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Stincone P, Naimi A, Saviola AJ, Reher R, Petras D. Decoding the molecular interplay in the central dogma: An overview of mass spectrometry-based methods to investigate protein-metabolite interactions. Proteomics 2024; 24:e2200533. [PMID: 37929699 DOI: 10.1002/pmic.202200533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 10/15/2023] [Accepted: 10/23/2023] [Indexed: 11/07/2023]
Abstract
With the emergence of next-generation nucleotide sequencing and mass spectrometry-based proteomics and metabolomics tools, we have comprehensive and scalable methods to analyze the genes, transcripts, proteins, and metabolites of a multitude of biological systems. Despite the fascinating new molecular insights at the genome, transcriptome, proteome and metabolome scale, we are still far from fully understanding cellular organization, cell cycles and biology at the molecular level. Significant advances in sensitivity and depth for both sequencing as well as mass spectrometry-based methods allow the analysis at the single cell and single molecule level. At the same time, new tools are emerging that enable the investigation of molecular interactions throughout the central dogma of molecular biology. In this review, we provide an overview of established and recently developed mass spectrometry-based tools to probe metabolite-protein interactions-from individual interaction pairs to interactions at the proteome-metabolome scale.
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Affiliation(s)
- Paolo Stincone
- University of Tuebingen, CMFI Cluster of Excellence, Interfaculty Institute of Microbiology and Infection Medicine, Tuebingen, Germany
- University of Tuebingen, Center for Plant Molecular Biology, Tuebingen, Germany
| | - Amira Naimi
- University of Marburg, Institute of Pharmaceutical Biology and Biotechnology, Marburg, Germany
| | | | - Raphael Reher
- University of Marburg, Institute of Pharmaceutical Biology and Biotechnology, Marburg, Germany
| | - Daniel Petras
- University of Tuebingen, CMFI Cluster of Excellence, Interfaculty Institute of Microbiology and Infection Medicine, Tuebingen, Germany
- University of California Riverside, Department of Biochemistry, Riverside, USA
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2
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Nguyen GTH, Bennett JL, Liu S, Hancock SE, Winter DL, Glover DJ, Donald WA. Multiplexed Screening of Thousands of Natural Products for Protein-Ligand Binding in Native Mass Spectrometry. J Am Chem Soc 2021; 143:21379-21387. [PMID: 34886668 DOI: 10.1021/jacs.1c10408] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The structural diversity of natural products offers unique opportunities for drug discovery, but challenges associated with their isolation and screening can hinder the identification of drug-like molecules from complex natural product extracts. Here we introduce a mass spectrometry-based approach that integrates untargeted metabolomics with multistage, high-resolution native mass spectrometry to rapidly identify natural products that bind to therapeutically relevant protein targets. By directly screening crude natural product extracts containing thousands of drug-like small molecules using a single, rapid measurement, we could identify novel natural product ligands of human drug targets without fractionation. This method should significantly increase the efficiency of target-based natural product drug discovery workflows.
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Affiliation(s)
- Giang T H Nguyen
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Jack L Bennett
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Sherrie Liu
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Sarah E Hancock
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Daniel L Winter
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Dominic J Glover
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - William A Donald
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
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3
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Bennett JL, Nguyen GTH, Donald WA. Protein-Small Molecule Interactions in Native Mass Spectrometry. Chem Rev 2021; 122:7327-7385. [PMID: 34449207 DOI: 10.1021/acs.chemrev.1c00293] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Small molecule drug discovery has been propelled by the continual development of novel scientific methodologies to occasion therapeutic advances. Although established biophysical methods can be used to obtain information regarding the molecular mechanisms underlying drug action, these approaches are often inefficient, low throughput, and ineffective in the analysis of heterogeneous systems including dynamic oligomeric assemblies and proteins that have undergone extensive post-translational modification. Native mass spectrometry can be used to probe protein-small molecule interactions with unprecedented speed and sensitivity, providing unique insights into polydisperse biomolecular systems that are commonly encountered during the drug discovery process. In this review, we describe potential and proven applications of native MS in the study of interactions between small, drug-like molecules and proteins, including large multiprotein complexes and membrane proteins. Approaches to quantify the thermodynamic and kinetic properties of ligand binding are discussed, alongside a summary of gas-phase ion activation techniques that have been used to interrogate the structure of protein-small molecule complexes. We additionally highlight some of the key areas in modern drug design for which native mass spectrometry has elicited significant advances. Future developments and applications of native mass spectrometry in drug discovery workflows are identified, including potential pathways toward studying protein-small molecule interactions on a whole-proteome scale.
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Affiliation(s)
- Jack L Bennett
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Giang T H Nguyen
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - William A Donald
- School of Chemistry, University of New South Wales, Sydney, New South Wales 2052, Australia
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4
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Santos IC, Brodbelt JS. Structural Characterization of Carbonic Anhydrase-Arylsulfonamide Complexes Using Ultraviolet Photodissociation Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2021; 32:1370-1379. [PMID: 33683877 PMCID: PMC8377746 DOI: 10.1021/jasms.1c00004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Numerous mass spectrometry-based strategies ranging from hydrogen-deuterium exchange to ion mobility to native mass spectrometry have been developed to advance biophysical and structural characterization of protein conformations and determination of protein-ligand interactions. In this study, we focus on the use of ultraviolet photodissociation (UVPD) to examine the structure of human carbonic anhydrase II (hCAII) and its interactions with arylsulfonamide inhibitors. Carbonic anhydrase, which catalyzes the conversion of carbon dioxide to bicarbonate, has been the target of countless thermodynamic and kinetic studies owing to its well-characterized active site, binding cavity, and mechanism of inhibition by hundreds of ligands. Here, we showcase the application of UVPD for evaluating structural changes of hCAII upon ligand binding on the basis of variations in fragmentation of hCAII versus hCAII-arylsulfonamide complexes, particularly focusing on the hydrophobic pocket. To extend the coverage in the midregion of the protein sequence, a supercharging agent was added to the solutions to increase the charge states of the complexes. The three arylsulfonamides examined in this study largely shift the fragmentation patterns in similar ways, despite their differences in binding affinities.
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Affiliation(s)
- Inês C Santos
- Department of Chemistry, University of Texas at Austin, Austin, Texas 78712, United States
| | - Jennifer S Brodbelt
- Department of Chemistry, University of Texas at Austin, Austin, Texas 78712, United States
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5
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Kitov PI, Han L, Kitova EN, Klassen JS. Sliding Window Adduct Removal Method (SWARM) for Enhanced Electrospray Ionization Mass Spectrometry Binding Data. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2019; 30:1446-1454. [PMID: 31025293 DOI: 10.1007/s13361-019-02204-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 03/22/2019] [Accepted: 03/26/2019] [Indexed: 05/28/2023]
Abstract
Electrospray ionization mass spectrometry (ESI-MS) screening of compound libraries against target proteins enables the rapid identification of ligands and measurement of the stoichiometry and affinity of the interactions. However, non-specific association of buffer or salts (added or present as impurities) to the protein ions during gas-phase ion formation can complicate the analysis of ESI-MS data acquired for mixtures of compounds with similar molecular weights. Spectral overlap of ions corresponding to free protein and protein-ligand complexes and their corresponding adducts can hinder the identification of ligands and introduce errors in the measured affinities. Here, we present a straightforward approach, called the sliding window adduct removal method (SWARM), to quantitatively correct ESI mass spectra of low-to-moderate resolution for signal overlap associated with adducts. The method relies on the statistical nature of adduct formation in ESI and the assumption that the distributions of adducts associated with a given protein (free protein and ligand-bound forms) are identical at a given charge state. Analysis of ESI mass spectra measured for protein-oligosaccharide interactions using solutions that produced either low- or high-abundance adducts provides support for this assumption. Implementation of SWARM involves the stepwise subtraction of the adduct signal associated with the detected protein-ligand complexes from the mass spectrum. This is accomplished using the adduct distribution measured for an appropriate reference species (usually free protein). To demonstrate the utility of the method, we applied SWARM to ESI-MS screening data acquired for libraries of oligosaccharides and bifunctional ligands consisting of a sulfonamide moiety linked to human glycan structures. Graphical Abstract.
