1
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Sternicki LM, Poulsen SA. Fragment-based drug discovery campaigns guided by native mass spectrometry. RSC Med Chem 2024; 15:2270-2285. [PMID: 39026646 PMCID: PMC11253872 DOI: 10.1039/d4md00273c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 05/19/2024] [Indexed: 07/20/2024] Open
Abstract
Native mass spectrometry (nMS) is well established as a biophysical technique for characterising biomolecules and their interactions with endogenous or investigational small molecule ligands. The high sensitivity mass measurements make nMS particularly well suited for applications in fragment-based drug discovery (FBDD) screening campaigns where the detection of weakly binding ligands to a target biomolecule is crucial. We first reviewed the contributions of nMS to guiding FBDD hit identification in 2013, providing a comprehensive perspective on the early adoption of nMS for fragment screening. Here we update this initial progress with a focus on contributions of nMS that have guided FBDD for the period 2014 until end of 2023. We highlight the development of nMS adoption in FBDD in the context of other biophysical fragment screening techniques. We also discuss the roadmap for increased adoption of nMS for fragment screening beyond soluble proteins, including for guiding the discovery of fragments supporting advances in PROTAC discovery, RNA-binding small molecules and covalent therapeutic drug discovery.
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Affiliation(s)
- Louise M Sternicki
- Griffith Institute for Drug Discovery, Griffith University Nathan Brisbane Queensland 4111 Australia
- ARC Centre for Fragment-Based Design Australia
| | - Sally-Ann Poulsen
- Griffith Institute for Drug Discovery, Griffith University Nathan Brisbane Queensland 4111 Australia
- ARC Centre for Fragment-Based Design Australia
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2
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Quinn RJ, Mak T, Littler DR, Rossjohn J, Liu M. Discovery of Anti-SARS-CoV-2 Nsp9 Binders from Natural Products by a Native Mass Spectrometry Approach. JOURNAL OF NATURAL PRODUCTS 2023; 86:2630-2637. [PMID: 37993134 DOI: 10.1021/acs.jnatprod.3c00636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
The search for effective antiviral agents against SARS-CoV-2 remains a critical global endeavor. In this study, we focused on the viral nucleocapsid protein Nsp9, which is a key player in viral RNA replication and an attractive drug target. Employing a two-pronged approach, an in-house natural product library was screened using native mass spectrometry to identify compounds capable of binding to Nsp9. From the initial screening, apart from the previously reported hit oridonin (protein binding ratio of 0.56 in the initial screening, Kd = 7.2 ± 1.0 μM), we have identified a second Nsp9-interacting compound, the diterpenoid ryanodine, with a protein binding ratio of 0.3 and a Kd of 48.05 ± 5.03 μM. To gain deeper insights into the binding interactions and to explore potential structural requirements, the collision-induced affinity selection mass spectrometry (CIAS-MS) approach allowed us to identify six known oridonin analogues produced by the plant Rabdosia rubescens, each with varying affinities to Nsp9. Native MS validation of their individual binding activities to Nsp9 revealed that all analogues exhibited reduced affinity compared to oridonin. Structural-activity relationship analysis highlighted key functional groups, including 1-OH, 6-OH, 7-OH, and the enone moiety, which are crucial for Nsp9 binding. Combined data from our native mass spectrometry and CIAS-MS approaches provide valuable insights into the molecular interactions between Nsp9 and these compounds.
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Affiliation(s)
- Ronald J Quinn
- Griffith Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
| | - Tin Mak
- Griffith Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
| | - Dene R Littler
- Infection and Immunity Program & Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton 3800, Victoria, Australia
| | - Jamie Rossjohn
- Infection and Immunity Program & Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton 3800, Victoria, Australia
- Institute of Infection and Immunity, Cardiff University School of Medicine, Heath Park, Cardiff CF14 4XN, United Kingdom
| | - Miaomiao Liu
- Griffith Institute for Drug Discovery, Griffith University, Brisbane, QLD 4111, Australia
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3
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Abstract
Native mass spectrometry (MS) involves the analysis and characterization of macromolecules, predominantly intact proteins and protein complexes, whereby as much as possible the native structural features of the analytes are retained. As such, native MS enables the study of secondary, tertiary, and even quaternary structure of proteins and other biomolecules. Native MS represents a relatively recent addition to the analytical toolbox of mass spectrometry and has over the past decade experienced immense growth, especially in enhancing sensitivity and resolving power but also in ease of use. With the advent of dedicated mass analyzers, sample preparation and separation approaches, targeted fragmentation techniques, and software solutions, the number of practitioners and novel applications has risen in both academia and industry. This review focuses on recent developments, particularly in high-resolution native MS, describing applications in the structural analysis of protein assemblies, proteoform profiling of─among others─biopharmaceuticals and plasma proteins, and quantitative and qualitative analysis of protein-ligand interactions, with the latter covering lipid, drug, and carbohydrate molecules, to name a few.
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Affiliation(s)
- Sem Tamara
- Biomolecular
Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular
Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht, Padualaan 8, 3584
CH Utrecht, The Netherlands
- Netherlands
Proteomics Center, Padualaan
8, 3584 CH Utrecht, The Netherlands
| | - Maurits A. den Boer
- Biomolecular
Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular
Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht, Padualaan 8, 3584
CH Utrecht, The Netherlands
- Netherlands
Proteomics Center, Padualaan
8, 3584 CH Utrecht, The Netherlands
| | - Albert J. R. Heck
- Biomolecular
Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular
Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht, Padualaan 8, 3584
CH Utrecht, The Netherlands
- Netherlands
Proteomics Center, Padualaan
8, 3584 CH Utrecht, The Netherlands
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4
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Gavriilidou AFM, Sokratous K, Yen HY, De Colibus L. High-Throughput Native Mass Spectrometry Screening in Drug Discovery. Front Mol Biosci 2022; 9:837901. [PMID: 35495635 PMCID: PMC9047894 DOI: 10.3389/fmolb.2022.837901] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 02/15/2022] [Indexed: 12/15/2022] Open
Abstract
The design of new therapeutic molecules can be significantly informed by studying protein-ligand interactions using biophysical approaches directly after purification of the protein-ligand complex. Well-established techniques utilized in drug discovery include isothermal titration calorimetry, surface plasmon resonance, nuclear magnetic resonance spectroscopy, and structure-based drug discovery which mainly rely on protein crystallography and, more recently, cryo-electron microscopy. Protein-ligand complexes are dynamic, heterogeneous, and challenging systems that are best studied with several complementary techniques. Native mass spectrometry (MS) is a versatile method used to study proteins and their non-covalently driven assemblies in a native-like folded state, providing information on binding thermodynamics and stoichiometry as well as insights on ternary and quaternary protein structure. Here, we discuss the basic principles of native mass spectrometry, the field's recent progress, how native MS is integrated into a drug discovery pipeline, and its future developments in drug discovery.
