1
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Leng F, Mei S, Zhou X, Liu X, Yuan Y, Xu W, Hao C, Guo R, Hao C, Li W, Zhang P. DVsc: An Automated Framework for Efficiently Detecting Viral Infection from Single-cell Transcriptomics Data. GENOMICS, PROTEOMICS & BIOINFORMATICS 2024; 22:qzad007. [PMID: 39215426 PMCID: PMC12016032 DOI: 10.1093/gpbjnl/qzad007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 11/13/2023] [Accepted: 12/15/2023] [Indexed: 09/04/2024]
Abstract
Single-cell RNA sequencing (scRNA-seq) has emerged as a valuable tool for studying cellular heterogeneity in various fields, particularly in virological research. By studying the viral and cellular transcriptomes, the dynamics of viral infection can be investigated at a single-cell resolution. However, limited studies have been conducted to investigate whether RNA transcripts from clinical samples contain substantial amounts of viral RNAs, and a specific computational framework for efficiently detecting viral reads based on scRNA-seq data has not been developed. Hence, we introduce DVsc, an open-source framework for precise quantitative analysis of viral infection from single-cell transcriptomics data. When applied to approximately 200 diverse clinical samples that were infected by more than 10 different viruses, DVsc demonstrated high accuracy in systematically detecting viral infection across a wide array of cell types. This innovative bioinformatics pipeline could be crucial for addressing the potential effects of surreptitiously invading viruses on certain illnesses, as well as for designing novel medicines to target viruses in specific host cell subsets and evaluating the efficacy of treatment. DVsc supports the FASTQ format as an input and is compatible with multiple single-cell sequencing platforms. Moreover, it could also be applied to sequences from bulk RNA sequencing data. DVsc is available at http://62.234.32.33:5000/DVsc.
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Affiliation(s)
- Fei Leng
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Song Mei
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Xiaolin Zhou
- Institute of Biomedical Engineering, University of Toronto, Toronto, M5S 3G9, Canada
| | - Xuanshi Liu
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Yefeng Yuan
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Wenjian Xu
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Chongyi Hao
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Ruolan Guo
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Chanjuan Hao
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Wei Li
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
| | - Peng Zhang
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute; MOE Key Laboratory of Major Diseases in Children; Rare Disease Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
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2
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Evers P, Pezacki JP. Unraveling Complex MicroRNA Signaling Pathways with Activity‐Based Protein Profiling to Guide Therapeutic Discovery**. Isr J Chem 2023. [DOI: 10.1002/ijch.202200088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- Parrish Evers
- Department of Chemistry and Biomolecular Sciences University of Ottawa 150 Louis-Pasteur Pvt. K1N 6N5 Ottawa Canada
| | - John Paul Pezacki
- Department of Chemistry and Biomolecular Sciences University of Ottawa 150 Louis-Pasteur Pvt. K1N 6N5 Ottawa Canada
- Department of Biochemistry Microbiology, and Immunology University of Ottawa 451 Smyth Rd. K1H 8M5 Ottawa Canada
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3
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Ćwilichowska N, Świderska KW, Dobrzyń A, Drąg M, Poręba M. Diagnostic and therapeutic potential of protease inhibition. Mol Aspects Med 2022; 88:101144. [PMID: 36174281 DOI: 10.1016/j.mam.2022.101144] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 07/20/2022] [Accepted: 09/09/2022] [Indexed: 12/14/2022]
Abstract
Proteases are enzymes that hydrolyze peptide bonds in proteins and peptides; thus, they control virtually all biological processes. Our understanding of protease function has advanced considerably from nonselective digestive enzymes to highly specialized molecular scissors that orchestrate complex signaling networks through a limited proteolysis. The catalytic activity of proteases is tightly regulated at several levels, ranging from gene expression through trafficking and maturation to posttranslational modifications. However, when this delicate balance is disturbed, many diseases develop, including cancer, inflammatory disorders, diabetes, and neurodegenerative diseases. This new understanding of the role of proteases in pathologic physiology indicates that these enzymes represent excellent molecular targets for the development of therapeutic inhibitors, as well as for the design of chemical probes to visualize their redundant activity. Recently, numerous platform technologies have been developed to identify and optimize protease substrates and inhibitors, which were further used as lead structures for the development of chemical probes and therapeutic drugs. Due to this considerable success, the clinical potential of proteases in therapeutics and diagnostics is rapidly growing and is still not completely explored. Therefore, small molecules that can selectively target aberrant protease activity are emerging in diseases cells. In this review, we describe modern trends in the design of protease drugs as well as small molecule activity-based probes to visualize selected proteases in clinical settings.