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Affiliation(s)
- Pavel I Kitov
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, AB, T6G 2G2, Canada
| | - Ling Han
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, AB, T6G 2G2, Canada
| | - Elena N Kitova
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, AB, T6G 2G2, Canada
| | - John S Klassen
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, AB, T6G 2G2, Canada.
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6
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MS methods to study macromolecule-ligand interaction: Applications in drug discovery. Methods 2018; 144:152-174. [PMID: 29890284 DOI: 10.1016/j.ymeth.2018.06.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Revised: 06/01/2018] [Accepted: 06/03/2018] [Indexed: 12/12/2022] Open
Abstract
The interaction of small compounds (i.e. ligands) with macromolecules or macromolecule assemblies (i.e. targets) is the mechanism of action of most of the drugs available today. Mass spectrometry is a popular technique for the interrogation of macromolecule-ligand interactions and therefore is also widely used in drug discovery and development. Thanks to its versatility, mass spectrometry is used for multiple purposes such as biomarker screening, identification of the mechanism of action, ligand structure optimization or toxicity assessment. The evolution and automation of the instruments now allows the development of high throughput methods with high sensitivity and a minimized false discovery rate. Herein, all these approaches are described with a focus on the methods for studying macromolecule-ligand interaction aimed at defining the structure-activity relationships of drug candidates, along with their mechanism of action, metabolism and toxicity.
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From molecular chaperones to membrane motors: through the lens of a mass spectrometrist. Biochem Soc Trans 2017; 45:251-260. [PMID: 28202679 PMCID: PMC5310722 DOI: 10.1042/bst20160395] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2016] [Revised: 12/07/2016] [Accepted: 12/12/2016] [Indexed: 12/25/2022]
Abstract
Twenty-five years ago, we obtained our first mass spectra of molecular chaperones in complex with protein ligands and entered a new field of gas-phase structural biology. It is perhaps now time to pause and reflect, and to ask how many of our initial structure predictions and models derived from mass spectrometry (MS) datasets were correct. With recent advances in structure determination, many of the most challenging complexes that we studied over the years have become tractable by other structural biology approaches enabling such comparisons to be made. Moreover, in the light of powerful new electron microscopy methods, what role is there now for MS? In considering these questions, I will give my personal view on progress and problems as well as my predictions for future directions.
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8
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Göth M, Pagel K. Ion mobility–mass spectrometry as a tool to investigate protein–ligand interactions. Anal Bioanal Chem 2017; 409:4305-4310. [DOI: 10.1007/s00216-017-0384-9] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Revised: 04/13/2017] [Accepted: 04/26/2017] [Indexed: 02/07/2023]
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9
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Hsieh F, Keshishian H, Muir C. Automated High Throughput Multiple Target Screening of Molecular Libraries by Microfluidic MALDI-TOF MS. ACTA ACUST UNITED AC 2016. [DOI: 10.1177/108705719800300305] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Novel analytical techniques are demanded in parallel in the automated combinatorial library syntheses for accelerating the process of drug discovery. In this study, the integration of matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) and robotics for simultaneously identifying lead compounds with activity against multiple enzyme targets has been shown. MALDI-TOF MS monitors the interactions between multienzyme targets and a library of compounds and then identifies individual compounds from molecular libraries that affect the enzymatic activities of multiplexed target molecules to catalyze the conversion of substrates to products. The novel mass spectrometry screening in high-density format (~4,000 samples in a single 4.5 × 4.5 cm MALDI plate) provides much higher throughput over traditional screening approaches in terms of multiplex targets, attomole-level sensitivity, very low volume of samples required (10−9−10−121), and data acquisition for each sample within ten sec. The microfluidic multiple target screening approach mass spectrometry was shown for discovery of enzyme inhibitors as potential lead compounds.
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Affiliation(s)
- Frank Hsieh
- Millennium Pharmaceuticals Inc., 640 Memorial Drive, Cambridge, MA 02139
| | - Hasmik Keshishian
- Millennium Pharmaceuticals Inc., 640 Memorial Drive, Cambridge, MA 02139
| | - Craig Muir
- Millennium Pharmaceuticals Inc., 640 Memorial Drive, Cambridge, MA 02139
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10
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Rezaei Darestani R, Winter P, Kitova EN, Tuszynski JA, Klassen JS. Screening Anti-Cancer Drugs against Tubulin using Catch-and-Release Electrospray Ionization Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2016; 27:876-885. [PMID: 26944280 DOI: 10.1007/s13361-016-1360-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Revised: 01/22/2016] [Accepted: 02/01/2016] [Indexed: 06/05/2023]
Abstract
Tubulin, which is the building block of microtubules, plays an important role in cell division. This critical role makes tubulin an attractive target for the development of chemotherapeutic drugs to treat cancer. Currently, there is no general binding assay for tubulin-drug interactions. The present work describes the application of the catch-and-release electrospray ionization mass spectrometry (CaR-ESI-MS) assay to investigate the binding of colchicinoid drugs to αβ-tubulin dimers extracted from porcine brain. Proof-of-concept experiments using positive (ligands with known affinities) and negative (non-binders) controls were performed to establish the reliability of the assay. The assay was then used to screen a library of seven colchicinoid analogues to test their binding to tubulin and to rank their affinities.
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Affiliation(s)
- Reza Rezaei Darestani
- Department of Chemistry and Alberta Glycomics Center, University of Alberta, Edmonton, AB, T6G 2G2, Canada
| | - Philip Winter
- Department of Oncology, University of Alberta, Edmonton, AB, T6G 1Z2, Canada
| | - Elena N Kitova
- Department of Chemistry and Alberta Glycomics Center, University of Alberta, Edmonton, AB, T6G 2G2, Canada
| | - Jack A Tuszynski
- Department of Oncology, University of Alberta, Edmonton, AB, T6G 1Z2, Canada
| | - John S Klassen
- Department of Chemistry and Alberta Glycomics Center, University of Alberta, Edmonton, AB, T6G 2G2, Canada.
