind regulatory elements in a gene and cell-type specific manner. Binding profiles correlated with the effects of individual EBNA 3 proteins on the expression of these genes, providing a molecular basis for the targeting of different sets of cellular genes by the EBNA 3s. Our results therefore highlight the influence of the genomic and cellular context in determining the specificity of gene deregulation by EBV and provide a paradigm for host-cell reprogramming through modulation of enhancer-promoter interactions by viral transcription factors.


Subject(s)
Cellular Reprogramming , Enhancer Elements, Genetic , Epstein-Barr Virus Nuclear Antigens/metabolism , Gene Targeting , Herpesvirus 4, Human/metabolism , Models, Biological , Repressor Proteins/metabolism , Alcohol Oxidoreductases/chemistry , Alcohol Oxidoreductases/genetics , Alcohol Oxidoreductases/metabolism , Binding Sites , Binding, Competitive , Cell Cycle Proteins/chemistry , Cell Cycle Proteins/genetics , Cell Cycle Proteins/metabolism , Cell Line , Co-Repressor Proteins , Epstein-Barr Virus Infections/metabolism , Epstein-Barr Virus Infections/pathology , Epstein-Barr Virus Nuclear Antigens/chemistry , Epstein-Barr Virus Nuclear Antigens/genetics , Host-Pathogen Interactions , Humans , Nerve Tissue Proteins/chemistry , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Nuclear Proteins/chemistry , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Protein-Tyrosine Kinases/chemistry , Protein-Tyrosine Kinases/genetics , Protein-Tyrosine Kinases/metabolism , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , Repressor Proteins/chemistry , Repressor Proteins/genetics , Viral Proteins/chemistry , Viral Proteins/genetics , Viral Proteins/metabolism
12.
Viruses ; 5(4): 1042-54, 2013 Apr 02.
Article in English | MEDLINE | ID: mdl-23549386

ABSTRACT

The Epstein-Barr virus (EBV) double-stranded DNA genome is subject to extensive epigenetic regulation. Large consortiums and individual labs have generated a vast number of genome-wide data sets on human lymphoblastoid and other cell lines latently infected with EBV. Analysis of these data sets reveals important new information on the properties of the host and viral chromosome structure organization and epigenetic modifications. We discuss the mapping of these data sets and the subsequent insights into the chromatin structure and transcription factor binding patterns on latent EBV genomes. Colocalization of multiple histone modifications and transcription factors at regulatory loci are considered in the context of the biology and regulation of EBV.


Subject(s)
Epigenesis, Genetic , Epigenomics , Genome, Viral , Herpesvirus 4, Human/genetics , Humans
13.
Article in English | MEDLINE | ID: mdl-24733379

ABSTRACT

Regulatory T (Treg) cells are essential for maintaining peripheral tolerance and for limiting excessive inflammatory responses under various conditions. The lineage-specific transcription factor Foxp3 has a critical role in Treg-cell biology. Foxp3 forms large protein complexes and cooperates with environmentally induced transcription factors to shape the Treg-cell transcriptional program. Here, we discuss mechanisms of gene regulation that underlie Treg-cell differentiation and function with an emphasis on studies from our laboratory.


Subject(s)
Cell Differentiation , T-Lymphocytes, Regulatory/cytology , Transcription, Genetic , Animals , Cell Lineage , Cell Membrane , Chromatin/metabolism , Epigenesis, Genetic , Forkhead Transcription Factors/metabolism , Gene Expression Regulation , Humans , Inflammation , Mice , Phenotype , Promoter Regions, Genetic
14.
Cell ; 151(1): 153-66, 2012 Sep 28.
Article in English | MEDLINE | ID: mdl-23021222

ABSTRACT

Regulatory T (Treg) cells, whose identity and function are defined by the transcription factor Foxp3, are indispensable for immune homeostasis. It is unclear whether Foxp3 exerts its Treg lineage specification function through active modification of the chromatin landscape and establishment of new enhancers or by exploiting a pre-existing enhancer landscape. Analysis of the chromatin accessibility of Foxp3-bound enhancers in Treg and Foxp3-negative T cells showed that Foxp3 was bound overwhelmingly to preaccessible enhancers occupied by its cofactors in precursor cells or a structurally related predecessor. Furthermore, the bulk of Foxp3-bound Treg cell enhancers lacking in Foxp3(-) CD4(+) cells became accessible upon T cell receptor activation prior to Foxp3 expression, and only a small subset associated with several functionally important genes were exclusively Treg cell specific. Thus, in a late cellular differentiation process, Foxp3 defines Treg cell functionality in an "opportunistic" manner by largely exploiting the preformed enhancer network instead of establishing a new enhancer landscape.