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5
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Schwarz M, Eno RFM, Freitag-Pohl S, Coxon CR, Straker HE, Wortley DJ, Hughes DJ, Mitchell G, Moore J, Cummins I, Onkokesung N, Brazier-Hicks M, Edwards R, Pohl E, Steel PG. Flavonoid-based inhibitors of the Phi-class glutathione transferase from black-grass to combat multiple herbicide resistance. Org Biomol Chem 2021; 19:9211-9222. [PMID: 34643629 PMCID: PMC8564858 DOI: 10.1039/d1ob01802g] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 09/30/2021] [Indexed: 12/24/2022]
Abstract
The evolution and growth of multiple-herbicide resistance (MHR) in grass weeds continues to threaten global cereal production. While various processes can contribute to resistance, earlier work has identified the phi class glutathione-S-transferase (AmGSTF1) as a functional biomarker of MHR in black-grass (Alopecurus myosuroides). This study provides further insights into the role of AmGSTF1 in MHR using a combination of chemical and structural biology. Crystal structures of wild-type AmGSTF1, together with two specifically designed variants that allowed the co-crystal structure determination with glutathione and a glutathione adduct of the AmGSTF1 inhibitor 4-chloro-7-nitro-benzofurazan (NBD-Cl) were obtained. These studies demonstrated that the inhibitory activity of NBD-Cl was associated with the occlusion of the active site and the impediment of substrate binding. A search for other selective inhibitors of AmGSTF1, using ligand-fishing experiments, identified a number of flavonoids as potential ligands. Subsequent experiments using black-grass extracts discovered a specific flavonoid as a natural ligand of the recombinant enzyme. A series of related synthetic flavonoids was prepared and their binding to AmGSTF1 was investigated showing a high affinity for derivatives bearing a O-5-decyl-α-carboxylate. Molecular modelling based on high-resolution crystal structures allowed a binding pose to be defined which explained flavonoid binding specificity. Crucially, high binding affinity was linked to a reversal of the herbicide resistance phenotype in MHR black-grass. Collectively, these results present a nature-inspired new lead for the development of herbicide synergists to counteract MHR in weeds.
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Affiliation(s)
- Maria Schwarz
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
| | - Rebecca F M Eno
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
| | - Stefanie Freitag-Pohl
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
| | - Christopher R Coxon
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
| | - Hannah E Straker
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
| | - David J Wortley
- Centre for Novel Agricultural Products, Department of Biology, University of York, York YO10 5DD, UK
| | - David J Hughes
- Syngenta, Jealott's Hill International Research Station, Bracknell, Berks RG42 6EY, UK
| | - Glynn Mitchell
- Syngenta, Jealott's Hill International Research Station, Bracknell, Berks RG42 6EY, UK
| | - Jenny Moore
- Syngenta, Jealott's Hill International Research Station, Bracknell, Berks RG42 6EY, UK
| | - Ian Cummins
- Department of Biosciences, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK
| | - Nawaporn Onkokesung
- Agriculture, School of Natural and Environmental Sciences, Newcastle University, Newcastle-upon-Tyne, NE1 7RU, UK
| | - Melissa Brazier-Hicks
- Agriculture, School of Natural and Environmental Sciences, Newcastle University, Newcastle-upon-Tyne, NE1 7RU, UK
| | - Robert Edwards
- Agriculture, School of Natural and Environmental Sciences, Newcastle University, Newcastle-upon-Tyne, NE1 7RU, UK
| | - Ehmke Pohl
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
- Department of Biosciences, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK
| | - Patrick G Steel
- Department of Chemistry, University of Durham, Science Laboratories, South Road, Durham, DH1 3LE, UK.
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6
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Rogawski R, Rogel A, Bloch I, Gal M, Horovitz A, London N, Sharon M. Intracellular Protein–Drug Interactions Probed by Direct Mass Spectrometry of Cell Lysates. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202104947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Rivkah Rogawski
- Department of Biomolecular Sciences Weizmann Institute of Science Rehovot 7610001 Israel
| | - Adi Rogel
- Department of Chemical and Structural Biology Weizmann Institute of Science Rehovot 7610001 Israel
| | - Itai Bloch
- Biotechnology Department MIGAL-Galilee Research Institute Kiryat-Shmona 11016 Israel
| | - Maayan Gal
- Department of Oral Biology The Goldschleger School of Dental Medicine Sackler Faculty of Medicine Tel Aviv University Tel Aviv 6997801 Israel
| | - Amnon Horovitz
- Department of Chemical and Structural Biology Weizmann Institute of Science Rehovot 7610001 Israel
| | - Nir London
- Department of Chemical and Structural Biology Weizmann Institute of Science Rehovot 7610001 Israel
| | - Michal Sharon
- Department of Biomolecular Sciences Weizmann Institute of Science Rehovot 7610001 Israel
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7
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Rogawski R, Rogel A, Bloch I, Gal M, Horovitz A, London N, Sharon M. Intracellular Protein-Drug Interactions Probed by Direct Mass Spectrometry of Cell Lysates. Angew Chem Int Ed Engl 2021; 60:19637-19642. [PMID: 34101963 PMCID: PMC8457057 DOI: 10.1002/anie.202104947] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 05/23/2021] [Indexed: 12/22/2022]
Abstract
Understanding protein–ligand interactions in a cellular context is an important goal in molecular biology and biochemistry, and particularly for drug development. Investigators must demonstrate that drugs penetrate cells and specifically bind their targets. Towards that end, we present a native mass spectrometry (MS)‐based method for analyzing drug uptake and target engagement in eukaryotic cells. This method is based on our previously introduced direct‐MS method for rapid analysis of proteins directly from crude samples. Here, direct‐MS enables label‐free studies of protein–drug binding in human cells and is used to determine binding affinities of lead compounds in crude samples. We anticipate that this method will enable the application of native MS to a range of problems where cellular context is important, including protein–protein interactions, drug uptake and binding, and characterization of therapeutic proteins.
