51
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Li S, Nakaya HI, Kazmin DA, Oh JZ, Pulendran B. Systems biological approaches to measure and understand vaccine immunity in humans. Semin Immunol 2013; 25:209-18. [PMID: 23796714 DOI: 10.1016/j.smim.2013.05.003] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2013] [Accepted: 05/09/2013] [Indexed: 02/01/2023]
Abstract
Recent studies have demonstrated the utility of using systems approaches to identify molecular signatures that can be used to predict vaccine immunity in humans. Such approaches are now being used extensively in vaccinology, and are beginning to yield novel insights about the molecular networks driving vaccine immunity. In this review, we present a broad review of the methodologies involved in these studies, and discuss the promise and challenges involved in this emerging field of "systems vaccinology."
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Affiliation(s)
- Shuzhao Li
- Emory Vaccine Center, Yerkes National Primate Research Center, 954 Gatewood Road, Atlanta, GA 30329, USA
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52
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Das P, Deng X, Zhang L, Roth MG, Fontoura BMA, Phillips MA, De Brabander JK. SAR Based Optimization of a 4-Quinoline Carboxylic Acid Analog with Potent Anti-Viral Activity. ACS Med Chem Lett 2013; 4:517-521. [PMID: 23930152 DOI: 10.1021/ml300464h] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
It is established that drugs targeting viral proteins are at risk of generating resistant strains. However, drugs targeting host factors can potentially avoid this problem. Herein we report structure-activity relationship studies leading to the discovery of a very potent lead compound 6-fluoro-2-(5-isopropyl-2-methyl-4-phenoxyphenyl)quinoline-4-carboxylic acid (C44) that inhibits human dihydroorotate dehydrogenase (DHODH) with an IC50 of 1 nM, and viral replication of VSV and WSN-Influenza with an EC50 of 2 nM and 41 nM. We also solved the X-ray structure of human DHODH bound to C44, providing structural insight into the potent inhibition of biaryl ether analogs of brequinar.
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Affiliation(s)
- Priyabrata Das
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Xiaoyi Deng
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Liang Zhang
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Michael G. Roth
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Beatriz M. A. Fontoura
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Margaret A. Phillips
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
| | - Jef K. De Brabander
- Department
of Biochemistry, ‡Department of Pharmacology, and §Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas,
Texas 75390, United States
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53
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Tripathi LP, Kambara H, Chen YA, Nishimura Y, Moriishi K, Okamoto T, Morita E, Abe T, Mori Y, Matsuura Y, Mizuguchi K. Understanding the Biological Context of NS5A–Host Interactions in HCV Infection: A Network-Based Approach. J Proteome Res 2013; 12:2537-51. [DOI: 10.1021/pr3011217] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Lokesh P. Tripathi
- National Institute of Biomedical Innovation, 7-6-8 Saito Asagi, Ibaraki,
Osaka, 567-0085, Japan
| | - Hiroto Kambara
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Yi-An Chen
- National Institute of Biomedical Innovation, 7-6-8 Saito Asagi, Ibaraki,
Osaka, 567-0085, Japan
| | - Yorihiro Nishimura
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Kohji Moriishi
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Toru Okamoto
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Eiji Morita
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Takayuki Abe
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Yoshio Mori
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Yoshiharu Matsuura
- Department of Molecular Virology,
Research Institute for Microbial Diseases, Osaka University, 3-1 Yamada-Oka, Suita, Osaka, 565-0871, Japan
| | - Kenji Mizuguchi
- National Institute of Biomedical Innovation, 7-6-8 Saito Asagi, Ibaraki,
Osaka, 567-0085, Japan
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamada-Oka, Suita, Osaka, 565-0871,
Japan
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54
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Sede M, Laufer N, Ojeda D, Gun A, Cahn P, Quarleri J. Analysis of sequences of hepatitis C virus NS5A genotype 1 in HIV-coinfected patients with a null response to nitazoxanide or peg-interferon plus ribavirin. Arch Virol 2013; 158:1907-15. [DOI: 10.1007/s00705-013-1687-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Accepted: 02/22/2013] [Indexed: 02/06/2023]
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55
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Kidane YH, Lawrence C, Murali TM. The landscape of host transcriptional response programs commonly perturbed by bacterial pathogens: towards host-oriented broad-spectrum drug targets. PLoS One 2013; 8:e58553. [PMID: 23516507 PMCID: PMC3596304 DOI: 10.1371/journal.pone.0058553] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2012] [Accepted: 02/07/2013] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND The emergence of drug-resistant pathogen strains and new infectious agents pose major challenges to public health. A promising approach to combat these problems is to target the host's genes or proteins, especially to discover targets that are effective against multiple pathogens, i.e., host-oriented broad-spectrum (HOBS) drug targets. An important first step in the discovery of such drug targets is the identification of host responses that are commonly perturbed by multiple pathogens. RESULTS In this paper, we present a methodology to identify common host responses elicited by multiple pathogens. First, we identified host responses perturbed by each pathogen using a gene set enrichment analysis of publicly available genome-wide transcriptional datasets. Then, we used biclustering to identify groups of host pathways and biological processes that were perturbed only by a subset of the analyzed pathogens. Finally, we tested the enrichment of each bicluster in human genes that are known drug targets, on the basis of which we elicited putative HOBS targets for specific groups of bacterial pathogens. We identified 84 up-regulated and three down-regulated statistically significant biclusters. Each bicluster contained a group of pathogens that commonly dysregulated a group of biological processes. We validated our approach by checking whether these biclusters correspond to known hallmarks of bacterial infection. Indeed, these biclusters contained biological process such as inflammation, activation of dendritic cells, pro- and anti- apoptotic responses and other innate immune responses. Next, we identified biclusters containing pathogens that infected the same tissue. After a literature-based analysis of the drug targets contained in these biclusters, we suggested new uses of the drugs Anakinra, Etanercept, and Infliximab for gastrointestinal pathogens Yersinia enterocolitica, Helicobacter pylori kx2 strain, and enterohemorrhagic Escherichia coli and the drug Simvastatin for hematopoietic pathogen Ehrlichia chaffeensis. CONCLUSIONS Using a combination of automated analysis of host-response gene expression data and manual study of the literature, we have been able to suggest host-oriented treatments for specific bacterial infections. The analyses and suggestions made in this study may be utilized to generate concrete hypothesis on which gene sets to probe further in the quest for HOBS drug targets for bacterial infections. All our results are available at the following supplementary website: http://bioinformatics.cs.vt.edu/ murali/supplements/2013-kidane-plos-one.
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Affiliation(s)
- Yared H. Kidane
- Genetics, Bioinformatics, and Computational Biology PhD Program, Virginia Tech, Blacksburg, Virginia, United States of America
| | - Christopher Lawrence
- Virginia Bioinformatics Institute, Virginia Tech, Blacksburg, Virginia, United States of America
- Department of Biology, Virginia Tech, Blacksburg, Virginia, United States of America
| | - T. M. Murali
- Department of Computer Science, Virginia Tech, Blacksburg, Virginia, United States of America
- ICTAS Center for Systems Biology of Engineered Tissues, Virginia Tech, Blacksburg, Virginia, United States of America
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56
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Han B, Zhang L, Feng M, Fang Y, Li J. An Integrated Proteomics Reveals Pathological Mechanism of Honeybee (Apis cerena) Sacbrood Disease. J Proteome Res 2013; 12:1881-97. [DOI: 10.1021/pr301226d] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Bin Han
- Institute of Apicultural Research/Key Laboratory of
Pollinating Insect Biology, Ministry of Agriculture, Chinese Academy of Agricultural Science, Beijing, China
| | - Lan Zhang
- Institute of Apicultural Research/Key Laboratory of
Pollinating Insect Biology, Ministry of Agriculture, Chinese Academy of Agricultural Science, Beijing, China
| | - Mao Feng
- Institute of Apicultural Research/Key Laboratory of
Pollinating Insect Biology, Ministry of Agriculture, Chinese Academy of Agricultural Science, Beijing, China
| | - Yu Fang
- Institute of Apicultural Research/Key Laboratory of
Pollinating Insect Biology, Ministry of Agriculture, Chinese Academy of Agricultural Science, Beijing, China
| | - Jianke Li
- Institute of Apicultural Research/Key Laboratory of
Pollinating Insect Biology, Ministry of Agriculture, Chinese Academy of Agricultural Science, Beijing, China
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57
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Ludewig B, Stein JV, Sharpe J, Cervantes-Barragan L, Thiel V, Bocharov G. A global "imaging'' view on systems approaches in immunology. Eur J Immunol 2013; 42:3116-25. [PMID: 23255008 DOI: 10.1002/eji.201242508] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2012] [Revised: 06/02/2012] [Accepted: 10/27/2012] [Indexed: 12/30/2022]
Abstract
The immune system exhibits an enormous complexity. High throughput methods such as the "-omic'' technologies generate vast amounts of data that facilitate dissection of immunological processes at ever finer resolution. Using high-resolution data-driven systems analysis, causal relationships between complex molecular processes and particular immunological phenotypes can be constructed. However, processes in tissues, organs, and the organism itself (so-called higher level processes) also control and regulate the molecular (lower level) processes. Reverse systems engineering approaches, which focus on the examination of the structure, dynamics and control of the immune system, can help to understand the construction principles of the immune system. Such integrative mechanistic models can properly describe, explain, and predict the behavior of the immune system in health and disease by combining both higher and lower level processes. Moving from molecular and cellular levels to a multiscale systems understanding requires the development of methodologies that integrate data from different biological levels into multiscale mechanistic models. In particular, 3D imaging techniques and 4D modeling of the spatiotemporal dynamics of immune processes within lymphoid tissues are central for such integrative approaches. Both dynamic and global organ imaging technologies will be instrumental in facilitating comprehensive multiscale systems immunology analyses as discussed in this review.