Subject(s)
Forkhead Transcription Factors/metabolism , T-Lymphocytes, Regulatory/cytology , Animals , CD4-Positive T-Lymphocytes/metabolism , Cell Differentiation , Chromatin/metabolism , Enhancer Elements, Genetic , Female , Forkhead Box Protein O1 , Lymphocyte Activation , Mice , Specific Pathogen-Free Organisms , T-Lymphocytes, Regulatory/metabolism
15.
Genome Res ; 22(9): 1723-34, 2012 Sep.
Article in English | MEDLINE | ID: mdl-22955984

ABSTRACT

Gene regulatory programs in distinct cell types are maintained in large part through the cell-type-specific binding of transcription factors (TFs). The determinants of TF binding include direct DNA sequence preferences, DNA sequence preferences of cofactors, and the local cell-dependent chromatin context. To explore the contribution of DNA sequence signal, histone modifications, and DNase accessibility to cell-type-specific binding, we analyzed 286 ChIP-seq experiments performed by the ENCODE Consortium. This analysis included experiments for 67 transcriptional regulators, 15 of which were profiled in both the GM12878 (lymphoblastoid) and K562 (erythroleukemic) human hematopoietic cell lines. To model TF-bound regions, we trained support vector machines (SVMs) that use flexible k-mer patterns to capture DNA sequence signals more accurately than traditional motif approaches. In addition, we trained SVM spatial chromatin signatures to model local histone modifications and DNase accessibility, obtaining significantly more accurate TF occupancy predictions than simpler approaches. Consistent with previous studies, we find that DNase accessibility can explain cell-line-specific binding for many factors. However, we also find that of the 10 factors with prominent cell-type-specific binding patterns, four display distinct cell-type-specific DNA sequence preferences according to our models. Moreover, for two factors we identify cell-specific binding sites that are accessible in both cell types but bound only in one. For these sites, cell-type-specific sequence models, rather than DNase accessibility, are better able to explain differential binding. Our results suggest that using a single motif for each TF and filtering for chromatin accessible loci is not always sufficient to accurately account for cell-type-specific binding profiles.


Subject(s)
Chromatin Assembly and Disassembly , Regulatory Sequences, Nucleic Acid , Transcription Factors/metabolism , Binding Sites/genetics , Cell Line , Chromatin Immunoprecipitation , Computational Biology/methods , Deoxyribonucleases/metabolism , Gene Expression Regulation , High-Throughput Nucleotide Sequencing , Histones/metabolism , Humans , Models, Biological , Nucleotide Motifs , Organ Specificity/genetics , Protein Binding/genetics , Proto-Oncogene Proteins c-jun/metabolism , YY1 Transcription Factor/metabolism
16.
Mol Syst Biol ; 8: 605, 2012.
Article in English | MEDLINE | ID: mdl-22929615

ABSTRACT

Large-scale cancer genomics projects are profiling hundreds of tumors at multiple molecular layers, including copy number, mRNA and miRNA expression, but the mechanistic relationships between these layers are often excluded from computational models. We developed a supervised learning framework for integrating molecular profiles with regulatory sequence information to reveal regulatory programs in cancer, including miRNA-mediated regulation. We applied our approach to 320 glioblastoma profiles and identified key miRNAs and transcription factors as common or subtype-specific drivers of expression changes. We confirmed that predicted gene expression signatures for proneural subtype regulators were consistent with in vivo expression changes in a PDGF-driven mouse model. We tested two predicted proneural drivers, miR-124 and miR-132, both underexpressed in proneural tumors, by overexpression in neurospheres and observed a partial reversal of corresponding tumor expression changes. Computationally dissecting the role of miRNAs in cancer may ultimately lead to small RNA therapeutics tailored to subtype or individual.


Subject(s)
Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Genomics , Glioblastoma/genetics , MicroRNAs/metabolism , Animals , Cell Line, Tumor , Genome, Human , Humans , Mice , Mice, Transgenic , MicroRNAs/genetics , Models, Biological , Neural Stem Cells/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Regression Analysis , Transcription Factors/genetics
17.
Nat Immunol ; 13(10): 1010-9, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22922362

ABSTRACT

The transcription factor Foxp3 is indispensible for the differentiation and function of regulatory T cells (T(reg) cells). To gain insights into the molecular mechanisms of Foxp3-mediated gene expression, we purified Foxp3 complexes and explored their composition. Biochemical and mass-spectrometric analyses revealed that Foxp3 forms multiprotein complexes of 400-800 kDa or larger and identified 361 associated proteins, ∼30% of which were transcription related. Foxp3 directly regulated expression of a large proportion of the genes encoding its cofactors. Some transcription factor partners of Foxp3 facilitated its expression. Functional analysis of the cooperation of Foxp3 with one such partner, GATA-3, provided additional evidence for a network of transcriptional regulation afforded by Foxp3 and its associates to control distinct aspects of T(reg) cell biology.


