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1.
BMC Bioinformatics ; 19(1): 56, 2018 02 20.
Article in English | MEDLINE | ID: mdl-29458351

ABSTRACT

BACKGROUND: The analysis of modular gene co-expression networks is a well-established method commonly used for discovering the systems-level functionality of genes. In addition, these studies provide a basis for the discovery of clinically relevant molecular pathways underlying different diseases and conditions. RESULTS: In this paper, we present a fast and easy-to-use Bioconductor package named CEMiTool that unifies the discovery and the analysis of co-expression modules. Using the same real datasets, we demonstrate that CEMiTool outperforms existing tools, and provides unique results in a user-friendly html report with high quality graphs. Among its features, our tool evaluates whether modules contain genes that are over-represented by specific pathways or that are altered in a specific sample group, as well as it integrates transcriptomic data with interactome information, identifying the potential hubs on each network. We successfully applied CEMiTool to over 1000 transcriptome datasets, and to a new RNA-seq dataset of patients infected with Leishmania, revealing novel insights of the disease's physiopathology. CONCLUSION: The CEMiTool R package provides users with an easy-to-use method to automatically implement gene co-expression network analyses, obtain key information about the discovered gene modules using additional downstream analyses and retrieve publication-ready results via a high-quality interactive report.


Subject(s)
Gene Expression Regulation , Gene Regulatory Networks , Software , Automation , Databases, Genetic , Dengue/genetics , Gene Expression Profiling , Humans , Leishmaniasis, Visceral/genetics , Psoriasis/genetics , Sequence Analysis, RNA , Transcriptome/genetics
2.
J Virol ; 91(4)2017 02 15.
Article in English | MEDLINE | ID: mdl-27928002

ABSTRACT

Our previous work has shown that antigens adjuvanted with ligands specific for Toll-like receptor 4 (TLR4) and TLR7/8 encapsulated in poly(lactic-co-glycolic) acid (PLGA)-based nanoparticles (NPs) induce robust and durable immune responses in mice and macaques. We investigated the efficacy of these NP adjuvants in inducing protective immunity against simian immunodeficiency virus (SIV). Rhesus macaques (RMs) were immunized with NPs containing TLR4 and TLR7/8 agonists mixed with soluble recombinant SIVmac239-derived envelope (Env) gp140 and Gag p55 (protein) or with virus-like particles (VLPs) containing SIVmac239 Env and Gag. NP-adjuvanted vaccines induced robust innate responses, antigen-specific antibody responses of a greater magnitude and persistence, and enhanced plasmablast responses compared to those achieved with alum-adjuvanted vaccines. NP-adjuvanted vaccines induced antigen-specific, long-lived plasma cells (LLPCs), which persisted in the bone marrow for several months after vaccination. NP-adjuvanted vaccines induced immune responses that were associated with enhanced protection against repeated low-dose, intravaginal challenges with heterologous SIVsmE660 in animals that carried TRIM5α restrictive alleles. The protection induced by immunization with protein-NP correlated with the prechallenge titers of Env-specific IgG antibodies in serum and vaginal secretions. However, no such correlate was apparent for immunization with VLP-NP or alum as the adjuvant. Transcriptional profiling of peripheral blood mononuclear cells isolated within the first few hours to days after primary vaccination revealed that NP-adjuvanted vaccines induced a molecular signature similar to that induced by the live attenuated yellow fever viral vaccine. This systems approach identified early blood transcriptional signatures that correlate with Env-specific antibody responses in vaginal secretions and protection against infection. These results demonstrate the adjuvanticity of the NP adjuvant in inducing persistent and protective antibody responses against SIV in RMs with implications for the design of vaccines against human immunodeficiency virus (HIV). IMPORTANCE: The results of the RV144 HIV vaccine trial, which demonstrated a rapid waning of protective immunity with time, have underscored the need to develop strategies to enhance the durability of protective immune responses. Our recent work in mice has highlighted the capacity of nanoparticle-encapsulated TLR ligands (NP) to induce potent and durable antibody responses that last a lifetime in mice. In the present study, we evaluated the ability of these NP adjuvants to promote robust and durable protective immune responses against SIV in nonhuman primates. Our results demonstrate that immunization of rhesus macaques with NP adjuvants mixed with soluble SIV Env or a virus-like particle form of Env (VLP) induces potent and durable Env-specific antibody responses in the serum and in vaginal secretions. These responses were superior to those induced by alum adjuvant, and they resulted in enhanced protection against a low-dose intravaginal challenge with a heterologous strain of SIV in animals with TRIM5a restrictive alleles. These results highlight the potential for such NP TLR L adjuvants in promoting robust and durable antibody responses against HIV in the next generation of HIV immunogens currently being developed.