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Affiliation(s)
- Burkhard Ludewig
- Institute of Immunobiology, Kantonal Hospital St Gallen, St Gallen, Switzerland.
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58
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Du Y, Ye H, Gill T, Wang L, Guo F, Cuconati A, Guo JT, Block TM, Chang J, Xu X. N-Alkyldeoxynojirimycin derivatives with novel terminal tertiary amide substitution for treatment of bovine viral diarrhea virus (BVDV), Dengue, and Tacaribe virus infections. Bioorg Med Chem Lett 2013; 23:2172-6. [PMID: 23453839 DOI: 10.1016/j.bmcl.2013.01.108] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2012] [Revised: 01/17/2013] [Accepted: 01/22/2013] [Indexed: 11/25/2022]
Abstract
Novel N-alkyldeoxynojirimycins (NADNJs) with two hydrophobic groups attached to a nitrogen linker on the alkyl chain were designed. A novel NADNJ containing a terminal tertiary carboxamide moiety was discovered that was a potent inhibitor against BVDV. Further optimization resulted in a structurally more stable lead compound 24 with a submicromolar EC50 against BVDV, Dengue, and Tacaribe; and low cytotoxicity.
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Affiliation(s)
- Yanming Du
- Institute for Hepatitis and Virus Research, 3805 Old Easton Road, Doylestown, PA 18902, USA.
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59
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Jensen KJ, Garmaroudi FS, Zhang J, Lin J, Boroomand S, Zhang M, Luo Z, Yang D, Luo H, McManus BM, Janes KA. An ERK-p38 subnetwork coordinates host cell apoptosis and necrosis during coxsackievirus B3 infection. Cell Host Microbe 2013; 13:67-76. [PMID: 23332156 DOI: 10.1016/j.chom.2012.11.009] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2011] [Revised: 08/30/2012] [Accepted: 11/12/2012] [Indexed: 11/17/2022]
Abstract
The host response to a virus is determined by intracellular signaling pathways that are modified during infection. These pathways converge as networks and produce interdependent phenotypes, making it difficult to link virus-induced signals and responses at a systems level. Coxsackievirus B3 (CVB3) infection induces death of cardiomyocytes, causing tissue damage and virus dissemination, through incompletely characterized host cell signaling networks. We built a statistical model that quantitatively predicts cardiomyocyte responses from time-dependent measurements of phosphorylation events modified by CVB3. Model analysis revealed that CVB3-stimulated cytotoxicity involves tight coupling between the host ERK and p38 MAPK pathways, which are generally thought to control distinct cellular responses. The kinase ERK5 requires p38 kinase activity and inhibits apoptosis caused by CVB3 infection. By contrast, p38 indirectly promotes apoptosis via ERK1/2 inhibition but directly causes CVB3-induced necrosis. Thus, the cellular events governing pathogenesis are revealed when virus-host programs are monitored systematically and deconvolved mathematically.
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Affiliation(s)
- Karin J Jensen
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA 22908, USA
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60
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Computational design of host transcription-factors sets whose misregulation mimics the transcriptomic effect of viral infections. Sci Rep 2012; 2:1006. [PMID: 23256040 PMCID: PMC3525979 DOI: 10.1038/srep01006] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2012] [Accepted: 12/06/2012] [Indexed: 12/24/2022] Open
Abstract
The molecular mechanisms underlying viral pathogenesis are yet poorly understood owed to the large number of factors involved and the complexity of their interactions. Could we identify a minimal set of host transcription factors (TF) whose misregulation would result in the transcriptional profile characteristic of infected cells in absence of the virus? How many of such sets exist? Are all orthogonal or share critical TFs involved in specific biological functions? We have developed a computational methodology that uses a quantitative model of the transcriptional regulatory network (TRN) of Arabidopsis thaliana to explore the landscape of all possible re-engineered TRNs whose transcriptomic profiles mimic those observed in infected plants. We found core sets containing between six and 34 TFs, depending on the virus, whose in silico knockout or overexpression in the TRN resulted in transcriptional profiles that minimally deviate from those observed in infected plants.
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61
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Berard AR, Cortens JP, Krokhin O, Wilkins JA, Severini A, Coombs KM. Quantification of the host response proteome after mammalian reovirus T1L infection. PLoS One 2012; 7:e51939. [PMID: 23240068 PMCID: PMC3519901 DOI: 10.1371/journal.pone.0051939] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2012] [Accepted: 11/13/2012] [Indexed: 12/24/2022] Open
Abstract
All viruses are dependent upon host cells for replication. Infection can induce profound changes within cells, including apoptosis, morphological changes, and activation of signaling pathways. Many of these alterations have been analyzed by gene arrays to measure the cellular "transcriptome." We used SILAC (stable isotope labeling by amino acids in cell culture), combined with high-throughput 2-D HPLC/mass spectrometry, to determine relative quantitative differences in host proteins at 6 and 24 hours after infecting HEK293 cells with reovirus serotype 1 Lang (T1L). 3,076 host proteins were detected at 6 hpi, of which 132 and 68 proteins were significantly up or down regulated, respectively. 2,992 cellular proteins, of which 104 and 49 were up or down regulated, respectively, were identified at 24 hpi. IPA and DAVID analyses indicated proteins involved in cell death, cell growth factors, oxygen transport, cell structure organization and inflammatory defense response to virus were up-regulated, whereas proteins involved in apoptosis, isomerase activity, and metabolism were down-regulated. These proteins and pathways may be suitable targets for intervention to either attenuate virus infection or enhance oncolytic potential.
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Affiliation(s)
- Alicia R. Berard
- Department of Medical Microbiology, Faculty of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
- Manitoba Center for Proteomics and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - John P. Cortens
- Manitoba Center for Proteomics and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Oleg Krokhin
- Manitoba Center for Proteomics and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - John A. Wilkins
- Department of Medical Microbiology, Faculty of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
- Manitoba Center for Proteomics and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Alberto Severini
- Department of Medical Microbiology, Faculty of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
- National Microbiology Laboratory, Winnipeg, Manitoba, Canada
| | - Kevin M. Coombs
- Department of Medical Microbiology, Faculty of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
- Manitoba Center for Proteomics and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
- Manitoba Institute of Child Health, University of Manitoba, Winnipeg, Manitoba, Canada
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62
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Liu Y, Yin Q, Yuan Y, Yang W, Jiang C, Huang C. Infectomics Screening for Novel Antiviral Drug Targets. Drug Dev Res 2012. [PMCID: PMC7163650 DOI: 10.1002/ddr.21027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Copyright 2012 Wiley-Liss, Inc., A Wiley Company Infectomics, a novel way to globally and comprehensively understand the interactions between microbial pathogens and their hosts, has significantly expanded understanding of the microbial infections. The infectomics view of viral–host interactions on the viral perspective principally focuses on gene acquisition, deletion, and point mutation, while traditional antiviral drug discovery concentrates on viral encoding proteins. Recently, high‐throughput technologies, such as mass spectrometry‐based proteomics, activity‐based protein profiling, microarray analysis, yeast two‐hybrid assay, small interfering RNA screening, and micro RNA profiling, have been gradually employed in the research of virus–host interactions. Besides, signaling pathways and cellular processes involved in viral–host interactions provide new insights of infectomics in antiviral drug discovery. In this review, we summarize related infectomics approaches in the studies of virus–host interactions, which shed light on the development of novel antiviral drug targets screening.
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Affiliation(s)
- Yuan Liu
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
| | - Qi Yin
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
| | - Yao Yuan
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
| | - Wenyong Yang
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
| | - Chuangui Jiang
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
| | - Canhua Huang
- The State Key Laboratory of Biotherapy; West China Hospital, West China, Sichuan University; Chengdu; 610041; China
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63
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Towards an integrated molecular model of plant-virus interactions. Curr Opin Virol 2012; 2:719-24. [PMID: 23017245 DOI: 10.1016/j.coviro.2012.09.004] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2012] [Accepted: 09/07/2012] [Indexed: 11/22/2022]
Abstract
The application in recent years of network theory methods to the study of host-virus interactions is providing a new perspective to the way viruses manipulate the host to promote their own replication. An integrated molecular model of such pathosystems require three detailed maps describing, firstly, the interactions between viral elements, secondly, the interactions between host elements, and thirdly, the cross-interactions between viral and host elements. Here, we compile available information for Potyvirus infecting Arabidopsis thaliana. With an integrated model, it is possible to analyze the mode of virus action and how the perturbation of the virus targets propagates along the network. These studies suggest that viral pathogenicity results not only from the alteration of individual elements but it is a systemic property.
