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1.
Sci Rep ; 8(1): 15876, 2018 10 26.
Article in English | MEDLINE | ID: mdl-30367157

ABSTRACT

Analysis of a genome-scale RNA interference screen of host factors affecting herpes simplex virus type 1 (HSV-1) revealed that the mineralocorticoid receptor (MR) inhibits HSV-1 replication. As a ligand-activated transcription factor the MR regulates sodium transport and blood pressure in the kidney in response to aldosterone, but roles have recently been elucidated for the MR in other cellular processes. Here, we show that the MR and other members of the mineralocorticoid signalling pathway including HSP90 and FKBP4, possess anti-viral activity against HSV-1 independent of their effect on sodium transport, as shown by sodium channel inhibitors. Expression of the MR is upregulated upon infection in an interferon (IFN) and viral transcriptional activator VP16-dependent fashion. Furthermore, the MR and VP16, together with the cellular co-activator Oct-1, transactivate the hormone response element (HRE) present in the MR promoter and those of its transcriptional targets. As the MR induces IFN expression, our data suggests the MR is involved in a positive feedback loop that controls HSV-1 infection.


Subject(s)
Antiviral Agents/pharmacology , Herpesvirus 1, Human/physiology , Receptors, Mineralocorticoid/metabolism , Virus Replication/drug effects , Antiviral Agents/therapeutic use , HeLa Cells , Herpes Simplex/drug therapy , Herpes Simplex/pathology , Herpes Simplex Virus Protein Vmw65/genetics , Herpes Simplex Virus Protein Vmw65/metabolism , Herpesvirus 1, Human/drug effects , Herpesvirus 1, Human/isolation & purification , Humans , Interferons/pharmacology , Interferons/therapeutic use , Octamer Transcription Factor-1/genetics , Octamer Transcription Factor-1/metabolism , Promoter Regions, Genetic , RNA Interference , RNA, Small Interfering/metabolism , Receptors, Mineralocorticoid/chemistry , Receptors, Mineralocorticoid/genetics , Transcriptional Activation/drug effects
2.
PLoS One ; 9(9): e107475, 2014.
Article in English | MEDLINE | ID: mdl-25216252

ABSTRACT

Genomic analysis of H. salinarum indicated that the de novo pathway for aromatic amino acid (AroAA) biosynthesis does not follow the classical pathway but begins from non-classical precursors, as is the case for M. jannaschii. The first two steps in the pathway were predicted to be carried out by genes OE1472F and OE1475F, while the 3rd step follows the canonical pathway involving gene OE1477R. The functions of these genes and their products were tested by biochemical and genetic methods. In this study, we provide evidence that supports the role of proteins OE1472F and OE1475F catalyzing consecutive enzymatic reactions leading to the production of 3-dehydroquinate (DHQ), after which AroAA production proceeds via the canonical pathway starting with the formation of DHS (dehydroshikimate), catalyzed by the product of ORF OE1477R. Nutritional requirements and AroAA uptake studies of the mutants gave results that were consistent with the proposed roles of these ORFs in AroAA biosynthesis. DNA microarray data indicated that the 13 genes of the canonical pathway appear to be utilised for AroAA biosynthesis in H. salinarum, as they are differentially expressed when cells are grown in medium lacking AroAA.


Subject(s)
Amino Acids, Aromatic/biosynthesis , Archaea/metabolism , Archaeal Proteins/genetics , Amino Acids, Aromatic/genetics , Archaea/genetics , Archaeal Proteins/biosynthesis , Gene Expression Regulation , Genome, Archaeal , Metabolic Networks and Pathways/genetics
3.
PLoS One ; 9(6): e98431, 2014.
Article in English | MEDLINE | ID: mdl-24901222