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Affiliation(s)
- Natalia Ćwilichowska
- Department of Chemical Biology and Bioimaging, Faculty of Chemistry, Wroclaw University of Science and Technology, Wyb, Wyspianskiego 27, 50-370, Wroclaw, Poland
| | - Karolina W Świderska
- Department of Chemical Biology and Bioimaging, Faculty of Chemistry, Wroclaw University of Science and Technology, Wyb, Wyspianskiego 27, 50-370, Wroclaw, Poland
| | - Agnieszka Dobrzyń
- Nencki Institute of Experimental Biology, Ludwika Pasteura 3, 02-093, Warsaw, Poland
| | - Marcin Drąg
- Department of Chemical Biology and Bioimaging, Faculty of Chemistry, Wroclaw University of Science and Technology, Wyb, Wyspianskiego 27, 50-370, Wroclaw, Poland.
| | - Marcin Poręba
- Department of Chemical Biology and Bioimaging, Faculty of Chemistry, Wroclaw University of Science and Technology, Wyb, Wyspianskiego 27, 50-370, Wroclaw, Poland.
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4
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Faucher F, Bennett JM, Bogyo M, Lovell S. Strategies for Tuning the Selectivity of Chemical Probes that Target Serine Hydrolases. Cell Chem Biol 2020; 27:937-952. [PMID: 32726586 PMCID: PMC7484133 DOI: 10.1016/j.chembiol.2020.07.008] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Revised: 07/06/2020] [Accepted: 07/08/2020] [Indexed: 02/08/2023]
Abstract
Serine hydrolases comprise a large family of enzymes that have diverse roles in key cellular processes, such as lipid metabolism, cell signaling, and regulation of post-translation modifications of proteins. They are also therapeutic targets for multiple human pathologies, including viral infection, diabetes, hypertension, and Alzheimer disease; however, few have well-defined substrates and biological functions. Activity-based probes (ABPs) have been used as effective tools to both profile activity and screen for selective inhibitors of serine hydrolases. One broad-spectrum ABP containing a fluorophosphonate electrophile has been used extensively to advance our understanding of diverse serine hydrolases. Due to the success of this single reagent, several robust chemistries have been developed to further diversify and tune the selectivity of ABPs used to target serine hydrolases. In this review, we highlight approaches to identify selective serine hydrolase ABPs and suggest new synthetic methodologies that could be applied to further advance probe development.
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Affiliation(s)
- Franco Faucher
- Department of Chemistry, Stanford University, Stanford, CA 94305, USA
| | - John M Bennett
- Department of Chemistry, Stanford University, Stanford, CA 94305, USA
| | - Matthew Bogyo
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA.
| | - Scott Lovell
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA.
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5
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Bilodeau DA, Margison KD, Ahmed N, Strmiskova M, Sherratt AR, Pezacki JP. Optimized aqueous Kinugasa reactions for bioorthogonal chemistry applications. Chem Commun (Camb) 2020; 56:1988-1991. [PMID: 31960852 DOI: 10.1039/c9cc09473c] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Kinugasa reactions hold potential for bioorthogonal chemistry in that the reagents can be biocompatible. Unlike other bioorthogonal reaction products, β-lactams are potentially reactive, which can be useful for synthesizing new biomaterials. A limiting factor for applications consists of slow reaction rates. Herein, we report an optimized aqueous copper(i)-catalyzed alkyne-nitrone cycloaddition involving rearrangement (CuANCR) with rate accelerations made possible by the use of surfactant micelles. We have investigated the factors that accelerate the aqueous CuANCR reaction and demonstrate enhanced modification of a model membrane-associated peptide. We discovered that lipids/surfactants and alkyne structure have a significant impact on the reaction rate, with biological lipids and electron-poor alkynes showing greater reactivity. These new findings have implications for the use of CuANCR for modifying integral membrane proteins as well as live cell labelling and other bioorthogonal applications.
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Affiliation(s)
- Didier A Bilodeau
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario K1N 6N5, Canada.