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11
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Establish an automated flow injection ESI-MS method for the screening of fragment based libraries: Application to Hsp90. Eur J Pharm Sci 2015; 76:83-94. [DOI: 10.1016/j.ejps.2015.05.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2014] [Revised: 04/30/2015] [Accepted: 05/03/2015] [Indexed: 02/06/2023]
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12
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N-Terminal Acetylation of Phosphopeptides to Enhance the Interaction with SH2 Domain by Electrosprary Ion Trap Mass Spectrometry. Int J Pept Res Ther 2014. [DOI: 10.1007/s10989-014-9422-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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13
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Gao M, Qi D, Zhang P, Deng C, Zhang X. Development of multidimensional liquid chromatography and application in proteomic analysis. Expert Rev Proteomics 2014; 7:665-78. [DOI: 10.1586/epr.10.49] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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14
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Sharpless KB, Manetsch R. In situ click chemistry: a powerful means for lead discovery. Expert Opin Drug Discov 2013; 1:525-38. [PMID: 23506064 DOI: 10.1517/17460441.1.6.525] [Citation(s) in RCA: 140] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Combinatorial chemistry and parallel synthesis are important and regularly applied tools for lead identification and optimisation, although they are often accompanied by challenges related to the efficiency of library synthesis and the purity of the compound library. In the last decade, novel means of lead discovery approaches have been investigated where the biological target is actively involved in the synthesis of its own inhibitory compound. These fragment-based approaches, also termed target-guided synthesis (TGS), show great promise in lead discovery applications by combining the synthesis and screening of libraries of low molecular weight compounds in a single step. Of all the TGS methods, the kinetically controlled variant is the least well known, but it has the potential to emerge as a reliable lead discovery method. The kinetically controlled TGS approach, termed in situ click chemistry, is discussed in this article.
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Affiliation(s)
- K Barry Sharpless
- WM Keck Professor, Department of Chemistry and the Skaggs Institute of Chemical Biology, The Scripps Research Institute, 10550 North Torrey Pines Road, BCC-315 La Jolla, CA 92037, USA.
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15
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Suvannasara P, Juntapram K, Praphairaksit N, Siralertmukul K, Muangsin N. Mucoadhesive 4-carboxybenzenesulfonamide-chitosan with antibacterial properties. Carbohydr Polym 2013; 94:244-52. [PMID: 23544535 DOI: 10.1016/j.carbpol.2013.01.039] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2012] [Revised: 01/16/2013] [Accepted: 01/17/2013] [Indexed: 11/18/2022]
Abstract
The mucoadhesive property of chitosan, especially in an acidic (<pH 6.0) environment, was increased by conjugating an aromatic sulfonamide group at the C2-N position of chitosan. Four different feeding ratios of 4-carboxybenzensulfonamide (4-CBS) to chitosan in the presence of 1-ethyl-3-(3-dimethylaminopropyl) carbodiimide hydrochloride as a coupling agent were investigated. The 0.2:1 (w/w) ratio 4-CBS:chitosan revealed a 20-fold stronger mucoadhesion to mucin type II than the native chitosan in the simulated gastric fluid (SGF; pH 1.2), and a swelling ratio after 1 h in water, SGF and simulated intestinal fluid (pH 7.4) of about 2.9-, 3.0- and 3.4-fold higher than that of chitosan, respectively. In tissue culture, the 4-CBS-chitosan, like chitosan, were found to be non-cytotoxic to the Vero, KB, MCF-7 and NCI-H187 cell lines but showed potential antibacterial activity against Escherichia coli and Staphlyococcus aureus as model gram-negative and gram-positive bacteria, respectively.
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Affiliation(s)
- Phruetchika Suvannasara
- Program of Petrochemistry and Polymer Science, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand
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Alterio V, Di Fiore A, D'Ambrosio K, Supuran CT, De Simone G. Multiple binding modes of inhibitors to carbonic anhydrases: how to design specific drugs targeting 15 different isoforms? Chem Rev 2012; 112:4421-68. [PMID: 22607219 DOI: 10.1021/cr200176r] [Citation(s) in RCA: 947] [Impact Index Per Article: 78.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Vincenzo Alterio
- Istituto di Biostrutture e Bioimmagini-CNR, via Mezzocannone 16, 80134 Napoli, Italy
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17
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El-Hawiet A, Kitova EN, Klassen JS. Quantifying Carbohydrate–Protein Interactions by Electrospray Ionization Mass Spectrometry Analysis. Biochemistry 2012; 51:4244-53. [DOI: 10.1021/bi300436x] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Amr El-Hawiet
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G
2G2
| | - Elena N. Kitova
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G
2G2
| | - John S. Klassen
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G
2G2
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18
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Kitova EN, El-Hawiet A, Schnier PD, Klassen JS. Reliable determinations of protein-ligand interactions by direct ESI-MS measurements. Are we there yet? JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2012; 23:431-41. [PMID: 22270873 DOI: 10.1007/s13361-011-0311-9] [Citation(s) in RCA: 196] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2011] [Revised: 11/25/2011] [Accepted: 11/29/2011] [Indexed: 05/11/2023]
Abstract
The association-dissociation of noncovalent interactions between protein and ligands, such as other proteins, carbohydrates, lipids, DNA, or small molecules, are critical events in many biological processes. The discovery and characterization of these interactions is essential to a complete understanding of biochemical reactions and pathways and to the design of novel therapeutic agents that may be used to treat a variety of diseases and infections. Over the last 20 y, electrospray ionization mass spectrometry (ESI-MS) has emerged as a versatile tool for the identification and quantification of protein-ligand interactions in vitro. Here, we describe the implementation of the direct ESI-MS assay for the determination of protein-ligand binding stoichiometry and affinity. Additionally, we outline common sources of error encountered with these measurements and various strategies to overcome them. Finally, we comment on some of the outstanding challenges associated with the implementation of the assay and highlight new areas where direct ESI-MS measurements are expected to make significant contributions in the future.
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Affiliation(s)
- Elena N Kitova
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada, T6G 2G2
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19
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El-Hawiet A, Shoemaker GK, Daneshfar R, Kitova EN, Klassen JS. Applications of a catch and release electrospray ionization mass spectrometry assay for carbohydrate library screening. Anal Chem 2011; 84:50-8. [PMID: 22128847 DOI: 10.1021/ac202760e] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Applications of a catch and release electrospray ionization mass spectrometry (CaR-ESI-MS) assay for screening carbohydrate libraries against target proteins are described. Direct ESI-MS measurements were performed on solutions containing a target protein (a single chain antibody, an antigen binding fragment, or a fragment of a bacterial toxin) and a library of carbohydrates containing multiple specific ligands with affinities in the 10(3) to 10(6) M(-1) range. Ligands with moderate affinity (10(4) to 10(6) M(-1)) were successfully detected from mixtures containing >200 carbohydrates (at concentrations as low as 0.25 μM each). Additionally, the absolute affinities were estimated from the abundance of free and ligand-bound protein ions determined from the ESI mass spectrum. Multiple low affinity ligands (~10(3) M(-1)) were successfully detected in mixtures containing >20 carbohydrates (at concentrations of ~10 μM each). However, identification of specific interactions required the use of the reference protein method to correct the mass spectrum for the occurrence of nonspecific carbohydrate-protein binding during the ESI process. The release of the carbohydrate ligands, as ions, was successfully demonstrated using collision-induced dissociation performed on the deprotonated ions of the protein-carbohydrate complexes. The use of ion mobility separation, performed on deprotonated carbohydrate ions following their release from the complex, allowed for the positive identification of isomeric ligands.