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64
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Arnold R, Boonen K, Sun MG, Kim PM. Computational analysis of interactomes: current and future perspectives for bioinformatics approaches to model the host-pathogen interaction space. Methods 2012; 57:508-18. [PMID: 22750305 PMCID: PMC7128575 DOI: 10.1016/j.ymeth.2012.06.011] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2012] [Revised: 06/20/2012] [Accepted: 06/21/2012] [Indexed: 11/05/2022] Open
Abstract
Bacterial and viral pathogens affect their eukaryotic host partly by interacting with proteins of the host cell. Hence, to investigate infection from a systems' perspective we need to construct complete and accurate host-pathogen protein-protein interaction networks. Because of the paucity of available data and the cost associated with experimental approaches, any construction and analysis of such a network in the near future has to rely on computational predictions. Specifically, this challenge consists of a number of sub-problems: First, prediction of possible pathogen interactors (e.g. effector proteins) is necessary for bacteria and protozoa. Second, the prospective host binding partners have to be determined and finally, the impact on the host cell analyzed. This review gives an overview of current bioinformatics approaches to obtain and understand host-pathogen interactions. As an application example of the methods covered, we predict host-pathogen interactions of Salmonella and discuss the value of these predictions as a prospective for further research.
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Affiliation(s)
- Roland Arnold
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada M5S 3E1
| | - Kurt Boonen
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada M5S 3E1
| | - Mark G.F. Sun
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada M5S 3E1
| | - Philip M. Kim
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada M5S 3E1
- Banting and Best Department of Medical Research, University of Toronto, Toronto, ON, Canada M5S 3E1
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada M5S 3E1
- Department of Computer Science, University of Toronto, Toronto, ON, Canada M5S 3E1
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65
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Rodrigo G, Carrera J, Ruiz-Ferrer V, del Toro FJ, Llave C, Voinnet O, Elena SF. A meta-analysis reveals the commonalities and differences in Arabidopsis thaliana response to different viral pathogens. PLoS One 2012; 7:e40526. [PMID: 22808182 PMCID: PMC3395709 DOI: 10.1371/journal.pone.0040526] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2011] [Accepted: 06/12/2012] [Indexed: 11/19/2022] Open
Abstract
Understanding the mechanisms by which plants trigger host defenses in response to viruses has been a challenging problem owing to the multiplicity of factors and complexity of interactions involved. The advent of genomic techniques, however, has opened the possibility to grasp a global picture of the interaction. Here, we used Arabidopsis thaliana to identify and compare genes that are differentially regulated upon infection with seven distinct (+)ssRNA and one ssDNA plant viruses. In the first approach, we established lists of genes differentially affected by each virus and compared their involvement in biological functions and metabolic processes. We found that phylogenetically related viruses significantly alter the expression of similar genes and that viruses naturally infecting Brassicaceae display a greater overlap in the plant response. In the second approach, virus-regulated genes were contextualized using models of transcriptional and protein-protein interaction networks of A. thaliana. Our results confirm that host cells undergo significant reprogramming of their transcriptome during infection, which is possibly a central requirement for the mounting of host defenses. We uncovered a general mode of action in which perturbations preferentially affect genes that are highly connected, central and organized in modules.
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Affiliation(s)
- Guillermo Rodrigo
- Instituto de Biología Molecular y Celular de Plantas, Consejo Superior de Investigaciones Científicas - Universidad Politécnica de Valencia, València, Spain
| | - Javier Carrera
- Instituto de Biología Molecular y Celular de Plantas, Consejo Superior de Investigaciones Científicas - Universidad Politécnica de Valencia, València, Spain
- Instituto ITACA, Universidad Politécnica de Valencia, València, Spain
| | | | | | - César Llave
- Centro de Investigaciones Biológicas, CSIC, Madrid, Spain
| | - Olivier Voinnet
- Institut de Biologie Moléculaire des Plantes, CNRS, Strasbourg, France
| | - Santiago F. Elena
- Instituto de Biología Molecular y Celular de Plantas, Consejo Superior de Investigaciones Científicas - Universidad Politécnica de Valencia, València, Spain
- Santa Fe Institute, Santa Fe, New Mexico, United States of America
- * E-mail:
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66
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Singh DD, Jain A. Multipurpose instantaneous microarray detection of acute encephalitis causing viruses and their expression profiles. Curr Microbiol 2012; 65:290-303. [PMID: 22674173 PMCID: PMC7080014 DOI: 10.1007/s00284-012-0154-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2012] [Accepted: 05/14/2012] [Indexed: 01/15/2023]
Abstract
Detection of multiple viruses is important for global analysis of gene or protein content and expression, opening up new prospects in terms of molecular and physiological systems for pathogenic diagnosis. Early diagnosis is crucial for disease treatment and control as it reduces inappropriate use of antiviral therapy and focuses surveillance activity. This requires the ability to detect and accurately diagnose infection at or close to the source/outbreak with minimum delay and the need for specific, accessible point-of-care diagnosis able to distinguish causative viruses and their subtypes. None of the available viral diagnostic assays combine a point-of-care format with the complex capability to identify a large range of human and animal viruses. Microarray detection provides a useful, labor-saving tool for detection of multiple viruses with several advantages, such as convenience and prevention of cross-contamination of polymerase chain reaction (PCR) products, which is of foremost importance in such applications. Recently, real-time PCR assays with the ability to confirm the amplification product and quantitate the target concentration have been developed. Furthermore, nucleotide sequence analysis of amplification products has facilitated epidemiological studies of infectious disease outbreaks and monitoring of treatment outcomes for infections, in particular for viruses that mutate at high frequency. This review discusses applications of microarray technology as a potential new tool for detection and identification of acute encephalitis-causing viruses in human serum, plasma, and cell cultures.
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Affiliation(s)
- Desh Deepak Singh
- Virology Laboratory, Department of Microbiology, C S M Medical University, Lucknow, UP 226003, India.
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67
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Isoflavone agonists of IRF-3 dependent signaling have antiviral activity against RNA viruses. J Virol 2012; 86:7334-44. [PMID: 22532686 DOI: 10.1128/jvi.06867-11] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
There is a growing need for novel antiviral therapies that are broad spectrum, effective, and not subject to resistance due to viral mutations. Using high-throughput screening methods, including computational docking studies and an interferon-stimulated gene 54 (ISG54)-luciferase reporter assay, we identified a class of isoflavone compounds that act as specific agonists of innate immune signaling pathways and cause activation of the interferon regulatory factor (IRF-3) transcription factor. The isoflavone compounds activated the ISG54 promoter, mediated nuclear translocation of IRF-3, and displayed highly potent activity against hepatitis C virus (HCV) and influenza virus. Additionally, these agonists efficiently activated IRF-3 in the presence of the HCV protease NS3-4A, which is known to blunt the host immune response. Furthermore, genomic studies showed that discrete innate immune pathways centered on IRF signaling were regulated following agonist treatment without causing global changes in host gene expression. Following treatment, the expression of only 64 cellular genes was significantly induced. This report provides the first evidence that innate immune pathways dependent on IRF-3 can be successfully targeted by small-molecule drugs for the development of novel broad-spectrum antiviral compounds.
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68
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Smith SB, Dampier W, Tozeren A, Brown JR, Magid-Slav M. Identification of common biological pathways and drug targets across multiple respiratory viruses based on human host gene expression analysis. PLoS One 2012; 7:e33174. [PMID: 22432004 PMCID: PMC3303816 DOI: 10.1371/journal.pone.0033174] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2011] [Accepted: 02/08/2012] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Pandemic and seasonal respiratory viruses are a major global health concern. Given the genetic diversity of respiratory viruses and the emergence of drug resistant strains, the targeted disruption of human host-virus interactions is a potential therapeutic strategy for treating multi-viral infections. The availability of large-scale genomic datasets focused on host-pathogen interactions can be used to discover novel drug targets as well as potential opportunities for drug repositioning. METHODS/RESULTS In this study, we performed a large-scale analysis of microarray datasets involving host response to infections by influenza A virus, respiratory syncytial virus, rhinovirus, SARS-coronavirus, metapneumonia virus, coxsackievirus and cytomegalovirus. Common genes and pathways were found through a rigorous, iterative analysis pipeline where relevant host mRNA expression datasets were identified, analyzed for quality and gene differential expression, then mapped to pathways for enrichment analysis. Possible repurposed drugs targets were found through database and literature searches. A total of 67 common biological pathways were identified among the seven different respiratory viruses analyzed, representing fifteen laboratories, nine different cell types, and seven different array platforms. A large overlap in the general immune response was observed among the top twenty of these 67 pathways, adding validation to our analysis strategy. Of the top five pathways, we found 53 differentially expressed genes affected by at least five of the seven viruses. We suggest five new therapeutic indications for existing small molecules or biological agents targeting proteins encoded by the genes F3, IL1B, TNF, CASP1 and MMP9. Pathway enrichment analysis also identified a potential novel host response, the Parkin-Ubiquitin Proteasomal System (Parkin-UPS) pathway, which is known to be involved in the progression of neurodegenerative Parkinson's disease. CONCLUSIONS Our study suggests that multiple and diverse respiratory viruses invoke several common host response pathways. Further analysis of these pathways suggests potential opportunities for therapeutic intervention.
