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1.
Front Bioinform ; 4: 1397968, 2024.
Article in English | MEDLINE | ID: mdl-38855143

ABSTRACT

Understanding the interactions between SARS-CoV-2 and the human immune system is paramount to the characterization of novel variants as the virus co-evolves with the human host. In this study, we employed state-of-the-art molecular docking tools to conduct large-scale virtual screens, predicting the binding affinities between 64 human cytokines against 17 nucleocapsid proteins from six betacoronaviruses. Our comprehensive in silico analyses reveal specific changes in cytokine-nucleocapsid protein interactions, shedding light on potential modulators of the host immune response during infection. These findings offer valuable insights into the molecular mechanisms underlying viral pathogenesis and may guide the future development of targeted interventions. This manuscript serves as insight into the comparison of deep learning based AlphaFold2-Multimer and the semi-physicochemical based HADDOCK for protein-protein docking. We show the two methods are complementary in their predictive capabilities. We also introduce a novel algorithm for rapidly assessing the binding interface of protein-protein docks using graph edit distance: graph-based interface residue assessment function (GIRAF). The high-performance computational framework presented here will not only aid in accelerating the discovery of effective interventions against emerging viral threats, but extend to other applications of high throughput protein-protein screens.

2.
Sci Immunol ; 8(90): eadi3974, 2023 12 08.
Article in English | MEDLINE | ID: mdl-38064568

ABSTRACT

Multiple studies have broadened the roles of natural killer (NK) cells functioning as purely innate lymphocytes by demonstrating that they are capable of putative antigen-specific immunological memory against multiple infectious agents including HIV-1 and influenza. However, the mechanisms underlying antigen specificity remain unknown. Here, we demonstrate that antigen-specific human NK cell memory develops upon exposure to both HIV and influenza, unified by a conserved and epitope-specific targetable mechanism largely dependent on the activating CD94/NKG2C receptor and its ligand HLA-E. We validated the permanent acquisition of antigen specificity by individual memory NK cells by single-cell cloning. We identified elevated expression of KLRG1, α4ß7, and NKG2C as biomarkers of antigen-specific NK cell memory through complex immunophenotyping. Last, we uncovered individual HLA-E-restricted peptides that may constitute the dominant NK cell response in HIV-1- and influenza-infected persons in vivo. Our findings clarify the mechanisms contributing to antigen-specific memory NK cell responses and suggest that they could be potentially targeted therapeutically for vaccines or other therapeutic interventions.


Subject(s)
HIV Infections , HLA-E Antigens , Influenza, Human , NK Cell Lectin-Like Receptor Subfamily C , Humans , Histocompatibility Antigens Class I , HIV Infections/metabolism , Influenza, Human/metabolism , Killer Cells, Natural , NK Cell Lectin-Like Receptor Subfamily C/immunology , NK Cell Lectin-Like Receptor Subfamily C/metabolism , HLA-E Antigens/immunology , HLA-E Antigens/metabolism
3.
Health Secur ; 21(4): 249-257, 2023.
Article in English | MEDLINE | ID: mdl-37196212

ABSTRACT

Drug repurposing can quickly and cost-effectively identify medical countermeasures against pathogens with pandemic potential and could be used as a down-selection method for selecting US Food and Drug Administration-approved drugs to test in clinical trials. We compared results from 15 high-throughput in vitro screening efforts that tested approved and clinically evaluated drugs for activity against SARS-CoV-2 replication. From the 15 studies, 304 drugs were identified as displaying the highest level of confidence from the individual screens. Of those 304 drugs, 30 were identified in 2 or more screens, while only 3 drugs (apilimod, tetrandrine, and salinomycin) were identified in 4 screens. The lack of concordance in high-confidence hits and variations in protocols makes it challenging to use the collective data as down-selection criteria for identifying repurposing candidates to move into a clinical trial.


Subject(s)
COVID-19 , Humans , SARS-CoV-2 , Drug Repositioning/methods , Antiviral Agents/pharmacology
4.
Methods Mol Biol ; 2254: 219-238, 2021.
Article in English | MEDLINE | ID: mdl-33326078

ABSTRACT

DMS-MaPseq is a chemical probing method combined with high throughput sequencing used to study RNA structure. Here we present a flexible protocol for adherent and suspension mammalian cells to analyze RNA structure in vitro or in vivo. The protocol provides instruction on either a targeted sequencing of a lncRNA of interest or a transcriptome-wide approach that provides structural data on all expressed RNAs, including lncRNAs. This technique is particularly useful for comparing in vitro and in vivo structure of RNAs, determining how mutations and polymorphisms with phenotypic effects influence RNA structure and analyzing RNA structure across the entire transcriptome.


