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Nepravishta R, Ramírez-Cárdenas J, Rocha G, Walpole S, Hicks T, Monaco S, Muñoz-García JC, Angulo J. Fast Quantitative Validation of 3D Models of Low-Affinity Protein-Ligand Complexes by STD NMR Spectroscopy. J Med Chem 2024; 67:10025-10034. [PMID: 38848103 PMCID: PMC11215723 DOI: 10.1021/acs.jmedchem.4c00204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 04/26/2024] [Accepted: 05/27/2024] [Indexed: 06/28/2024]
Abstract
Low-affinity protein-ligand interactions are important for many biological processes, including cell communication, signal transduction, and immune responses. Structural characterization of these complexes is also critical for the development of new drugs through fragment-based drug discovery (FBDD), but it is challenging due to the low affinity of fragments for the binding site. Saturation transfer difference (STD) NMR spectroscopy has revolutionized the study of low-affinity receptor-ligand interactions enabling binding detection and structural characterization. Comparison of relaxation and exchange matrix calculations with 1H STD NMR experimental data is essential for the validation of 3D structures of protein-ligand complexes. In this work, we present a new approach based on the calculation of a reduced relaxation matrix, in combination with funnel metadynamics MD simulations, that allows a very fast generation of experimentally STD-NMR-validated 3D structures of low-affinity protein-ligand complexes.
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Affiliation(s)
- Ridvan Nepravishta
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, U.K
- Cancer Research Horizons, CRUK Scotland Institute, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1BD, U.K
| | - Jonathan Ramírez-Cárdenas
- Institute for Chemical Research (IIQ), CSIC - University of Seville, 49 Américo Vespucio, 41092 Seville, Spain
| | - Gabriel Rocha
- Institute for Chemical Research (IIQ), CSIC - University of Seville, 49 Américo Vespucio, 41092 Seville, Spain
| | - Samuel Walpole
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, U.K
| | - Thomas Hicks
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, U.K
| | - Serena Monaco
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, U.K
| | - Juan C Muñoz-García
- Institute for Chemical Research (IIQ), CSIC - University of Seville, 49 Américo Vespucio, 41092 Seville, Spain
| | - Jesús Angulo
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, U.K
- Institute for Chemical Research (IIQ), CSIC - University of Seville, 49 Américo Vespucio, 41092 Seville, Spain
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2
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Favaro A, Sturlese M. A Novel NMR-Based Protocol to Screen Ultralow Molecular Weight Fragments. J Med Chem 2024; 67:3874-3884. [PMID: 38426508 DOI: 10.1021/acs.jmedchem.3c02222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Abstract
Fragment-based lead discovery has emerged as one of the most efficient screening strategies for finding hit molecules in drug discovery. Recently, a novel strategy based on a class of fragments characterized by an ultralow molecular weight (ULMW) has been proposed. These fragments bind to the target with a very low affinity, requiring reliable biophysical methods for detection. The most notable application of ULMW used a set of 81 fragments, named MiniFrags, and screened them by X-ray crystallography. We extended the utilization of this novel class of fragments to another gold standard technique for fragment-based screening: nuclear magnetic resonance (NMR). Here, we present a novel NMR protocol to detect and analyze such weak interactions in a challenging real-world scenario: a flexible target with a flat, water-exposed binding site. We identified a subset of 69 highly water-soluble MiniFrags that were screened against the antiapoptotic protein human Bfl-1.
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Affiliation(s)
- Annagiulia Favaro
- Molecular Modeling Section (MMS), Department of Pharmaceutical and Pharmacological Sciences, University of Padova, via Marzolo 5, 35131 Padova, Italy
| | - Mattia Sturlese
- Molecular Modeling Section (MMS), Department of Pharmaceutical and Pharmacological Sciences, University of Padova, via Marzolo 5, 35131 Padova, Italy
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3
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Baek Y, Lee M. Solid-state NMR spectroscopic analysis for structure determination of a zinc-bound catalytic amyloid fibril. Methods Enzymol 2024; 697:435-471. [PMID: 38816132 DOI: 10.1016/bs.mie.2024.01.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]
Abstract
Zinc ions are commonly involved in enzyme catalysis and protein structure stabilization, but their coordination geometry of zinc-protein complex is rarely determined. Here, in this chapter, we introduce a systematic solid-state NMR approach to determine the oligomeric assembly and Zn2+ coordination geometry of a de novo designed amyloid fibrils that catalyze zinc dependent ester hydrolysis. NMR chemical shifts and intermolecular contacts confirm that the peptide forms parallel-in-register β-sheets, with the two forms of Zn2+ bound histidines in each peptide. The amphiphilic parallel β-sheets assemble into stacked bilayers that are stabilized by hydrophobic side chains between β-sheets. The conformations of the histidine side chains, determined by 13C-15N distance measurements, reveal how histidines protrude from the β-sheet. 1H-15N correlation spectra show that the single-Zn2+ coordinated histidine associated with dynamic water. The resulting structure provides insight into how metal ions contribute to stabilizing the protein structure and driving its catalytic reactivity.