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Affiliation(s)
- Steven B. Smith
- Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Computational Biology, Quantitative Sciences, GlaxoSmithKline, King of Prussia, Pennsylvania, United States of America
| | - William Dampier
- Center for Integrated Bioinformatics, Drexel University, Philadelphia, Pennsylvania, United States of America
| | - Aydin Tozeren
- Center for Integrated Bioinformatics, Drexel University, Philadelphia, Pennsylvania, United States of America
| | - James R. Brown
- Computational Biology, Quantitative Sciences, GlaxoSmithKline, Collegeville, Pennsylvania, United States of America
| | - Michal Magid-Slav
- Computational Biology, Quantitative Sciences, GlaxoSmithKline, King of Prussia, Pennsylvania, United States of America
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69
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Meyniel-Schicklin L, de Chassey B, André P, Lotteau V. Viruses and interactomes in translation. Mol Cell Proteomics 2012; 11:M111.014738. [PMID: 22371486 PMCID: PMC3394946 DOI: 10.1074/mcp.m111.014738] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
A decade of high-throughput screenings for intraviral and virus-host protein-protein interactions led to the accumulation of data and to the development of theories on laws governing interactome organization for many viruses. We present here a computational analysis of intraviral protein networks (EBV, FLUAV, HCV, HSV-1, KSHV, SARS-CoV, VACV, and VZV) and virus-host protein networks (DENV, EBV, FLUAV, HCV, and VACV) from up-to-date interaction data, using various mathematical approaches. If intraviral networks seem to behave similarly, they are clearly different from the human interactome. Viral proteins target highly central human proteins, which are precisely the Achilles' heel of the human interactome. The intrinsic structural disorder is a distinctive feature of viral hubs in virus-host interactomes. Overlaps between virus-host data sets identify a core of human proteins involved in the cellular response to viral infection and in the viral capacity to hijack the cell machinery for viral replication. Host proteins that are strongly targeted by a virus seem to be particularly attractive for other viruses. Such protein-protein interaction networks and their analysis represent a powerful resource from a therapeutic perspective.
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70
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Jilg N, Chung RT. Adding to the toolbox: receptor tyrosine kinases as potential targets in the treatment of hepatitis C. J Hepatol 2012; 56:282-4. [PMID: 21784050 DOI: 10.1016/j.jhep.2011.06.020] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2011] [Revised: 06/04/2011] [Accepted: 06/06/2011] [Indexed: 01/24/2023]
Affiliation(s)
- Nikolaus Jilg
- Gastrointestinal Unit, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
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71
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Ebola virion attachment and entry into human macrophages profoundly effects early cellular gene expression. PLoS Negl Trop Dis 2011; 5:e1359. [PMID: 22028943 PMCID: PMC3196478 DOI: 10.1371/journal.pntd.0001359] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2011] [Accepted: 09/01/2011] [Indexed: 11/19/2022] Open
Abstract
Zaire ebolavirus (ZEBOV) infections are associated with high lethality in primates. ZEBOV primarily targets mononuclear phagocytes, which are activated upon infection and secrete mediators believed to trigger initial stages of pathogenesis. The characterization of the responses of target cells to ZEBOV infection may therefore not only further understanding of pathogenesis but also suggest possible points of therapeutic intervention. Gene expression profiles of primary human macrophages exposed to ZEBOV were determined using DNA microarrays and quantitative PCR to gain insight into the cellular response immediately after cell entry. Significant changes in mRNA concentrations encoding for 88 cellular proteins were observed. Most of these proteins have not yet been implicated in ZEBOV infection. Some, however, are inflammatory mediators known to be elevated during the acute phase of disease in the blood of ZEBOV-infected humans. Interestingly, the cellular response occurred within the first hour of Ebola virion exposure, i.e. prior to virus gene expression. This observation supports the hypothesis that virion binding or entry mediated by the spike glycoprotein (GP(1,2)) is the primary stimulus for an initial response. Indeed, ZEBOV virions, LPS, and virus-like particles consisting of only the ZEBOV matrix protein VP40 and GP(1,2) (VLP(VP40-GP)) triggered comparable responses in macrophages, including pro-inflammatory and pro-apoptotic signals. In contrast, VLP(VP40) (particles lacking GP(1,2)) caused an aberrant response. This suggests that GP(1,2) binding to macrophages plays an important role in the immediate cellular response.
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72
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Acosta-Leal R, Duffy S, Xiong Z, Hammond RW, Elena SF. Advances in plant virus evolution: translating evolutionary insights into better disease management. PHYTOPATHOLOGY 2011; 101:1136-48. [PMID: 21554186 DOI: 10.1094/phyto-01-11-0017] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Recent studies in plant virus evolution are revealing that genetic structure and behavior of virus and viroid populations can explain important pathogenic properties of these agents, such as host resistance breakdown, disease severity, and host shifting, among others. Genetic variation is essential for the survival of organisms. The exploration of how these subcellular parasites generate and maintain a certain frequency of mutations at the intra- and inter-host levels is revealing novel molecular virus-plant interactions. They emphasize the role of host environment in the dynamic genetic composition of virus populations. Functional genomics has identified host factors that are transcriptionally altered after virus infections. The analyses of these data by means of systems biology approaches are uncovering critical plant genes specifically targeted by viruses during host adaptation. Also, a next-generation resequencing approach of a whole virus genome is opening new avenues to study virus recombination and the relationships between intra-host virus composition and pathogenesis. Altogether, the analyzed data indicate that systematic disruption of some specific parameters of evolving virus populations could lead to more efficient ways of disease prevention, eradication, or tolerable virus-plant coexistence.
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73
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Elena SF, Carrera J, Rodrigo G. A systems biology approach to the evolution of plant-virus interactions. CURRENT OPINION IN PLANT BIOLOGY 2011; 14:372-377. [PMID: 21458360 DOI: 10.1016/j.pbi.2011.03.013] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2011] [Revised: 03/01/2011] [Accepted: 03/09/2011] [Indexed: 05/30/2023]
Abstract
Omic approaches to the analysis of plant-virus interactions are becoming increasingly popular. These types of data, in combination with models of interaction networks, will aid in revealing not only host components that are important for the virus life cycle, but also general patterns about the way in which different viruses manipulate host regulation of gene expression for their own benefit and possible mechanisms by which viruses evade host defenses. Here, we review studies identifying host genes regulated by viruses and discuss how these genes integrate in host regulatory and interaction networks, with a particular focus on the physical properties of these networks.
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Affiliation(s)
- Santiago F Elena
- Instituto de Biología Molecular y Celular de Plantas, CSIC-UPV, Ingeniero Fausto Elio s/n, 46022 València, Spain.
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74
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Ramírez-Boo M, Núnez E, Jorge I, Navarro P, Fernandes LT, Segalés J, Garrido JJ, Vázquez J, Moreno Á. Quantitative proteomics by 2-DE, 16O/18O labelling and linear ion trap mass spectrometry analysis of lymph nodes from piglets inoculated by porcine circovirus type 2. Proteomics 2011; 11:3452-69. [DOI: 10.1002/pmic.201000610] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2010] [Revised: 05/18/2011] [Accepted: 05/30/2011] [Indexed: 12/13/2022]
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75
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Lee SMY, Gai WW, Cheung TKW, Peiris JSM. Antiviral effect of a selective COX-2 inhibitor on H5N1 infection in vitro. Antiviral Res 2011; 91:330-4. [PMID: 21798291 DOI: 10.1016/j.antiviral.2011.07.011] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2011] [Revised: 06/23/2011] [Accepted: 07/11/2011] [Indexed: 12/12/2022]
Abstract
A selective cyclooxygenase-2 (COX-2) inhibitor has been previously shown to suppress the hyper-induced pro-inflammatory responses in H5N1 infected primary human cells. Here, we demonstrate that COX-2 inhibitors suppress H5N1 virus replication in human macrophages suggesting that H5N1 virus replication (more so than seasonal H1N1 virus) is dependent on activation of COX-2 dependent signaling pathways in host cells. COX-2 and its downstream signaling pathways deserve detailed investigation as a novel therapeutic target for treatment of H5N1 disease.
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Affiliation(s)
- Suki M Y Lee
- Department of Microbiology, The University of Hong Kong, Hong Kong, China.
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76
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77
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Structural principles within the human-virus protein-protein interaction network. Proc Natl Acad Sci U S A 2011; 108:10538-43. [PMID: 21680884 DOI: 10.1073/pnas.1101440108] [Citation(s) in RCA: 99] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
General properties of the antagonistic biomolecular interactions between viruses and their hosts (exogenous interactions) remain poorly understood, and may differ significantly from known principles governing the cooperative interactions within the host (endogenous interactions). Systems biology approaches have been applied to study the combined interaction networks of virus and human proteins, but such efforts have so far revealed only low-resolution patterns of host-virus interaction. Here, we layer curated and predicted 3D structural models of human-virus and human-human protein complexes on top of traditional interaction networks to reconstruct the human-virus structural interaction network. This approach reveals atomic resolution, mechanistic patterns of host-virus interaction, and facilitates systematic comparison with the host's endogenous interactions. We find that exogenous interfaces tend to overlap with and mimic endogenous interfaces, thereby competing with endogenous binding partners. The endogenous interfaces mimicked by viral proteins tend to participate in multiple endogenous interactions which are transient and regulatory in nature. While interface overlap in the endogenous network results largely from gene duplication followed by divergent evolution, viral proteins frequently achieve interface mimicry without any sequence or structural similarity to an endogenous binding partner. Finally, while endogenous interfaces tend to evolve more slowly than the rest of the protein surface, exogenous interfaces--including many sites of endogenous-exogenous overlap--tend to evolve faster, consistent with an evolutionary "arms race" between host and pathogen. These significant biophysical, functional, and evolutionary differences between host-pathogen and within-host protein-protein interactions highlight the distinct consequences of antagonism versus cooperation in biological networks.
