1
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Keiffer S, Carneiro MG, Hollander J, Kobayashi M, Pogoryelev D, Ab E, Theisgen S, Müller G, Siegal G. NMR in target driven drug discovery: why not? JOURNAL OF BIOMOLECULAR NMR 2020; 74:521-529. [PMID: 32901320 PMCID: PMC7683447 DOI: 10.1007/s10858-020-00343-9] [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: 05/16/2020] [Accepted: 08/17/2020] [Indexed: 05/09/2023]
Abstract
No matter the source of compounds, drug discovery campaigns focused directly on the target are entirely dependent on a consistent stream of reliable data that reports on how a putative ligand interacts with the protein of interest. The data will derive from many sources including enzyme assays and many types of biophysical binding assays such as TR-FRET, SPR, thermophoresis and many others. Each method has its strengths and weaknesses, but none is as information rich and broadly applicable as NMR. Here we provide a number of examples of the utility of NMR for enabling and providing ongoing support for the early pre-clinical phase of small molecule drug discovery efforts. The examples have been selected for their usefulness in a commercial setting, with full understanding of the need for speed, cost-effectiveness and ease of implementation.
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Affiliation(s)
| | | | | | | | | | - Eiso Ab
- ZoBio, JH Oortweg 19, 2333CH, Leiden, Netherlands
| | | | - Gerhard Müller
- Gotham GmbH, Am Klopferspitz 19a, 82152, Martinsried, Germany
| | - Gregg Siegal
- ZoBio, JH Oortweg 19, 2333CH, Leiden, Netherlands.
- Amsterdam Institute of Molecular and Life Sciences, Free University Amsterdam, De Boelelaan 1108, 1081 HZ, Amsterdam, The Netherlands.
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2
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Polshakov VI, Batuev EA, Mantsyzov AB. NMR screening and studies of target–ligand interactions. RUSSIAN CHEMICAL REVIEWS 2019. [DOI: 10.1070/rcr4836] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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3
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Mori M, Kovalenko L, Malancona S, Saladini F, De Forni D, Pires M, Humbert N, Real E, Botzanowski T, Cianférani S, Giannini A, Dasso Lang MC, Cugia G, Poddesu B, Lori F, Zazzi M, Harper S, Summa V, Mely Y, Botta M. Structure-Based Identification of HIV-1 Nucleocapsid Protein Inhibitors Active against Wild-Type and Drug-Resistant HIV-1 Strains. ACS Chem Biol 2018; 13:253-266. [PMID: 29235845 DOI: 10.1021/acschembio.7b00907] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
HIV/AIDS is still one of the leading causes of death worldwide. Current drugs that target the canonical steps of the HIV-1 life cycle are efficient in blocking viral replication but are unable to eradicate HIV-1 from infected patients. Moreover, drug resistance (DR) is often associated with the clinical use of these molecules, thus raising the need for novel drug candidates as well as novel putative drug targets. In this respect, pharmacological inhibition of the highly conserved and multifunctional nucleocapsid protein (NC) of HIV-1 is considered a promising alternative to current drugs, particularly to overcome DR. Here, using a multidisciplinary approach combining in silico screening, fluorescence-based molecular assays, and cellular antiviral assays, we identified nordihydroguaiaretic acid (6), as a novel natural product inhibitor of NC. By using NMR, mass spectrometry, fluorescence spectroscopy, and molecular modeling, 6 was found to act through a dual mechanism of action never highlighted before for NC inhibitors (NCIs). First, the molecule recognizes and binds NC noncovalently, which results in the inhibition of the nucleic acid chaperone properties of NC. In a second step, chemical oxidation of 6 induces a potent chemical inactivation of the protein. Overall, 6 inhibits NC and the replication of wild-type and drug-resistant HIV-1 strains in the low micromolar range with moderate cytotoxicity that makes it a profitable tool compound as well as a good starting point for the development of pharmacologically relevant NCIs.
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Affiliation(s)
- Mattia Mori
- Department
of Biotechnology, Chemistry and Pharmacy, University of Siena, via Aldo Moro 2, 53100 Siena, Italy
| | - Lesia Kovalenko
- Laboratoire
de Biophotonique et Pharmacologie, UMR 7213, Faculté de Pharmacie, Université de Strasbourg, CNRS, 74 Route du Rhin, 67401 Illkirch, France
- Department
of Chemistry, Kyiv National Taras Shevchenko University, 01033 Kyiv, Ukraine
| | - Savina Malancona
- IRBM Science Park S.p.A., Via Pontina Km 30.600, 00071 Pomezia (RM), Italy
| | - Francesco Saladini
- Department
of Medical Biotechnologies, University of Siena, Viale Mario Bracci,
16, 50100 Siena, Italy
| | | | - Manuel Pires
- Laboratoire
de Biophotonique et Pharmacologie, UMR 7213, Faculté de Pharmacie, Université de Strasbourg, CNRS, 74 Route du Rhin, 67401 Illkirch, France
| | - Nicolas Humbert
- Laboratoire
de Biophotonique et Pharmacologie, UMR 7213, Faculté de Pharmacie, Université de Strasbourg, CNRS, 74 Route du Rhin, 67401 Illkirch, France
| | - Eleonore Real
- Laboratoire
de Biophotonique et Pharmacologie, UMR 7213, Faculté de Pharmacie, Université de Strasbourg, CNRS, 74 Route du Rhin, 67401 Illkirch, France
| | - Thomas Botzanowski
- Laboratoire
de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178, F-67000 Strasbourg, France
| | - Sarah Cianférani
- Laboratoire
de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178, F-67000 Strasbourg, France
| | - Alessia Giannini
- Department
of Medical Biotechnologies, University of Siena, Viale Mario Bracci,
16, 50100 Siena, Italy
| | - Maria Chiara Dasso Lang
- Department
of Biotechnology, Chemistry and Pharmacy, University of Siena, via Aldo Moro 2, 53100 Siena, Italy
| | - Giulia Cugia
- ViroStatics S.r.l, Viale Umberto
I 46, 07100 Sassari, Italy
| | | | - Franco Lori
- ViroStatics S.r.l, Viale Umberto
I 46, 07100 Sassari, Italy
| | - Maurizio Zazzi
- Department
of Medical Biotechnologies, University of Siena, Viale Mario Bracci,
16, 50100 Siena, Italy
| | - Steven Harper
- IRBM Science Park S.p.A., Via Pontina Km 30.600, 00071 Pomezia (RM), Italy
| | - Vincenzo Summa
- IRBM Science Park S.p.A., Via Pontina Km 30.600, 00071 Pomezia (RM), Italy
| | - Yves Mely
- Laboratoire
de Biophotonique et Pharmacologie, UMR 7213, Faculté de Pharmacie, Université de Strasbourg, CNRS, 74 Route du Rhin, 67401 Illkirch, France
| | - Maurizio Botta
- Department
of Biotechnology, Chemistry and Pharmacy, University of Siena, via Aldo Moro 2, 53100 Siena, Italy
- Sbarro
Institute for Cancer Research and Molecular Medicine, Center for Biotechnology,
College of Science and Technology, Temple University, BioLife Science
Bldg., Suite 333, 1900 N 12th Street, Philadelphia, Pennsylvania 19122, United States
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4
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Ángeles Canales M, Félix Espinosa J. Ligand-detected NMR Methods in Drug Discovery. BIOPHYSICAL TECHNIQUES IN DRUG DISCOVERY 2017. [DOI: 10.1039/9781788010016-00023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