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Affiliation(s)
- Yoongyeong Baek
- Department of Chemistry, Drexel University, Philadelphia, PA, United States
| | - Myungwoon Lee
- Department of Chemistry, Drexel University, Philadelphia, PA, United States.
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4
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Ghafoor N, Yildiz A. Targeting MDM2-p53 Axis through Drug Repurposing for Cancer Therapy: A Multidisciplinary Approach. ACS OMEGA 2023; 8:34583-34596. [PMID: 37779953 PMCID: PMC10536845 DOI: 10.1021/acsomega.3c03471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 09/01/2023] [Indexed: 10/03/2023]
Abstract
Cancer remains a major cause of morbidity and mortality worldwide, and while current therapies, such as chemotherapy, immunotherapy, and cell therapy, have been effective in many patients, the development of novel therapeutic options remains an urgent priority. Mouse double minute 2 (MDM2) is a key regulator of the tumor suppressor protein p53, which plays a critical role in regulating cellular growth, apoptosis, and DNA repair. Consequently, MDM2 has been the subject of extensive research aimed at developing novel cancer therapies. In this study, we employed a machine learning-based approach to establish a quantitative structure-activity relationship model capable of predicting the potential in vitro efficacy of small molecules as MDM2 inhibitors. Our model was used to screen 5883 FDA-approved drugs, resulting in the identification of promising hits that were subsequently evaluated using molecular docking and molecular dynamics simulations. Two antihistamine drugs, cetirizine (CZ) and rupatadine (RP), exhibited particularly favorable results in the initial in silico analyses. To further assess their potential use as the activators of the p53 pathway, we investigated the antiproliferative capability of the abovementioned drugs on human glioblastoma and neuroblastoma cell lines. Both the compounds exhibited significant antiproliferative effects on the abovementioned cell lines in a dose-dependent manner. The half-maximal inhibitory concentration (IC50) of CZ was found to be 697.87 and 941.37 μM on U87 and SH-SY5Y cell lines, respectively, while the IC50 of RP was found to be 524.28 and 617.07 μM on the same cell lines, respectively. Further investigation by quantitative reverse transcriptase polymerase chain reaction analysis revealed that the CZ-treated cell lines upregulate the expression of the p53-regulated genes involved in cell cycle arrest, apoptosis, and DNA damage response compared to their respective vehicle controls. These findings suggest that CZ activates the p53 pathway by inhibiting MDM2. Our results provide compelling preclinical evidence supporting the potential use of CZ as a modulator of the MDM2-p53 axis and its plausible repurposing for cancer treatment.
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Affiliation(s)
- Naeem
Abdul Ghafoor
- Department
of Molecular Biology and Genetics, Graduate School of Natural and
Applied Sciences, Mugla Sitki Kocman University, 48000 Mugla, Turkey
| | - Aysegul Yildiz
- Department
of Molecular Biology and Genetics, Graduate School of Natural and
Applied Sciences, Mugla Sitki Kocman University, 48000 Mugla, Turkey
- Department
of Molecular Biology and Genetics, Faculty of Science, Mugla Sitki Kocman University, 48000 Mugla, Turkey
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5
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Pokharna A, Torres F, Kadavath H, Orts J, Riek R. An improved, time-efficient approach to extract accurate distance restraints for NMR 2 structure calculation. MAGNETIC RESONANCE (GOTTINGEN, GERMANY) 2022; 3:137-144. [PMID: 37904864 PMCID: PMC10539809 DOI: 10.5194/mr-3-137-2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 05/14/2022] [Indexed: 11/01/2023]
Abstract
Exact nuclear Overhauser enhancement (eNOE) yields highly accurate, ensemble averaged 1 H-1 H distance restraints with an accuracy of up to 0.1 Å for the multi-state structure determination of proteins as well as for nuclear magnetic resonance molecular replacement (N MR2 ) to determine the structure of the protein-ligand interaction site in a time-efficient manner. However, in the latter application, the acquired eNOEs lack the obtainable precision of 0.1 Å because of the asymmetrical nature of the filtered nuclear Overhauser enhancement spectroscopy (NOESY) experiment used in N MR2 . This error is further propagated to the eNOE equations used to fit and extract the distance restraints. In this work, a new analysis method is proposed to obtain inter-molecular distance restraints from the filtered NOESY spectrum more accurately and intuitively by dividing the NOE cross peak by the corresponding diagonal peak of the ligand. The method termed diagonal-normalised eNOEs was tested on the data acquired by on the complex of PIN1 and a small, weak-binding phenylimidazole fragment. N MR2 calculations performed using the distances derived from diagonal-normalised eNOEs yielded the right orientation of the fragment in the binding pocket and produced a structure that more closely resembles the benchmark X-ray structure (2XP6) with an average heavy-atom root-mean-square deviation (RMSD) of 1.681 Å with respect to it, when compared to the one produced with traditional N MR2 with an average heavy atom RMSD of 3.628 Å. This is attributed to the higher precision of the evaluated distance restraints.