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Affiliation(s)
- Rivkah Rogawski
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Adi Rogel
- Department of Chemical and Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Itai Bloch
- Biotechnology Department, MIGAL-Galilee Research Institute, Kiryat-Shmona, 11016, Israel
| | - Maayan Gal
- Department of Oral Biology, The Goldschleger School of Dental Medicine, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Amnon Horovitz
- Department of Chemical and Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Nir London
- Department of Chemical and Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Michal Sharon
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, 7610001, Israel
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8
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Wu F, Yao R, Yu S, Tang K, Xiao Y, Ding C. Quantifying Non‐Covalent Binding Interactions between Tobacco Alkaloids and Cyclodextrin Using Mass Spectrometry and the Application in Cigarette Smoke. ChemistrySelect 2020. [DOI: 10.1002/slct.202000369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Fangling Wu
- Zhejiang Provincial Key Laboratory of Advanced Mass Spectrometry and Molecular AnalysisInstitute of Mass Spectrometry, School of Material Science and Chemical Engineering, Ningbo University Ningbo, Zhejiang 315211 China
| | - Rujiao Yao
- Institute of Spacecraft equipment Shanghai 200240 China
| | - Shaoning Yu
- Zhejiang Provincial Key Laboratory of Advanced Mass Spectrometry and Molecular AnalysisInstitute of Mass Spectrometry, School of Material Science and Chemical Engineering, Ningbo University Ningbo, Zhejiang 315211 China
| | - Keqi Tang
- Zhejiang Provincial Key Laboratory of Advanced Mass Spectrometry and Molecular AnalysisInstitute of Mass Spectrometry, School of Material Science and Chemical Engineering, Ningbo University Ningbo, Zhejiang 315211 China
| | - Yu Xiao
- Institute of Spacecraft equipment Shanghai 200240 China
| | - Chuan‐Fan Ding
- Zhejiang Provincial Key Laboratory of Advanced Mass Spectrometry and Molecular AnalysisInstitute of Mass Spectrometry, School of Material Science and Chemical Engineering, Ningbo University Ningbo, Zhejiang 315211 China
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9
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Chi Q, Zhang W, Wang L, Huang J, Yuan M, Xiao H, Wang X. Evaluation of structurally different brominated flame retardants interacting with the transthyretin and their toxicity on HepG2 cells. CHEMOSPHERE 2020; 246:125749. [PMID: 31927367 DOI: 10.1016/j.chemosphere.2019.125749] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2019] [Revised: 12/17/2019] [Accepted: 12/23/2019] [Indexed: 05/03/2023]
Abstract
Brominated flame retardants (BFRs) are found at quantifiable levels in both humans and wildlife and may potentially cause a health risk. For BFRs and their derivatives, limited information regarding the relationship among the structure, binding affinity to the target protein and toxicity is currently available. In the present work, representative BFRs with different hydroxyl- or bromo-substituents, namely 2, 2', 4, 4'-tetrabromodiphenyl ether (BDE-47), 3-hydroxy-2, 2', 4, 4'-tetrabromodiphenyl ether (3-OH-BDE-47) and tetrabromobisphenol A (TBBPA), were selected to investigate the interactions with transthyretin (TTR) by electrospray ionization mass spectrometry (ESI-MS) and cytotoxicity on HepG2 cells. It was noted that BDE-47 had a weak binding affinity to TTR, while 3-OH-BDE-47 and TBBPA had a stronger binding affinity than BDE-47 and thyroxine (T4). Hence, 3-OH-BDE-47 and TBBPA could affect the binding of TTR with its native ligand T4 by competitive binding to TTR, even at equal concentrations, which might be associated with BFR toxicity of endocrine disruption. Negative cooperativity was found for 3-OH-BDE-47 and TBBPA binding to TTR, similar to T4 with a well-established negatively cooperative binding mechanism. The tendency of toxic effects on HepG2 cells for these three BFRs was, 3-OH-BDE-47 > TBBPA > BDE-47, and this order was in good agreement with the binding ability explored by ESI-MS experiments and molecular docking simulation. The observations obtained by this study demonstrate that the binding properties of these BFRs to TTR and their cytotoxicity are correlated with structure differentials and functional substituents.
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Affiliation(s)
- Quan Chi
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China
| | - Wenxiang Zhang
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China
| | - Lang Wang
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China
| | - Juan Huang
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China
| | - Ming Yuan
- College of Life Science and Technology, Huazhong University of Science and Technology, China
| | - Huaming Xiao
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China
| | - Xian Wang
- Key Laboratory of Analytical Chemistry of the State Ethnic Affairs Commission, College of Chemistry and Materials Science, South-Central University for Nationalities, Wuhan, Hubei, 430074, China.
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10
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Thangaraj S, Arola H, Tullila A, Nevanen TK, Rouvinen J, Jänis J. Quantitation of Thyroid Hormone Binding to Anti-Thyroxine Antibody Fab Fragment by Native Mass Spectrometry. ACS OMEGA 2019; 4:18718-18724. [PMID: 31737833 PMCID: PMC6854577 DOI: 10.1021/acsomega.9b02659] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2019] [Accepted: 09/25/2019] [Indexed: 06/10/2023]
Abstract
Thyroid hormones are important regulatory hormones, acting on nearly every cell in the body. The two main thyroid hormones are l-thyroxine (tetraiodo-l-thyronine, T4) and 3,3',5-triiodo-l-thyronine (T3), which are produced in the thyroid gland and secreted into the blood stream. Other important thyroid hormone metabolites are 3,3'-diiodo-l-thyronine (T2) and l-thyronine (T0), which may show increased levels in circulation due to dietary iodine deficiency or other medical disorders. Owing to their central role in cellular functions, sensitive and specific detection methods for thyroid hormones are needed. In this work, native mass spectrometry (MS) was used to quantitate thyroid hormone binding to the anti-T4 antibody Fab fragment. First, the binding affinity for T2 was determined via direct ligand titration experiments. Then, the affinities for the other ligands were determined by competition experiments using T2 as the "low-affinity" reference ligand. The highest affinity was measured for T3, followed by T4, T2, and T0 (K d = 29, 3.4, and 260 nM and 130 μM, respectively). Thus, it is evident that the number and positions of the iodine substituents within the thyronine rings are important for the ligand binding affinity of anti-T4 Fab. Surprisingly, structurally related tetrahalogen bisphenols were also able to bind to anti-T4 Fab with nanomolar affinities.
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Affiliation(s)
- Senthil
K. Thangaraj
- Department
of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
| | - Henri Arola
- VTT
Technical Research Centre of Finland Ltd., P.O. Box 1000, FI-02044 VTT Espoo, Finland
| | - Antti Tullila
- VTT
Technical Research Centre of Finland Ltd., P.O. Box 1000, FI-02044 VTT Espoo, Finland
| | - Tarja K. Nevanen
- VTT
Technical Research Centre of Finland Ltd., P.O. Box 1000, FI-02044 VTT Espoo, Finland
| | - Juha Rouvinen
- Department
of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
| | - Janne Jänis
- Department
of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
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11
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Ren C, Bailey AO, VanderPorten E, Oh A, Phung W, Mulvihill MM, Harris SF, Liu Y, Han G, Sandoval W. Quantitative Determination of Protein–Ligand Affinity by Size Exclusion Chromatography Directly Coupled to High-Resolution Native Mass Spectrometry. Anal Chem 2018; 91:903-911. [DOI: 10.1021/acs.analchem.8b03829] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
| | - Aaron O. Bailey
- Thermo Fisher Scientific, 355 River Oaks Parkway, San Jose, California 95134, United States
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12
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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: 0.7] [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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13
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Yefremova Y, Danquah BD, Opuni KF, El-Kased R, Koy C, Glocker MO. Mass spectrometric characterization of protein structures and protein complexes in condensed and gas phase. EUROPEAN JOURNAL OF MASS SPECTROMETRY (CHICHESTER, ENGLAND) 2017; 23:445-459. [PMID: 29183193 DOI: 10.1177/1469066717722256] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Proteins are essential for almost all physiological processes of life. They serve a myriad of functions which are as varied as their unique amino acid sequences and their corresponding three-dimensional structures. To fulfill their tasks, most proteins depend on stable physical associations, in the form of protein complexes that evolved between themselves and other proteins. In solution (condensed phase), proteins and/or protein complexes are in constant energy exchange with the surrounding solvent. Albeit methods to describe in-solution thermodynamic properties of proteins and of protein complexes are well established and broadly applied, they do not provide a broad enough access to life-science experimentalists to study all their proteins' properties at leisure. This leaves great desire to add novel methods to the analytical biochemist's toolbox. The development of electrospray ionization created the opportunity to characterize protein higher order structures and protein complexes rather elegantly by simultaneously lessening the need of sophisticated sample preparation steps. Electrospray mass spectrometry enabled us to translate proteins and protein complexes very efficiently into the gas phase under mild conditions, retaining both, intact protein complexes, and gross protein structures upon phase transition. Moreover, in the environment of the mass spectrometer (gas phase, in vacuo), analyte molecules are free of interactions with surrounding solvent molecules and, therefore, the energy of inter- and intramolecular forces can be studied independently from interference of the solvating environment. Provided that gas phase methods can give information which is relevant for understanding in-solution processes, gas phase protein structure studies and/or investigations on the characterization of protein complexes has rapidly gained more and more attention from the bioanalytical scientific community. Recent reports have shown that electrospray mass spectrometry provides direct access to six prime protein complex properties: stabilities, compositions, binding surfaces (epitopes), disassembly processes, stoichiometries, and thermodynamic parameters.