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6
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Sun Y, Zheng Q, Wang Y, Pang Z, Liu J, Yin Z, Lou Z. Activity-Based Protein Profiling Identifies ATG4B as a Key Host Factor for Enterovirus 71 Proliferation. J Virol 2019; 93:e01092-19. [PMID: 31554687 PMCID: PMC6880168 DOI: 10.1128/jvi.01092-19] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Accepted: 09/18/2019] [Indexed: 01/11/2023] Open
Abstract
Virus-encoded proteases play diverse roles in the efficient replication of enterovirus 71 (EV71), which is the causative agent of human hand, foot, and mouth disease (HFMD). However, it is unclear how host proteases affect viral proliferation. Here, we designed activity-based probes (ABPs) based on an inhibitor of the main EV71 protease (3Cpro), which is responsible for the hydrolysis of the EV71 polyprotein, and successfully identified host candidates that bind to the ABPs. Among the candidates, the host cysteine protease autophagy-related protein 4 homolog B (ATG4B), a key component of the autophagy machinery, was demonstrated to hydrolytically process the substrate of EV71 3Cpro and had activity comparable to that of the viral protease. Genetic disruption of ATG4B confirmed that the enzyme is indispensable for viral proliferation in vivo Our results not only further the understanding of host-virus interactions in EV71 biology but also provide a sample for the usage of activity-based proteomics to reveal host-pathogen interactions.IMPORTANCE Enterovirus 71 (EV71), one of the major pathogens of human HFMD, has caused outbreaks worldwide. How EV71 efficiently assesses its life cycle with elaborate interactions with multiple host factors remains to be elucidated. In this work, we deconvoluted that the host ATG4B protein processes the viral polyprotein with its cysteine protease activity and helps EV71 replicate through a chemical biology strategy. Our results not only further the understanding of the EV71 life cycle but also provide a sample for the usage of activity-based proteomics to reveal host-pathogen interactions.
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Affiliation(s)
- Yang Sun
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
| | - Qizhen Zheng
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
| | - Yaxin Wang
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
- School of Life Science, Tianjin University, Tianjin, China
| | - Zhengyuan Pang
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
- Department of Molecular Medicine, The Scripps Research Institute, La Jolla, California, USA
| | - Jingwei Liu
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
| | - Zheng Yin
- Center of Basic Molecular Science, Department of Chemistry, Tsinghua University, Beijing, China
| | - Zhiyong Lou
- Collaborative Innovation Center of Biotherapy, School of Medicine, Tsinghua University, Beijing, China
- MOE Key Laboratory of Protein Science, School of Medicine, Tsinghua University, Beijing, China
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7
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Host Cell Proteases: Cathepsins. ACTIVATION OF VIRUSES BY HOST PROTEASES 2018. [PMCID: PMC7123490 DOI: 10.1007/978-3-319-75474-1_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Cathepsins are proteolytic enzymes with a broad spectrum of substrates. They are known to reside within endo-lysosomes where they acquire optimal conditions for proteolytic activity and substrate cleavage. However, cathepsins have been detected in locations other than the canonical compartments of the endocytotic pathway. They are often secreted from cells in either proteolytically inactive proform or as mature and active enzyme; this may happen in both physiological and pathological conditions. Moreover, cytosolic and nuclear forms of cathepsins have been described and are currently an emerging field of research aiming at understanding their functions in such unexpected cellular locations. This chapter summarizes the canonical pathways of biosynthesis and transport of cathepsins in healthy cells. We further describe how cathepsins can reach unexpected locations such as the extracellular space or the cytosol and the nuclear matrix. No matter where viruses and cathepsins encounter, several outcomes can be perceived. Thus, scenarios are discussed on how cathepsins may support virus entry into host cells, involve in viral fusion factor and polyprotein processing in different host cell compartments, or help in packaging of viral particles during maturation. It is of note to mention that this review is not meant to comprehensively cover the present literature on viruses encountering cathepsins but rather illustrates, on some representative examples, the possible roles of cathepsins in replication of viruses and in the course of disease.
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8
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McBride AA. The Promise of Proteomics in the Study of Oncogenic Viruses. Mol Cell Proteomics 2017; 16:S65-S74. [PMID: 28104704 DOI: 10.1074/mcp.o116.065201] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 01/16/2016] [Indexed: 12/30/2022] Open
Abstract
Oncogenic viruses are responsible for about 15% human cancers. This article explores the promise and challenges of viral proteomics in the study of the oncogenic human DNA viruses, HPV, McPyV, EBV and KSHV. These viruses have coevolved with their hosts and cause persistent infections. Each virus encodes oncoproteins that manipulate key cellular pathways to promote viral replication and evade the host immune response. Viral proteomics can identify cellular pathways perturbed by viral infection, identify cellular proteins that are crucial for viral persistence and oncogenesis, and identify important diagnostic and therapeutic targets.