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Affiliation(s)
- Aditya Pokharna
- Laboratory of Physical Chemistry, ETH, Swiss Federal Institute of Technology, HCI F217, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
| | - Felix Torres
- Laboratory of Physical Chemistry, ETH, Swiss Federal Institute of Technology, HCI F217, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
| | - Harindranath Kadavath
- Department of Pharmaceutical Sciences, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, 2F 353, 1090 Vienna, Austria
| | - Julien Orts
- Department of Pharmaceutical Sciences, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, 2F 353, 1090 Vienna, Austria
| | - Roland Riek
- Laboratory of Physical Chemistry, ETH, Swiss Federal Institute of Technology, HCI F217, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
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6
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Methyl probes in proteins for determining ligand binding mode in weak protein-ligand complexes. Sci Rep 2022; 12:11231. [PMID: 35789157 PMCID: PMC9253027 DOI: 10.1038/s41598-022-13561-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 05/25/2022] [Indexed: 11/11/2022] Open
Abstract
Structures of protein–ligand complexes provide critical information for drug design. Most protein–ligand complex structures are determined using X-ray crystallography, but where crystallography is not able to generate a structure for a complex, NMR is often the best alternative. However, the available tools to enable rapid and robust structure determination of protein–ligand complexes by NMR are currently limited. This leads to situations where projects are either discontinued or pursued without structural data, rendering the task more difficult. We previously reported the NMR Molecular Replacement (NMR2) approach that allows the structure of a protein–ligand complex to be determined without requiring the cumbersome task of protein resonance assignment. Herein, we describe the NMR2 approach to determine the binding pose of a small molecule in a weak protein–ligand complex by collecting sparse protein methyl-to-ligand NOEs from a selectively labeled protein sample and an unlabeled ligand. In the selective labeling scheme all methyl containing residues of the protein are protonated in an otherwise deuterated background. This allows measurement of intermolecular NOEs with greater sensitivity using standard NOESY pulse sequences instead of isotope-filtered NMR experiments. This labelling approach is well suited to the NMR2 approach and extends its utility to include larger protein–ligand complexes.
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7
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Torres F, Walser R, Kaderli J, Rossi E, Bobby R, Packer MJ, Sarda S, Walker G, Hitchin JR, Milbradt AG, Orts J. NMR Molecular Replacement Provides New Insights into Binding Modes to Bromodomains of BRD4 and TRIM24. J Med Chem 2022; 65:5565-5574. [PMID: 35357834 PMCID: PMC9017284 DOI: 10.1021/acs.jmedchem.1c01703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Structure-based drug discovery (SBDD) largely relies on structural information from X-ray crystallography because traditional NMR structure calculation methods are too time consuming to be aligned with typical drug discovery timelines. The recently developed NMR molecular replacement (NMR2) method dramatically reduces the time needed to generate ligand-protein complex structures using published structures (apo or holo) of the target protein and treating all observed NOEs as ambiguous restraints, bypassing the laborious process of obtaining sequence-specific resonance assignments for the protein target. We apply this method to two therapeutic targets, the bromodomain of TRIM24 and the second bromodomain of BRD4. We show that the NMR2 methodology can guide SBDD by rationalizing the observed SAR. We also demonstrate that new types of restraints and selective methyl labeling have the potential to dramatically reduce "time to structure" and extend the method to targets beyond the reach of traditional NMR structure elucidation.
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Affiliation(s)
- Felix Torres
- Swiss Federal Institute of Technology, Laboratory of Physical Chemistry, HCI F217, Eidgenossische Technische Hochschule Zurich, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
| | - Reto Walser
- BioPharmaceuticals R&D, AstraZeneca, Cambridge, CB4 0WG, United Kingdom
| | - Janina Kaderli
- Swiss Federal Institute of Technology, Laboratory of Physical Chemistry, HCI F217, Eidgenossische Technische Hochschule Zurich, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
| | - Emanuele Rossi
- Swiss Federal Institute of Technology, Laboratory of Physical Chemistry, HCI F217, Eidgenossische Technische Hochschule Zurich, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland
| | - Romel Bobby
- BioPharmaceuticals R&D, AstraZeneca, Cambridge, CB4 0WG, United Kingdom
| | - Martin J Packer
- Oncology R&D, AstraZeneca, Cambridge, CB4 0WG, United Kingdom
| | - Sunil Sarda
- BioPharmaceuticals R&D, AstraZeneca, Cambridge, CB4 0WG, United Kingdom
| | - Graeme Walker
- Drug Discovery Unit, Cancer Research UK Manchester Institute, Alderley Park, Macclesfield SK10 4TG, United Kingdom
| | - James R Hitchin
- Drug Discovery Unit, Cancer Research UK Manchester Institute, Alderley Park, Macclesfield SK10 4TG, United Kingdom
| | | | - Julien Orts
- Swiss Federal Institute of Technology, Laboratory of Physical Chemistry, HCI F217, Eidgenossische Technische Hochschule Zurich, Vladimir-Prelog-Weg 2, 8093 Zürich, Switzerland.,Department of Pharmaceutical Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
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8
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Decomposition of the interaction energy of several flavonoids with Escherichia coli DNA Gyr using the SAPT (DFT) method: The relation between the interaction energy components, ligand structure, and biological activity. Biochim Biophys Acta Gen Subj 2022; 1866:130111. [DOI: 10.1016/j.bbagen.2022.130111] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 01/19/2022] [Accepted: 02/07/2022] [Indexed: 12/28/2022]
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9
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Gauto D, Dakhlaoui O, Marin-Montesinos I, Hediger S, De Paëpe G. Targeted DNP for biomolecular solid-state NMR. Chem Sci 2021; 12:6223-6237. [PMID: 34084422 PMCID: PMC8115112 DOI: 10.1039/d0sc06959k] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 03/18/2021] [Indexed: 12/23/2022] Open
Abstract
High-field dynamic nuclear polarization is revolutionizing the scope of solid-state NMR with new applications in surface chemistry, materials science and structural biology. In this perspective article, we focus on a specific DNP approach, called targeted DNP, in which the paramagnets introduced to polarize are not uniformly distributed in the sample but site-specifically located on the biomolecular system. After reviewing the various targeting strategies reported to date, including a bio-orthogonal chemistry-based approach, we discuss the potential of targeted DNP to improve the overall NMR sensitivity while avoiding the use of glass-forming DNP matrix. This is especially relevant to the study of diluted biomolecular systems such as, for instance, membrane proteins within their lipidic environment. We also discuss routes towards extracting structural information from paramagnetic relaxation enhancement (PRE) induced by targeted DNP at cryogenic temperature, and the possibility to recover site-specific information in the vicinity of the paramagnetic moieties using high-resolution selective DNP spectra. Finally, we review the potential of targeted DNP for in-cell NMR studies and how it can be used to extract a given protein NMR signal from a complex cellular background.