Subject(s)
Forkhead Transcription Factors/metabolism , Gene Expression Regulation , Gene Regulatory Networks , T-Lymphocytes, Regulatory/immunology , T-Lymphocytes, Regulatory/metabolism , Animals , Cell Differentiation , Forkhead Transcription Factors/genetics , GATA3 Transcription Factor/genetics , GATA3 Transcription Factor/metabolism , Humans , Mice , Mice, Transgenic , Protein Structure, Tertiary , Proteomics
18.
Cell Host Microbe ; 12(2): 233-45, 2012 Aug 16.
Article in English | MEDLINE | ID: mdl-22901543

ABSTRACT

Epstein-Barr virus (EBV), which is associated with multiple human tumors, persists as a minichromosome in the nucleus of B lymphocytes and induces malignancies through incompletely understood mechanisms. Here, we present a large-scale functional genomic analysis of EBV. Our experimentally generated nucleosome positioning maps and viral protein binding data were integrated with over 700 publicly available high-throughput sequencing data sets for human lymphoblastoid cell lines mapped to the EBV genome. We found that viral lytic genes are coexpressed with cellular cancer-associated pathways, suggesting that the lytic cycle may play an unexpected role in virus-mediated oncogenesis. Host regulators of viral oncogene expression and chromosome structure were identified and validated, revealing a role for the B cell-specific protein Pax5 in viral gene regulation and the cohesin complex in regulating higher order chromatin structure. Our findings provide a deeper understanding of latent viral persistence in oncogenesis and establish a valuable viral genomics resource for future exploration.


Subject(s)
Epstein-Barr Virus Infections/virology , Gene Expression Regulation, Viral , Herpesvirus 4, Human/genetics , Host-Pathogen Interactions , Transcriptome , Epigenomics , Epstein-Barr Virus Infections/genetics , Herpesvirus 4, Human/physiology , Humans , PAX5 Transcription Factor/genetics , PAX5 Transcription Factor/metabolism , Viral Proteins/genetics , Viral Proteins/metabolism
19.
Cell ; 150(1): 29-38, 2012 Jul 06.
Article in English | MEDLINE | ID: mdl-22770213

ABSTRACT

Regulatory T (Treg) cells, whose differentiation and function are controlled by X chromosome-encoded transcription factor Foxp3, are generated in the thymus (tTreg) and extrathymically (peripheral, pTreg), and their deficiency results in fatal autoimmunity. Here, we demonstrate that a Foxp3 enhancer, conserved noncoding sequence 1 (CNS1), essential for pTreg but dispensable for tTreg cell generation, is present only in placental mammals. CNS1 is largely composed of mammalian-wide interspersed repeats (MIR) that have undergone retrotransposition during early mammalian radiation. During pregnancy, pTreg cells specific to a model paternal alloantigen were generated in a CNS1-dependent manner and accumulated in the placenta. Furthermore, when mated with allogeneic, but not syngeneic, males, CNS1-deficient females showed increased fetal resorption accompanied by increased immune cell infiltration and defective remodeling of spiral arteries. Our results suggest that, during evolution, a CNS1-dependent mechanism of extrathymic differentiation of Treg cells emerged in placental animals to enforce maternal-fetal tolerance.


Subject(s)
Immune Tolerance , Mammals/immunology , Placenta/cytology , Placenta/immunology , Pregnancy/immunology , T-Lymphocytes, Regulatory/immunology , Animals , Enhancer Elements, Genetic , Female , Fetus/immunology , Forkhead Transcription Factors/genetics , Humans , Male , Mammals/genetics , Mice , Opossums
20.
Biochem Biophys Res Commun ; 403(1): 30-5, 2010 Dec 03.
Article in English | MEDLINE | ID: mdl-21036157

ABSTRACT

Protein tyrosine kinases play key roles in many molecular and cellular processes in diverse living organisms. Their proper functioning is crucial for the normal growth, development, and health in humans, whereas their dysfunction can cause serious diseases, including various cancers. As such, intense studies have been performed to understand the molecular mechanisms by which the activities of protein tyrosine kinases are regulated in mammalian cells. Particularly, small molecules that can modulate the activity of tyrosine kinases are of great importance for discovering therapeutic drug candidates for numerous diseases. Notably, heme cannot only serve as a prosthetic group for hemoglobins and enzymes, but it also is a small signaling molecule that can control the activity of diverse signaling and regulatory proteins. Using a computational search, we found that a group of non-membrane spanning tyrosine kinases contains one or more CP motifs that can potentially bind to heme and mediate heme regulation. We then used experimental approaches to determine whether heme can affect the activity of any of these tyrosine kinases. We found that heme indeed affects the phosphorylation of key tyrosine residues in Jak2 and Src, and is therefore able to modulate Jak2 and Src activity. Further experiments showed that Jak2 and Src bind to heme and that the presence of heme alters the sensitivity of Jak2 and Src to trypsin digestion. These results suggest that heme actively interacts with Jak2 and Src and alters their conformation.


Subject(s)
Heme/metabolism , Janus Kinase 2/metabolism , src-Family Kinases/metabolism , Gene Knockdown Techniques , HeLa Cells , Heme/genetics , Humans , RNA Interference
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