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78
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Prussia A, Thepchatri P, Snyder JP, Plemper RK. Systematic approaches towards the development of host-directed antiviral therapeutics. Int J Mol Sci 2011; 12:4027-52. [PMID: 21747723 PMCID: PMC3131607 DOI: 10.3390/ijms12064027] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2011] [Revised: 06/03/2011] [Accepted: 06/03/2011] [Indexed: 12/11/2022] Open
Abstract
Since the onset of antiviral therapy, viral resistance has compromised the clinical value of small-molecule drugs targeting pathogen components. As intracellular parasites, viruses complete their life cycle by hijacking a multitude of host-factors. Aiming at the latter rather than the pathogen directly, host-directed antiviral therapy has emerged as a concept to counteract evolution of viral resistance and develop broad-spectrum drug classes. This approach is propelled by bioinformatics analysis of genome-wide screens that greatly enhance insights into the complex network of host-pathogen interactions and generate a shortlist of potential gene targets from a multitude of candidates, thus setting the stage for a new era of rational identification of drug targets for host-directed antiviral therapies. With particular emphasis on human immunodeficiency virus and influenza virus, two major human pathogens, we review screens employed to elucidate host-pathogen interactions and discuss the state of database ontology approaches applicable to defining a therapeutic endpoint. The value of this strategy for drug discovery is evaluated, and perspectives for bioinformatics-driven hit identification are outlined.
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Affiliation(s)
- Andrew Prussia
- Department of Chemistry, Emory University, Atlanta, GA 30322, USA; E-Mails: (A.P.); (J.P.S.)
- Emory Institute for Drug Discovery (EIDD), Emory University, Atlanta, GA 30322, USA
| | - Pahk Thepchatri
- Department of Chemistry, Emory University, Atlanta, GA 30322, USA; E-Mails: (A.P.); (J.P.S.)
- Emory Institute for Drug Discovery (EIDD), Emory University, Atlanta, GA 30322, USA
- Authors to whom correspondence should be addressed; E-Mails: (P.T.); (R.K.P.); Tel.: +1-404-593-0547 (P.T.); +1-404-727-1605 (R.K.P.); Fax: +1-404-727-9223 (P.T.); +1-404-727-9223 (R.K.P.)
| | - James P. Snyder
- Department of Chemistry, Emory University, Atlanta, GA 30322, USA; E-Mails: (A.P.); (J.P.S.)
- Emory Institute for Drug Discovery (EIDD), Emory University, Atlanta, GA 30322, USA
| | - Richard K. Plemper
- Department of Pediatrics, Emory University, Atlanta, GA 30322, USA
- Children’s Healthcare of Atlanta, Atlanta, GA 30322, USA
- Authors to whom correspondence should be addressed; E-Mails: (P.T.); (R.K.P.); Tel.: +1-404-593-0547 (P.T.); +1-404-727-1605 (R.K.P.); Fax: +1-404-727-9223 (P.T.); +1-404-727-9223 (R.K.P.)
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79
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Host cell protein C9orf69 promotes viral proliferation via interaction with HSV-1 UL25 protein. Virol Sin 2011; 26:171-80. [PMID: 21667337 DOI: 10.1007/s12250-011-3179-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2010] [Accepted: 04/06/2011] [Indexed: 01/12/2023] Open
Abstract
In light of the scarcity of reports on the interaction between HSV-1 nucleocapsid protein UL25 and its host cell proteins, the purpose of this study is to use yeast two-hybrid screening to search for cellular proteins that can interact with the UL25 protein. C9orf69, a protein of unknown function was identified. The interaction between the two proteins under physiological conditions was also confirmed by biological experiments including co-localization by fluorescence and immunoprecipitation. A preliminary study of the function of C9orf69 showed that it promotes viral proliferation. Further studies showed that C9orf69 did not influence viral multiplication efficiency by transcriptional regulation of viral genes, but indirectly promoted proliferation via interaction with UL25.
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80
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Wuchty S, Siwo GH, Ferdig MT. Shared molecular strategies of the malaria parasite P. falciparum and the human virus HIV-1. Mol Cell Proteomics 2011; 10:M111.009035. [PMID: 21586753 DOI: 10.1074/mcp.m111.009035] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We augmented existing computationally predicted and experimentally determined interactions with evolutionarily conserved interactions between proteins of the malaria parasite, P. falciparum, and the human host. In a validation step, we found that conserved interacting host-parasite protein pairs were specifically expressed in host tissues where both the parasite and host proteins are known to be active. We compared host-parasite interactions with experimentally verified interactions between human host proteins and a very different pathogen, HIV-1. Both pathogens were found to use their protein repertoire in a combinatorial manner, providing a broad connection to host cellular processes. Specifically, the two biologically distinct pathogens predominately target central proteins to take control of a human host cell, effectively reaching into diversified cellular host cellular functions. Interacting signaling pathways and a small set of regulatory and signaling proteins were prime targets of both pathogens, suggesting remarkably similar patterns of host-pathogen interactions despite the vast biological differences of both pathogens. Such an identification of shared molecular strategies by the virus HIV-1 and the eukaryotic intracellular pathogen P. falciparum may allow us to illuminate new avenues of disease intervention.
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Affiliation(s)
- Stefan Wuchty
- National Center of Biotechnology Information, National Institutes of Health, Bethesda, MD 20892, USA.
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81
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Potent host-directed small-molecule inhibitors of myxovirus RNA-dependent RNA-polymerases. PLoS One 2011; 6:e20069. [PMID: 21603574 PMCID: PMC3095640 DOI: 10.1371/journal.pone.0020069] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2011] [Accepted: 04/15/2011] [Indexed: 12/19/2022] Open
Abstract
Therapeutic targeting of host cell factors required for virus replication rather than of pathogen components opens new perspectives to counteract virus infections. Anticipated advantages of this approach include a heightened barrier against the development of viral resistance and a broadened pathogen target spectrum. Myxoviruses are predominantly associated with acute disease and thus are particularly attractive for this approach since treatment time can be kept limited. To identify inhibitor candidates, we have analyzed hit compounds that emerged from a large-scale high-throughput screen for their ability to block replication of members of both the orthomyxovirus and paramyxovirus families. This has returned a compound class with broad anti-viral activity including potent inhibition of different influenza virus and paramyxovirus strains. After hit-to-lead chemistry, inhibitory concentrations are in the nanomolar range in the context of immortalized cell lines and human PBMCs. The compound shows high metabolic stability when exposed to human S-9 hepatocyte subcellular fractions. Antiviral activity is host-cell species specific and most pronounced in cells of higher mammalian origin, supporting a host-cell target. While the compound induces a temporary cell cycle arrest, host mRNA and protein biosynthesis are largely unaffected and treated cells maintain full metabolic activity. Viral replication is blocked at a post-entry step and resembles the inhibition profile of a known inhibitor of viral RNA-dependent RNA-polymerase (RdRp) activity. Direct assessment of RdRp activity in the presence of the reagent reveals strong inhibition both in the context of viral infection and in reporter-based minireplicon assays. In toto, we have identified a compound class with broad viral target range that blocks host factors required for viral RdRp activity. Viral adaptation attempts did not induce resistance after prolonged exposure, in contrast to rapid adaptation to a pathogen-directed inhibitor of RdRp activity.
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82
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Kahn RE, Clouser DF, Richt JA. Emerging infections: a tribute to the one medicine, one health concept. Zoonoses Public Health 2011; 56:407-28. [PMID: 19486315 DOI: 10.1111/j.1863-2378.2009.01255.x] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Events in the last decade have taught us that we are now, more than ever, vulnerable to fatal zoonotic diseases such as those caused by haemorrhagic fever viruses, influenza, rabies and BSE/vCJD. Future research activities should focus on solutions to these problems arising at the interface between animals and humans. A 4-fold classification of emerging zoonoses was proposed: Type 1: from wild animals to humans (Hanta); Type 1 plus: from wild animals to humans with further human-to-human transmission (AIDS); Type 2: from wild animals to domestic animals to humans (Avian flu) and Type 2 plus: from wild animals to domestic animals to humans, with further human-to-human transmission (Severe Acute Respiratory Syndrome, SARS). The resulting holistic approach to emerging infections links microbiology, veterinary medicine, human medicine, ecology, public health and epidemiology. As emerging 'new' respiratory viruses are identified in many wild and domestic animals, issues of interspecies transmission have become of increasing concern. The development of safe and effective human and veterinary vaccines is a priority. For example, the spread of different influenza viruses has stimulated influenza vaccine development, just as the spread of Ebola and Marburg viruses has led to new approaches to filovirus vaccines. Interdisciplinary collaboration has become essential because of the convergence of human disease, animal disease and a common approach to biosecurity. High containment pathogens pose a significant threat to public health systems, as well as a major research challenge, because of limited experience in case management, lack of appropriate resources in affected areas and a limited number of animal research facilities in developed countries. Animal models that mimic certain diseases are key elements for understanding the underlying mechanisms of disease pathogenesis, as well as for the development and efficacy testing of therapeutics and vaccines. An updated veterinary curriculum is essential to empower future graduates to work in an international environment, applying international standards for disease surveillance, veterinary public health, food safety and animal welfare.