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Affiliation(s)
- Diego Gauto
- Univ. Grenoble Alpes, CEA, CNRS, IRIG-MEM Grenoble France
| | - Ons Dakhlaoui
- Univ. Grenoble Alpes, CEA, CNRS, IRIG-MEM Grenoble France
- Univ. Grenoble Alpes, CNRS, CERMAV Grenoble France
| | - Ildefonso Marin-Montesinos
- Univ. Grenoble Alpes, CEA, CNRS, IRIG-MEM Grenoble France
- University of Aveiro, CICECO Chem. Dept. Aveiro Portugal
| | - Sabine Hediger
- Univ. Grenoble Alpes, CEA, CNRS, IRIG-MEM Grenoble France
| | - Gaël De Paëpe
- Univ. Grenoble Alpes, CEA, CNRS, IRIG-MEM Grenoble France
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10
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Orts J, Riek R. Protein-ligand structure determination with the NMR molecular replacement tool, NMR 2. JOURNAL OF BIOMOLECULAR NMR 2020; 74:633-642. [PMID: 32621003 DOI: 10.1007/s10858-020-00324-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Accepted: 06/02/2020] [Indexed: 06/11/2023]
Abstract
We recently reported on a new method called NMR Molecular Replacement that efficiently derives the structure of a protein-ligand complex at the interaction site. The method was successfully applied to high and low affinity complexes covering ligands from peptides to small molecules. The algorithm used in the NMR Molecular Replacement program has until now not been described in detail. Here, we present a complete description of the NMR Molecular Replacement implementation as well as several new features that further reduce the time required for structure elucidation.
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Affiliation(s)
- Julien Orts
- Laboratory of Physical Chemistry, ETH, Swiss Federal Institute of Technology, Wolgang-Pauli-Strasse 10, 8093, Zürich, Switzerland.
| | - Roland Riek
- Laboratory of Physical Chemistry, ETH, Swiss Federal Institute of Technology, Wolgang-Pauli-Strasse 10, 8093, Zürich, Switzerland
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11
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Wang Y, Hilty C. Amplification of Nuclear Overhauser Effect Signals by Hyperpolarization for Screening of Ligand Binding to Immobilized Target Proteins. Anal Chem 2020; 92:13718-13723. [PMID: 32897681 DOI: 10.1021/acs.analchem.0c01071] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Immobilization of a target protein enhances the cross-relaxation rates for transfer of nuclear spin polarization but reduces the accessible target concentration. Hyperpolarization of ligand spins by dissolution dynamic nuclear polarization (D-DNP) is shown to increase sensitivity for observing the intraligand nuclear Overhauser effect (NOE). This effect, also known as the transferred NOE (trNOE), can be used for detection of binding and for obtaining binding-related structural information. The measurement of hyperpolarized trNOE signals is demonstrated for the ligand 4'-hydroxyazobenzene-2-carboxylic acid interacting with avidin protein immobilized on polystyrene beads. In a sample containing 63.5 μM ligands and 0.83 μM accessible protein binding sites, the signal enhancement provided by D-DNP leads to single-scan detection of the NOE buildup, despite that this signal peaks at only 2% of the total ligand signal. These buildup curves allow the confirmation of binding through a change in the sign of the NOE and the quantitative determination of cross-relaxation rates. The combination of the D-DNP technique and protein immobilization may facilitate the identification of intraligand NOEs in ligand screening for drug discovery. The same method may be applied to in vivo characterization of ligand interactions with cell surface proteins.