ABSTRACT

Vaccinia virus (VACV) is a large, cytoplasmic, double-stranded DNA virus that requires complex interactions with host proteins in order to replicate. To explore these interactions a functional high throughput small interfering RNA (siRNA) screen targeting 6719 druggable cellular genes was undertaken to identify host factors (HF) influencing the replication and spread of an eGFP-tagged VACV. The experimental design incorporated a low multiplicity of infection, thereby enhancing detection of cellular proteins involved in cell-to-cell spread of VACV. The screen revealed 153 pro- and 149 anti-viral HFs that strongly influenced VACV replication. These HFs were investigated further by comparisons with transcriptional profiling data sets and HFs identified in RNAi screens of other viruses. In addition, functional and pathway analysis of the entire screen was carried out to highlight cellular mechanisms involved in VACV replication. This revealed, as anticipated, that many pro-viral HFs are involved in translation of mRNA and, unexpectedly, suggested that a range of proteins involved in cellular transcriptional processes and several DNA repair pathways possess anti-viral activity. Multiple components of the AMPK complex were found to act as pro-viral HFs, while several septins, a group of highly conserved GTP binding proteins with a role in sequestering intracellular bacteria, were identified as strong anti-viral VACV HFs. This screen has identified novel and previously unexplored roles for cellular factors in poxvirus replication. This advancement in our understanding of the VACV life cycle provides a reliable knowledge base for the improvement of poxvirus-based vaccine vectors and development of anti-viral theraputics.


Subject(s)
Host-Pathogen Interactions/genetics , RNA Interference , RNA, Small Interfering/genetics , Vaccinia virus/physiology , Vaccinia/genetics , Vaccinia/virology , Virus Replication , Gene Expression Regulation , Gene Knockdown Techniques , High-Throughput Screening Assays , Humans , Reproducibility of Results , Signal Transduction , Transcription, Genetic , Vaccinia/metabolism
4.
PLoS Pathog ; 9(8): e1003514, 2013.
Article in English | MEDLINE | ID: mdl-23950709

ABSTRACT

Herpes simplex virus type 1 (HSV-1) is a neurotropic virus causing vesicular oral or genital skin lesions, meningitis and other diseases particularly harmful in immunocompromised individuals. To comprehensively investigate the complex interaction between HSV-1 and its host we combined two genome-scale screens for host factors (HFs) involved in virus replication. A yeast two-hybrid screen for protein interactions and a RNA interference (RNAi) screen with a druggable genome small interfering RNA (siRNA) library confirmed existing and identified novel HFs which functionally influence HSV-1 infection. Bioinformatic analyses found the 358 HFs were enriched for several pathways and multi-protein complexes. Of particular interest was the identification of Med23 as a strongly anti-viral component of the largely pro-viral Mediator complex, which links specific transcription factors to RNA polymerase II. The anti-viral effect of Med23 on HSV-1 replication was confirmed in gain-of-function gene overexpression experiments, and this inhibitory effect was specific to HSV-1, as a range of other viruses including Vaccinia virus and Semliki Forest virus were unaffected by Med23 depletion. We found Med23 significantly upregulated expression of the type III interferon family (IFN-λ) at the mRNA and protein level by directly interacting with the transcription factor IRF7. The synergistic effect of Med23 and IRF7 on IFN-λ induction suggests this is the major transcription factor for IFN-λ expression. Genotypic analysis of patients suffering recurrent orofacial HSV-1 outbreaks, previously shown to be deficient in IFN-λ secretion, found a significant correlation with a single nucleotide polymorphism in the IFN-λ3 (IL28b) promoter strongly linked to Hepatitis C disease and treatment outcome. This paper describes a link between Med23 and IFN-λ, provides evidence for the crucial role of IFN-λ in HSV-1 immune control, and highlights the power of integrative genome-scale approaches to identify HFs critical for disease progression and outcome.