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Affiliation(s)
- Yelena Yefremova
- 1 Proteome Center Rostock, University of Rostock, Rostock, Germany
| | - Bright D Danquah
- 1 Proteome Center Rostock, University of Rostock, Rostock, Germany
| | | | - Reham El-Kased
- 3 Microbiology and Immunology, Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt
| | - Cornelia Koy
- 1 Proteome Center Rostock, University of Rostock, Rostock, Germany
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14
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Li W, Yu J, Kane MA. Quantitation of the Noncovalent Cellular Retinol-Binding Protein, Type 1 Complex Through Native Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2017; 28:29-37. [PMID: 27709511 PMCID: PMC5728378 DOI: 10.1007/s13361-016-1499-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2016] [Revised: 08/29/2016] [Accepted: 08/30/2016] [Indexed: 05/22/2023]
Abstract
Native mass spectrometry (MS) has become a valuable tool in probing noncovalent protein-ligand interactions in a sample-efficient way, yet the quantitative application potential of native MS has not been fully explored. Cellular retinol binding protein, type I (CrbpI) chaperones retinol and retinal in the cell, protecting them from nonspecific oxidation and delivering them to biosynthesis enzymes where the bound (holo-) and unbound (apo-) forms of CrbpI exert distinct biological functions. Using nanoelectrospray, we developed a native MS assay for probing apo- and holo-CrbpI abundance to facilitate exploring their biological functions in retinoid metabolism and signaling. The methods were developed on two platforms, an Orbitrap-based Thermo Exactive and a Q-IMS-TOF-based Waters Synapt G2S, where similar ion behaviors under optimized conditions were observed. Overall, our results suggested that within the working range (~1-10 μM), gas-phase ions in the native state linearly correspond to solution concentration and relative ion intensities of the apo- and holo-protein ions can linearly respond to the solution ratios, suggesting native MS is a viable tool for relative quantitation in this system. Graphical Abstract ᅟ.
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Affiliation(s)
- Wenjing Li
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland, 20 N. Pine Street, Room 723, Baltimore, MD, 21201, USA
| | - Jianshi Yu
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland, 20 N. Pine Street, Room 723, Baltimore, MD, 21201, USA
| | - Maureen A Kane
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland, 20 N. Pine Street, Room 723, Baltimore, MD, 21201, USA.
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15
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Laughlin S, Wilson WD. May the Best Molecule Win: Competition ESI Mass Spectrometry. Int J Mol Sci 2015; 16:24506-31. [PMID: 26501262 PMCID: PMC4632762 DOI: 10.3390/ijms161024506] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Revised: 09/18/2015] [Accepted: 10/09/2015] [Indexed: 02/07/2023] Open
Abstract
Electrospray ionization mass spectrometry has become invaluable in the characterization of macromolecular biological systems such as nucleic acids and proteins. Recent advances in the field of mass spectrometry and the soft conditions characteristic of electrospray ionization allow for the investigation of non-covalent interactions among large biomolecules and ligands. Modulation of genetic processes through the use of small molecule inhibitors with the DNA minor groove is gaining attention as a potential therapeutic approach. In this review, we discuss the development of a competition method using electrospray ionization mass spectrometry to probe the interactions of multiple DNA sequences with libraries of minor groove binding molecules. Such an approach acts as a high-throughput screening method to determine important information including the stoichiometry, binding mode, cooperativity, and relative binding affinity. In addition to small molecule-DNA complexes, we highlight other applications in which competition mass spectrometry has been used. A competitive approach to simultaneously investigate complex interactions promises to be a powerful tool in the discovery of small molecule inhibitors with high specificity and for specific, important DNA sequences.
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Affiliation(s)
- Sarah Laughlin
- Department of Chemistry, Georgia State University, Atlanta, GA 30303, USA.
| | - W David Wilson
- Department of Chemistry, Georgia State University, Atlanta, GA 30303, USA.
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16
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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: 1.2] [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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17
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Guan S, Trnka MJ, Bushnell DA, Robinson PJJ, Gestwicki JE, Burlingame AL. Deconvolution method for specific and nonspecific binding of ligand to multiprotein complex by native mass spectrometry. Anal Chem 2015; 87:8541-6. [PMID: 26189511 DOI: 10.1021/acs.analchem.5b02258] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
In native mass spectrometry, it has been difficult to discriminate between specific bindings of a ligand to a multiprotein complex target from the nonspecific interactions. Here, we present a deconvolution model that consists of two levels of data reduction. At the first level, the apparent association binding constants are extracted from the measured intensities of the target/ligand complexes by varying ligand concentration. At the second level, two functional forms representing the specific and nonspecific binding events are fit to the apparent binding constants obtained from the first level of modeling. Using this approach, we found that a power-law distribution described nonspecific binding of α-amanitin to yeast RNA polymerase II. Moreover, treating the concentration of the multiprotein complex as a fitting parameter reduced the impact of inaccuracies in this experimental measurement on the apparent association constants. This model improves upon current methods for separating specific and nonspecific binding to large, multiprotein complexes in native mass spectrometry, by modeling nonspecific binding with a power-law function.
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Affiliation(s)
- Shenheng Guan
- †Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States.,‡Institute for Neurodegenerative Diseases and Department of Neurology, University of California, San Francisco, California 94143-0518, United States
| | - Michael J Trnka
- †Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States
| | - David A Bushnell
- §Department of Structural Biology, Stanford University School of Medicine, Stanford, California 94305, United States
| | - Philip J J Robinson
- §Department of Structural Biology, Stanford University School of Medicine, Stanford, California 94305, United States
| | - Jason E Gestwicki
- †Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States.,‡Institute for Neurodegenerative Diseases and Department of Neurology, University of California, San Francisco, California 94143-0518, United States
| | - Alma L Burlingame
- †Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States
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18
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Santos IC, Waybright VB, Fan H, Ramirez S, Mesquita RBR, Rangel AOSS, Fryčák P, Schug KA. Determination of Noncovalent Binding Using a Continuous Stirred Tank Reactor as a Flow Injection Device Coupled to Electrospray Ionization Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2015; 26:1204-1212. [PMID: 25832030 DOI: 10.1007/s13361-015-1113-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2014] [Revised: 02/17/2015] [Accepted: 02/18/2015] [Indexed: 06/04/2023]
Abstract
Described is a new method based on the concept of controlled band dispersion, achieved by hyphenating flow injection analysis with ESI-MS for noncovalent binding determinations. A continuous stirred tank reactor (CSTR) was used as a FIA device for exponential dilution of an equimolar host-guest solution over time. The data obtained was treated for the noncovalent binding determination using an equimolar binding model. Dissociation constants between vancomycin and Ac-Lys(Ac)-Ala-Ala-OH peptide stereoisomers were determined using both the positive and negative ionization modes. The results obtained for Ac-L-Lys(Ac)-D-Ala-D-Ala (a model for a Gram-positive bacterial cell wall) binding were in reasonable agreement with literature values made by other mass spectrometry binding determination techniques. Also, the developed method allowed the determination of dissociation constants for vancomycin with Ac-L-Lys(Ac)-D-Ala-L-Ala, Ac-L-Lys(Ac)-L-Ala-D-Ala, and Ac-L-Lys(Ac)-L-Ala-L-Ala. Although some differences in measured binding affinities were noted using different ionization modes, the results of each determination were generally consistent. Differences are likely attributable to the influence of a pseudo-physiological ammonium acetate buffer solution on the formation of positively- and negatively-charged ionic complexes.