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Affiliation(s)
- Alison A McBride
- From the ‡Laboratory of Viral Diseases, National Institute of Allergy and Infectious Diseases, 33 North Drive, MSC3209, National Institutes of Health, Bethesda, Maryland 20892
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9
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Strmiskova M, Desrochers GF, Shaw TA, Powdrill MH, Lafreniere MA, Pezacki JP. Chemical Methods for Probing Virus-Host Proteomic Interactions. ACS Infect Dis 2016; 2:773-786. [PMID: 27933785 DOI: 10.1021/acsinfecdis.6b00084] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Interactions between host and pathogen proteins constitute an important aspect of both infectivity and the host immune response. Different viruses have evolved complex mechanisms to hijack host-cell machinery and metabolic pathways to redirect resources and energy flow toward viral propagation. These interactions are often critical to the virus, and thus understanding these interactions at a molecular level gives rise to opportunities to develop novel antiviral strategies for therapeutic intervention. This review summarizes current advances in chemoproteomic methods for studying these molecular altercations between different viruses and their hosts.
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Affiliation(s)
- Miroslava Strmiskova
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Geneviève F. Desrochers
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Tyler A. Shaw
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Megan H. Powdrill
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Matthew A. Lafreniere
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - John Paul Pezacki
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
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10
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Stiti N, Chandrasekar B, Strubl L, Mohammed S, Bartels D, van der Hoorn RAL. Nicotinamide Cofactors Suppress Active-Site Labeling of Aldehyde Dehydrogenases. ACS Chem Biol 2016; 11:1578-86. [PMID: 26990764 DOI: 10.1021/acschembio.5b00784] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Active site labeling by (re)activity-based probes is a powerful chemical proteomic tool to globally map active sites in native proteomes without using substrates. Active site labeling is usually taken as a readout for the active state of the enzyme because labeling reflects the availability and reactivity of active sites, which are hallmarks for enzyme activities. Here, we show that this relationship holds tightly, but we also reveal an important exception to this rule. Labeling of Arabidopsis ALDH3H1 with a chloroacetamide probe occurs at the catalytic Cys, and labeling is suppressed upon nitrosylation and oxidation, and upon treatment with other Cys modifiers. These experiments display a consistent and strong correlation between active site labeling and enzymatic activity. Surprisingly, however, labeling is suppressed by the cofactor NAD(+), and this property is shared with other members of the ALDH superfamily and also detected for unrelated GAPDH enzymes with an unrelated hydantoin-based probe in crude extracts of plant cell cultures. Suppression requires cofactor binding to its binding pocket. Labeling is also suppressed by ALDH modulators that bind at the substrate entrance tunnel, confirming that labeling occurs through the substrate-binding cavity. Our data indicate that cofactor binding adjusts the catalytic Cys into a conformation that reduces the reactivity toward chloroacetamide probes.
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Affiliation(s)
- Naim Stiti
- Institute
of Molecular Physiology and Biotechnology of Plants, University of Bonn, Kirschallee 1, 53115 Bonn, Germany
| | - Balakumaran Chandrasekar
- Plant
Chemetics Laboratory, Department of Plant Sciences, University of Oxford, OX1
3RB, Oxford, United Kingdom
- Plant
Chemetics Laboratory, Max Planck Institute for Plant Breeding Research, 50829 Cologne, Germany
| | - Laura Strubl
- Plant
Chemetics Laboratory, Max Planck Institute for Plant Breeding Research, 50829 Cologne, Germany
| | - Shabaz Mohammed
- Department
of Biochemistry, University of Oxford, OX1 3QU, Oxford, United Kingdom
| | - Dorothea Bartels
- Institute
of Molecular Physiology and Biotechnology of Plants, University of Bonn, Kirschallee 1, 53115 Bonn, Germany
| | - Renier A. L. van der Hoorn
- Plant
Chemetics Laboratory, Department of Plant Sciences, University of Oxford, OX1
3RB, Oxford, United Kingdom
- Plant
Chemetics Laboratory, Max Planck Institute for Plant Breeding Research, 50829 Cologne, Germany
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11
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Target identification of covalently binding drugs by activity-based protein profiling (ABPP). Bioorg Med Chem 2016; 24:3291-303. [PMID: 27085673 DOI: 10.1016/j.bmc.2016.03.050] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Revised: 03/25/2016] [Accepted: 03/26/2016] [Indexed: 12/12/2022]
Abstract
The characterization of the target proteins of drug molecules has become an important goal in understanding its mode of action and origin of side effects due to off-target binding. This is especially important for covalently binding drugs usually containing electrophilic moieties, which potentially can react with nucleophilic residues found in many proteins. This review gives a comprehensive overview of the use of activity-based protein profiling (ABPP) as an efficient tool for the target identification of covalently binding drugs.