Subject(s)
Genome, Human , Herpesvirus 1, Human/physiology , Interleukins/biosynthesis , Mediator Complex/biosynthesis , Up-Regulation , Virus Replication/physiology , Gene Deletion , HeLa Cells , Herpes Simplex/genetics , Herpes Simplex/immunology , Herpes Simplex/metabolism , Humans , Interferon Regulatory Factor-7/genetics , Interferon Regulatory Factor-7/immunology , Interferon Regulatory Factor-7/metabolism , Interferons , Interleukins/genetics , Interleukins/immunology , Mediator Complex/genetics , Mediator Complex/immunology , Polymorphism, Single Nucleotide , RNA Polymerase II/genetics , RNA Polymerase II/immunology , RNA Polymerase II/metabolism
5.
J Virol ; 87(12): 6943-54, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23596286

ABSTRACT

Varicella-zoster virus (VZV) is the etiological agent of chickenpox and shingles. Due to the virus's restricted host and cell type tropism and the lack of tools for VZV proteomics, it is one of the least-characterized human herpesviruses. We generated 251 monoclonal antibodies (MAbs) against 59 of the 71 (83%) currently known unique VZV proteins to characterize VZV protein expression in vitro and in situ. Using this new set of MAbs, 44 viral proteins were detected by Western blotting (WB) and indirect immunofluorescence (IF); 13 were detected by WB only, and 2 were detected by IF only. A large proportion of viral proteins was analyzed for the first time in the context of virus infection. Our study revealed the subcellular localization of 46 proteins, 14 of which were analyzed in detail by confocal microscopy. Seven viral proteins were analyzed in time course experiments and showed a cascade-like temporal gene expression pattern similar to those of other herpesviruses. Furthermore, selected MAbs tested positive on human skin lesions by using immunohistochemistry, demonstrating the wide applicability of the MAb collection. Finally, a significant portion of the VZV-specific antibodies reacted with orthologs of simian varicella virus (SVV), thus enabling the systematic analysis of varicella in a nonhuman primate model system. In summary, this study provides insight into the potential function of numerous VZV proteins and novel tools to systematically study VZV and SVV pathogenesis.


Subject(s)
Antibodies, Monoclonal/immunology , Herpesvirus 3, Human/metabolism , Viral Proteins/immunology , Viral Proteins/metabolism , Animals , Blotting, Western , Cell Line , Cell Line, Tumor , Chickenpox/virology , Epithelial Cells/virology , Fluorescent Antibody Technique, Indirect , Herpes Zoster/virology , Herpesvirus 3, Human/immunology , Humans , Mice , Mice, Inbred BALB C , Proteomics , Skin/immunology , Skin/virology
6.
Bioinformatics ; 27(19): 2707-13, 2011 Oct 01.
Article in English | MEDLINE | ID: mdl-21835772

ABSTRACT

MOTIVATION: Considerable attention has been directed in recent years toward the development of methods for the contextual analysis of expression data using interaction networks. Of particular interest has been the identification of active subnetworks by detecting regions enriched with differential expression. In contrast, however, very little effort has been made toward the application of comparable methods to other types of high-throughput data. RESULTS: Here, we propose a new method based on co-clustering that is specifically designed for the exploratory analysis of large-scale, RNAi-based functional screens. We demonstrate our approach by applying it to a genome-scale dataset aimed at identifying host factors of the human pathogen, hepatitis C virus (HCV). In addition to recovering known cellular modules relevant to HCV infection, the results enabled us to identify new candidates and formulate biological hypotheses regarding possible roles and mechanisms for a number of them. For example, our analysis indicated that HCV, similar to other enveloped viruses, exploits elements within the endosomal pathway in order to acquire a membrane and facilitate assembly and release. This echoed a number of recent studies which showed that the ESCRT-III complex is essential to productive infection. CONTACT: gonzalez@bio.ifi.lmu.de SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Gene Regulatory Networks , Hepacivirus/genetics , Hepatitis C/genetics , RNA Interference , Gene Expression Profiling , Genome , Humans
7.
PLoS Comput Biol ; 6(6): e1000799, 2010 Jun 03.
Article in English | MEDLINE | ID: mdl-20543878