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Affiliation(s)
- R E Kahn
- Avian Flu Action, Warrington, Cheshire, UK
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83
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Rigid amphipathic fusion inhibitors, small molecule antiviral compounds against enveloped viruses. Proc Natl Acad Sci U S A 2010; 107:17339-44. [PMID: 20823220 DOI: 10.1073/pnas.1010026107] [Citation(s) in RCA: 127] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Antiviral drugs targeting viral proteins often result in prompt selection for resistance. Moreover, the number of viral targets is limited. Novel antiviral targets are therefore needed. The unique characteristics of fusion between virion envelopes and cell membranes may provide such targets. Like all fusing bilayers, viral envelopes locally adopt hourglass-shaped stalks during the initial stages of fusion, a process that requires local negative membrane curvature. Unlike cellular vesicles, however, viral envelopes do not redistribute lipids between leaflets, can only use the energy released by virion proteins, and fuse to the extracellular leaflets of cell membranes. Enrichment in phospholipids with hydrophilic heads larger than their hydrophobic tails in the convex outer leaflet of vesicles favors positive curvature, therefore increasing the activation energy barrier for fusion. Such phospholipids can increase the activation barrier beyond the energy provided by virion proteins, thereby inhibiting viral fusion. However, phospholipids are not pharmacologically useful. We show here that a family of synthetic rigid amphiphiles of shape similar to such phospholipids, RAFIs (rigid amphipathic fusion inhibitors), inhibit the infectivity of several otherwise unrelated enveloped viruses, including hepatitis C and HSV-1 and -2 (lowest apparent IC(50) 48 nM), with no cytotoxic or cytostatic effects (selectivity index > 3,000) by inhibiting the increased negative curvature required for the initial stages of fusion.
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84
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Abstract
Although maps of intracellular interactions are increasingly well characterized, little is known about large-scale maps of host-pathogen protein interactions. The investigation of host-pathogen interactions can reveal features of pathogenesis and provide a foundation for the development of drugs and disease prevention strategies. A compilation of experimentally verified interactions between HIV-1 and human proteins and a set of HIV-dependency factors (HDF) allowed insights into the topology and intricate interplay between viral and host proteins on a large scale. We found that targeted and HDF proteins appear predominantly in rich-clubs, groups of human proteins that are strongly intertwined among each other. These assemblies of proteins may serve as an infection gateway, allowing the virus to take control of the human host by reaching protein pathways and diversified cellular functions in a pronounced and focused way. Particular transcription factors and protein kinases facilitate indirect interactions between HDFs and viral proteins. Discerning the entanglement of directly targeted and indirectly interacting proteins may uncover molecular and functional sites that can provide novel perspectives on the progression of HIV infection and highlight new avenues to fight this virus.
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Affiliation(s)
- Stefan Wuchty
- National Center of Biotechnology Information, National Institutes of Health, Bethesda, Maryland, USA.
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85
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Bocharov G, Züst R, Cervantes-Barragan L, Luzyanina T, Chiglintsev E, Chereshnev VA, Thiel V, Ludewig B. A systems immunology approach to plasmacytoid dendritic cell function in cytopathic virus infections. PLoS Pathog 2010; 6:e1001017. [PMID: 20661432 PMCID: PMC2908624 DOI: 10.1371/journal.ppat.1001017] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2010] [Accepted: 06/23/2010] [Indexed: 11/19/2022] Open
Abstract
Plasmacytoid dendritic cell (pDC)-mediated protection against cytopathic virus infection involves various molecular, cellular, tissue-scale, and organism-scale events. In order to better understand such multiscale interactions, we have implemented a systems immunology approach focusing on the analysis of the structure, dynamics and operating principles of virus-host interactions which constrain the initial spread of the pathogen. Using high-resolution experimental data sets coming from the well-described mouse hepatitis virus (MHV) model, we first calibrated basic modules including MHV infection of its primary target cells, i.e. pDCs and macrophages (Mphis). These basic building blocks were used to generate and validate an integrative mathematical model for in vivo infection dynamics. Parameter estimation for the system indicated that on a per capita basis, one infected pDC secretes sufficient type I IFN to protect 10(3) to 10(4) Mphis from cytopathic viral infection. This extremely high protective capacity of pDCs secures the spleen's capability to function as a 'sink' for the virus produced in peripheral organs such as the liver. Furthermore, our results suggest that the pDC population in spleen ensures a robust protection against virus variants which substantially down-modulate IFN secretion. However, the ability of pDCs to protect against severe disease caused by virus variants exhibiting an enhanced liver tropism and higher replication rates appears to be rather limited. Taken together, this systems immunology analysis suggests that antiviral therapy against cytopathic viruses should primarily limit viral replication within peripheral target organs.
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Affiliation(s)
- Gennady Bocharov
- Institute of Numerical Mathematics, Russian Academy of Sciences, Moscow, Russia
| | - Roland Züst
- Institute of Immunobiology, Kantonal Hospital St. Gallen, St. Gallen, Switzerland
| | | | - Tatyana Luzyanina
- Institute of Mathematical Problems in Biology, Russian Academy of Sciences, Pushchino, Russia
| | | | - Valery A. Chereshnev
- Institute of Immunology and Physiology, Ural Branch of the Russian Academy of Sciences, Ekaterinburg, Russia
| | - Volker Thiel
- Institute of Immunobiology, Kantonal Hospital St. Gallen, St. Gallen, Switzerland
- VetSuisse Faculty, University of Zurich, Zurich, Switzerland
- * E-mail: (BL); (VT)
| | - Burkhard Ludewig
- Institute of Immunobiology, Kantonal Hospital St. Gallen, St. Gallen, Switzerland
- VetSuisse Faculty, University of Zurich, Zurich, Switzerland
- * E-mail: (BL); (VT)
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86
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Doolittle JM, Gomez SM. Structural similarity-based predictions of protein interactions between HIV-1 and Homo sapiens. Virol J 2010; 7:82. [PMID: 20426868 PMCID: PMC2877021 DOI: 10.1186/1743-422x-7-82] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2010] [Accepted: 04/28/2010] [Indexed: 01/05/2023] Open
Abstract
Background In the course of infection, viruses such as HIV-1 must enter a cell, travel to sites where they can hijack host machinery to transcribe their genes and translate their proteins, assemble, and then leave the cell again, all while evading the host immune system. Thus, successful infection depends on the pathogen's ability to manipulate the biological pathways and processes of the organism it infects. Interactions between HIV-encoded and human proteins provide one means by which HIV-1 can connect into cellular pathways to carry out these survival processes. Results We developed and applied a computational approach to predict interactions between HIV and human proteins based on structural similarity of 9 HIV-1 proteins to human proteins having known interactions. Using functional data from RNAi studies as a filter, we generated over 2000 interaction predictions between HIV proteins and 406 unique human proteins. Additional filtering based on Gene Ontology cellular component annotation reduced the number of predictions to 502 interactions involving 137 human proteins. We find numerous known interactions as well as novel interactions showing significant functional relevance based on supporting Gene Ontology and literature evidence. Conclusions Understanding the interplay between HIV-1 and its human host will help in understanding the viral lifecycle and the ways in which this virus is able to manipulate its host. The results shown here provide a potential set of interactions that are amenable to further experimental manipulation as well as potential targets for therapeutic intervention.
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Affiliation(s)
- Janet M Doolittle
- Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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87
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De Backer P, De Waele D, Van Speybroeck L. Ins and outs of systems biology vis-à-vis molecular biology: continuation or clear cut? Acta Biotheor 2010; 58:15-49. [PMID: 19855930 DOI: 10.1007/s10441-009-9089-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2008] [Accepted: 09/17/2009] [Indexed: 01/24/2023]
Abstract
The comprehension of living organisms in all their complexity poses a major challenge to the biological sciences. Recently, systems biology has been proposed as a new candidate in the development of such a comprehension. The main objective of this paper is to address what systems biology is and how it is practised. To this end, the basic tools of a systems biological approach are explored and illustrated. In addition, it is questioned whether systems biology 'revolutionizes' molecular biology and 'transcends' its assumed reductionism. The strength of this claim appears to depend on how molecular and systems biology are characterised and on how reductionism is interpreted. Doing credit to molecular biology and to methodological reductionism, it is argued that the distinction between molecular and systems biology is gradual rather than sharp. As such, the classical challenge in biology to manage, interpret and integrate biological data into functional wholes is further intensified by systems biology's use of modelling and bioinformatics, and by its scale enlargement.