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Affiliation(s)
- Yunyi Wang
- Department of Chemistry, Texas A&M University, 3255 TAMU, College Station, Texas 77843, United States
| | - Christian Hilty
- Department of Chemistry, Texas A&M University, 3255 TAMU, College Station, Texas 77843, United States
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12
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Emwas AH, Szczepski K, Poulson BG, Chandra K, McKay RT, Dhahri M, Alahmari F, Jaremko L, Lachowicz JI, Jaremko M. NMR as a "Gold Standard" Method in Drug Design and Discovery. Molecules 2020; 25:E4597. [PMID: 33050240 PMCID: PMC7594251 DOI: 10.3390/molecules25204597] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 10/05/2020] [Accepted: 10/06/2020] [Indexed: 12/11/2022] Open
Abstract
Studying disease models at the molecular level is vital for drug development in order to improve treatment and prevent a wide range of human pathologies. Microbial infections are still a major challenge because pathogens rapidly and continually evolve developing drug resistance. Cancer cells also change genetically, and current therapeutic techniques may be (or may become) ineffective in many cases. The pathology of many neurological diseases remains an enigma, and the exact etiology and underlying mechanisms are still largely unknown. Viral infections spread and develop much more quickly than does the corresponding research needed to prevent and combat these infections; the present and most relevant outbreak of SARS-CoV-2, which originated in Wuhan, China, illustrates the critical and immediate need to improve drug design and development techniques. Modern day drug discovery is a time-consuming, expensive process. Each new drug takes in excess of 10 years to develop and costs on average more than a billion US dollars. This demonstrates the need of a complete redesign or novel strategies. Nuclear Magnetic Resonance (NMR) has played a critical role in drug discovery ever since its introduction several decades ago. In just three decades, NMR has become a "gold standard" platform technology in medical and pharmacology studies. In this review, we present the major applications of NMR spectroscopy in medical drug discovery and development. The basic concepts, theories, and applications of the most commonly used NMR techniques are presented. We also summarize the advantages and limitations of the primary NMR methods in drug development.
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Affiliation(s)
- Abdul-Hamid Emwas
- Core Labs, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Kacper Szczepski
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (B.G.P.); (K.C.); (L.J.)
| | - Benjamin Gabriel Poulson
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (B.G.P.); (K.C.); (L.J.)
| | - Kousik Chandra
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (B.G.P.); (K.C.); (L.J.)
| | - Ryan T. McKay
- Department of Chemistry, University of Alberta, Edmonton, AB T6G 2W2, Canada;
| | - Manel Dhahri
- Biology Department, Faculty of Science, Taibah University, Yanbu El-Bahr 46423, Saudi Arabia;
| | - Fatimah Alahmari
- Nanomedicine Department, Institute for Research and Medical, Consultations (IRMC), Imam Abdulrahman Bin Faisal University (IAU), Dammam 31441, Saudi Arabia;
| | - Lukasz Jaremko
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (B.G.P.); (K.C.); (L.J.)
| | - Joanna Izabela Lachowicz
- Department of Medical Sciences and Public Health, Università di Cagliari, Cittadella Universitaria, 09042 Monserrato, Italy
| | - Mariusz Jaremko
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (B.G.P.); (K.C.); (L.J.)
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13
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Softley CA, Bostock MJ, Popowicz GM, Sattler M. Paramagnetic NMR in drug discovery. JOURNAL OF BIOMOLECULAR NMR 2020; 74:287-309. [PMID: 32524233 PMCID: PMC7311382 DOI: 10.1007/s10858-020-00322-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 05/26/2020] [Indexed: 05/05/2023]
Abstract
The presence of an unpaired electron in paramagnetic molecules generates significant effects in NMR spectra, which can be exploited to provide restraints complementary to those used in standard structure-calculation protocols. NMR already occupies a central position in drug discovery for its use in fragment screening, structural biology and validation of ligand-target interactions. Paramagnetic restraints provide unique opportunities, for example, for more sensitive screening to identify weaker-binding fragments. A key application of paramagnetic NMR in drug discovery, however, is to provide new structural restraints in cases where crystallography proves intractable. This is particularly important at early stages in drug-discovery programs where crystal structures of weakly-binding fragments are difficult to obtain and crystallization artefacts are probable, but structural information about ligand poses is crucial to guide medicinal chemistry. Numerous applications show the value of paramagnetic restraints to filter computational docking poses and to generate interaction models. Paramagnetic relaxation enhancements (PREs) generate a distance-dependent effect, while pseudo-contact shift (PCS) restraints provide both distance and angular information. Here, we review strategies for introducing paramagnetic centers and discuss examples that illustrate the utility of paramagnetic restraints in drug discovery. Combined with standard approaches, such as chemical shift perturbation and NOE-derived distance information, paramagnetic NMR promises a valuable source of information for many challenging drug-discovery programs.
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Affiliation(s)
- Charlotte A Softley
- Biomolecular NMR and Center for Integrated Protein Science Munich at Department Chemie, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstraße 1, 85764, Neuherberg, Germany
| | - Mark J Bostock
- Biomolecular NMR and Center for Integrated Protein Science Munich at Department Chemie, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstraße 1, 85764, Neuherberg, Germany
| | - Grzegorz M Popowicz
- Biomolecular NMR and Center for Integrated Protein Science Munich at Department Chemie, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstraße 1, 85764, Neuherberg, Germany
| | - Michael Sattler
- Biomolecular NMR and Center for Integrated Protein Science Munich at Department Chemie, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany.