This book chapter describes the basic principles of NMR-based techniques for detecting ligand binding and uses examples of the application of these techniques in drug discovery programs for screening, hit validation and optimization to illustrate their utility in characterizing ligand–protein interactions. The binding of small molecules to biological receptors can be observed directly by detecting changes in a particular NMR parameter when the protein is added to a sample containing the ligand, or indirectly, using a “spy” molecule in competitive NMR experiments. Combinations of different NMR experiments can be used to confirm binding and also to obtain structural information that can be used to guide medicinal chemistry decisions. Ligand-observed NMR methods are able to identify weak affinity ligands that cannot be detected by other biophysical techniques, which means that NMR-based methods are extremely valuable tools for fragment-based drug discovery approaches.
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Affiliation(s)
- María Ángeles Canales
- Department of Química Orgánica I, Universidad Complutense de Madrid Avd. Complutense s/n 28040 Madrid Spain
| | - Juan Félix Espinosa
- Centro de Investigación Lilly Avda. de la Industria 30 28108, Alcobendas, Madrid Spain
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5
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Clausen TM, Pereira MA, Oo HZ, Resende M, Gustavson T, Mao Y, Sugiura N, Liew J, Fazli L, Theander TG, Daugaard M, Salanti A. Real-time and label free determination of ligand binding-kinetics to primary cancer tissue specimens; a novel tool for the assessment of biomarker targeting. SENSING AND BIO-SENSING RESEARCH 2016; 9:23-30. [PMID: 27441183 PMCID: PMC4942562 DOI: 10.1016/j.sbsr.2016.05.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2016] [Revised: 04/29/2016] [Accepted: 05/04/2016] [Indexed: 11/30/2022] Open
Abstract
In clinical oncology, diagnosis and evaluation of optimal treatment strategies are mostly based on histopathological examination combined with immunohistochemical (IHC) expression analysis of cancer-associated antigens in formalin fixed paraffin-embedded (FFPE) tissue biopsies. However, informative IHC analysis depends on both the specificity and affinity of the binding reagent, which are inherently difficult to quantify in situ. Here we describe a label-free method that allows for the direct and real-time assessment of molecular binding kinetics in situ on FFPE tissue specimens using quartz crystal microbalance (QCM) enabled biosensor technology. We analysed the interaction between the rVAR2 protein and its placental-like chondroitin sulfate (pl-CS) receptor in primary human placenta tissue and in breast and prostate tumour specimens in situ. rVAR2 interacted with FFPE human placenta and cancer tissue with an affinity in the nanomolar range, and showed no detectable interaction with pl-CS negative normal tissue. We further validated the method by including analysis with the androgen receptor N-20 antibody (anti-AR). As the KD value produced by this method is independent of the number of epitopes available, this readout offers a quantitative and unbiased readout for in situ binding-avidity and amount of binding epitopes. In summary, this method adds a new and important dimension to classical IHC-based molecular pathology by adding information about the binding characteristics in biologically relevant conditions. This can potentially be used to select optimal biologics for diagnostic and for therapeutic applications as well as guide the development of novel high affinity binding drugs.
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Affiliation(s)
- Thomas Mandel Clausen
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Correspondence to: T.M. Clausen, Centre for Medical Parasitology, Bartholinsgade 2, 1356 Copenhagen, Denmark.Centre for Medical ParasitologyBartholinsgade 2Copenhagen1356Denmark
| | - Marina Ayres Pereira
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
| | - Htoo Zarni Oo
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Molecular Pathology and Cell Imaging Laboratory, Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Mafalda Resende
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
| | - Tobias Gustavson
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
| | - Yang Mao
- Copenhagen Center for Glycomics and Department of Cellular and Molecular Medicine, University of Copenhagen, Denmark
- Department of Biochemistry, Boston University School of Medicine, Boston, MA, USA
| | - Nobuo Sugiura
- Institute for Molecular Science of Medicine, Aichi Medical University, Japan
| | - Janet Liew
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Molecular Pathology and Cell Imaging Laboratory, Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Ladan Fazli
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Molecular Pathology and Cell Imaging Laboratory, Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Thor G. Theander
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
| | - Mads Daugaard
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Molecular Pathology and Cell Imaging Laboratory, Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
- Correspondence to: M. Daugaard, Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada.Vancouver Prostate CentreVancouverBCV6H 3Z6Canada
| | - Ali Salanti
- Centre for Medical Parasitology at Department of Immunology and Microbiology, University of Copenhagen, Denmark
- Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark
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6
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Hajduk PJ, Betz SF, Mack J, Ruan X, Towne DL, Lerner CG, Beutel BA, Fesik SW. A Strategy for High-Throughput Assay Development Using Leads Derived from Nuclear Magnetic Resonance-Based Screening. ACTA ACUST UNITED AC 2016; 7:429-32. [PMID: 14599358 DOI: 10.1177/108705702237674] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
A strategy is described for the development of high-throughput screening assays against targets of unknown function that involves the use of nuclear magnetic resonance (NMR) spectroscopy. Using this approach, molecules that bind to the protein target are identified from an NMR-based screen of a library of substrates, cofactors, and other compounds that are known to bind to many proteins and enzymes. Once a ligand has been discovered, a fluorescent or radiolabeled analog of the ligand is synthesized that can be used in a high-throughput screen. The approach is illustrated in the development of a high-throughput screening assay against HI-0033, a conserved protein from Haemophilus influenzae whose function is currently unknown. Adenosine was found to bind to HI-0033 by NMR, and fluorescent analogs were rapidly identified that bound to HI-0033 in the submicromolar range. Using these fluorescent compounds, a fluorescence polarization assay was developed that is suitable for high-throughput screening and obtaining detailed structure-activity relationships for lead optimization.