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Affiliation(s)
- Philippe De Backer
- VIB, Department of Molecular Genetics/Department of Plant Systems Biology, Ghent University, Technologiepark 927, 9052 Ghent, Belgium
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88
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Genomic Approaches to the Host Response to Pathogens. ESSENTIALS OF GENOMIC AND PERSONALIZED MEDICINE 2010. [PMCID: PMC7149829 DOI: 10.1016/b978-0-12-374934-5.00057-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
The need to better understand host–pathogen interactions has risen with the expansion in genomics and related technologies. This chapter focuses on two aspects of the host response to pathogens where major advances are being made using genomic approaches. The availability of complete genomic sequences of an expanding number of pathogens, the human and mouse genome sequences, and the advent of genome-wide genotyping and gene expression profiling has opened up new avenues of investigation in the field. The genotype of the pathogen plays a major role in the response of the host to infection with more virulent pathogenic strains possessing the capability to interfere with the host immune response. In addition, different individuals in a population can have very different responses to a genetically identical pathogen. Part of the differential response is governed by the underlying genetic differences between individuals. The advent of genome-wide genotyping using single nucleotide polymorphisms or microsatellite markers is leading to major advances in molecular epidemiology. The future impact of genomic approaches on the development of diagnostics and therapeutics is discussed for infectious diseases. This includes defining the basis of genetic susceptibility to infection and system-wide molecular response to a pathogen.
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89
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Tripathi LP, Kataoka C, Taguwa S, Moriishi K, Mori Y, Matsuura Y, Mizuguchi K. Network based analysis of hepatitis C virus Core and NS4B protein interactions. MOLECULAR BIOSYSTEMS 2010; 6:2539-53. [DOI: 10.1039/c0mb00103a] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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90
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Abstract
BACKGROUND Chimpanzees have been widely used in hepatitis C virus (HCV) research, but their endangered status and high financial and ethical costs have prompted a closer review. METHODS One hundred and nine articles published in 1998-2007 were analyzed for the number of chimpanzees involved, experimental procedures, objectives and other relevant issues. RESULTS The articles described the use of 852 chimpanzees, but accounting for likely multiple uses, the number of individual chimpanzees involved here is estimated to be approximately 500. Most articles addressed immunology and inoculation studies. A significant portion of studies lasted for several months or years. Approximately one half of the individual chimpanzees were each used in 2-10 studies. CONCLUSIONS Significant financial and scientific resources have been expended in these chimpanzee HCV studies. Discussion addresses troublesome questions presented by some of the reviewed articles, including statistical validity, repeatability, and biological relevance of this model. These concerns merit attention as future approaches to HCV research and research priorities are considered.
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91
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Elazar M, Liu M, McKenna SA, Liu P, Gehrig EA, Puglisi JD, Rossignol JF, Glenn JS. The anti-hepatitis C agent nitazoxanide induces phosphorylation of eukaryotic initiation factor 2alpha via protein kinase activated by double-stranded RNA activation. Gastroenterology 2009; 137:1827-35. [PMID: 19664635 DOI: 10.1053/j.gastro.2009.07.056] [Citation(s) in RCA: 84] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2008] [Revised: 06/28/2009] [Accepted: 07/23/2009] [Indexed: 12/02/2022]
Abstract
BACKGROUND & AIMS New therapies are needed to treat patients infected with hepatitis C virus (HCV), a major worldwide cause of chronic liver disease. Nitazoxanide (NTZ), originally used to treat cryptosporidiosis infection, recently was shown to have unexpected antiviral activity in the HCV replicon system and in chronically infected patients. A pilot clinical study suggested that NTZ can augment the antiviral effect of interferon (IFN), although the molecular basis for its effect was unknown. METHODS We analyzed the effects of NTZ on the regulation of eukaryotic initiation factor-2alpha (eIF2alpha) and its IFN-induced kinase, protein kinase activated by double-stranded RNA (PKR), in cells that support HCV RNA replication and in vitro biochemical assays. RESULTS NTZ increased eIF2alpha phosphorylation, a modification known to mediate host cell antiviral defenses. The addition of IFN to cell cultures increased NTZ-induced eIF2alpha phosphorylation. NTZ also increased PKR phosphorylation. In vitro, NTZ promoted PKR autophosphorylation, a key step in activating PKR's kinase activity for eIF2alpha. Finally, NTZ-induced eIF2alpha phosphorylation was reduced in the presence of specific inhibitors of PKR autophosphorylation. CONCLUSIONS An important mechanism of NTZ's action involves activation of PKR, a key kinase that regulates the cell's innate antiviral response. These observations could explain the clinical antiviral effect of NTZ. NTZ might represent a new class of small molecules capable of potentiating and recapitulating important antiviral effects of IFN.
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Affiliation(s)
- Menashe Elazar
- Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Palo Alto, California, USA
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92
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Tisoncik JR, Belisle SE, Diamond DL, Korth MJ, Katze MG. Is systems biology the key to preventing the next pandemic? Future Virol 2009; 4:553-561. [PMID: 20352075 DOI: 10.2217/fvl.09.53] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Sporadic outbreaks of epizootics including SARS coronavirus and H5N1 avian influenza remind us of the potential for communicable diseases to quickly spread into worldwide epidemics. To confront emerging viral threats, nations have implemented strategies to prepare for pandemics and to control virus spread. Despite improved surveillance and quarantine measures, we find ourselves in the midst of a H1N1 influenza pandemic. Effective therapeutics and vaccines are essential to protect against current and future pandemics. The best route to effective therapeutics and vaccines is through a detailed and global view of virus-host interactions that can be achieved using a systems biology approach. Here, we provide our perspective on the role of systems biology in deepening our understanding of virus-host interactions and in improving drug and vaccine development. We offer examples from influenza virus research, as well as from research on other pandemics of our time - HIV/AIDS and HCV - to demonstrate that systems biology offers one possible key to stopping the cycle of viral pandemics.
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Affiliation(s)
- Jennifer R Tisoncik
- University of Washington, Department of Microbiology, Seattle, WA 98195-8070, USA, Tel.: +1 206 732 6120
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93
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Yoon JJ, Krumm SA, Ndungu JM, Hoffman V, Bankamp B, Rota PA, Sun A, Snyder JP, Plemper RK. Target analysis of the experimental measles therapeutic AS-136A. Antimicrob Agents Chemother 2009; 53:3860-70. [PMID: 19528268 PMCID: PMC2737882 DOI: 10.1128/aac.00503-09] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2009] [Revised: 05/19/2009] [Accepted: 06/08/2009] [Indexed: 01/06/2023] Open
Abstract
No effective therapeutic is currently in place for improved case management of severe measles or the rapid control of outbreaks. Through high-throughput screening, we recently identified a novel small-molecule class that potently blocks activity of the measles virus (MeV) RNA-dependent RNA polymerase (RdRp) complex in transient replicon assays. However, the nature of the block in RdRp activity and the physical target of the compound remained elusive. Through real-time reverse transcription-PCR analysis, we demonstrate that the lead compound AS-136A blocks viral RNA synthesis in the context of an infection. Adaptation of different MeV strains to growth in the presence of the compound identified three candidate hot spots for resistance that are located in conserved domains of the viral polymerase (L protein) subunit of the RdRp complex. Rebuilding of individual mutations in RdRp-driven reporter assays and recombinant MeV traced the molecular basis for resistance to specific mutations in L. Mutations responsible for resistance cluster in the immediate vicinity of the proposed catalytic center for phosphodiester bond formation and neighboring conserved domains of L, providing support for effective inhibition of a paramyxovirus RdRp complex through interaction of a nonnucleoside small-molecule inhibitor with the L protein. Resistance mutations are located in regions of L that are fully conserved among viral isolates, and recombinant MeV harboring individual resistance mutations show some delay in the onset of viral growth in vitro. Taken together, these data support the hypothesis that acquiring mutations in these L domains may reduce virus fitness.
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Affiliation(s)
- Jeong-Joong Yoon
- Department of Pediatrics, Emory University School of Medicine and Children's Healthcare of Atlanta, Atlanta, GA 30322, USA
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94
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Peng X, Chan EY, Li Y, Diamond DL, Korth MJ, Katze MG. Virus-host interactions: from systems biology to translational research. Curr Opin Microbiol 2009; 12:432-8. [PMID: 19576841 DOI: 10.1016/j.mib.2009.06.003] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2009] [Revised: 06/02/2009] [Accepted: 06/04/2009] [Indexed: 11/19/2022]
Abstract
Research embracing systems biology approaches and careful analysis of the critical host response has greatly expanded our understanding of infectious diseases. First-generation studies based on genomics and proteomics have made significant progress in establishing the foundation for network-based investigations on virus-host interactions. More recently, data from complementary high-throughput technologies, such as siRNA and microRNA screens and next-generation sequencing, are augmenting systems level analyses and are providing a more detailed and insightful multidimensional view of virus-host networks. Together with advances in data integration, systems biology approaches now have the potential to provide profound impacts on translational research, leading to the more rapid development of new therapeutics and vaccines for infectious diseases. In this review, we highlight new high-throughput technologies, a new philosophy for studying virus-host interactions, and discuss the potential of systems biology to facilitate bench-to-bedside research and create novel strategies to combat disease. Can we save the world using these approaches? Read on.