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstraße 1, 85764, Neuherberg, Germany.
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14
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Wang Y, Kim J, Hilty C. Determination of protein-ligand binding modes using fast multi-dimensional NMR with hyperpolarization. Chem Sci 2020; 11:5935-5943. [PMID: 32874513 PMCID: PMC7441707 DOI: 10.1039/d0sc00266f] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 05/05/2020] [Indexed: 11/21/2022] Open
Abstract
Elucidation of small molecule-protein interactions provides essential information for understanding biological processes such as cellular signaling, as well as for rational drug development. Here, multi-dimensional NMR with sensitivity enhancement by dissolution dynamic nuclear polarization (D-DNP) is shown to allow the determination of the binding epitope of folic acid when complexed with the target dihydrofolate reductase. Protein signals are selectively enhanced by polarization transfer from the hyperpolarized ligand. A pseudo three-dimensional data acquisition with ligand-side Hadamard encoding results in protein-side [13C, 1H] chemical shift correlations that contain intermolecular nuclear Overhauser effect (NOE) information. A scoring function based on this data is used to select pre-docked ligand poses. The top five poses are within 0.76 Å root-mean-square deviation from a reference structure for the encoded five protons, showing improvements compared with the poses selected by an energy-based scoring function without experimental inputs. The sensitivity enhancement provided by the D-DNP combined with multi-dimensional NMR increases the speed and potentially the selectivity of structure elucidation of ligand binding epitopes.
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Affiliation(s)
- Yunyi Wang
- Department of Chemistry , Texas A&M University , 3255 TAMU , College Station , TX 77843 , USA .
| | - Jihyun Kim
- Department of Chemistry , Texas A&M University , 3255 TAMU , College Station , TX 77843 , USA .
| | - Christian Hilty
- Department of Chemistry , Texas A&M University , 3255 TAMU , College Station , TX 77843 , USA .
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15
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Torres F, Ghosh D, Strotz D, Chi CN, Davis B, Orts J. Protein-fragment complex structures derived by NMR molecular replacement. RSC Med Chem 2020; 11:591-596. [PMID: 33479661 PMCID: PMC7649837 DOI: 10.1039/d0md00068j] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Accepted: 04/23/2020] [Indexed: 01/16/2023] Open
Abstract
Recently we have established an NMR molecular replacement method, which is capable of solving the structure of the interaction site of protein-ligand complexes in a fully automated manner. While the method was successfully applied for ligands with strong and weak binding affinities, including small molecules and peptides, its applicability on ligand fragments remains to be shown. Structures of fragment-protein complexes are more challenging for the method since fragments contain only few protons. Here we show a successful application of the NMR molecular replacement method in solving structures of complexes between three derivatives of a ligand fragment and the protein receptor PIN1. We anticipate that this approach will find a broad application in fragment-based lead discovery.
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Affiliation(s)
- Felix Torres
- Laboratory of Physical Chemistry , ETH , Swiss Federal Institute of Technology , HCI F217, Vladimir-Prelog-Weg 2 , 8093 Zürich , Switzerland .
| | - Dhiman Ghosh
- Laboratory of Physical Chemistry , ETH , Swiss Federal Institute of Technology , HCI F217, Vladimir-Prelog-Weg 2 , 8093 Zürich , Switzerland .
| | - Dean Strotz
- Laboratory of Physical Chemistry , ETH , Swiss Federal Institute of Technology , HCI F217, Vladimir-Prelog-Weg 2 , 8093 Zürich , Switzerland .
| | - Celestine N Chi
- Laboratory of Physical Chemistry , ETH , Swiss Federal Institute of Technology , HCI F217, Vladimir-Prelog-Weg 2 , 8093 Zürich , Switzerland .
| | - Ben Davis
- Vernalis , Granta Park , Cambridge , UK
| | - Julien Orts
- Laboratory of Physical Chemistry , ETH , Swiss Federal Institute of Technology , HCI F217, Vladimir-Prelog-Weg 2 , 8093 Zürich , Switzerland .
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16
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Pritišanac I, Würz JM, Alderson TR, Güntert P. Automatic structure-based NMR methyl resonance assignment in large proteins. Nat Commun 2019; 10:4922. [PMID: 31664028 PMCID: PMC6820720 DOI: 10.1038/s41467-019-12837-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 10/02/2019] [Indexed: 11/10/2022] Open
Abstract
Isotopically labeled methyl groups provide NMR probes in large, otherwise deuterated proteins. However, the resonance assignment constitutes a bottleneck for broader applicability of methyl-based NMR. Here, we present the automated MethylFLYA method for the assignment of methyl groups that is based on methyl-methyl nuclear Overhauser effect spectroscopy (NOESY) peak lists. MethylFLYA is applied to five proteins (28–358 kDa) comprising a total of 708 isotope-labeled methyl groups, of which 612 contribute NOESY cross peaks. MethylFLYA confidently assigns 488 methyl groups, i.e. 80% of those with NOESY data. Of these, 459 agree with the reference, 6 were different, and 23 were without reference assignment. MethylFLYA assigns significantly more methyl groups than alternative algorithms, has an average error rate of 1%, modest runtimes of 0.4–1.2 h, and can handle arbitrary isotope labeling patterns and data from other types of NMR spectra. The structures and dynamics of large proteins can be studied with methyl-based NMR but peak assignment is still challenging. Here the authors present MethylFLYA that allows automated assignment of methyl groups and apply it to five proteins with molecular weights in the range from 28 to 358 kDa.