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Affiliation(s)
- Amr El-Hawiet
- Alberta Glycomics Centre and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G 2G2
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20
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Carlton DD, Schug KA. A review on the interrogation of peptide–metal interactions using electrospray ionization-mass spectrometry. Anal Chim Acta 2011; 686:19-39. [DOI: 10.1016/j.aca.2010.11.050] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2010] [Revised: 11/24/2010] [Accepted: 11/25/2010] [Indexed: 11/27/2022]
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Maresca A, Temperini C, Vu H, Pham NB, Poulsen SA, Scozzafava A, Quinn RJ, Supuran CT. Non-zinc mediated inhibition of carbonic anhydrases: coumarins are a new class of suicide inhibitors. J Am Chem Soc 2010; 131:3057-62. [PMID: 19206230 DOI: 10.1021/ja809683v] [Citation(s) in RCA: 404] [Impact Index Per Article: 28.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The X-ray crystal structure of the adduct between the zinc metalloenzyme carbonic anhydrase II (CA, EC 4.2.1.1) with the recently discovered natural product coumarin derivative 6-(1S-hydroxy-3-methylbutyl)-7-methoxy-2H-chromen-2-one showed the coumarin hydrolysis product, a cis-2-hydroxy-cinnamic acid derivative, and not the parent coumarin, bound within the enzyme active site. The bound inhibitor exhibits an extended, two-arm conformation that effectively plugs the entrance to the enzyme active site with no interactions with the catalytically crucial zinc ion. The inhibitor is sandwiched between Phe131, with which it makes an edge-to-face stacking, and Asn67/Glu238sym, with which it makes several polar and hydrogen bonding interactions. This unusual binding mode, with no interactions between the inhibitor molecule and the active site metal ion is previously unobserved for this enzyme class and presents a new opportunity for future drug design campaigns to target a mode of inhibition that differs substantially from classical inhibitors such as the clinically used sulfonamides and sulfamates. Several structurally simple coumarin scaffolds were also shown to inhibit all 13 catalytically active mammalian CA isoforms, with inhibition constants ranging from nanomolar to millimolar. The inhibition is time dependent, with maximum inhibition being observed after 6 h.
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Affiliation(s)
- Alfonso Maresca
- Università degli Studi di Firenze, Laboratorio di Chimica Bioinorganica, Rm. 188, Via della Lastruccia 3, I-50019 Sesto Fiorentino, Florence, Italy
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Scozzafava A, Saramet I, Banciu MD, Supuran CT. Carbonic Anhydrase Activity Modulators: Synthesis of Inhibitors and Activators Incorporating 2-substituted-thiazol-4-yl-methyl Scaffolds. ACTA ACUST UNITED AC 2010. [DOI: 10.1080/14756360109162383] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Andrea Scozzafava
- Universite degli Studi, Laboratorio di Chimica Inorganica e Bioinorganica, Via Gino Capponi 7,1–50121, Florence, Italy
| | - Ioana Saramet
- Department of Chemistry, Faculty of Pharmacy, T. Vuia Str.6, Bucharest, Romania
| | - Mircea D. Banciu
- Department of Organic Chemistry, Polytechnic University, Splaiul Independentei 313, Bucharest, Romania
| | - Claudiu T. Supuran
- Universite degli Studi, Laboratorio di Chimica Inorganica e Bioinorganica, Via Gino Capponi 7,1–50121, Florence, Italy
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23
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Pei J, Li Q, Kennedy RT. Rapid and label-free screening of enzyme inhibitors using segmented flow electrospray ionization mass spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2010; 21:1107-1113. [PMID: 20219390 DOI: 10.1016/j.jasms.2010.02.013] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2009] [Revised: 02/05/2010] [Accepted: 02/07/2010] [Indexed: 05/28/2023]
Abstract
Electrospray ionization mass spectrometry (ESI-MS) is an attractive analytical tool for high-throughput screening because of its rapid scan time and ability to detect compounds without need for labels. Impediments to the use of ESI-MS for screening have been the relatively large sample consumed and slow sample introduction rates associated with commonly used flow injection analysis. We have previously shown that by segmenting nanoliter plugs of sample with air, an array of discrete samples can be delivered to a platinum-coated emitter tip for ESI-MS analysis with throughput as high as 0.8 Hz and carry-over between samples less than 0.1%. This method was applied to screening for inhibitors of acetylcholinesterase as a demonstration of the potential of segmented flow ESI-MS for such applications. Each enzyme assay consumed 10 nL of sample. At 1 microL/min infusion rate, 102 samples were analyzed, corresponding to a 0.65 Hz sample analysis rate. Linear quantification of choline was achieved from 200 microM to 10 mM using this method and Z' values were over 0.8 for the assay. Detailed pharmacologic dose-response curves of selected inhibitors were also measured in high-throughput fashion to validate the method.
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Affiliation(s)
- Jian Pei
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
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24
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Miyazaki I, Simizu S, Ishida K, Osada H. On-Chip Fragment-Based Approach for Discovery of High-Affinity Bivalent Inhibitors. Chembiochem 2009; 10:838-43. [DOI: 10.1002/cbic.200800704] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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25
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Czuczy N, Katona M, Takats Z. Selective detection of specific protein-ligand complexes by electrosonic spray-precursor ion scan tandem mass spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2009; 20:227-237. [PMID: 18976932 DOI: 10.1016/j.jasms.2008.09.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2008] [Revised: 09/06/2008] [Accepted: 09/08/2008] [Indexed: 05/27/2023]
Abstract
A novel mass spectrometric method for the selective detection of specific protein-ligand complexes is presented. The new method is based on electrosonic spray ionization of samples containing protein and ligand molecules, and mass spectrometric detection using the precursor ion scanning function on a triple quadrupole instrument. Mass-selected intact protein-ligand complex ions are subjected to fragmentation by means of collision-induced dissociation in the collision cell of the instrument, while the second mass analyzer is set to the m/z of protonated ligand ions or their alkali metal adducts. The method allows for the detection of only those ions which yield ions characteristic of the ligand molecules upon fragmentation. Since the scan range of first analyzer is set well above the m/z of the ligand ion, and the CID conditions are established to permit fragmentation of only loosely bound, noncovalent complexes, the method is specific to the detection of protein-ligand complexes under described conditions. Behavior of biologically specific and nonspecific complexes was compared under various instrumental settings. Parameters were optimized to obtain maximal selectivity for specific complexes. Specific and nonspecific complexes were found to show markedly different fragmentation characteristics, which can be a basis for selective detection of complexes with biological relevance. Preparation of specific and nonspecific complexes containing identical building blocks was attempted. Complex ions with identical stoichiometry but different origin showed the expected difference in fragmentation characteristics, which gives direct evidence for the different mechanism of specific versus nonspecific complex ion formation.