Subject(s)
Adjuvants, Immunologic , Antibodies, Viral/immunology , Nanoparticles , SAIDS Vaccines/immunology , Simian Acquired Immunodeficiency Syndrome/immunology , Simian Immunodeficiency Virus/immunology , Animals , Antigens, Viral/immunology , CD4-Positive T-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/metabolism , Carrier Proteins/metabolism , Cluster Analysis , Female , Gene Expression Profiling , Immunization Schedule , Immunoglobulin G/immunology , Ligands , Lymphocyte Count , Plasma Cells/immunology , Plasma Cells/metabolism , SAIDS Vaccines/administration & dosage , Simian Acquired Immunodeficiency Syndrome/metabolism , Simian Acquired Immunodeficiency Syndrome/mortality , Simian Acquired Immunodeficiency Syndrome/prevention & control , Toll-Like Receptor 4/metabolism , Viral Envelope Proteins/immunology
3.
Nature ; 537(7620): 417-421, 2016 09 15.
Article in English | MEDLINE | ID: mdl-27501248

ABSTRACT

Chronic viral infections are characterized by a state of CD8+ T-cell dysfunction that is associated with expression of the programmed cell death 1 (PD-1) inhibitory receptor. A better understanding of the mechanisms that regulate CD8+ T-cell responses during chronic infection is required to improve immunotherapies that restore function in exhausted CD8+ T cells. Here we identify a population of virus-specific CD8+ T cells that proliferate after blockade of the PD-1 inhibitory pathway in mice chronically infected with lymphocytic choriomeningitis virus (LCMV). These LCMV-specific CD8+ T cells expressed the PD-1 inhibitory receptor, but also expressed several costimulatory molecules such as ICOS and CD28. This CD8+ T-cell subset was characterized by a unique gene signature that was related to that of CD4+ T follicular helper (TFH) cells, CD8+ T cell memory precursors and haematopoietic stem cell progenitors, but that was distinct from that of CD4+ TH1 cells and CD8+ terminal effectors. This CD8+ T-cell population was found only in lymphoid tissues and resided predominantly in the T-cell zones along with naive CD8+ T cells. These PD-1+CD8+ T cells resembled stem cells during chronic LCMV infection, undergoing self-renewal and also differentiating into the terminally exhausted CD8+ T cells that were present in both lymphoid and non-lymphoid tissues. The proliferative burst after PD-1 blockade came almost exclusively from this CD8+ T-cell subset. Notably, the transcription factor TCF1 had a cell-intrinsic and essential role in the generation of this CD8+ T-cell subset. These findings provide a better understanding of T-cell exhaustion and have implications in the optimization of PD-1-directed immunotherapy in chronic infections and cancer.


Subject(s)
CD8-Positive T-Lymphocytes/cytology , CD8-Positive T-Lymphocytes/drug effects , Immunotherapy , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Animals , CD28 Antigens/metabolism , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , Cell Differentiation , Cell Proliferation/drug effects , Cell Self Renewal , Female , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/immunology , Hepatocyte Nuclear Factor 1-alpha/metabolism , Inducible T-Cell Co-Stimulator Protein/metabolism , Lymphocytic Choriomeningitis , Lymphocytic choriomeningitis virus/immunology , Lymphocytic choriomeningitis virus/physiology , Mice , Programmed Cell Death 1 Receptor/metabolism , T-Lymphocyte Subsets/cytology , T-Lymphocyte Subsets/drug effects , T-Lymphocyte Subsets/immunology , T-Lymphocyte Subsets/metabolism , T-Lymphocytes, Helper-Inducer/metabolism
4.
Cell Host Microbe ; 19(5): 713-9, 2016 May 11.
Article in English | MEDLINE | ID: mdl-27107939

ABSTRACT

Immune responses differ between laboratory mice and humans. Chronic infection with viruses and parasites are common in humans, but are absent in laboratory mice, and thus represent potential contributors to inter-species differences in immunity. To test this, we sequentially infected laboratory mice with herpesviruses, influenza, and an intestinal helminth and compared their blood immune signatures to mock-infected mice before and after vaccination against yellow fever virus (YFV-17D). Sequential infection altered pre- and post-vaccination gene expression, cytokines, and antibodies in blood. Sequential pathogen exposure induced gene signatures that recapitulated those seen in blood from pet store-raised versus laboratory mice, and adult versus cord blood in humans. Therefore, basal and vaccine-induced murine immune responses are altered by infection with agents common outside of barrier facilities. This raises the possibility that we can improve mouse models of vaccination and immunity by selective microbial exposure of laboratory animals to mimic that of humans.


Subject(s)
Helminthiasis/immunology , Herpesviridae Infections/immunology , Herpesviridae/immunology , Intestinal Diseases, Parasitic/immunology , Yellow Fever Vaccine/immunology , Yellow Fever/immunology , Yellow Fever/prevention & control , Yellow fever virus/immunology , Animals , Antibodies/blood , Antibodies, Viral/immunology , Coinfection/immunology , Coinfection/parasitology , Coinfection/virology , Cytokines/blood , Disease Models, Animal , Fetal Blood/immunology , Gene Expression , Helminthiasis/prevention & control , Helminthiasis/virology , Herpesviridae Infections/prevention & control , Humans , Immunity, Innate , Immunoglobulin G/blood , Influenza, Human/immunology , Influenza, Human/prevention & control , Intestinal Diseases, Parasitic/prevention & control , Intestinal Diseases, Parasitic/virology , Mice , Mice, Inbred C57BL , Orthomyxoviridae Infections/immunology , Orthomyxoviridae Infections/parasitology , Orthomyxoviridae Infections/prevention & control , Yellow Fever/parasitology , Yellow Fever/virology , Yellow Fever Vaccine/pharmacology
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