ABSTRACT

Natronomonas pharaonis is an archaeon adapted to two extreme conditions: high salt concentration and alkaline pH. It has become one of the model organisms for the study of extremophilic life. Here, we present a genome-scale, manually curated metabolic reconstruction for the microorganism. The reconstruction itself represents a knowledge base of the haloalkaliphile's metabolism and, as such, would greatly assist further investigations on archaeal pathways. In addition, we experimentally determined several parameters relevant to growth, including a characterization of the biomass composition and a quantification of carbon and oxygen consumption. Using the metabolic reconstruction and the experimental data, we formulated a constraints-based model which we used to analyze the behavior of the archaeon when grown on a single carbon source. Results of the analysis include the finding that Natronomonas pharaonis, when grown aerobically on acetate, uses a carbon to oxygen consumption ratio that is theoretically near-optimal with respect to growth and energy production. This supports the hypothesis that, under simple conditions, the microorganism optimizes its metabolism with respect to the two objectives. We also found that the archaeon has a very low carbon efficiency of only about 35%. This inefficiency is probably due to a very low P/O ratio as well as to the other difficulties posed by its extreme environment.


Subject(s)
Genes, Bacterial , Halobacteriaceae/physiology , Models, Biological , Acetates/metabolism , Aerobiosis/physiology , Amino Acids/metabolism , Biomass , Carbon/metabolism , Computational Biology/methods , Halobacteriaceae/genetics , Halobacteriaceae/growth & development , Halobacteriaceae/metabolism , Linear Models , Metabolic Networks and Pathways/physiology
8.
PLoS Comput Biol ; 5(4): e1000332, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19401785

ABSTRACT

Halobacterium salinarum is a bioenergetically flexible, halophilic microorganism that can generate energy by respiration, photosynthesis, and the fermentation of arginine. In a previous study, using a genome-scale metabolic model, we have shown that the archaeon unexpectedly degrades essential amino acids under aerobic conditions, a behavior that can lead to the termination of growth earlier than necessary. Here, we further integratively investigate energy generation, nutrient utilization, and biomass production using an extended methodology that accounts for dynamically changing transport patterns, including those that arise from interactions among the supplied metabolites. Moreover, we widen the scope of our analysis to include phototrophic conditions to explore the interplay between different bioenergetic modes. Surprisingly, we found that cells also degrade essential amino acids even during phototropy, when energy should already be abundant. We also found that under both conditions considerable amounts of nutrients that were taken up were neither incorporated into the biomass nor used as respiratory substrates, implying the considerable production and accumulation of several metabolites in the medium. Some of these are likely the products of forms of overflow metabolism. In addition, our results also show that arginine fermentation, contrary to what is typically assumed, occurs simultaneously with respiration and photosynthesis and can contribute energy in levels that are comparable to the primary bioenergetic modes, if not more. These findings portray a picture that the organism takes an approach toward growth that favors the here and now, even at the cost of longer-term concerns. We believe that the seemingly "greedy" behavior exhibited actually consists of adaptations by the organism to its natural environments, where nutrients are not only irregularly available but may altogether be absent for extended periods that may span several years. Such a setting probably predisposed the cells to grow as much as possible when the conditions become favorable.


Subject(s)
Archaeal Proteins/metabolism , Energy Metabolism/physiology , Halobacterium salinarum/growth & development , Halobacterium salinarum/metabolism , Models, Biological , Systems Biology/methods , Computer Simulation
9.
Bioinformatics ; 24(10): 1257-63, 2008 May 15.
Article in English | MEDLINE | ID: mdl-18381403

ABSTRACT

MOTIVATION: A class of non-homology-based methods for protein function prediction relies on the assumption that genes linked to a phenotypic trait are preferentially conserved among organisms that share the trait. These methods typically compare pairs of binary strings, where one string encodes the phylogenetic distribution of a trait and the other of a protein. In this work, we extended the approach to automatically deal with continuous phenotypes. RESULTS: Rather than use a priori rules, which can be very subjective, to construct binary profiles from continuous phenotypes, we propose to systematically explore thresholds which can meaningfully separate the phenotype values. We illustrate our method by analyzing optimal growth temperatures, and demonstrate its usefulness by automatically retrieving genes which have been associated with thermophilic growth. We also apply the general approach, for the first time, to optimal growth pH, and make novel predictions. Finally, we show that our method can also be applied to other properties which may not be classically considered as phenotypes. Specifically, we studied correlations between genome size and the distribution of genes.