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Affiliation(s)
- Noemi Czuczy
- Cell Screen Applied Research Center, Semmelweis University, Budapest, Hungary
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26
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Jacobsen FE, Lewis JA, Cohen SM. The design of inhibitors for medicinally relevant metalloproteins. ChemMedChem 2008; 2:152-71. [PMID: 17163561 DOI: 10.1002/cmdc.200600204] [Citation(s) in RCA: 112] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
A number of metalloproteins are important medicinal targets for conditions ranging from pathogenic infections to cancer. Many but not all of these metalloproteins contain a zinc(II) ion in the protein active site. Small-molecule inhibitors of these metalloproteins are designed to bind directly to the active site metal ions. In this review several metalloproteins of interest are discussed, including matrix metalloproteinases (MMPs), histone deacetylases (HDACs), anthrax lethal factor (LF), and others. Different strategies that have been employed to design effective inhibitors against these proteins are described, with an effort to highlight the strengths and drawbacks of each approach. An emphasis is placed on examining the bioinorganic chemistry of these metal active sites and how a better understanding of the coordination chemistry in these systems may lead to improved inhibitors. It is hoped that this review will help inspire medicinal, biological, and inorganic chemists to tackle this important problem by considering all aspects of metalloprotein inhibitor design.
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Affiliation(s)
- Faith E Jacobsen
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093-0358, USA
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27
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Liénard BMR, Garau G, Horsfall L, Karsisiotis AI, Damblon C, Lassaux P, Papamicael C, Roberts GCK, Galleni M, Dideberg O, Frère JM, Schofield CJ. Structural basis for the broad-spectrum inhibition of metallo-beta-lactamases by thiols. Org Biomol Chem 2008; 6:2282-94. [PMID: 18563261 DOI: 10.1039/b802311e] [Citation(s) in RCA: 106] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The development of broad-spectrum metallo-beta-lactamase (MBL) inhibitors is challenging due to structural diversity and differences in metal utilisation by these enzymes. Analysis of structural data, followed by non-denturing mass spectrometric analyses, identified thiols proposed to inhibit representative MBLs from all three sub-classes: B1, B2 and B3. Solution analyses led to the identification of broad spectrum inhibitors, including potent inhibitors of the CphA MBL (Aeromonas hydrophila). Structural studies revealed that, as observed for other B1 and B3 MBLs, inhibition of the L1 MBL thiols involves metal chelation. Evidence is reported that this is not the case for inhibition of the CphA enzyme by some thiols; the crystal structure of the CphA-Zn-inhibitor complex reveals a binding mode in which the thiol does not interact with the zinc. The structural data enabled the design and the production of further more potent inhibitors. Overall the results suggest that the development of reasonably broad-spectrum MBL inhibitors should be possible.
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Affiliation(s)
- Benoît M R Liénard
- Chemistry Research Laboratory and OCISB, University of Oxford, 12 Mansfield Road, Oxford, OX1 3TA, UK
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28
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Krishnamurthy VM, Kaufman GK, Urbach AR, Gitlin I, Gudiksen KL, Weibel DB, Whitesides GM. Carbonic anhydrase as a model for biophysical and physical-organic studies of proteins and protein-ligand binding. Chem Rev 2008; 108:946-1051. [PMID: 18335973 PMCID: PMC2740730 DOI: 10.1021/cr050262p] [Citation(s) in RCA: 565] [Impact Index Per Article: 35.3] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Vijay M. Krishnamurthy
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - George K. Kaufman
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - Adam R. Urbach
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - Irina Gitlin
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - Katherine L. Gudiksen
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - Douglas B. Weibel
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
| | - George M. Whitesides
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138
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29
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Liénard BMR, Hüting R, Lassaux P, Galleni M, Frère JM, Schofield CJ. Dynamic combinatorial mass spectrometry leads to metallo-beta-lactamase inhibitors. J Med Chem 2008; 51:684-8. [PMID: 18205296 DOI: 10.1021/jm070866g] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The use of protein ESI mass spectrometry under non-denaturing conditions to analyze a dynamic combinatorial library of thiols/disulfides with the BcII metallo-beta-lactamase enabled the rapid identification of an inhibitor with a K(i) of < 1 microM. The study exemplifies the utility of protein-MS for screening dynamic mixtures of potential enzyme-inhibitors.
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30
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de Boer AR, Lingeman H, Niessen WM, Irth H. Mass spectrometry-based biochemical assays for enzyme-inhibitor screening. Trends Analyt Chem 2007. [DOI: 10.1016/j.trac.2007.08.004] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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31
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Mehta M, Hanumanthaiah CS, Betala PA, Zhang H, Roh S, Buttner W, Penrose WR, Stetter JR, Pérez-Luna VH. Detection of proteins and bacteria using an array of feedback capacitance sensors. Biosens Bioelectron 2007; 23:728-34. [PMID: 17888647 DOI: 10.1016/j.bios.2007.08.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2007] [Revised: 08/13/2007] [Accepted: 08/14/2007] [Indexed: 11/29/2022]
Abstract
An integrated array of micron-dimension capacitors, originally developed for biometric applications (fingerprint identification), was engineered for detection of biological agents such as proteins and bacteria. This device consists of an array of 93,184 (256 x 364) individual capacitor-based sensing elements located underneath a thin (0.8 microm) layer of glass. This glass layer can be functionalized with organosilane-based monolayers to provide groups amenable for the immobilization of bioreceptors such as antibodies, enzymes, peptides, aptamers, and nucleotides. Upon functionalization with antibodies and in conjunction with signal amplification schemes that result in perturbation of the dielectric constant around the captured antigens, this system can be used as a detector of biological agents. Two signal amplification schemes were tested in this work: one consisted of 4 microm diameter latex immunobeads and a second one was based on colloidal gold catalyzed reduction of silver. These signal amplification approaches were demonstrated and show that this system is capable of specific detection of bacteria (Escherichia coli) and proteins (ovalbumin). The present work shows proof-of-principle demonstration that a simple fingerprint detector based on feedback capacitance measurements can be implemented as a biosensor. The approach presented could be easily expanded to simultaneously test for a large number of analytes and multiple samples given that this device has a large number of detectors. The device and required instrumentation is highly portable and does not require expensive and bulky instrumentation because it relies purely on electronic detection.
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Affiliation(s)
- Manav Mehta
- Department of Chemical and Environmental Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA
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32
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Hofstadler SA, Sannes-Lowery KA. Applications of ESI-MS in drug discovery: interrogation of noncovalent complexes. Nat Rev Drug Discov 2006; 5:585-95. [PMID: 16816839 DOI: 10.1038/nrd2083] [Citation(s) in RCA: 180] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
For many years, analytical mass spectrometry has had numerous supporting roles in the drug development process, including the assessment of compound purity; quantitation of absorption, distribution, metabolism and excretion; and compound-specific pharmacokinetic analyses. More recently, mass spectrometry has emerged as an effective technique for identifying lead compounds on the basis of the characterization of noncovalent ligand-macromolecular target interactions. This approach offers several attractive properties for screening applications in drug discovery compared with other strategies, including the small quantities of target and ligands required, and the capacity to study ligands or targets without having to label them. Here, we review the application of electrospray ionization mass spectrometry to the interrogation of noncovalent complexes, highlighting examples from drug discovery efforts aimed at a range of target classes.
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Affiliation(s)
- Steven A Hofstadler
- Ibis Therapeutics, A Division of ISIS Pharmaceuticals, 1891 Rutherford Road, Carlsbad, California 92008, USA.