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Affiliation(s)
- Philip J Hajduk
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, IL, USA
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7
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Valensin D, Cau Y, Calandro P, Vignaroli G, Dello Iacono L, Chiariello M, Mori M, Botta M. Molecular insights to the bioactive form of BV02 , a reference inhibitor of 14-3-3σ protein–protein interactions. Bioorg Med Chem Lett 2016; 26:894-898. [DOI: 10.1016/j.bmcl.2015.12.066] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Revised: 12/16/2015] [Accepted: 12/19/2015] [Indexed: 12/16/2022]
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8
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Real-time and label-free analysis of binding thermodynamics of carbohydrate-protein interactions on unfixed cancer cell surfaces using a QCM biosensor. Sci Rep 2015; 5:14066. [PMID: 26369583 PMCID: PMC4570189 DOI: 10.1038/srep14066] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 08/17/2015] [Indexed: 11/08/2022] Open
Abstract
A novel approach to the study of binding thermodynamics and kinetics of carbohydrate-protein interactions on unfixed cancer cell surfaces using a quartz crystal microbalance (QCM) biosensor was developed, in which binding events take place at the cell surface, more closely mimicking a biologically relevant environment. In this study, colon adenocarcinoma cells (KM-12) and ovary adenocarcinoma cells (SKOV-3) grew on the optimized polystyrene-coated biosensor chip without fixation. The association and dissociation between the cell surface carbohydrates and a range of lectins, including WGA, Con A, UEA-I, GS-II, PNA and SBA, were monitored in real time and without label for evaluation of cell surface glycosylation. Furthermore, the thermodynamic and kinetic parameters of the interaction between lectins and cell surface glycan were studied, providing detailed information about the interactions, such as the association rate constant, dissociation rate constant, affinity constant, as well as the changes of entropy, enthalpy and Gibbs free energy. This application provides an insight into the cell surface glycosylation and the complex molecular recognition on the intact cell surface, which may have impacts on disease diagnosis and drug discovery.
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9
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Brath U, Swamy SI, Veiga AX, Tung CC, Van Petegem F, Erdélyi M. Paramagnetic Ligand Tagging To Identify Protein Binding Sites. J Am Chem Soc 2015; 137:11391-8. [PMID: 26289584 PMCID: PMC4583072 DOI: 10.1021/jacs.5b06220] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
![]()
Transient
biomolecular interactions are the cornerstones of the
cellular machinery. The identification of the binding sites for low
affinity molecular encounters is essential for the development of
high affinity pharmaceuticals from weakly binding leads but is hindered
by the lack of robust methodologies for characterization of weakly
binding complexes. We introduce a paramagnetic ligand tagging approach
that enables localization of low affinity protein–ligand binding
clefts by detection and analysis of intermolecular protein NMR pseudocontact
shifts, which are invoked by the covalent attachment of a paramagnetic
lanthanoid chelating tag to the ligand of interest. The methodology
is corroborated by identification of the low millimolar volatile anesthetic
interaction site of the calcium sensor protein calmodulin. It presents
an efficient route to binding site localization for low affinity complexes
and is applicable to rapid screening of protein–ligand systems
with varying binding affinity.
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Affiliation(s)
- Ulrika Brath
- Department of Chemistry and Molecular Biology and the Swedish NMR Centre, University of Gothenburg , SE-412 96 Gothenburg, Sweden
| | - Shashikala I Swamy
- Department of Chemistry and Molecular Biology and the Swedish NMR Centre, University of Gothenburg , SE-412 96 Gothenburg, Sweden
| | - Alberte X Veiga
- Department of Chemistry and Molecular Biology and the Swedish NMR Centre, University of Gothenburg , SE-412 96 Gothenburg, Sweden
| | - Ching-Chieh Tung
- Department of Biochemistry and Molecular Biology, University of British Columbia , Vancouver, BC V6T 1Z3, Canada
| | - Filip Van Petegem
- Department of Biochemistry and Molecular Biology, University of British Columbia , Vancouver, BC V6T 1Z3, Canada
| | - Máté Erdélyi
- Department of Chemistry and Molecular Biology and the Swedish NMR Centre, University of Gothenburg , SE-412 96 Gothenburg, Sweden
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10
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Dias DM, Ciulli A. NMR approaches in structure-based lead discovery: recent developments and new frontiers for targeting multi-protein complexes. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2014; 116:101-12. [PMID: 25175337 PMCID: PMC4261069 DOI: 10.1016/j.pbiomolbio.2014.08.012] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/16/2014] [Revised: 08/06/2014] [Accepted: 08/19/2014] [Indexed: 01/08/2023]
Abstract
Nuclear magnetic resonance (NMR) spectroscopy is a pivotal method for structure-based and fragment-based lead discovery because it is one of the most robust techniques to provide information on protein structure, dynamics and interaction at an atomic level in solution. Nowadays, in most ligand screening cascades, NMR-based methods are applied to identify and structurally validate small molecule binding. These can be high-throughput and are often used synergistically with other biophysical assays. Here, we describe current state-of-the-art in the portfolio of available NMR-based experiments that are used to aid early-stage lead discovery. We then focus on multi-protein complexes as targets and how NMR spectroscopy allows studying of interactions within the high molecular weight assemblies that make up a vast fraction of the yet untargeted proteome. Finally, we give our perspective on how currently available methods could build an improved strategy for drug discovery against such challenging targets.