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Affiliation(s)
- Inês C Santos
- CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Universidade Católica Portuguesa/Porto, Rua Arquiteto Lobão Vital, Apartado 2511, 4202-401, Porto, Portugal
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19
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Otsuka Y, Minamisawa T. Evaluation of intermolecular association of glycosaminoglycan oligosaccharides using nanoelectrospray ionization mass spectrometry. EUROPEAN JOURNAL OF MASS SPECTROMETRY (CHICHESTER, ENGLAND) 2015; 21:669-678. [PMID: 26353989 DOI: 10.1255/ejms.1376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
This study examines the non-covalent interactions between glycosaminoglycan (GAG) oligosaccharides using nanoelectrospray ionization mass spectrometry (nanoESI-MS). It is the first time that interactions between oligosaccharides have been observed using MS. The importance of interactions between GAGs has recently attracted much interest because they are related to biological functions. For instance, hyaluronic acid (HA) is known to associate with chondroitin sulfates (CSs), although the details of the interaction remain unclear. In general, non-covalent interactions between glycans are too weak to detect by general means. In this work, we applied nanoESI-MS with high sensitivity, which is widely used to observe non-covalent interactions, to investigate the interaction between HA and CSs. HA and CS oligosaccharides are used to discuss the results in a simplified manner. Our approach is aimed at interpreting the behavior of GAG polysaccharides from the information obtained using the oligosaccharides. HA and CS tetrasaccharides were demonstrated to associate to form heterodimer ions that were easily detected using nanoESI-MS. We also determined the stoichiometry of the interaction and calculated the K(d) values of the interactions between HA and CS tetrasaccharides. How these structures affect the strength and stability of the non-covalent complexes is discussed. Further study of the interactions between HA and CS oligosaccharides will clarify the biological meaning of the coexistence of HA and CS in body fluids and tissues.
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Affiliation(s)
- Yuya Otsuka
- Central Research Laboratories, Seikagaku Corporation, 1253, Tateno 3-chome, Higashiyamato-shi, Tokyo, 207-0021, Japan.
| | - Toshikazu Minamisawa
- Central Research Laboratories, Seikagaku Corporation, 1253, Tateno 3-chome, Higashiyamato-shi, Tokyo, 207-0021, Japan.
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20
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Bao J, Krylova SM, Cherney LT, LeBlanc JCY, Pribil P, Johnson PE, Wilson DJ, Krylov SN. Kinetic size-exclusion chromatography with mass spectrometry detection: an approach for solution-based label-free kinetic analysis of protein-small molecule interactions. Anal Chem 2014; 86:10016-20. [PMID: 25275785 DOI: 10.1021/ac503391c] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Studying the kinetics of reversible protein-small molecule binding is a major challenge. The available approaches require that either the small molecule or the protein be modified by labeling or immobilization on a surface. Not only can such modifications be difficult to do but also they can drastically affect the kinetic parameters of the interaction. To solve this problem, we present kinetic size-exclusion chromatography with mass spectrometry detection (KSEC-MS), a solution-based label-free approach. KSEC-MS utilizes the ability of size-exclusion chromatography (SEC) to separate any small molecule from any protein-small molecule complex without immobilization and the ability of mass spectrometry (MS) to detect a small molecule without a label. The rate constants of complex formation and dissociation are deconvoluted from the temporal pattern of small molecule elution measured with MS at the exit from the SEC column. This work describes the concept of KSEC-MS and proves it in principle by measuring the rate constants of interaction between carbonic anhydrase and acetazolamide.
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Affiliation(s)
- Jiayin Bao
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University , Toronto, Ontario M3J 1P3, Canada
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21
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Boija S, Almesåker A, Hedenström E, Bylund D, Edlund H, Norgren M. Determination of conditional stability constants for some divalent transition metal ion-EDTA complexes by electrospray ionization mass spectrometry. JOURNAL OF MASS SPECTROMETRY : JMS 2014; 49:550-556. [PMID: 25044839 DOI: 10.1002/jms.3372] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2014] [Accepted: 04/07/2014] [Indexed: 06/03/2023]
Abstract
Conditional stability constants of coordination complexes comprising divalent transition metals, Cu(2+), Ni(2+), Zn(2+), Co(2+), and ethylenediaminetetraacetic acid (EDTA) were determined utilizing electrospray ionization mass spectrometry. The deviation of signal response of a reference complex was monitored at addition of a second metal ion. The conditional stability constant for the competing metal was then determined through solution equilibria equations. The method showed to be applicable to a system where Co(2+) and Zn(2+) competed for EDTA at pH 5. When Cu(2+) and Ni(2+) competed for EDTA, the equilibrium changed over time. This change was shown to be affected in rate and size by the type of organic solvent added. In this work, 30% of either methanol or acetonitrile was used. It was found that if calibration curves are prepared for both metal complexes in solution and the measurements are repeated with sufficient time space, any change in equilibrium of sample solutions will be discovered.
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Affiliation(s)
- Susanne Boija
- Fibre Science and Communication Network (FSCN), Mid Sweden University, SE-851 70, Sundsvall, Sweden
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22
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Duffell KM, Hudson SA, McLean KJ, Munro AW, Abell C, Matak-Vinković D. Nanoelectrospray Ionization Mass Spectrometric Study of Mycobacterium tuberculosis CYP121–Ligand Interactions. Anal Chem 2013; 85:5707-14. [DOI: 10.1021/ac400236z] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- Katie M. Duffell
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge
CB2 1EW, United Kingdom
| | - Sean A. Hudson
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge
CB2 1EW, United Kingdom
| | - Kirsty J. McLean
- Manchester Institute of Biotechnology, Faculty of Life Sciences, University of Manchester, 131 Princess Street, Manchester
M1 7DN, United Kingdom
| | - Andrew W. Munro
- Manchester Institute of Biotechnology, Faculty of Life Sciences, University of Manchester, 131 Princess Street, Manchester
M1 7DN, United Kingdom
| | - Chris Abell
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge
CB2 1EW, United Kingdom
| | - Dijana Matak-Vinković
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge
CB2 1EW, United Kingdom
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23
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Hyung SJ, Ruotolo BT. Integrating mass spectrometry of intact protein complexes into structural proteomics. Proteomics 2012; 12:1547-64. [PMID: 22611037 DOI: 10.1002/pmic.201100520] [Citation(s) in RCA: 75] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
MS analysis of intact protein complexes has emerged as an established technology for assessing the composition and connectivity within dynamic, heterogeneous multiprotein complexes at low concentrations and in the context of mixtures. As this technology continues to move forward, one of the main challenges is to integrate the information content of such intact protein complex measurements with other MS approaches in structural biology. Methods such as H/D exchange, oxidative foot-printing, chemical cross-linking, affinity purification, and ion mobility separation add complementary information that allows access to every level of protein structure and organization. Here, we survey the structural information that can be retrieved by such experiments, demonstrate the applicability of integrative MS approaches in structural proteomics, and look to the future to explore upcoming innovations in this rapidly advancing area.