Subject(s)
Computational Biology/methods , Mutation , RNA, Long Noncoding/chemistry , RNA, Messenger/chemistry , Animals , Gene Expression Profiling , Gene Expression Regulation , HEK293 Cells , High-Throughput Nucleotide Sequencing , Humans , Nucleic Acid Conformation , RNA, Long Noncoding/genetics , RNA, Messenger/genetics , Sequence Analysis, RNA
6.
Nature ; 582(7812): 438-442, 2020 06.
Article in English | MEDLINE | ID: mdl-32555469

ABSTRACT

Human immunodeficiency virus 1 (HIV-1) is a retrovirus with a ten-kilobase single-stranded RNA genome. HIV-1 must express all of its gene products from a single primary transcript, which undergoes alternative splicing to produce diverse protein products that include structural proteins and regulatory factors1,2. Despite the critical role of alternative splicing, the mechanisms that drive the choice of splice site are poorly understood. Synonymous RNA mutations that lead to severe defects in splicing and viral replication indicate the presence of unknown cis-regulatory elements3. Here we use dimethyl sulfate mutational profiling with sequencing (DMS-MaPseq) to investigate the structure of HIV-1 RNA in cells, and develop an algorithm that we name 'detection of RNA folding ensembles using expectation-maximization' (DREEM), which reveals the alternative conformations that are assumed by the same RNA sequence. Contrary to previous models that have analysed population averages4, our results reveal heterogeneous regions of RNA structure across the entire HIV-1 genome. In addition to confirming that in vitro characterized5 alternative structures for the HIV-1 Rev responsive element also exist in cells, we discover alternative conformations at critical splice sites that influence the ratio of transcript isoforms. Our simultaneous measurement of splicing and intracellular RNA structure provides evidence for the long-standing hypothesis6-8 that heterogeneity in RNA conformation regulates splice-site use and viral gene expression.


Subject(s)
Alternative Splicing/genetics , Gene Expression Regulation, Viral , HIV-1/genetics , Mutation , RNA Splice Sites/genetics , RNA, Viral/chemistry , RNA, Viral/genetics , Algorithms , Base Sequence , HEK293 Cells , Humans , Nucleic Acid Conformation , RNA Folding , Reproducibility of Results , Sequence Analysis, RNA , Sulfuric Acid Esters , Thermodynamics
7.
Methods ; 183: 68-75, 2020 11 01.
Article in English | MEDLINE | ID: mdl-32251733

ABSTRACT

RNA structure is critically important to RNA viruses in every part of the replication cycle. RNA structure is also utilized by DNA viruses in order to regulate gene expression and interact with host factors. Advances in next-generation sequencing have greatly enhanced the utility of chemical probing in order to analyze RNA structure. This review will cover some recent viral RNA structural studies using chemical probing and next-generation sequencing as well as the advantages of dimethyl sulfate (DMS)-mutational profiling and sequencing (MaPseq). DMS-MaPseq is a robust assay that can easily modify RNA in vitro, in cell and in virion. A detailed protocol for whole-genome DMS-MaPseq from cells transfected with HIV-1 and the structure of TAR as determined by DMS-MaPseq is presented. DMS-MaPseq has the ability to answer a variety of integral questions about viral RNA, including how they change in different environments and when interacting with different host factors.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , RNA Viruses/genetics , RNA, Viral/genetics , Sequence Analysis, RNA/methods , Genome, Viral , Mutagens/chemistry , Mutation/drug effects , Nucleic Acid Conformation/drug effects , RNA, Viral/chemistry , RNA, Viral/drug effects , Reverse Transcriptase Polymerase Chain Reaction/methods , Sulfuric Acid Esters/chemistry
8.
J Immunol ; 195(11): 5327-36, 2015 Dec 01.
Article in English | MEDLINE | ID: mdl-26519527