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Affiliation(s)
- David M Dias
- Department of Chemistry, University of Cambridge, Cambridge, CB2 1EW, UK
| | - Alessio Ciulli
- College of Life Sciences, Division of Biological Chemistry and Drug Discovery, University of Dundee, Dow Street, DD1 5EH, Dundee, UK.
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11
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Fechner P, Bleher O, Ewald M, Freudenberger K, Furin D, Hilbig U, Kolarov F, Krieg K, Leidner L, Markovic G, Proll G, Pröll F, Rau S, Riedt J, Schwarz B, Weber P, Widmaier J. Size does matter! Label-free detection of small molecule-protein interaction. Anal Bioanal Chem 2014; 406:4033-51. [PMID: 24817356 DOI: 10.1007/s00216-014-7834-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2014] [Revised: 04/07/2014] [Accepted: 04/11/2014] [Indexed: 11/28/2022]
Abstract
This review is focused on methods for detecting small molecules and, in particular, the characterisation of their interaction with natural proteins (e.g. receptors, ion channels). Because there are intrinsic advantages to using label-free methods over labelled methods (e.g. fluorescence, radioactivity), this review only covers label-free techniques. We briefly discuss available techniques and their advantages and disadvantages, especially as related to investigating the interaction between small molecules and proteins. The reviewed techniques include well-known and widely used standard analytical methods (e.g. HPLC-MS, NMR, calorimetry, and X-ray diffraction), newer and more specialised analytical methods (e.g. biosensors), biological systems (e.g. cell lines and animal models), and in-silico approaches.
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Affiliation(s)
- Peter Fechner
- Biametrics GmbH, Auf der Morgenstelle 18, 72076, Tübingen, Germany,
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12
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Bhunia A, Bhattacharjya S, Chatterjee S. Applications of saturation transfer difference NMR in biological systems. Drug Discov Today 2012; 17:505-13. [DOI: 10.1016/j.drudis.2011.12.016] [Citation(s) in RCA: 98] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2011] [Revised: 11/10/2011] [Accepted: 12/14/2011] [Indexed: 01/08/2023]
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13
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Locatelli M, Governatori L, Carlucci G, Genovese S, Mollica A, Epifano F. Recent application of analytical methods to phase I and phase II drugs development: a review. Biomed Chromatogr 2011; 26:283-300. [DOI: 10.1002/bmc.1674] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2011] [Revised: 06/13/2011] [Accepted: 06/15/2011] [Indexed: 11/11/2022]
Affiliation(s)
- Marcello Locatelli
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
| | - Luciana Governatori
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
| | - Giuseppe Carlucci
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
| | - Salvatore Genovese
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
| | - Adriano Mollica
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
| | - Francesco Epifano
- Dipartimento di Scienze del Farmaco; Università degli Studi ‘G. D'Annunzio’ Chieti-Pescara; Via dei Vestini 31; 66100; Chieti (CH); Italy
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14
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Stark JL, Powers R. Application of NMR and molecular docking in structure-based drug discovery. Top Curr Chem (Cham) 2011; 326:1-34. [PMID: 21915777 DOI: 10.1007/128_2011_213] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Drug discovery is a complex and costly endeavor, where few drugs that reach the clinical testing phase make it to market. High-throughput screening (HTS) is the primary method used by the pharmaceutical industry to identify initial lead compounds. Unfortunately, HTS has a high failure rate and is not particularly efficient at identifying viable drug leads. These shortcomings have encouraged the development of alternative methods to drive the drug discovery process. Specifically, nuclear magnetic resonance (NMR) spectroscopy and molecular docking are routinely being employed as important components of drug discovery research. Molecular docking provides an extremely rapid way to evaluate likely binders from a large chemical library with minimal cost. NMR ligand-affinity screens can directly detect a protein-ligand interaction, can measure a corresponding dissociation constant, and can reliably identify the ligand binding site and generate a co-structure. Furthermore, NMR ligand affinity screens and molecular docking are perfectly complementary techniques, where the combination of the two has the potential to improve the efficiency and success rate of drug discovery. This review will highlight the use of NMR ligand affinity screens and molecular docking in drug discovery and describe recent examples where the two techniques were combined to identify new and effective therapeutic drugs.
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Affiliation(s)
- Jaime L Stark
- Department of Chemistry, University of Nebraska, Lincoln, NE 68588-0304, USA
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15
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Krishnamoorthy J, Yu VCK, Mok YK. Auto-FACE: an NMR based binding site mapping program for fast chemical exchange protein-ligand systems. PLoS One 2010; 5:e8943. [PMID: 20174626 PMCID: PMC2823773 DOI: 10.1371/journal.pone.0008943] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2009] [Accepted: 01/07/2010] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Nuclear Magnetic Resonance (NMR) spectroscopy offers a variety of experiments to study protein-ligand interactions at atomic resolution. Among these experiments, 15N Heteronuclear Single Quantum Correlation (HSQC)experiment is simple, less time consuming and highly informative in mapping the binding site of the ligand. The interpretation of 15N HSQC becomes ambiguous when the chemical shift perturbations are caused by non-specific interactions like allosteric changes and local structural rearrangement. Under such cases, detailed chemical exchange analysis based on chemical shift perturbation will assist in locating the binding site accurately. METHODOLOGY/PRINCIPAL FINDINGS We have automated the mapping of binding sites for fast chemical exchange systems using information obtained from 15N HSQC spectra of protein serially titrated with ligand of increasing concentrations. The automated program Auto-FACE (Auto-FAst Chemical Exchange analyzer) determines the parameters, e.g. rate of change of perturbation, binding equilibrium constant and magnitude of chemical shift perturbation to map the binding site residues.Interestingly, the rate of change of perturbation at lower ligand concentration is highly sensitive in differentiating the binding site residues from the non-binding site residues. To validate this program, the interaction between the protein hBcl(XL) and the ligand BH3I-1 was studied. Residues in the hydrophobic BH3 binding groove of hBcl(XL) were easily identified to be crucial for interaction with BH3I-1 from other residues that also exhibited perturbation. The geometrically averaged equilibrium constant (3.0 x 10(4)) calculated for the residues present at the identified binding site is consistent with the values obtained by other techniques like isothermal calorimetry and fluorescence polarization assays (12.8 x 10(4)). Adjacent to the primary site, an additional binding site was identified which had an affinity of 3.8 times weaker than the former one. Further NMR based model fitting for individual residues suggest single site model for residues present at these binding sites and two site model for residues present between these sites. This implies that chemical shift perturbation can represent the local binding event much more accurately than the global binding event. CONCLUSION/SIGNIFICANCE Detail NMR chemical shift perturbation analysis enabled binding site residues to be distinguished from non-binding site residues for accurate mapping of interaction site in complex fast exchange system between small molecule and protein. The methodology is automated and implemented in a program called "Auto-FACE", which also allowed quantitative information of each interaction site and elucidation of binding mechanism.