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Affiliation(s)
- Suk-Joon Hyung
- Department of Chemistry, University of Michigan, Ann Arbor, MI 48109, USA
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24
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Cubrilovic D, Biela A, Sielaff F, Steinmetzer T, Klebe G, Zenobi R. Quantifying protein-ligand binding constants using electrospray ionization mass spectrometry: a systematic binding affinity study of a series of hydrophobically modified trypsin inhibitors. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2012; 23:1768-77. [PMID: 22869298 DOI: 10.1007/s13361-012-0451-6] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2012] [Revised: 07/12/2012] [Accepted: 07/17/2012] [Indexed: 05/22/2023]
Abstract
NanoESI-MS is used for determining binding strengths of trypsin in complex with two different series of five congeneric inhibitors, whose binding affinity in solution depends on the size of the P3 substituent. The ligands of the first series contain a 4-amidinobenzylamide as P1 residue, and form a tight complex with trypsin. The inhibitors of the second series have a 2-aminomethyl-5-chloro-benzylamide as P1 group, and represent a model system for weak binders. The five different inhibitors of each group are based on the same scaffold and differ only in the length of the hydrophobic side chain of their P3 residue, which modulates the interactions in the S3/4 binding pocket of trypsin. The dissociation constants (K(D)) for high affinity ligands investigated by nanoESI-MS ranges from 15 nM to 450 nM and decreases with larger hydrophobic P3 side chains. Collision-induced dissociation (CID) experiments of five trypsin and benzamidine-based complexes show a correlation between trends in K(D) and gas-phase stability. For the second inhibitor series we could show that the effect of imidazole, a small stabilizing additive, can avoid the dissociation of the complex ions and as a result increases the relative abundance of weakly bound complexes. Here the K(D) values ranging from 2.9 to 17.6 μM, some 1-2 orders of magnitude lower than the first series. For both ligand series, the dissociation constants (K(D)) measured via nanoESI-MS were compared with kinetic inhibition constants (K(i)) in solution.
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Affiliation(s)
- Dragana Cubrilovic
- Department of Chemistry and Applied Biosciences, ETH Zurich, Switzerland
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25
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Liu L, Bai Y, Sun N, Xia L, Lowary TL, Klassen JS. Carbohydrate-Lipid Interactions: Affinities of Methylmannose Polysaccharides for Lipids in Aqueous Solution. Chemistry 2012; 18:12059-67. [DOI: 10.1002/chem.201201222] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2012] [Revised: 06/06/2012] [Indexed: 11/06/2022]
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26
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Zinn N, Hopf C, Drewes G, Bantscheff M. Mass spectrometry approaches to monitor protein-drug interactions. Methods 2012; 57:430-40. [PMID: 22687620 DOI: 10.1016/j.ymeth.2012.05.008] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2012] [Revised: 05/16/2012] [Accepted: 05/28/2012] [Indexed: 12/16/2022] Open
Abstract
Recent advances in mass spectrometry-based approaches have enabled the investigation of drug-protein interactions in various ways including the direct detection of drug-target complexes, the examination of drug-induced changes in the target protein structure, and the monitoring of enzymatic target activity. Mass spectrometry-based proteomics methods also permit the unbiased analysis of changes in protein abundance and post-translational modifications induced by drug action. Finally, chemoproteomic affinity enrichment studies enable the deconvolution of drug targets under close to physiological conditions. This review provides an overview of current methods for the characterization of drug-target interactions by mass spectrometry and describes a protocol for chemoproteomic target binding studies using immobilized bioactive molecules.
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Affiliation(s)
- Nico Zinn
- Cellzome AG, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
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27
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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: 2.2] [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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28
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El-Hawiet A, Kitova EN, Arutyunov D, Simpson DJ, Szymanski CM, Klassen JS. Quantifying Ligand Binding to Large Protein Complexes Using Electrospray Ionization Mass Spectrometry. Anal Chem 2012; 84:3867-70. [DOI: 10.1021/ac3005082] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Amr El-Hawiet
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
| | - Elena N. Kitova
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
| | - Denis Arutyunov
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
| | - David J. Simpson
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
| | - Christine M. Szymanski
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
| | - John S. Klassen
- Alberta
Glycomics Centre and †Department of Chemistry or §Department of Biological Sciences, University of Alberta, Edmonton, Alberta,
Canada T6G 2G2
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29
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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: 198] [Impact Index Per Article: 15.2] [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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30
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Tran DT, Banerjee S, Alayash AI, Crumbliss AL, Fitzgerald MC. Slow histidine H/D exchange protocol for thermodynamic analysis of protein folding and stability using mass spectrometry. Anal Chem 2012; 84:1653-60. [PMID: 22185579 DOI: 10.1021/ac202927p] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Described here is a mass spectrometry-based protocol to study the thermodynamic stability of proteins and protein-ligand complexes using the chemical denaturant dependence of the slow H/D exchange reaction of the imidazole C(2) proton in histidine side chains. The protocol is developed using several model protein systems including: ribonuclease (Rnase) A, myoglobin, bovine carbonic anhydrase (BCA) II, hemoglobin (Hb), and the hemoglobin-haptoglobin (Hb-Hp) protein complex. Folding free energies consistent with those previously determined by other more conventional techniques were obtained for the two-state folding proteins, Rnase A and myoglobin. The protocol successfully detected a previously observed partially unfolded intermediate stabilized in the BCA II folding/unfolding reaction, and it could be used to generate a K(d) value of 0.24 nM for the Hb-Hp complex. The compatibility of the protocol with conventional mass spectrometry-based proteomic sample preparation and analysis methods was also demonstrated in an experiment in which the protocol was used to detect the binding of zinc to superoxide dismutase in the yeast cell lysate sample. The yeast cell sample analyses also helped define the scope of the technique, which requires the presence of globally protected histidine residues in a protein's three-dimensional structure for successful application.