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Affiliation(s)
- Iva Pritišanac
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, Max-von-Laue-Str. 9, 60438, Frankfurt am Main, Germany
| | - Julia M Würz
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, Max-von-Laue-Str. 9, 60438, Frankfurt am Main, Germany
| | - T Reid Alderson
- Laboratory of Chemical Physics, NIDDK, National Institutes of Health, Bethesda, MD, 20892-0520, USA
| | - Peter Güntert
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, Max-von-Laue-Str. 9, 60438, Frankfurt am Main, Germany. .,Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, 8093, Zürich, Switzerland. .,Department of Chemistry, Tokyo Metropolitan University, 1-1 Minami-Osawa, Hachioji, Tokyo, 192-0397, Japan.
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17
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Wang Y, Hilty C. Determination of Ligand Binding Epitope Structures Using Polarization Transfer from Hyperpolarized Ligands. J Med Chem 2019; 62:2419-2427. [PMID: 30715877 DOI: 10.1021/acs.jmedchem.8b01711] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Drug discovery processes require the determination of the protein binding site structure, which can be achieved via nuclear magnetic resonance (NMR) spectroscopy. While traditional NMR spectroscopy suffers from low sensitivity, NMR signals can be significantly enhanced through hyperpolarization of nuclear spins. Here, folic acid is hyperpolarized by dissolution dynamic nuclear polarization (D-DNP). Polarization transfer to dihydrofolate reductase is compared to signal evolution predicted for docking-derived structures. The results demonstrate that a scoring function derived from the experimental data improves the ranking of structures. With data from six methyl groups, Spearman's correlation coefficient of the experimental scoring function to the root-mean-square deviation from a reference structure is 0.88 for five individually addressed ligand protons and 0.59 for the entire ligand, while the same correlation coefficient of the energy calculated from docking alone is 0.49. D-DNP NMR-derived ranking, therefore, is capable of determining the ligand structure with a small number of individually addressed source spins.
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Affiliation(s)
- Yunyi Wang
- Department of Chemistry , Texas A&M University , 3255 TAMU , College Station , Texas 77843 , United States
| | - Christian Hilty
- Department of Chemistry , Texas A&M University , 3255 TAMU , College Station , Texas 77843 , United States
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18
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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: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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19
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Proudfoot A, Frank AO, Frommlet A, Lingel A. Selective Methyl Labeling of Proteins: Enabling Structural and Mechanistic Studies As Well As Drug Discovery Applications by Solution-State NMR. Methods Enzymol 2018; 614:1-36. [PMID: 30611421 DOI: 10.1016/bs.mie.2018.08.035] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Escherichia coli expression protocols for selective labeling of methyl groups in proteins have been essential in expanding the size range of targets that can be studied by biomolecular NMR. Based on the initial work achieving selective labeling of isoleucine, leucine, and valine residues, additional methods were developed over the past years which enabled the individual and/or simultaneous combinatorial labeling of all methyl containing amino acids. Together with the introduction of new methyl-optimized NMR experiments, this now allows the detailed characterization of protein-ligand interactions as well as mechanistic and dynamic processes of protein-protein complexes up to 1MDa in size. In this chapter, we provide a general introduction to selective labeling of proteins using E. coli-based expression systems, describe the considerations taken into account prior to the selective labeling of a protein, and include the protocols used to produce such proteins. An overview of applications using selectively labeled proteins with an emphasis on examples relevant to the drug discovery process is then presented.
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Affiliation(s)
- Andrew Proudfoot
- Structural and Biophysical Chemistry, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Emeryville, CA, United States
| | - Andreas O Frank
- Structural and Biophysical Chemistry, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Emeryville, CA, United States
| | - Alexandra Frommlet
- Structural and Biophysical Chemistry, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Emeryville, CA, United States
| | - Andreas Lingel
- Structural and Biophysical Chemistry, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Emeryville, CA, United States; Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Novartis Campus, Basel, Switzerland.
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20
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Erlanson DA, Davis BJ, Jahnke W. Fragment-Based Drug Discovery: Advancing Fragments in the Absence of Crystal Structures. Cell Chem Biol 2018; 26:9-15. [PMID: 30482678 DOI: 10.1016/j.chembiol.2018.10.001] [Citation(s) in RCA: 76] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Revised: 07/12/2018] [Accepted: 09/28/2018] [Indexed: 01/08/2023]
Abstract
Fragment-based drug discovery typically requires an interplay between screening methods, structural methods, and medicinal chemistry. X-ray crystallography is generally the method of choice to obtain three-dimensional structures of the bound ligand/protein complex, but this can sometimes be difficult, particularly for early, low-affinity fragment hits. In this Perspective, we discuss strategies to advance and evolve fragments in the absence of crystal structures of protein-fragment complexes, although the structure of the unliganded protein may be available. The strategies can involve other structural techniques, such as NMR spectroscopy, molecular modeling, or a variety of chemical approaches. Often, these strategies are aimed at guiding evolution of initial fragment hits to a stage where crystal structures can be obtained for further structure-based optimization.