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Affiliation(s)
| | - Victor C. K. Yu
- Department of Pharmacy, National University of Singapore, Singapore, Singapore
| | - Yu-Keung Mok
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- * E-mail:
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16
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Friebolin V, Marten S, Albert K. Characterization of binding affinities in a chromatographic system by suspended state HR/MAS NMR spectroscopy. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2010; 48:111-116. [PMID: 19950216 DOI: 10.1002/mrc.2551] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
In the current work a racemate of (R)- and (S)-benzylmandelate was separated with a stereoselective polysaccharide-based chiral stationary phase by HPLC. To elucidate the occurring chiral molecular recognition processes in the heterogeneous system used, NMR spectroscopy was chosen under high resolution/magic angle spinning (HR/MAS) NMR conditions in the suspended state. Therefore, and as a proof of concept, a combination of several NMR methods such as spin-lattice relaxation time (T(1)) measurements (T(1)), the saturation transfer difference, and the 2D experiment of the transferred nuclear overhauser enhancement spectroscopy technique were applied. With HR/MAS NMR it is feasible to combine NMR and chromatography to achieve further insights into the separation process.
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Affiliation(s)
- Volker Friebolin
- University of Tuebingen, Institute of Organic Chemistry, Auf der Morgenstelle 18, 72076 Tuebingen, Germany
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17
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Abstract
BACKGROUND: Drug discovery is a complex and unpredictable endeavor with a high failure rate. Current trends in the pharmaceutical industry have exasperated these challenges and are contributing to the dramatic decline in productivity observed over the last decade. The industrialization of science by forcing the drug discovery process to adhere to assembly-line protocols is imposing unnecessary restrictions, such as short project time-lines. Recent advances in nuclear magnetic resonance are responding to these self-imposed limitations and are providing opportunities to increase the success rate of drug discovery. OBJECTIVE/METHOD: A review of recent advancements in NMR technology that have the potential of significantly impacting and benefiting the drug discovery process will be presented. These include fast NMR data collection protocols and high-throughput protein structure determination, rapid protein-ligand co-structure determination, lead discovery using fragment-based NMR affinity screens, NMR metabolomics to monitor in vivo efficacy and toxicity for lead compounds, and the identification of new therapeutic targets through the functional annotation of proteins by FAST-NMR. CONCLUSION: NMR is a critical component of the drug discovery process, where the versatility of the technique enables it to continually expand and evolve its role. NMR is expected to maintain this growth over the next decade with advancements in automation, speed of structure calculation, in-cell imaging techniques, and the expansion of NMR amenable targets.
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Affiliation(s)
- Robert Powers
- Department of Chemistry, University of Nebraska Lincoln, Lincoln, NE 68588
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18
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Skinner AL, Laurence JS. High-field solution NMR spectroscopy as a tool for assessing protein interactions with small molecule ligands. J Pharm Sci 2009; 97:4670-95. [PMID: 18351634 DOI: 10.1002/jps.21378] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The ability of a small molecule to bind and modify the activity of a protein target at a specific site greatly impacts the success of drugs in the pharmaceutical industry. One of the most important tools for evaluating these interactions has been high-field solution nuclear magnetic resonance (NMR) because of its unique ability to examine even weak protein-drug interactions at high resolution. NMR can be used to evaluate the structural, thermodynamic and kinetic aspects of a binding reaction. The basis of NMR screening experiments is that binding causes a perturbation in the physical properties of both molecules. Unique properties of small and macromolecules allow selective detection of either the protein target or ligand, even in a mixture of compounds. This review outlines current methodologies for assessing protein-ligand interactions from the perspectives of the protein target and ligand and delineates the fundamental principles for understanding NMR approaches in drug research. Advances in instrumentation, pulse sequences, isotopic labeling strategies, and the development of competition experiments support the study of higher molecular weight protein targets, facilitate higher-throughput and expand the range of binding affinities that can be evaluated, enhancing the utility of NMR for identifying and characterizing potential therapeutics to druggable protein targets.
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Affiliation(s)
- Andria L Skinner
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, Kansas 66047, USA
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19
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The conformation of acetylcholine at its target site in the membrane-embedded nicotinic acetylcholine receptor. Proc Natl Acad Sci U S A 2007; 104:18031-6. [PMID: 17989232 DOI: 10.1073/pnas.0704785104] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The conformation of the neurotransmitter acetylcholine bound to the fully functional nicotinic acetylcholine receptor embedded in its native membrane environment has been characterized by using frequency-selective recoupling solid-state NMR. Six dipolar couplings among five resolved (13)C-labeled atoms of acetylcholine were measured. Bound acetylcholine adopts a bent conformation characterized with a quaternary ammonium-to-carbonyl distance of 5.1 A. In this conformation, and with its orientation constrained to that previously determined by us, the acetylcholine could be docked satisfactorily in the agonist pocket of the agonist-bound, but not the agonist-free, crystal structure of a soluble acetylcholine-binding protein from Lymnaea stagnali. The quaternary ammonium group of the acetylcholine was determined to be within 3.9 A of five aromatic residues and its acetyl group close to residues C187/188 of the principle and residue L112 of the complementary subunit. The observed >C O chemical shift is consistent with H bonding to the nicotinic acetylcholine receptor residues gammaY116 and deltaT119 that are homologous to L112 in the soluble acetylcholine-binding protein.