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Affiliation(s)
- Xinxia Peng
- Department of Microbiology, University of Washington, Seattle, WA 98195-8070, USA
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95
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Li WB, Zhu J, Hart B, Sui B, Weng K, Chang S, Geiger R, Torremorell M, Mileham A, Gladney C, Mellancamp MA, Li L, Yunus A, Goldblatt M, Kinch MS. Identification of PTCH1 requirement for influenza virus using random homozygous gene perturbation. Am J Transl Res 2009; 1:259-266. [PMID: 19956436 PMCID: PMC2776324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2009] [Accepted: 04/10/2009] [Indexed: 05/28/2023]
Abstract
Influenza infection remains a leading cause of infectious disease-mediated morbidity and mortality. Accumulating evidence indicates that most variants of seasonal and pandemic influenza have developed resistance to conventional therapies. Such information has spawned new interest in identifying novel approaches to target influenza. Our laboratories have been developing a new strategy of Host-Oriented Therapeutics, which seeks to target host molecules in a safe and effective manner that prevents the virus from causing disease. Using an improved discovery technology, Random Homozygous Gene Perturbation (RHGP), we identified the PTCH1 protein as an essential host target that critically controls influenza virus infection. We further demonstrated that targeted intervention against PTCH1 using antibodies or siRNA decreases influenza infection. Finally, we demonstrated the involvement of PTCH1 in influenza infection outside of the laboratory by showing that genetic variations of PTCH1 relate to decreased disease morbidity in the field. Altogether, these findings have important implications for the development of novel, host-directed therapeutics to improve influenza disease management.
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Affiliation(s)
- Wu-Bo Li
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Jie Zhu
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Brit Hart
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Baoquan Sui
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Ke Weng
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Shaojing Chang
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | | | | | | | | | - Martha A. Mellancamp
- Genus plcHendersonville, TN 37075, USA
- Currently at Ralco Nutrition IncMarshall, MN, USA
| | - Limin Li
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Abdul Yunus
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Michael Goldblatt
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
| | - Michael S. Kinch
- Functional Genetics, Inc.708 Quince Orchard Road, Gaithersburg, MD 20878, USA
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Sui B, Bamba D, Weng K, Ung H, Chang S, Van Dyke J, Goldblatt M, Duan R, Kinch MS, Li WB. The use of Random Homozygous Gene Perturbation to identify novel host-oriented targets for influenza. Virology 2009; 387:473-81. [PMID: 19327807 DOI: 10.1016/j.virol.2009.02.046] [Citation(s) in RCA: 65] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2009] [Revised: 02/12/2009] [Accepted: 02/20/2009] [Indexed: 12/20/2022]
Abstract
Conventional approaches for therapeutic targeting of viral pathogens have consistently faced obstacles arising from the development of resistant strains and a lack of broad-spectrum application. Influenza represents a particularly problematic therapeutic challenge since high viral mutation rates have often confounded many conventional antivirals. Newly emerging or engineered strains of influenza represent an even greater threat as typified by recent interest in avian subtypes of influenza. Based on the limitations associated with targeting virally-encoded molecules, we have taken an orthogonal approach of targeting host pathways in a manner that prevents viral propagation or spares the host from virus-mediated pathogenicity. To this end, we report herein the application of an improved technology for target discovery, Random Homozygous Gene Perturbation (RHGP), to identify host-oriented targets that are well-tolerated in normal cells but that prevent influenza-mediated killing of host cells. Improvements in RHGP facilitated a thorough screening of the entire genome, both for overexpression or loss of expression, to identify targets that render host cells resistant to influenza infection. We identify a set of host-oriented targets that prevent influenza killing of host cells and validate these targets using multiple approaches. These studies provide further support for a new paradigm to combat viral disease and demonstrate the power of RHGP to identify novel targets and mechanisms.
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Affiliation(s)
- Baoquan Sui
- Functional Genetics, Inc., Gaithersburg, MD 20878, USA
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97
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Metabolite profiling studies in Saccharomyces cerevisiae: an assisting tool to prioritize host targets for antiviral drug screening. Microb Cell Fact 2009; 8:12. [PMID: 19183481 PMCID: PMC2658664 DOI: 10.1186/1475-2859-8-12] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2008] [Accepted: 01/30/2009] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND The cellular proteins Pat1p, Lsm1p, and Dhh1p are required for the replication of some positive-strand viruses and therefore are potential targets for new antiviral drugs. To prioritize host targets for antiviral drug screening a comparative metabolome analysis in Saccharomyces cerevisiae reference strain BY4742 Matalpha his3Delta1 leu2Delta0 lys2Delta0 ura3Delta0 and deletion strains pat1Delta, lsm1Delta and dhh1Delta was performed. RESULTS GC/MS analysis permitted the quantification of 47 polar metabolites and the identification of 41 of them. Metabolites with significant variation between the strains were identified using partial least squares to latent structures discriminate analysis (PLS-DA). The analysis revealed least differences of pat1Delta to the reference strain as characterized by Euclidian distance of normalized peak areas. The growth rate and specific production rates of ethanol and glycerol were also most similar with this strain. CONCLUSION From these results we hypothesize that the human analog of yeast Pat1p is most likely the best drug target candidate.
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98
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Frieman M, Baric R. Mechanisms of severe acute respiratory syndrome pathogenesis and innate immunomodulation. Microbiol Mol Biol Rev 2008; 72:672-85, Table of Contents. [PMID: 19052324 PMCID: PMC2593566 DOI: 10.1128/mmbr.00015-08] [Citation(s) in RCA: 88] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The modulation of the immune response is a common practice of many highly pathogenic viruses. The emergence of the highly pathogenic coronavirus severe acute respiratory virus (SARS-CoV) serves as a robust model system to elucidate the virus-host interactions that mediate severe end-stage lung disease in humans and animals. Coronaviruses encode the largest positive-sense RNA genome of approximately 30 kb, encode a variety of replicase and accessory open reading frames that are structurally unique, and encode novel enzymatic functions among RNA viruses. These viruses have broad or specific host ranges, suggesting the possibility of novel strategies for targeting and regulating host innate immune responses following virus infection. Using SARS-CoV as a model, we review the current literature on the ability of coronaviruses to interact with and modify the host intracellular environment during infection. These studies are revealing a rich set of novel viral proteins that engage, modify, and/or disrupt host cell signaling and nuclear import machinery for the benefit of virus replication.
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Affiliation(s)
- Matthew Frieman
- University of North Carolina, 210 McGaveran-Greenberg Hall, CB 7435, Chapel Hill, NC 27599, USA
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99
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Abstract
A proteome-wide mapping of interactions between hepatitis C virus (HCV) and human proteins was performed to provide a comprehensive view of the cellular infection. A total of 314 protein-protein interactions between HCV and human proteins was identified by yeast two-hybrid and 170 by literature mining. Integration of this data set into a reconstructed human interactome showed that cellular proteins interacting with HCV are enriched in highly central and interconnected proteins. A global analysis on the basis of functional annotation highlighted the enrichment of cellular pathways targeted by HCV. A network of proteins associated with frequent clinical disorders of chronically infected patients was constructed by connecting the insulin, Jak/STAT and TGFbeta pathways with cellular proteins targeted by HCV. CORE protein appeared as a major perturbator of this network. Focal adhesion was identified as a new function affected by HCV, mainly by NS3 and NS5A proteins.
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100
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Navratil V, de Chassey B, Meyniel L, Delmotte S, Gautier C, André P, Lotteau V, Rabourdin-Combe C. VirHostNet: a knowledge base for the management and the analysis of proteome-wide virus-host interaction networks. Nucleic Acids Res 2008; 37:D661-8. [PMID: 18984613 PMCID: PMC2686459 DOI: 10.1093/nar/gkn794] [Citation(s) in RCA: 130] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Infectious diseases caused by viral agents kill millions of people every year. The improvement of prevention and treatment of viral infections and their associated diseases remains one of the main public health challenges. Towards this goal, deciphering virus-host molecular interactions opens new perspectives to understand the biology of infection and for the design of new antiviral strategies. Indeed, modelling of an infection network between viral and cellular proteins will provide a conceptual and analytic framework to efficiently formulate new biological hypothesis at the proteome scale and to rationalize drug discovery. Therefore, we present the first release of VirHostNet (Virus-Host Network), a public knowledge base specialized in the management and analysis of integrated virus-virus, virus-host and host-host interaction networks coupled to their functional annotations. VirHostNet integrates an extensive and original literature-curated dataset of virus-virus and virus-host interactions (2671 non-redundant interactions) representing more than 180 distinct viral species and one of the largest human interactome (10,672 proteins and 68,252 non-redundant interactions) reconstructed from publicly available data. The VirHostNet Web interface provides appropriate tools that allow efficient query and visualization of this infected cellular network. Public access to the VirHostNet knowledge-based system is available at http://pbildb1.univ-lyon1.fr/virhostnet.
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Affiliation(s)
- Vincent Navratil
- Université de Lyon, INRA, UMR754, Ecole Nationale Vétérinaire de Lyon, INSERM, U851, 21 avenue Tony Garnier, Lyon, F-69007, France.
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