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33
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Poulsen SA. Direct screening of a dynamic combinatorial library using mass spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2006; 17:1074-1080. [PMID: 16735129 DOI: 10.1016/j.jasms.2006.03.017] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2006] [Revised: 03/30/2006] [Accepted: 03/31/2006] [Indexed: 05/09/2023]
Abstract
A dynamic combinatorial library (DCL) screening approach is described that permits direct identification of the effective (from ineffective) combination of building blocks in the equilibrating DCL. The approach uses Fourier transform ion cyclotron resonance mass spectrometry (FTICR MS) together with sustained off-resonance irradiation collision activated dissociation (SORI-CAD) to detect noncovalent protein-DCL ligand complexes under native conditions. It was shown that in a single, rapid experiment one could concurrently identify all the ligands of interest from the DCL against a background of inactive DCL ligands while still in the presence of the target protein. This result has demonstrated that mass spectrometry may provide a fast preliminary screening approach to identify DCL candidates for later verification with more traditional but time-consuming analysis. The MS/MS enables DCL mixtures to be effectively deconvoluted without the need for either chromatography, synthesis of DCL sub-libraries, conversion of the DCL to a static library, or disruption of the protein-ligand complexes before analysis--all typically necessary for the current screening method for DCLs.
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Affiliation(s)
- Sally-Ann Poulsen
- Eskitis Institute for Cell and Molecular Therapies, Griffith University, Nathan, Brisbane, 4111, Queensland, Australia.
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34
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Selevsek N, Tholey A, Heinzle E, Liénard BMR, Oldham NJ, Schofield CJ, Heinz U, Adolph HW, Frère JM. Studies on ternary metallo-beta lactamase-inhibitor complexes using electrospray ionization mass spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2006; 17:1000-1004. [PMID: 16713713 DOI: 10.1016/j.jasms.2006.03.010] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2005] [Revised: 03/15/2006] [Accepted: 03/20/2006] [Indexed: 05/09/2023]
Abstract
Metallo-beta-lactamases (MBLs) are targets for medicinal chemistry as they mediate bacterial resistance to beta-lactam antibiotics. Electrospray-ionization mass spectrometry (ESI-MS) was used to study the inhibition by a set of mercaptocarboxylates of two representative MBLs with different optimal metal stoichiometries for catalysis. BcII is a dizinc MBL (Class B1), whilst the CphA MBL (Class B2) exhibits highest activity with a single zinc ion in the active site. Experimental parameters for the detection of the metallo-enzyme and the metallo-enzyme-inhibitor complexes were evaluated and optimized. Following investigations on the stoichiometry of metal binding, the affinity of the inhibitors was investigated by measuring the relative abundance of the complex compared to the metalloprotein. The results for the BcII enzyme were in general agreement with solution assays and demonstrated that the inhibitors bind to the dizinc form of the BcII enzyme. The results for the CphA(ZnII) complex unexpectedly revealed an increased affinity for the binding of a second metal ion in the presence of thiomandelic acid. The results demonstrate that direct ESI-MS analysis of enzyme:inhibitor complexes is a viable method for screening inhibitors and for the rapid assay of the enzyme:metal:inhibitor ratios.
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Affiliation(s)
- Nathalie Selevsek
- Department of Biochemical Engineering, Saarland University, Saarbrücken, Germany
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35
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Deng G, Sanyal G. Applications of mass spectrometry in early stages of target based drug discovery. J Pharm Biomed Anal 2006; 40:528-38. [PMID: 16256286 DOI: 10.1016/j.jpba.2005.08.038] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2005] [Revised: 08/30/2005] [Accepted: 08/30/2005] [Indexed: 10/25/2022]
Abstract
Mass spectrometry (MS) has been applied to drug discovery for many years. With the advent of new ionization techniques, MS has emerged as an important analytical tool in identification and characterization of protein targets, structure elucidation of synthetic compounds, and early drug metabolism and pharmacokinetics studies. Two MS-based strategies, function-based and affinity-based, have been employed in recent years for screening and evaluation of compounds. In the function-based approach, the effects of compounds on the biological activity of a target molecule are measured. In the affinity-based approach, compounds are screened based on their binding affinities to target molecules. The interaction between targets and compounds can be directly evaluated by monitoring the formation of non-covalent target-ligand complexes (direct detection) or indirectly evaluated by detecting the compounds after separating bound compounds from unbound (indirect detection). Various techniques including high performance liquid chromatography (HPLC)-MS, size exclusion chromatography (SEC)-MS, frontal affinity chromatography (FAC)-MS and desorption/ionization on silicon (DIOS)-MS can be applied. The recent advances, relative advantages, and limitations of each MS-based method as a tool in compound screening and compound evaluation in the early stages of drug discovery are discussed in this review.
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Affiliation(s)
- Gejing Deng
- Department of Biochemistry, Infection Drug Discovery, AstraZeneca R&D Boston, 35 Gatehouse Drive, Waltham, MA 02451, USA.
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36
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Poulsen SA, Davis RA, Keys TG. Screening a natural product-based combinatorial library using FTICR mass spectrometry. Bioorg Med Chem 2006; 14:510-5. [PMID: 16198579 DOI: 10.1016/j.bmc.2005.08.030] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2005] [Revised: 08/15/2005] [Accepted: 08/16/2005] [Indexed: 10/25/2022]
Abstract
This manuscript reports the use of Fourier transform ion cyclotron resonance mass spectrometry to screen a combinatorially generated natural product-based library for binding affinity to bovine carbonic anhydrase II (bCAII). The fungal natural product 3-chloro-4-hydroxyphenylacetamide was the library template, with 11 secondary amide analogues of this template constituting the combinatorial library. 2-(3-Chloro-4-hydroxyphenyl)-N-(4-sulfamoylphenethyl)acetamide (compound 11) of this library was identified as a tight binding inhibitor of bCAII, by detection of a noncovalent complex corresponding to [bCAII+11] in the mass spectrum. A competitive bCAII enzyme binding assay validated the mass spectrometry screening result. The equilibrium dissociation constant (K(i)) for 11 was measured as 77.4 nM. Preliminary structure-activity investigations of the bioactive natural product analogue are also reported.
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Affiliation(s)
- Sally-Ann Poulsen
- Chemical Biology Group, Eskitis Institute for Cell and Molecular Therapies, Griffith University, Nathan Campus, Brisbane 4111, Australia.
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37
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Suzuki T, Matsuura A, Kouketsu A, Hisakawa S, Nakagawa H, Miyata N. Design and synthesis of non-hydroxamate histone deacetylase inhibitors: identification of a selective histone acetylating agent. Bioorg Med Chem 2005; 13:4332-42. [PMID: 15927839 DOI: 10.1016/j.bmc.2005.04.002] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2005] [Revised: 04/04/2005] [Accepted: 04/04/2005] [Indexed: 11/19/2022]
Abstract
A series of suberoylanilide hydroxamic acid (SAHA)-based non-hydroxamates was designed, synthesized, and evaluated for their histone deacetylase (HDAC) inhibitory activity. Among these, methyl sulfoxide 15 inhibited HDACs in enzyme assays and caused hyperacetylation of histone H4 while not inducing the accumulation of acetylated alpha-tubulin in HCT116 cells.
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Affiliation(s)
- Takayoshi Suzuki
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, Aichi 467-8603, Japan.