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20
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Klages J, Coles M, Kessler H. NMR-based screening: a powerful tool in fragment-based drug discovery. Analyst 2007; 132:693-705. [PMID: 17657909 DOI: 10.1039/b709658p] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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21
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Klages J, Coles M, Kessler H. NMR-based screening: a powerful tool in fragment-based drug discovery. MOLECULAR BIOSYSTEMS 2006. [DOI: 10.1039/b605309m] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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22
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Watts A. Solid-state NMR in drug design and discovery for membrane-embedded targets. Nat Rev Drug Discov 2005; 4:555-68. [PMID: 16052240 DOI: 10.1038/nrd1773] [Citation(s) in RCA: 97] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Observing drugs and ligands at their site of action in membrane proteins is now possible through the use of a development in biomolecular NMR spectroscopy known as solid-state NMR. Even large, functionally active complexes are being examined using this method, with structural details being resolved at super-high subnanometre resolution. This is supplemented by detailed dynamic and electronic information about the surrounding ligand environment, and gives surprising new insights into the way in which ligands bind, which can aid drug design.
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Affiliation(s)
- Anthony Watts
- Biomembrane Structure Unit, Biochemistry Department, University of Oxford, Oxford OX1 3QU, UK.
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23
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Johnson RW, Ahmed TF, Miesbauer LJ, Edalji R, Smith R, Harlan J, Dorwin S, Walter K, Holzman T. Protein fragmentation via liquid chromatography–quadrupole time-of-flight mass spectrometry: The use of limited sequence information in structural characterization. Anal Biochem 2005; 341:22-32. [PMID: 15866524 DOI: 10.1016/j.ab.2005.03.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2004] [Indexed: 11/15/2022]
Abstract
Fragmentation and "top-down" sequencing of intact proteins by mass spectrometry (MS) is most commonly performed by infusion of protein solutions into Fourier transform ion cyclotron resonance (FT-ICR) mass spectrometers. However, the high cost of this instrumentation, coupled with the need to infuse "clean" solutions (lacking standard biological buffers), limits broad application of this technique. The current study describes an alternative approach to top-down sequencing using in-source fragmentation on quadrupole time-of-flight (Q-Tof) instrumentation coupled with reversed-phase liquid chromatography (LC). Application of this technique to purified recombinant samples yielded protein fragments during routine LC-MS analysis. The presence of multiple N- and C-terminal fragments allowed localization of structural modifications without proteolytic digestion. The method was extended to complex samples by using LC conditions that provided high-resolution protein separation. Utility of the method was illustrated by real-time monitoring of protein modifications occurring in reconstituted apoptosomes. These experiments illustrate that intact protein mass and limited sequence information can be obtained simultaneously on an LC timescale. This approach will allow a wide variety of laboratories to routinely apply top-down sequencing to problems in structural characterization, protein purification, and biomarker identification.
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Affiliation(s)
- Robert W Johnson
- Department of Structural Chemistry, Abbott Laboratories, 200 Abbott Park Road, Abbott Park, IL 60064, USA.
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24
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Mercier KA, Powers R. Determining the optimal size of small molecule mixtures for high throughput NMR screening. JOURNAL OF BIOMOLECULAR NMR 2005; 31:243-258. [PMID: 15803397 DOI: 10.1007/s10858-005-0948-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2004] [Accepted: 01/06/2005] [Indexed: 05/24/2023]
Abstract
High-throughput screening (HTS) using NMR spectroscopy has become a common component of the drug discovery effort and is widely used throughout the pharmaceutical industry. NMR provides additional information about the nature of small molecule-protein interactions compared to traditional HTS methods. In order to achieve comparable efficiency, small molecules are often screened as mixtures in NMR-based assays. Nevertheless, an analysis of the efficiency of mixtures and a corresponding determination of the optimum mixture size (OMS) that minimizes the amount of material and instrumentation time required for an NMR screen has been lacking. A model for calculating OMS based on the application of the hypergeometric distribution function to determine the probability of a "hit" for various mixture sizes and hit rates is presented. An alternative method for the deconvolution of large screening mixtures is also discussed. These methods have been applied in a high-throughput NMR screening assay using a small, directed library.
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Affiliation(s)
- Kelly A Mercier
- Department of Chemistry, University of Nebraska Lincoln, 722 Hamilton Hall, Lincoln, NE 68522-0304, USA
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25
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Abstract
Interaction between biological macromolecules or of macromolecules with low-molecular-weight ligands is a central paradigm in the understanding of function in biological systems. It is also the major goal in pharmaceutical research to find and optimize ligands that modulate the function of biological macromolecules. Both technological advances and new methods in the field of nuclear magnetic resonance (NMR) have led to the development of several tools by which the interaction of proteins or DNA and low molecular weight-ligands can be characterized at an atomic level. Information can be gained quickly and easily with ligand-based techniques. These need only small amounts of nonisotope labeled, and thus readily available target macromolecules. As the focus is on the signals stemming only from the ligand, no further NMR information regarding the target is needed. Techniques based on the observation of isotopically labeled biological macromolecules open the possibility to observe interactions of proteins with low-molecular-weight ligands, DNA or other proteins. With these techniques, the structure of high-molecular-weight complexes can be determined. Here, the resonance signals of the macromolecule must be identified beforehand, which can be time consuming but with the benefit of obtaining more information with respect to the target ligand complex.
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Affiliation(s)
- Till Maurer
- Department of Lead Discovery, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
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26
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Lepre CA, Moore JM, Peng JW. Theory and applications of NMR-based screening in pharmaceutical research. Chem Rev 2004; 104:3641-76. [PMID: 15303832 DOI: 10.1021/cr030409h] [Citation(s) in RCA: 220] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Christopher A Lepre
- Vertex Pharmaceuticals Incorporated, 130 Waverly Street, Cambridge, MA 02139-4242, USA
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Dalvit C, Ardini E, Fogliatto GP, Mongelli N, Veronesi M. Reliable high-throughput functional screening with 3-FABS. Drug Discov Today 2004; 9:595-602. [PMID: 15239978 DOI: 10.1016/s1359-6446(04)03161-7] [Citation(s) in RCA: 58] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
An NMR method called 3-FABS has extended the capabilities of NMR, enabling rapid, efficient and reliable high-throughput functional screening for the identification of inhibitors and for measuring their 50% mean inhibition concentration (IC(50)) with accuracy. The substrate is tagged with a CF(3) moiety and (19)F NMR spectroscopy is used for the detection of the substrate and product components. We provide comprehensive insight into 3-FABS, a discussion of its strength and weakness when compared with other HTS techniques and a presentation of some of its applications to the screening of different enzymes and to multiple screening.