Subject(s)
Chromosome Mapping/methods , Evolution, Molecular , Linkage Disequilibrium/genetics , Phenotype , Phylogeny , Proteins/genetics , Quantitative Trait Loci/genetics , Conserved Sequence/genetics
10.
Extremophiles ; 12(2): 177-96, 2008 Mar.
Article in English | MEDLINE | ID: mdl-18278431

ABSTRACT

In spite of their common hypersaline environment, halophilic archaea are surprisingly different in their nutritional demands and metabolic pathways. The metabolic diversity of halophilic archaea was investigated at the genomic level through systematic metabolic reconstruction and comparative analysis of four completely sequenced species: Halobacterium salinarum, Haloarcula marismortui, Haloquadratum walsbyi, and the haloalkaliphile Natronomonas pharaonis. The comparative study reveals different sets of enzyme genes amongst halophilic archaea, e.g. in glycerol degradation, pentose metabolism, and folate synthesis. The carefully assessed metabolic data represent a reliable resource for future system biology approaches as it also links to current experimental data on (halo)archaea from the literature.


Subject(s)
Euryarchaeota/physiology , Folic Acid/biosynthesis , Genome, Archaeal/physiology , Glycerol/metabolism , Pentoses/metabolism
11.
Mol Biosyst ; 4(2): 148-59, 2008 Feb.
Article in English | MEDLINE | ID: mdl-18213408

ABSTRACT

We present a genome-scale metabolic reconstruction for the extreme halophile Halobacterium salinarum. The reconstruction represents a summary of the knowledge regarding the organism's metabolism, and has already led to new research directions and improved the existing annotation. We used the network for computational analysis and studied the aerobic growth of the organism using dynamic simulations in media with 15 available carbon and energy sources. Simulations resulted in predictions for the internal fluxes, which describe at the molecular level how the organism lives and grows. We found numerous indications that cells maximized energy production even at the cost of longer term concerns such as growth prospects. Simulations showed a very low carbon incorporation rate of only approximately 15%. All of the supplied nutrients were simultaneously degraded, unexpectedly including five which are essential. These initially surprising behaviors are likely adaptations of the organism to its natural environment where growth occurs in blooms. In addition, we also examined specific aspects of metabolism, including how each of the supplied carbon and energy sources is utilized. Finally, we investigated the consequences of the model assumptions and the network structure on the quality of the flux predictions.


Subject(s)
Halobacterium salinarum/metabolism , Models, Biological , Amino Acids/metabolism , Biomass , Genome, Archaeal/genetics , Halobacterium salinarum/genetics , Ribose/biosynthesis , Shikimic Acid/metabolism
12.
Bioinformatics ; 23(4): 480-6, 2007 Feb 15.
Article in English | MEDLINE | ID: mdl-17038344

ABSTRACT

MOTIVATION: High-throughput technologies now allow the acquisition of biological data, such as comprehensive biochemical time-courses at unprecedented rates. These temporal profiles carry topological and kinetic information regarding the biochemical network from which they were drawn. Retrieving this information will require systematic application of both experimental and computational methods. RESULTS: S-systems are non-linear mathematical approximative models based on the power-law formalism. They provide a general framework for the simulation of integrated biological systems exhibiting complex dynamics, such as genetic circuits, signal transduction and metabolic networks. We describe how the heuristic optimization technique simulated annealing (SA) can be effectively used for estimating the parameters of S-systems from time-course biochemical data. We demonstrate our methods using three artificial networks designed to simulate different network topologies and behavior. We then end with an application to a real biochemical network by creating a working model for the cadBA system in Escherichia coli. AVAILABILITY: The source code written in C++ is available at http://www.engg.upd.edu.ph/~naval/bioinformcode.html. All the necessary programs including the required compiler are described in a document archived with the source code. SUPPLEMENTARY INFORMATION: Supplementary material is available at Bioinformatics online.


Subject(s)
Gene Expression Profiling/methods , Models, Biological , Proteome/metabolism , Signal Transduction/physiology , Software , Biochemistry/methods , Computer Simulation
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