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12
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Chen B, Ge SS, Zhao YC, Chen C, Yang S. Activity-based protein profiling: an efficient approach to study serine hydrolases and their inhibitors in mammals and microbes. RSC Adv 2016. [DOI: 10.1039/c6ra20006k] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
This review focuses on the identification of serine hydrolases and their inhibitors in mammals and microbes with activity-based protein profiling (ABPP).
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Affiliation(s)
- Biao Chen
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Sha-Sha Ge
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Yuan-Chao Zhao
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Chong Chen
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
| | - Song Yang
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering
- Key Laboratory of Green Pesticide and Agricultural Bioengineering
- Ministry of Education
- Center for R&D of Fine Chemicals of Guizhou University
- Guiyang
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13
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Abstract
Antiviral therapy is one of the most exciting aspects of virology, since it has successfully employed basic science to generate very effective treatments for serious viral infections. Table 1 lists selected examples of those human viral diseases for which there are established antiviral drugs. Therapy for human immunodeficiency virus (HIV) infection has demonstrated that the potential impact antivirals can have on a lethal, chronic infection with lifesaving therapy administered to more than 12 million individuals by 2015. This dramatic advance is about to be recapitulated for the treatment of hepatitis C virus (HCV) infection. The development of new antiviral drugs is very much a work in progress, with active drug discovery programs for filoviruses, coronaviruses, dengue, and others.
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14
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Ai T, Qiu L, Xie J, Geraghty RJ, Chen L. Design and synthesis of an activity-based protein profiling probe derived from cinnamic hydroxamic acid. Bioorg Med Chem 2015; 24:686-92. [PMID: 26753813 DOI: 10.1016/j.bmc.2015.12.035] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2015] [Revised: 12/14/2015] [Accepted: 12/22/2015] [Indexed: 12/19/2022]
Abstract
In our continued effort to discover new anti-hepatitis C virus (HCV) agents, we validated the anti-replicon activity of compound 1, a potent and selective anti-HCV hydroxamic acid recently reported by us. Generally favorable physicochemical and in vitro absorption, distribution, metabolism, and excretion (ADME) properties exhibited by 1 made it an ideal parent compound from which activity-based protein profiling (ABPP) probe 3 was designed and synthesized. Evaluation of probe 3 revealed that it possessed necessary anti-HCV activity and selectivity. Therefore, we have successfully obtained compound 3 as a suitable ABPP probe to identify potential molecular targets of compound 1. Probe 3 and its improved analogs are expected to join a growing list of ABPP probes that have made important contributions to not only the studies of biochemical and cellular functions but also discovery of selective inhibitors of protein targets.
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Affiliation(s)
- Teng Ai
- Center for Drug Design, Academic Health Center, University of Minnesota, 516 Delaware Street S.E., Minneapolis, MN 55455, USA
| | - Li Qiu
- Center for Drug Design, Academic Health Center, University of Minnesota, 516 Delaware Street S.E., Minneapolis, MN 55455, USA
| | - Jiashu Xie
- Center for Drug Design, Academic Health Center, University of Minnesota, 516 Delaware Street S.E., Minneapolis, MN 55455, USA
| | - Robert J Geraghty
- Center for Drug Design, Academic Health Center, University of Minnesota, 516 Delaware Street S.E., Minneapolis, MN 55455, USA
| | - Liqiang Chen
- Center for Drug Design, Academic Health Center, University of Minnesota, 516 Delaware Street S.E., Minneapolis, MN 55455, USA.