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Affiliation(s)
- Claudio Dalvit
- Chemistry Department, Nerviano Medical Science, Viale Pasteur 10, 20014 Nerviano (MI), Italy.
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28
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Sillerud LO, Burks EJ, Wester MJ, Brown DC, Vijayan S, Larson RS. NMR-derived model of interconverting conformations of an ICAM-1 inhibitory cyclic nonapeptide. THE JOURNAL OF PEPTIDE RESEARCH : OFFICIAL JOURNAL OF THE AMERICAN PEPTIDE SOCIETY 2003; 62:97-116. [PMID: 12895272 DOI: 10.1034/j.1399-3011.2003.00070.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
We have produced by phage-display a disulfide-linked cyclic nonapeptide (inhibitory peptide-01, IP01), CLLRMRSIC, that binds to intracellular adhesion molecule-1 (ICAM-1) and blocks binding to its counter-structure, leukocyte functional antigen-1 (LFA-1). As a first step towards improving its pharmacologic properties, we have performed a structural and functional analysis of this peptide inhibitor to determine the features relevant to ICAM-1 binding. We report here the solution model of our initial product, IP01, as derived from two-dimensional nuclear magnetic resonance (NMR) restraints and molecular modeling. Distance and dihedral angle restraints, generated from nuclear Overhauser effect spectroscopy (NOESY) and one-dimensional-NMR experiments respectively, were used to generate an ensemble of structures using distance geometry and simulated annealing. Molecular dynamic simulations produced three interconverting conformational families consistent with the NMR-derived constraints. We describe these conformations and their mechanism of interconversion. Furthermore, we have measured the IC50 s of a series of inhibitors generated from IP01 through alanine substitution of each residue. These results show that the L2-L3-R4-M5-R6 segment is functionally active, conformationally flexible, and contains a beta-turn involving residues R4-S7, while the C1-C9-I8-S7 segment is less functionally-active but adopts a more defined solution conformation, consistent with a scaffolding function. This model will be useful for designing nonpeptide-based organic inhibitors with improved pharmacologic properties.
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Affiliation(s)
- L O Sillerud
- Department of Biochemistry and Molecular Biology, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
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29
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Abstract
NMR-based ligand screening is now an established field in its own right. In recent years, advances in both methodology and hardware have broadened its range of applications and pushed back practical limitations, leading to the growing importance of NMR screening as a tool in industrial drug research. An overview of new screening methods and applications is presented here, and ways in which NMR-screening is being used in cooperation with other screening techniques are discussed.
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Affiliation(s)
- Murray Coles
- Institut für Organische Chemie und Biochemie, Technische Universität München Lichtenbergstrasse 4, 85747, Garching, Germany
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30
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Powers R. Applications of NMR to structure-based drug design in structural genomics. JOURNAL OF STRUCTURAL AND FUNCTIONAL GENOMICS 2003; 2:113-23. [PMID: 12836668 DOI: 10.1023/a:1020445506369] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Structural genomics is poised to have a tremendous impact on traditional structure-based drug design programs. As a result, there is a growing need to obtain rapid structural information in a reliable form that is amenable to rational drug design. In this manner, NMR has been expanding and evolving its role in aiding the design process. A variety of NMR methodologies that cover a range of inherent resolution are described in the context of structure-based drug design in the era of structural genomics.
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Affiliation(s)
- Robert Powers
- Department of Biological Chemistry, Wyeth Research, 87 Cambridge Park Dr., Cambridge, Massachusetts 02140, USA.
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31
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Abstract
Diversity and robustness of NMR based screening methods make these techniques highly attractive as tools for drug discovery. Although not all screening techniques discussed here may be applicable to any given target, there is however a good chance that at least one of the described methods will prove productive in finding several medium affinity ligands. A comparison of each of the methods is given in Table 1. For drug targets of molecular weight < 30 kDa SAR by NMR appears to be the method of choice since it yields detailed information about the location of the binding site. It remains to be seen whether 15N-1H-TROSY based screening techniques will prove useful for larger protein targets, especially considering the added effort needed for spectral assignment and the increased complexity due to spectral overlap. Nevertheless, with the application of new cryo-cooled NMR probes, 15N-1H-HSQC based screening can now be considered a high throughput method. Ligand-based NMR screening methods can be used for protein targets of virtually any size, but are restricted in the ligand's binding affinity range. Because sufficient ligand-protein dissociation rates are needed, only binding of ligands with low (milimolar) to intermediate (micromolar) affinities is detectable. It is expected that cryo-cooled NMR probe technology will also advance ligand detected NMR screening to the high throughput level. Certainly protein and ligand concentrations can be lowered drastically and experiment times can be shortened with increased sensitivity. However, spectral overlap will be of major concern when mixtures of up to 100 compounds are to be screened. For such applications only techniques for which the signals of bound ligands survive will be useful, and sophisticated software will be needed to deconvolute the spectra of multiple bound ligands. Although only ligands with medium to low affinities can be found, ligand based NMR screening has been used as an effective prescreening tool for assay based high throughput screening. Identifying a large ensemble of medium affinity ligands may not only aid in building a binding site pharmacophore model (see Chapter 11), but also may yield crucial information for overcoming tissue availability, toxicity, or even intellectual property related problems. Although NMR based screening is only one of the more recent additions to the bag of tools used in drug discovery [1, 2], its simplicity and wide range of application (including protein-protein and protein-nucleic acid interactions) has attracted much attention. Advances in NMR instrumentation and methodology have already paved the road for NMR based screening to become a high throughput technique. In addition to this, NMR is exceptional in the amount of detailed structural [table: see text] information it can provide. Not only can NMR readily reveal the binding site (15N-1H-HSQC screening) or the conformation of the bound ligand (transfer NOE), but it can also supply information that enables precise docking of the ligand to the protein's binding pocket (isotope-filtered NOESY). NMR data can therefore provide a natural connection between experimental HTS and combinatorial chemistry techniques with computational methods such as 3D-database searching (see Chapter 10), virtual screening (docking) and structure-based ligand design (see also Chapter 8).