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38
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Ashcroft AE. Recent developments in electrospray ionisation mass spectrometry: noncovalently bound protein complexes. Nat Prod Rep 2005; 22:452-64. [PMID: 16047045 DOI: 10.1039/b417724j] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Affiliation(s)
- Alison E Ashcroft
- Astbury Centre for Structural Molecular Biology, School of Biochemistry & Microbiology, The University of Leeds, UK
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39
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Potier N, Rogniaux H, Chevreux G, Van Dorsselaer A. Ligand–Metal Ion Binding to Proteins: Investigation by ESI Mass Spectrometry. Methods Enzymol 2005; 402:361-89. [PMID: 16401515 DOI: 10.1016/s0076-6879(05)02011-2] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The objective of this chapter is to show the general mass spectrometry (MS)-based strategies that can be used to retrieve information regarding protein-metal and protein-ligand noncovalent complexes. Indeed, when using carefully controlled conditions in the atmospheric pressure-vacuum interface of the mass spectrometer, and when sample preparation is optimized, it is possible to preserve large specific multiprotein-metal-ligand noncovalent complexes during MS analysis. Examples describing the possibilities of electrospray ionization MS (ESI-MS) are shown. For instance, it can be used to probe cooperativity in the binding of a ligand or a metal to a protein or may constitute a new methodology for a more rational approach for drug discovery and for human genome annotation. Thanks to its ability to directly give information on stoichiometry or dynamics of the interactions formed in solution, MS offers new possibilities to tackle more and more various applications.
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Affiliation(s)
- Noelle Potier
- Laboratoire de Spéctrometrie de Masse Bio-Organique, Strasbourg, France
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40
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Mocharla VP, Colasson B, Lee LV, Röper S, Sharpless KB, Wong CH, Kolb HC. In situ click chemistry: enzyme-generated inhibitors of carbonic anhydrase II. Angew Chem Int Ed Engl 2004; 44:116-20. [PMID: 15599912 DOI: 10.1002/anie.200461580] [Citation(s) in RCA: 183] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Vani P Mocharla
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, SP-227, La Jolla, CA 92037, USA
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41
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Mocharla VP, Colasson B, Lee LV, Röper S, Sharpless KB, Wong CH, Kolb HC. In Situ Click Chemistry: Enzyme-Generated Inhibitors of Carbonic Anhydrase II. Angew Chem Int Ed Engl 2004. [DOI: 10.1002/ange.200461580] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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42
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Niessen WMA. Progress in liquid chromatography-mass spectrometry instrumentation and its impact on high-throughput screening. J Chromatogr A 2003; 1000:413-36. [PMID: 12877182 DOI: 10.1016/s0021-9673(03)00506-5] [Citation(s) in RCA: 138] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
In the past 10 years, liquid chromatography-mass spectrometry (LC-MS) has rapidly matured to become a very powerful and useful analytical tool that is widely applied in many areas of chemistry, pharmaceutical sciences and biochemistry. In this paper, recent instrumental developments in LC-MS-related interfacing, ionization and mass analysis are reviewed from the perspective of the application of LC-MS in high-throughput screening of combinatorial libraries and the related high-throughput quantitative bioanalysis in early drug-discovery studies, such as early adsorption, distribution, metabolism and excretion studies.
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Affiliation(s)
- W M A Niessen
- Hyphen MassSpec Consultancy, de Wetstraat 8, 2332 XT Leiden, The Netherlands.
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43
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Abstract
At least 14 different carbonic anhydrase (CA, EC 4.2.1.1) isoforms were isolated in higher vertebrates, where these zinc enzymes play crucial physiological roles. Some of these isozymes are cytosolic (CA I, CA II, CA III, CA VII), others are membrane-bound (CA IV, CA IX, CA XII, and CA XIV), CA V is mitochondrial and CA VI is secreted in saliva. Three acatalytic forms are also known, which are denominated CA related proteins (CARP), CARP VIII, CARP X, and CARP XI. Several important physiological and physio-pathological functions are played by many CA isozymes, which are strongly inhibited by aromatic and heterocyclic sulfonamides as well as inorganic, metal complexing anions. The catalytic and inhibition mechanisms of these enzymes are understood in detail, and this helped the design of potent inhibitors, some of which possess important clinical applications. The use of such enzyme inhibitors as antiglaucoma drugs will be discussed in detail, together with the recent developments that led to isozyme-specific and organ-selective inhibitors. A recent discovery is connected with the involvement of CAs and their sulfonamide inhibitors in cancer: several potent sulfonamide inhibitors inhibited the growth of a multitude of tumor cells in vitro and in vivo, thus constituting interesting leads for developing novel antitumor therapies. Furthermore, some other classes of compounds that interact with CAs have recently been discovered, some of which possess modified sulfonamide or hydroxamate moieties. Some sulfonamides have also applications as diagnostic tools, in PET and MRI or as antiepileptics or for the treatment of other neurological disorders. Future prospects for drug design applications for inhibitors of these ubiquitous enzymes are also discussed.
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Affiliation(s)
- Claudiu T Supuran
- Dipartimento di Chimica, University of Florence, Via della Lastruccia 3, Rm 188, Polo Scientifico, 50019-Sesto Fiorentino (Firenze), Italy.
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44
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Abstract
Peptide libraries offer a valuable means for providing functional information regarding protein-modifying enzymes and protein interaction domains. Library approaches have become increasingly useful as high-throughput strategies for the analysis of large numbers of new proteins identified as a result of genome-sequencing efforts. Recent developments in the field have produced faster methods with broadened applicability. Crucially, new computational and biochemical tools have emerged that facilitate identification of interaction partners and substrates for proteins on the basis of their peptide selectivity profiles. Such combinations of proteomics-scale experimental approaches with bioinformatics tools hold great promise for the elucidation of protein interaction networks and signal transduction pathways in living cells.
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Affiliation(s)
- Benjamin E Turk
- Department of Cell Biology, Harvard Medical School, Beth Israel Deaconess Medical Center, HIM 1022, 330 Brookline Avenue, Boston, MA 02215, USA
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45
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Orsatti L, Di Marco S, Volpari C, Vannini A, Neddermann P, Bonelli F. Determination of the stoichiometry of noncovalent complexes using reverse-phase high-performance liquid chromatography coupled with electrospray ion trap mass spectrometry. Anal Biochem 2002; 309:11-8. [PMID: 12381356 DOI: 10.1016/s0003-2697(02)00295-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
An electrospray mass spectrometry-based methodology has been developed to have a fast and sensitive method for protein-cofactor stoichiometry determination. As model systems, we used two proteins which require the presence of cofactors for activity: TraR, a member of the LuxR family of quorum-sensing transcriptional regulators, which requires an acyl-homoserine lactone molecule called Agrobacterium autoinducer (AAI) as coinducer and the NS3 protease of hepatitis C virus which complexes with a NS4A cofactor peptide. Both TraR/AAI and NS3/NS4A are noncovalent complexes. Our method requires only nanomolar concentration of sample. A calibration curve of the cofactor is determined by high-performance liquid chromatography (HPLC) coupled on-line with an ion trap mass spectrometer operated in selected reaction monitoring mode. Subsequently, the complex is analyzed using the same experimental setup. During the HPLC run, the complex dissociates, and cofactor and protein elute at different retention times. The peak area of the cofactor is integrated and the molar concentration of cofactor in the complex is extrapolated from the calibration curve. The stoichiometry is consequently calculated by dividing the molar concentration of protein injected by that of cofactor measured. Both TraR/AAI and NS3/NS4A complexes have 1:1 stoichiometries, in line with those already reported in the literature.