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15
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Nasheri N, Ning Z, Figeys D, Yao S, Goto NK, Pezacki JP. Activity-based profiling of the proteasome pathway during hepatitis C virus infection. Proteomics 2015; 15:3815-25. [PMID: 26314548 DOI: 10.1002/pmic.201500169] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Revised: 07/28/2015] [Accepted: 08/24/2015] [Indexed: 12/30/2022]
Abstract
Hepatitis C virus (HCV) infection often leads to chronic hepatitis, liver cirrhosis, and hepatocellular carcinoma. The stability of the HCV proteins is controlled by ubiquitin-dependent and ubiquitin-independent proteasome pathways. Many viruses modulate proteasome function for their propagation. To examine the interrelationship between HCV and the proteasome pathways we employed a quantitative activity-based protein profiling method. Using this approach we were able to quantify the changes in the activity of several proteasome subunits and found that proteasome activity is drastically reduced by HCV replication. The results imply a link between the direct downregulation of the activity of this pathway and chronic HCV infection.
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Affiliation(s)
- Neda Nasheri
- Life Sciences Division, National Research Council of Canada, Ottawa, Canada.,Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada
| | - Zhibin Ning
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada
| | - Daniel Figeys
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada.,Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Canada
| | - Shao Yao
- Department of Chemistry, National University of Singapore, Singapore
| | - Natalie K Goto
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada.,Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Canada
| | - John Paul Pezacki
- Life Sciences Division, National Research Council of Canada, Ottawa, Canada.,Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada.,Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Canada
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Desrochers GF, Sherratt AR, Blais DR, Nasheri N, Ning Z, Figeys D, Goto NK, Pezacki JP. Profiling Kinase Activity during Hepatitis C Virus Replication Using a Wortmannin Probe. ACS Infect Dis 2015; 1:443-52. [PMID: 27617927 DOI: 10.1021/acsinfecdis.5b00083] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
To complete its life cycle, the hepatitis C virus (HCV) induces changes to numerous aspects of its host cell. As kinases act as regulators of many pathways utilized by HCV, they are likely enzyme targets for virally induced inhibition or activation. Herein, we used activity-based protein profiling (ABPP), which allows for the identification of active enzymes in complex protein samples and the quantification of their activity, to identify kinases that displayed differential activity in HCV-expressing cells. We utilized an ABPP probe, wortmannin-yne, based on the kinase inhibitor wortmannin, which contains a pendant alkyne group for bioconjugation using bioorthogonal chemistry. We observed changes in the activity of kinases involved in the mitogen-activated protein kinase pathway, apoptosis pathways, and cell cycle control. These results establish changes to the active kinome, as reported by wortmannin-yne, in the proteome of human hepatoma cells actively replicating HCV. The observed changes include kinase activity that affect viral entry, replication, assembly, and secretion, implying that HCV is regulating the pathways that it uses for its life cycle through modulation of the active kinome.
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Affiliation(s)
- Geneviève F. Desrochers
- Life Sciences Division, National Research Council of Canada, 100
Sussex Drive, Ottawa, Canada
| | - Allison R. Sherratt
- Life Sciences Division, National Research Council of Canada, 100
Sussex Drive, Ottawa, Canada
| | - David R. Blais
- Life Sciences Division, National Research Council of Canada, 100
Sussex Drive, Ottawa, Canada
| | - Neda Nasheri
- Life Sciences Division, National Research Council of Canada, 100
Sussex Drive, Ottawa, Canada
| | | | | | | | - John Paul Pezacki
- Life Sciences Division, National Research Council of Canada, 100
Sussex Drive, Ottawa, Canada
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17
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Quantification and visualization of glutathione S-transferase omega 1 in cells using inductively coupled plasma mass spectrometry (ICP-MS) and fluorescence microscopy. Anal Bioanal Chem 2014; 407:2373-81. [DOI: 10.1007/s00216-014-8234-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2014] [Revised: 09/21/2014] [Accepted: 10/02/2014] [Indexed: 12/19/2022]
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18
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Nasheri N, McKay CS, Fulton K, Twine S, Powdrill MH, Sherratt AR, Pezacki JP. Hydrophobic triaryl-substituted β-lactams as activity-based probes for profiling eukaryotic enzymes and host-pathogen interactions. Chembiochem 2014; 15:2195-200. [PMID: 25179744 DOI: 10.1002/cbic.201402097] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2014] [Indexed: 02/06/2023]
Affiliation(s)
- Neda Nasheri
- Life Sciences Division, National Research Council of Canada, 100 Sussex Drive, Ottawa, ON, K1A 0R6 (Canada); Department of Biochemistry, Microbiology and Immunology, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5 (Canada)