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Affiliation(s)
- Duc T Tran
- Department of Biochemistry, Duke University Medical Center, Durham, North Carolina 27708, USA
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31
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Pacholarz KJ, Garlish RA, Taylor RJ, Barran PE. Mass spectrometry based tools to investigate protein–ligand interactions for drug discovery. Chem Soc Rev 2012; 41:4335-55. [DOI: 10.1039/c2cs35035a] [Citation(s) in RCA: 113] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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32
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Boeri Erba E, Barylyuk K, Yang Y, Zenobi R. Quantifying Protein–Protein Interactions Within Noncovalent Complexes Using Electrospray Ionization Mass Spectrometry. Anal Chem 2011; 83:9251-9. [DOI: 10.1021/ac201576e] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Elisabetta Boeri Erba
- Department of Chemistry and Applied Biosciences, ETH Zurich, CH-8093 Zurich, Switzerland
| | - Konstantin Barylyuk
- Department of Chemistry and Applied Biosciences, ETH Zurich, CH-8093 Zurich, Switzerland
| | - Yang Yang
- Department of Chemistry and Applied Biosciences, ETH Zurich, CH-8093 Zurich, Switzerland
| | - Renato Zenobi
- Department of Chemistry and Applied Biosciences, ETH Zurich, CH-8093 Zurich, Switzerland
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33
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Hopper JTS, Oldham NJ. Alkali metal cation-induced destabilization of gas-phase protein-ligand complexes: consequences and prevention. Anal Chem 2011; 83:7472-9. [PMID: 21863818 DOI: 10.1021/ac201686f] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Electrospray ionization, now a well established technique for studying noncovalent protein-ligand interactions, is prone to production of alkali metal adducts. Here it is shown that this adduction significantly destabilizes the interactions between two model proteins and their ligands and that destabilization correlates with cation size. For both the [FKBP·FK506] and [lysozyme·NAG(n)] systems, dissociation of the metalated complex occurs at markedly lower collision energies than their purely protonated equivalents. Dependency upon size of the metal(+) demonstrates the importance of electrostatic charge density during the dissociation process. Differences in the gas phase basicities (GBapp) of the multiply charged protein ions and proton and sodium affinities of the ligands explain the observed charge partitioning during dissociation of the complexes. Ion mobility-mass spectrometry measurements demonstrate that metal cation adduction does not induce a significant increase in unfolding of the polypeptides, indicating that this is not the principal mechanism responsible for destabilization. Destabilizing effects can be largely reduced by exposing the electrospray to solvent (e.g., acetonitrile) vapor, a method that acts to reduce the amount of adduct formation as well as decrease the charge states of the resulting ions. This approach leads to more accurate determination of apparent K(D)s in the presence of trace alkali metals.
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Affiliation(s)
- Jonathan T S Hopper
- School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD
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34
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Erba EB, Zenobi R. Mass spectrometric studies of dissociation constants of noncovalent complexes. ACTA ACUST UNITED AC 2011. [DOI: 10.1039/c1pc90006d] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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35
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Ben-Nissan G, Sharon M. Capturing protein structural kinetics by mass spectrometry. Chem Soc Rev 2011; 40:3627-37. [DOI: 10.1039/c1cs15052a] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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36
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Shimon L, Sharon M, Horovitz A. A method for removing effects of nonspecific binding on the distribution of binding stoichiometries: application to mass spectroscopy data. Biophys J 2010; 99:1645-9. [PMID: 20816078 DOI: 10.1016/j.bpj.2010.06.062] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2010] [Revised: 06/21/2010] [Accepted: 06/24/2010] [Indexed: 11/16/2022] Open
Abstract
There is often an interest in knowing, for a given ligand concentration, how many protein molecules have one, two, three, etc. ligands bound in a specific manner. This is a question that cannot be addressed using conventional ensemble techniques. Here, a mathematical method is presented for separating specific from nonspecific binding in nonensemble studies. The method provides a way to determine the distribution of specific binding stoichiometries at any ligand concentration when using nonensemble (e.g., single-molecule) methods. The applicability of the method is demonstrated for ADP binding to creatine kinase using mass spectroscopy data. A major advantage of our method, which can be applied to any protein-ligand system, is that no previous information regarding the mechanism of ligand interaction is required.
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Affiliation(s)
- Liat Shimon
- Department of Biological Chemistry, Weizmann Institute of Science, Rehovot, Israel
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Deng B, Wang Y, Zhu P, Xu X, Ning X. Study of the binding equilibrium between Zn(II) and HSA by capillary electrophoresis–inductively coupled plasma optical emission spectrometry. Anal Chim Acta 2010; 683:58-62. [DOI: 10.1016/j.aca.2010.10.018] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2010] [Revised: 10/06/2010] [Accepted: 10/12/2010] [Indexed: 10/18/2022]
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38
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Raphael MP, Rappole CA, Kurihara LK, Christodoulides JA, Qadri SN, Byers JM. Iminobiotin Binding Induces Large Fluorescent Enhancements in Avidin and Streptavidin Fluorescent Conjugates and Exhibits Diverging pH-Dependent Binding Affinities. J Fluoresc 2010; 21:647-52. [DOI: 10.1007/s10895-010-0752-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2010] [Accepted: 10/14/2010] [Indexed: 09/29/2022]
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Schug KA, Serrano C, Frycák P. Controlled band dispersion for quantitative binding determination and analysis with electrospray ionization-mass spectrometry. MASS SPECTROMETRY REVIEWS 2010; 29:806-829. [PMID: 19890977 DOI: 10.1002/mas.20267] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
This review discusses recent emerging techniques that have been used to couple flow-injection analysis (FIA) and electrospray ionization-mass spectrometry (ESI-MS) for the quantitation of noncovalent binding interactions. Focus is placed predominantly on two such methods. Diffusion-based measurements, developed by Konermann and co-workers, uses controlled-band dispersion prior to ESI-MS to determine diffusion constants and binding constants based on the temporal variation of ligand signal measured in the mass spectrum (an indirect technique). Dynamic titration, developed by Schug and co-workers, is a direct method, where a temporal compositional gradient of a guest molecule is induced in the presence of host in solution to monitor the concentration dependence of complex formation as a function of observed complex ion abundance after ESI-MS. Further discussion places these techniques in the context of a variety of other direct and indirect ESI-MS-based binding determination methods, and highlights advantages, disadvantages, and practical considerations for their proper use to investigate a broad range of macromolecular and small-molecule interaction systems.
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Affiliation(s)
- Kevin A Schug
- Department of Chemistry & Biochemistry, The University of Texas at Arlington, Arlington, Texas 76019-0065, USA.
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40
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Schmidt AC, Steier S. Some critical aspects in the determination of binding constants by electrospray ionisation mass spectrometry at the example of arsenic bindings to sulphur-containing biomolecules. JOURNAL OF MASS SPECTROMETRY : JMS 2010; 45:870-879. [PMID: 20648690 DOI: 10.1002/jms.1774] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
The influences of reactant concentrations, solvent type, acid strength, pH conditions and ionic strength on the determination of apparent gas-phase equilibrium constants K using electrospray ionisation mass spectrometry (ESI-MS) were elucidated. As example serves the interaction of the tripeptide glutathione (GSH) with phenylarsine oxide (PAO). It was shown that rising initial concentrations of both reactants were not adequately compensated by increasing signal intensities of the reaction products in the mass spectra. The equilibrium constant for the formation of the phenylarsenic-substituted peptide species decreased from 1.42 x 10(5) +/- 1.81 x 10(4) l micromol(-1) to 1.54 x 10(4) +/- 1.5 x 10(3) l micromol(-1) with rising initial GSH concentrations from 1 to 10 microM at fixed PAO molarity of 50 microM. K values resulting from a series with a fixed GSH molarity of 5 microM and a PAO molarity varied from 10 to 100 microM remained in a narrower range between 4.59 x 10(4) +/- 2.15 x 10(4) l micromol(-1) and 1.07 x 10(4) +/- 4.0 x 10(3) l micromol(-1). In contrast, consumption numbers calculated from the ion intensity ratios of reaction products to the unreacted peptide were not influenced by the initial reactant concentrations. In a water-acetonitrile-acetic acid mixture (48:50:2, v:v), the consumption of 5 micro M GSH increased from 8.3 +/- 1.4% to 39.6 +/- 1.6% with increased molar excess of PAO from 2 to 20, respectively. The GSH consumption was considerably enhanced in a changed solvent system consisting of 25% acetonitrile and 75% 10 mM ammonium formate, pH 5.0 (v:v) up to 80% of the original peptide amount at an only threefold molar arsenic excess.