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Affiliation(s)
- Laura Orsatti
- Department of Pharmacology, Istituto di Ricerche di Biologia Molecolare P. Angeletti, IRBM, Via Pontina Km 30.600, Pomezia (Rome), Italy
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46
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Wigger M, Eyler JR, Benner SA, Li W, Marshall AG. Fourier transform-ion cyclotron resonance mass spectrometric resolution, identification, and screening of non-covalent complexes of Hck Src homology 2 domain receptor and ligands from a 324-member peptide combinatorial library. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2002; 13:1162-1169. [PMID: 12387321 DOI: 10.1016/s1044-0305(02)00439-7] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The preferred ligands for the Hck Src homology 2 domain among a combinatorial library containing 324 different peptides were determined in a single experiment involving Fourier transform ion cyclotron resonance (FT-ICR) mass spectrometry (MS), electrospray ionization (ESI), stored-waveform inverse Fourier transformation (SWIFT), and infrared multiphoton laser disassociation (IRMPD). These were compared with the results obtained by conventional screening of the peptide library in solution using affinity chromatography. The results reported here show that by combining ESI, FT-ICR MS, SWIFT, and IRMPD, ligands likely to bind under physiological conditions are rapidly and efficiently identified, even from complex library mixtures. In the gas phase some discrimination against hydrophobic ligands could be observed. However, the illustrated feasibility of identifying high affinity ligand via gas-phase screening of complex library mixtures should lead to broad applications in the development of ligands for proteins with interesting biological activity, the first step that must be taken to develop a therapeutic agent.
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Vollmerhaus PJ, Tempels FWA, Kettenes-van den Bosch JJ, Heck AJR. Molecular interactions of glycopeptide antibiotics investigated by affinity capillary electrophoresis and bioaffinity electrospray ionization-mass spectrometry. Electrophoresis 2002; 23:868-79. [PMID: 11920871 DOI: 10.1002/1522-2683(200203)23:6<868::aid-elps868>3.0.co;2-#] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Many analytical approaches are available to evaluate (bio)molecular interactions, all of which have their particular advantages and disadvantages. In recent years, two relatively new techniques have emerged that may be used by the bioanalytical community to evaluate such interactions, namely affinity capillary electrophoresis (ACE) and bioaffinity electrospray ionization-mass spectrometry (ESI-MS). In this paper, we describe and evaluate the use of both these techniques for the investigation of the interactions of glycopeptide antibiotics with peptides that mimic the bacterial cell wall binding site. We focus particularly on the effect of the sugar moieties attached to the antibiotic peptide backbone and on the noncovalent dimerization of these glycopeptide antibiotics.
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Affiliation(s)
- Pauline J Vollmerhaus
- Department of Biomolecular Mass Spectrometry, Bijvoet Center for Biomolecular Research, Utrecht University, Sorbonelaan 16, NL-3584 CA Utrecht, The Netherlands
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Gabelica V, Vreuls C, Filée P, Duval V, Joris B, Pauw ED. Advantages and drawbacks of nanospray for studying noncovalent protein-DNA complexes by mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2002; 16:1723-1728. [PMID: 12207359 DOI: 10.1002/rcm.776] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The noncovalent complexes between the BlaI protein dimer (wild-type and GM2 mutant) and its double-stranded DNA operator were studied by nanospray mass spectrometry and tandem mass spectrometry (MS/MS). Reproducibility problems in the nanospray single-stage mass spectra are emphasized. The relative intensities depend greatly on the shape of the capillary tip and on the capillary-cone distance. This results in difficulties in assessing the relative stabilities of the complexes simply from MS(1) spectra of protein-DNA mixtures. Competition experiments using MS/MS are a better approach to determine relative binding affinities. A competition between histidine-tagged BlaIWT (BlaIWTHis) and the GM2 mutant revealed that the two proteins have similar affinities for the DNA operator, and that they co-dimerize to form heterocomplexes. The low sample consumption of nanospray allows MS/MS spectra to be recorded at different collision energies for different charge states with 1 microL of sample. The MS/MS experiments on the dimers reveal that the GM2 dimer is more kinetically stable in the gas phase than the wild-type dimer. The MS/MS experiments on the complexes shows that the two proteins require the same collision energy to dissociate from the complex. This indicates that the rate-limiting step in the monomer loss from the protein-DNA complex arises from the breaking of the protein-DNA interface rather than the protein-protein interface. The dissociation of the protein-DNA complex proceeds by the loss of a highly charged monomer (carrying about two-thirds of the total charge and one-third of the total mass). MS/MS experiments on a heterocomplex also show that the two proteins BlaIWTHis and BlaIGM2 have slightly different charge distributions in the fragments. This emphasizes the need for better understanding the dissociation mechanisms of biomolecular complexes.
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Affiliation(s)
- Valérie Gabelica
- Laboratoire de Spectrométrie de Masse, Département de Chimie, Bat B6c, Université de Liège, Belgium.
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Triolo A, Altamura M, Cardinali F, Sisto A, Maggi CA. Mass spectrometry and combinatorial chemistry: a short outline. JOURNAL OF MASS SPECTROMETRY : JMS 2001; 36:1249-1259. [PMID: 11754116 DOI: 10.1002/jms.238] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The rapid evolution of combinatorial chemistry in recent years has led to a dramatic improvement in synthetic capabilities. The goal is to accelerate the discovery of molecules showing affinity against a target, such as an enzyme or a receptor, through the simultaneous synthesis of a great number of structurally diverse compounds. This is done by generating combinatorial libraries containing as many as hundreds or thousands of compounds. The need to test all these compounds led to the development of high-throughput screening (HTS) techniques, and also high-throughput analytical techniques capable of assessing the occurrence, structure and purity of the products. In order to be applied effectively to the characterization of combinatorial libraries, an analytical technique must be adequately sensitive (to analyse samples which are typically produced in nanomole amounts or less), fast, affordable and easy to automate (to minimize analysis time and operator intervention). Although no method alone can meet all the analytical challenges underlying this task, the recent progress in mass spectrometric (MS) instrumentation renders this technique an essential tool for scientists working in this area. We describe here relevant aspects of the use of MS in combinatorial technologies, such as current methods of characterization, purification and screening of libraries. Some examples from our laboratory deal with the analysis of pooled oligomeric libraries containing n x 324(n = 1, 2) compounds, using both on-line high-performance liquid chromatography/MS with an ion trap mass spectrometer, and direct infusion into a triple quadrupole instrument. In the first approach, MS and product ion MS/MS with automatic selection of the precursor were performed in one run, allowing library confirmation and structural elucidation of unexpected by-products. The second approach used MS scans to characterize the entire library and also precursor ion and neutral loss scans to detect selectively components with given structural characteristics.
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Affiliation(s)
- A Triolo
- Menarini Ricerche SpA, via Sette Santi 3, 50131 Florence, Italy.
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Kraft A, Peters L, Johann S, Reichert A, Osterod F, Fröhlich R. Noncovalent interactions between acidic heterocycles and amidine bases. MATERIALS SCIENCE & ENGINEERING. C, MATERIALS FOR BIOLOGICAL APPLICATIONS 2001. [DOI: 10.1016/s0928-4931(01)00347-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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