ABSTRACT

Increased IFN-α production contributes to the pathogenesis of infectious and autoimmune diseases. Plasmacytoid dendritic cells (pDCs) from females produce more IFN-α upon TLR7 stimulation than pDCs from males, yet the mechanisms underlying this difference remain unclear. In this article, we show that basal levels of IFN regulatory factor (IRF) 5 in pDCs were significantly higher in females compared with males and positively correlated with the percentage of IFN-α-secreting pDCs. Delivery of recombinant IRF5 protein into human primary pDCs increased TLR7-mediated IFN-α secretion. In mice, genetic ablation of the estrogen receptor 1 (Esr1) gene in the hematopoietic compartment or DC lineage reduced Irf5 mRNA expression in pDCs and IFN-α production. IRF5 mRNA levels furthermore correlated with ESR1 mRNA levels in human pDCs, consistent with IRF5 regulation at the transcriptional level by ESR1. Taken together, these data demonstrate a critical mechanism by which sex differences in basal pDC IRF5 expression lead to higher IFN-α production upon TLR7 stimulation in females and provide novel targets for the modulation of immune responses and inflammation.


Subject(s)
Dendritic Cells/immunology , Interferon Regulatory Factors/metabolism , Interferon-alpha/biosynthesis , Sex Characteristics , Toll-Like Receptor 7/metabolism , Animals , Cells, Cultured , Estrogen Receptor alpha/genetics , Female , Gene Expression Regulation , Humans , Interferon Regulatory Factors/genetics , Interferon Regulatory Factors/pharmacology , Interferon-alpha/metabolism , Male , Mice , Mice, Transgenic , RNA, Messenger/biosynthesis , Recombinant Proteins/pharmacology , Signal Transduction/genetics
9.
J Virol ; 88(15): 8349-54, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24829350

ABSTRACT

UNLABELLED: Increasing data suggest that NK cells can mediate antiviral activity in HIV-1-infected humans, and as such, novel approaches harnessing the anti-HIV-1 function of both T cells and NK cells represent attractive options to improve future HIV-1 immunotherapies. Chronic progressive HIV-1 infection has been associated with a loss of CD4(+) T helper cell function and with the accumulation of anergic NK cells. As several studies have suggested that cytokines produced by CD4(+) T cells are required to enhance NK cell function in various infection models, we hypothesized that reconstitution of HIV-1-specific CD4(+) T-cell responses by therapeutic immunization would restore NK cell activity in infected individuals. Using flow cytometry, we examined the function of CD4(+) T cells and NK cells in response to HIV-1 in subjects with treated chronic HIV-1 infection before and after immunization with an adjuvanted HIV-1 Gp120/NefTat subunit protein vaccine candidate provided by GlaxoSmithKline. Vaccination induced an increased expression of interleukin-2 (IL-2) by Gp120-specific CD4(+) T cells in response to HIV-1 peptides ex vivo, which was associated with enhanced production of gamma interferon (IFN-γ) by NK cells. Our data show that reconstitution of HIV-1-specific CD4(+) T-cell function by therapeutic immunization can enhance NK cell activity in HIV-1-infected individuals. IMPORTANCE: NK cells are effector cells of the innate immune system and are important in the control of viral infection. Recent studies have demonstrated the crucial role played by NK cells in controlling and/or limiting acquisition of HIV-1 infection. However, NK cell function is impaired during progressive HIV-1 infection. We recently showed that therapeutic immunization of treated HIV-1-infected individuals reconstituted strong T-cell responses, measured notably by their production of IL-2, a cytokine that can activate NK cells. The current study suggests that reconstitution of T-cell function by therapeutic vaccination can enhance NK cell activity in individuals with chronic HIV-1 infection. Our findings provide new insights into the interplay between adaptive and innate immune mechanisms involved in HIV-1 immunity and unveil opportunities to harness NK cell function in future therapeutic vaccine strategies to target HIV-1.


Subject(s)
AIDS Vaccines/immunology , AIDS Vaccines/therapeutic use , CD4-Positive T-Lymphocytes/immunology , HIV Infections/immunology , HIV Infections/therapy , HIV-1/immunology , Killer Cells, Natural/immunology , Adult , Female , Flow Cytometry , Gene Products, tat/immunology , HIV Envelope Protein gp120/immunology , Humans , Immunophenotyping , Interferon-gamma/metabolism , Interleukin-2/metabolism , Male , Middle Aged , Vaccination/methods , Vaccines, Subunit/immunology , Vaccines, Subunit/therapeutic use , Vaccines, Synthetic/immunology , Vaccines, Synthetic/therapeutic use , nef Gene Products, Human Immunodeficiency Virus/immunology
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