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Affiliation(s)
- Anne-Christine Schmidt
- Technical University Bergakademie Freiberg, Institute of Analytical Chemistry, Freiberg, Germany.
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Chen R, Folarin N, Ho VHB, McNally D, Darling D, Farzaneh F, Slater NKH. Affinity recovery of lentivirus by diaminopelargonic acid mediated desthiobiotin labelling. J Chromatogr B Analyt Technol Biomed Life Sci 2010; 878:1939-45. [PMID: 20599176 DOI: 10.1016/j.jchromb.2010.05.019] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2010] [Revised: 05/12/2010] [Accepted: 05/17/2010] [Indexed: 11/26/2022]
Abstract
Desthiobiotin-tagged lentiviral vectors have been metabolically produced by DBL producer cells in a 7,8-diaminopelargonic acid (7-DAPA) dependent manner for envelope independent, single-step affinity purification. 7-DAPA, which has little or no affinity for avidin/streptavidin, was synthesised and verified by NMR spectroscopy and mass spectrometry. By expressing the biotin acceptor, biotin ligase and desthiobiotin synthase bioD, DBL cells converted exogenous 7-DAPA into membrane-bound desthiobiotin. Desthiobiotin on the DBL cell surface was visualised by confocal microscopy and the desthiobiotin density was quantified by HABA-avidin assay. Desthiobiotin was then spontaneously incorporated onto the surface of lentiviral vectors produced by the DBL cells. It has been demonstrated by flow cytometry that the desthiobiotinylated lentiviruses were captured from the crude 7-DAPA-containing viral supernatant by Streptavidin Magnespheres and eluted by biotin solution efficiently whilst retaining infectivity. The practical, high yielding virus purification using Pierce monomeric avidin coated columns indicates a highly efficient biotin-dependent recovery of infectious lentiviruses at 68%. The recovered lentiviral vectors had a high purity and the majority were eluted within 45 min. This 7-DAPA mediated desthiobiotinylation technology can be applied in scalable production of viral vectors for clinical gene therapy.
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Affiliation(s)
- Rongjun Chen
- Centre for Molecular Nanoscience, School of Chemistry, University of Leeds, Leeds LS2 9JT, UK
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Hopper JTS, Oldham NJ. Collision induced unfolding of protein ions in the gas phase studied by ion mobility-mass spectrometry: the effect of ligand binding on conformational stability. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2009; 20:1851-8. [PMID: 19643633 DOI: 10.1016/j.jasms.2009.06.010] [Citation(s) in RCA: 164] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2009] [Revised: 06/11/2009] [Accepted: 06/13/2009] [Indexed: 05/19/2023]
Abstract
Ion mobility spectrometry, with subsequent mass spectrometric detection, has been employed to study the stability of compact protein conformations of FK-binding protein, hen egg-white lysozyme, and horse heart myoglobin in the presence and absence of bound ligands. Protein ions, generated by electrospray ionization from ammonium acetate buffer, were activated by collision with argon gas to induce unfolding of their compact structures. The collisional cross sections (Omega) of folded and unfolded conformations were measured in the T-Wave mobility cell of a Waters Synapt HDMS (Waters, Altrincham, UK) employing a calibration against literature values for a range of protein standards. In the absence of activation, collisional cross section measurements were found to be consistent with those predicted for folded protein structures. Under conditions of defined collisional activation energies partially unfolded conformations were produced. The degree of unfolding and dissociation induced by these defined collision energies are related to the stability of noncovalent intra- and intermolecular interactions within protein complexes. These findings highlight the additional conformational stability of protein ions in the gas phase resulting from ligand binding.
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Affiliation(s)
- Jonathan T S Hopper
- School of Chemistry, University of Nottingham, University Park, Nottingham, United Kingdom
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Gabelica V, Rosu F, De Pauw E. A Simple Method to Determine Electrospray Response Factors of Noncovalent Complexes. Anal Chem 2009; 81:6708-15. [DOI: 10.1021/ac900785m] [Citation(s) in RCA: 70] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Valérie Gabelica
- Physical Chemistry and Mass Spectrometry Laboratory, Department of Chemistry, Building B6c, University of Liège, B-4000 Liège, Belgium, and GIGA-Systems Biology and Chemical Biology, GIGA-R, Building B35, University of Liège, B-4000 Liège, Belgium
| | - Frédéric Rosu
- Physical Chemistry and Mass Spectrometry Laboratory, Department of Chemistry, Building B6c, University of Liège, B-4000 Liège, Belgium, and GIGA-Systems Biology and Chemical Biology, GIGA-R, Building B35, University of Liège, B-4000 Liège, Belgium
| | - Edwin De Pauw
- Physical Chemistry and Mass Spectrometry Laboratory, Department of Chemistry, Building B6c, University of Liège, B-4000 Liège, Belgium, and GIGA-Systems Biology and Chemical Biology, GIGA-R, Building B35, University of Liège, B-4000 Liège, Belgium
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44
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Sun N, Sun J, Kitova EN, Klassen JS. Identifying nonspecific ligand binding in electrospray ionization mass spectrometry using the reporter molecule method. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2009; 20:1242-1250. [PMID: 19321359 DOI: 10.1016/j.jasms.2009.02.024] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2008] [Revised: 02/12/2009] [Accepted: 02/13/2009] [Indexed: 05/27/2023]
Abstract
The application of the reporter molecule (M(rep)) method for identifying nonspecific complexes in the ES-MS analysis of protein-ligand and DNA-ligand interactions in vitro is described. To test the reliability of the method, it was applied to the ES-MS analysis of protein-carbohydrate complexes originating from specific interactions in solution and from nonspecific interactions in the ES process. These control experiments confirm the basic assumptions underlying the M(rep) method, namely that nonspecific ligand binding is a random process, and that the ES droplet histories for specific and nonspecific complexes are distinct. The application of the M(rep) method to the ES-MS analysis of the sequential binding of the ethidium cation, a DNA intercalator, to single and double strand oligodeoxynucleotides is also described, and highlights the general utility of the method.
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Affiliation(s)
- Nian Sun
- Alberta Ingenuity Centre for Carbohydrate Science and Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada
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45
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Jecklin MC, Touboul D, Jain R, Toole EN, Tallarico J, Drueckes P, Ramage P, Zenobi R. Affinity Classification of Kinase Inhibitors by Mass Spectrometric Methods and Validation Using Standard IC50 Measurements. Anal Chem 2008; 81:408-19. [DOI: 10.1021/ac801782c] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Matthias Conradin Jecklin
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - David Touboul
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Rishi Jain
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Estee Naggar Toole
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - John Tallarico
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Peter Drueckes
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Paul Ramage
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Renato Zenobi
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
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