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19
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Nasheri N, Joyce M, Rouleau Y, Yang P, Yao S, Tyrrell DL, Pezacki JP. Modulation of fatty acid synthase enzyme activity and expression during hepatitis C virus replication. ACTA ACUST UNITED AC 2013; 20:570-82. [PMID: 23601646 DOI: 10.1016/j.chembiol.2013.03.014] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2012] [Revised: 02/22/2013] [Accepted: 03/19/2013] [Indexed: 02/07/2023]
Abstract
The hepatitis C virus (HCV) induces alterations of host cells to facilitate its life cycle. Fatty acid synthase (FASN) is a multidomain enzyme that plays a key role in the biosynthesis of fatty acids and is upregulated during HCV infection. Herein, we applied activity-based protein profiling (ABPP) that allows for the identification of differentially active enzymes in complex proteomic samples, to study the changes in activity of FASN during HCV replication. For this purpose, we used an activity-based probe based on the FASN inhibitor Orlistat, and observed an increase in the activity of FASN in the presence of a subgenomic and a genomic HCV replicon as well as in chimeric SCID/Alb-uPA mice infected with HCV genotype 1a. To study the molecular basis for this increase in FASN activity, we overexpressed individual HCV proteins in Huh7 cells and observed increased expression and activity of FASN in the presence of core and NS4B, as measured by western blots and ABPP, respectively. Triglyceride levels were also elevated in accordance with FASN expression and activity. Lastly, immunofluorescence and ABPP imaging analyses demonstrated that while the abundance and activity of FASN increases significantly in the presence of HCV, its localization does not change. Together these data suggest that the HCV-induced production of fatty acids and neutral lipids is provided by an increase in FASN abundance and activity that is sufficient to allow HCV propagation without transporting FASN to the replication complexes.
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Affiliation(s)
- Neda Nasheri
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
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20
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Wang K, Yang T, Wu Q, Zhao X, Nice EC, Huang C. Chemistry-based functional proteomics for drug target deconvolution. Expert Rev Proteomics 2013; 9:293-310. [PMID: 22809208 DOI: 10.1586/epr.12.19] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Drug target deconvolution, a process that identifies targets to small molecules in complex biological samples, which underlie the biological responses that are observed when a drug is administered, plays an important role in current drug discovery. Despite the fact that genomics and proteomics have provided a flood of information that contributes to the progress of drug target identification and validation, the current approach to drug target deconvolution still poses dilemmas. Chemistry-based functional proteomics, a multidisciplinary strategy, has become the preferred method of choice to deconvolute drug target pools, based on direct interactions between small molecules and their protein targets. This approach has already identified a broad panel of previously undefined enzymes with potential as drug targets and defined targets that can rationalize side effects and toxicity for new drug candidates and existing therapeutics. Herein, the authors discuss both activity-based protein profiling and compound-centric chemical proteomics approaches used in chemistry-based functional proteomics and their applications for the identification and characterization of small molecular targets.
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Affiliation(s)
- Kui Wang
- The State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, 610041, PR China
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21
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Zheng J, Tan BH, Sugrue R, Tang K. Current approaches on viral infection: proteomics and functional validations. Front Microbiol 2012; 3:393. [PMID: 23162545 PMCID: PMC3499792 DOI: 10.3389/fmicb.2012.00393] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2012] [Accepted: 10/25/2012] [Indexed: 12/16/2022] Open
Abstract
Viruses could manipulate cellular machinery to ensure their continuous survival and thus become parasites of living organisms. Delineation of sophisticated host responses upon virus infection is a challenging task. It lies in identifying the repertoire of host factors actively involved in the viral infectious cycle and characterizing host responses qualitatively and quantitatively during viral pathogenesis. Mass spectrometry based proteomics could be used to efficiently study pathogen-host interactions and virus-hijacked cellular signaling pathways. Moreover, direct host and viral responses upon infection could be further investigated by activity-based functional validation studies. These approaches involve drug inhibition of secretory pathway, immunofluorescence staining, dominant negative mutant of protein target, real-time PCR, small interfering siRNA-mediated knockdown, and molecular cloning studies. In this way, functional validation could gain novel insights into the high-content proteomic dataset in an unbiased and comprehensive way.