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Affiliation(s)
- Martin Vogtherr
- Institut für Organische Chemie, Johann-Wolfgang von Goethe-Universität Frankfurt/Main, Marie-Curie Str. 11, D-60431 Frankfurt, Main, Germany
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Scheuermann J, Volonterio A, Zerbe O, Zanda M, Neri D. Discovery and investigation of lead compounds as binders to the Extra-Domain B of the angiogenesis marker, fibronectin. Drug Dev Res 2003. [DOI: 10.1002/ddr.10161] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Kessler H, Heller M, Gemmecker G, Diercks T, Planker E, Coles M. NMR in medicinal chemistry. ERNST SCHERING RESEARCH FOUNDATION WORKSHOP 2003:59-85. [PMID: 12664536 DOI: 10.1007/978-3-662-05314-0_6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/20/2023]
Affiliation(s)
- H Kessler
- Technische Universität München, Institut für Organische Chemie und Biochemie, Lichtenbergstrasse 4, 80747 Garching, Germany.
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Krämer A, Horn HW, Rice JE. Fast 3D molecular superposition and similarity search in databases of flexible molecules. J Comput Aided Mol Des 2003; 17:13-38. [PMID: 12926853 DOI: 10.1023/a:1024503712135] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
We present a new method (fFLASH) for the virtual screening of compound databases that is based on explicit three-dimensional molecular superpositions. fFLASH takes the torsional flexibility of the database molecules fully into account, and can deal with an arbitrary number of conformation-dependent molecular features. The method utilizes a fragmentation-reassembly approach which allows for an efficient sampling of the conformational space. A fast clique-based pattern matching algorithm generates alignments of pairs of adjacent molecular fragments on the rigid query molecule that are subsequently reassembled to complete database molecules. Using conventional molecular features (hydrogen bond donors and acceptors, charges, and hydrophobic groups) we show that fFLASH is able to rapidly produce accurate alignments of medium-sized drug-like molecules. Experiments with a test database containing a diverse set of 1780 drug-like molecules (including all conformers) have shown that average query processing times of the order of 0.1 seconds per molecule can be achieved on a PC.
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Affiliation(s)
- Andreas Krämer
- IBM Almaden Research Center, 650 Harry Road, San Jose, CA 95120, USA
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35
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Miura T, Klaus W, Ross A, Sakata K, Masubuchi M, Senn H. Protein-bound conformation of a specific inhibitor against Candida albicans myristoyl-CoA:protein N-myristoyltransferase in the ternary complex with CaNmt and myristoyl-CoA by transferred NOE measurements. EUROPEAN JOURNAL OF BIOCHEMISTRY 2001; 268:4833-41. [PMID: 11559351 DOI: 10.1046/j.1432-1327.2001.02400.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
UNLABELLED Transferred nuclear Overhauser enhancement (trNOE) experiments have been performed to study the bioactive conformation(s) of Ro09-3472/000 derivatives in the ternary complex with Candida albicans myristoyl-CoA: protein N-myristoyltransferase (CaNmt) and myristoylCoA (MyrCoA). A critical step in the trNOE study is to identify 'true' trNOEs in the spectra. Nonspecific binding of ligands to target proteins and/or spin diffusion effects can give rise to 'false' trNOEs, which may lead to an incorrect conclusion if used to derive bound conformations. In this study for all ligands the observed trNOEs arose from specific binding interactions with the active site of CaNmt. This was shown by displacing the ligand with the known tightly binding active-site inhibitor 1 [Devadas, B., Zupec, M.E., Freeman, S.K., Brown, D.L., Nagarajan, S., Sikorski, J.A., McWherter, C.A., Getman, D. P. & Gordon, J.I. (1995) J. Med. Chem. 38, 1837-1840] and measuring the resonance linewidths in the NMR spectrum before and after addition of the competitive inhibitor. The compounds were also tested for nonspecific protein binding with bovine serum albumin (BSA) using the same METHOD Of the six compounds tested, Ro09-3700/001 (racemate) and its optically pure enantiomers, Ro09-4764/001(S) and Ro09-4765/001(R), showed both specific binding to CaNmt and no interaction with BSA. The NMR data of these molecules in the ternary complex with CaNmt/MyrCoA could thus be used for a detailed structural analysis. Thereby, the conformation of the bound ligand was obtained from a conformational search using the observed trNOEs as a selection filter. The NMR-determined conformations are in good agreement with the recently solved CaNmt-bound X-ray structures of two similar Ro09-3472/000 derivatives.
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Affiliation(s)
- T Miura
- Nippon Roche Research Center, Kamakura, Kanagawa, Japan.
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Ross A, Senn H. Automation of measurements and data evaluation in biomolecular NMR screening. Drug Discov Today 2001; 6:583-593. [PMID: 11377226 DOI: 10.1016/s1359-6446(01)01780-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
This article reviews the equipment required for biomolecular screening applications in the automated preparation of samples and the acquisition of a large number of NMR data sets. New hardware connecting lab-bench and NMR spectrometers is introduced. In addition, the article focuses on software used for the automated processing of data and the calculation of similarity between spectra - a prerequisite for the identification of test compounds interacting with a target molecule.
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Affiliation(s)
- A Ross
- Dept for Biostructural Research (PRBT), Grenzacher Str., CH-4070, Basel, Switzerland
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37
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Abstract
NMR, already some 50 years old, has long been an invaluable analytical method in industry for verification of chemical synthesis and compound characterisation. The range of molecular information accessible through NMR, however, offers a far larger horizon of applications. Of these, ligand screening by NMR has emerged as a very promising new method in drug discovery. Its unmatched screening sensitivity, combined with the abundance of available information on the structure and nature of molecular binding, justifies the growing interest in this dynamically expanding NMR application.
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Affiliation(s)
- T Diercks
- NOVASPIN Biotech GmbH, Mühlfeldweg 46, 85748, Garching, Germany.
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