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Affiliation(s)
- Jie Zheng
- Division of Chemical Biology and Biotechnology, School of Biological Sciences, Nanyang Technological University Singapore
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22
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Sherratt AR, Blais DR, Ghasriani H, Pezacki JP, Goto NK. Activity-Based Protein Profiling of the Escherichia coli GlpG Rhomboid Protein Delineates the Catalytic Core. Biochemistry 2012; 51:7794-803. [DOI: 10.1021/bi301087c] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Allison R. Sherratt
- Department of Biochemistry,
Microbiology and Immunology, University of Ottawa, Health Sciences Campus, 451 Smyth Road, Ottawa, Canada K1H 8M5
| | - David R. Blais
- Steacie Institute for Molecular
Sciences, National Research Council of Canada, 100 Sussex Drive, Ottawa, Canada K1A 0R6
| | - Houman Ghasriani
- Department of Chemistry, University of Ottawa, 10 Marie-Curie, Ottawa, Canada
K1N 6N5
| | - John Paul Pezacki
- Department of Biochemistry,
Microbiology and Immunology, University of Ottawa, Health Sciences Campus, 451 Smyth Road, Ottawa, Canada K1H 8M5
- Steacie Institute for Molecular
Sciences, National Research Council of Canada, 100 Sussex Drive, Ottawa, Canada K1A 0R6
- Department of Chemistry, University of Ottawa, 10 Marie-Curie, Ottawa, Canada
K1N 6N5
| | - Natalie K. Goto
- Department of Biochemistry,
Microbiology and Immunology, University of Ottawa, Health Sciences Campus, 451 Smyth Road, Ottawa, Canada K1H 8M5
- Department of Chemistry, University of Ottawa, 10 Marie-Curie, Ottawa, Canada
K1N 6N5
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23
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Krysiak JM, Kreuzer J, Macheroux P, Hermetter A, Sieber SA, Breinbauer R. Activity-based probes for studying the activity of flavin-dependent oxidases and for the protein target profiling of monoamine oxidase inhibitors. Angew Chem Int Ed Engl 2012; 51:7035-40. [PMID: 22689512 PMCID: PMC3470703 DOI: 10.1002/anie.201201955] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2012] [Indexed: 01/11/2023]
Abstract
High profile: new activity-based protein profiling (ABPP) probes have been designed that target exclusively monoamine oxidases A and B within living cells (see picture; FAD=flavin adenine dinucleotide, FMN=flavin monodinucleotide). With these probes it could be shown that the MAO inhibitor deprenyl, which is in clinical use against Parkinson's disease, shows unique protein specificity despite its covalent mechanism of action.
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Affiliation(s)
- Joanna M Krysiak
- Institute of Organic Chemistry, Graz University of TechnologyStremayrgasse 9, 8010 Graz (Austria)
| | - Johannes Kreuzer
- Center for Integrated Protein Science CIPSM, Department of Chemistry, Institute of Advanced Studies IAS, Technische Universität MünchenLichtenbergstraße 4, 85747 Garching (Germany)
| | - Peter Macheroux
- Institute of Biochemistry, Graz University of TechnologyPetersgasse 12, 8010 Graz (Austria)
| | - Albin Hermetter
- Institute of Biochemistry, Graz University of TechnologyPetersgasse 12, 8010 Graz (Austria)
| | - Stephan A Sieber
- Center for Integrated Protein Science CIPSM, Department of Chemistry, Institute of Advanced Studies IAS, Technische Universität MünchenLichtenbergstraße 4, 85747 Garching (Germany)
| | - Rolf Breinbauer
- Institute of Organic Chemistry, Graz University of TechnologyStremayrgasse 9, 8010 Graz (Austria)
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Singaravelu R, Nasheri N, Sherratt A, Pezacki JP. Systems biology methods help develop a better understanding of hepatitis C virus-induced liver injury. Hepatology 2012; 56:1-4. [PMID: 22430896 DOI: 10.1002/hep.25727] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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25
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Krysiak JM, Kreuzer J, Macheroux P, Hermetter A, Sieber SA, Breinbauer R. Aktivitätsbasierte Sondenmoleküle zur Untersuchung der Aktivität Flavin-abhängiger Oxidasen und zum Zielprotein-Profiling von Monoaminooxidase-Inhibitoren. Angew Chem Int Ed Engl 2012. [DOI: 10.1002/ange.201201955] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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