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Affiliation(s)
- Daniel A Erlanson
- Carmot Therapeutics, Inc., 740 Heinz Avenue, Berkeley, CA 94710, USA.
| | - Ben J Davis
- Vernalis (R&D) Ltd, Granta Park, Cambridge, UK.
| | - Wolfgang Jahnke
- Novartis Institutes for Biomedical Research, Chemical Biology and Therapeutics, Novartis Campus, Basel, Switzerland.
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21
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22
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A complicated complex: Ion channels, voltage sensing, cell membranes and peptide inhibitors. Neurosci Lett 2018; 679:35-47. [DOI: 10.1016/j.neulet.2018.04.030] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 04/11/2018] [Accepted: 04/17/2018] [Indexed: 01/04/2023]
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23
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Lamoree B, Hubbard RE. Using Fragment-Based Approaches to Discover New Antibiotics. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2018; 23:495-510. [PMID: 29923463 PMCID: PMC6024353 DOI: 10.1177/2472555218773034] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2017] [Revised: 03/16/2018] [Accepted: 04/05/2018] [Indexed: 12/29/2022]
Abstract
Fragment-based lead discovery has emerged over the past two decades as a successful approach to generate novel lead candidates in drug discovery programs. The two main advantages over conventional high-throughput screening (HTS) are more efficient sampling of chemical space and tighter control over the physicochemical properties of the lead candidates. Antibiotics are a class of drugs with particularly strict property requirements for efficacy and safety. The development of novel antibiotics has slowed down so much that resistance has now evolved against every available antibiotic drug. Here we give an overview of fragment-based approaches in screening and lead discovery projects for new antibiotics. We discuss several successful hit-to-lead development examples. Finally, we highlight the current challenges and opportunities for fragment-based lead discovery toward new antibiotics.
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Affiliation(s)
- Bas Lamoree
- YSBL, Department of Chemistry, University of York, Heslington, York, UK
| | - Roderick E. Hubbard
- YSBL, Department of Chemistry, University of York, Heslington, York, UK
- Vernalis Research, Granta Park, Abington, Cambridge, UK
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24
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Structure determination of protein-ligand complexes by NMR in solution. Methods 2018; 138-139:3-25. [DOI: 10.1016/j.ymeth.2018.01.019] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/24/2018] [Accepted: 01/29/2018] [Indexed: 11/18/2022] Open
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25
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The NMR2 Method to Determine Rapidly the Structure of the Binding Pocket of a Protein–Ligand Complex with High Accuracy. MAGNETOCHEMISTRY 2018. [DOI: 10.3390/magnetochemistry4010012] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Structural characterization of complexes is crucial for a better understanding of biological processes and structure-based drug design. However, many protein–ligand structures are not solvable by X-ray crystallography, for example those with low affinity binders or dynamic binding sites. Such complexes are usually targeted by solution-state NMR spectroscopy. Unfortunately, structure calculation by NMR is very time consuming since all atoms in the complex need to be assigned to their respective chemical shifts. To circumvent this problem, we recently developed the Nuclear Magnetic Resonance Molecular Replacement (NMR2) method. NMR2 very quickly provides the complex structure of a binding pocket as measured by solution-state NMR. NMR2 circumvents the assignment of the protein by using previously determined structures and therefore speeds up the whole process from a couple of months to a couple of days. Here, we recall the main aspects of the method, show how to apply it, discuss its advantages over other methods and outline its limitations and future directions.
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26
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Sugiki T, Furuita K, Fujiwara T, Kojima C. Current NMR Techniques for Structure-Based Drug Discovery. Molecules 2018; 23:molecules23010148. [PMID: 29329228 PMCID: PMC6017608 DOI: 10.3390/molecules23010148] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 12/28/2017] [Accepted: 01/09/2018] [Indexed: 12/22/2022] Open
Abstract
A variety of nuclear magnetic resonance (NMR) applications have been developed for structure-based drug discovery (SBDD). NMR provides many advantages over other methods, such as the ability to directly observe chemical compounds and target biomolecules, and to be used for ligand-based and protein-based approaches. NMR can also provide important information about the interactions in a protein-ligand complex, such as structure, dynamics, and affinity, even when the interaction is too weak to be detected by ELISA or fluorescence resonance energy transfer (FRET)-based high-throughput screening (HTS) or to be crystalized. In this study, we reviewed current NMR techniques. We focused on recent progress in NMR measurement and sample preparation techniques that have expanded the potential of NMR-based SBDD, such as fluorine NMR (19F-NMR) screening, structure modeling of weak complexes, and site-specific isotope labeling of challenging targets.
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Affiliation(s)
- Toshihiko Sugiki
- Institute for Protein Research, Osaka University, Osaka 565-0871, Japan.
| | - Kyoko Furuita
- Institute for Protein Research, Osaka University, Osaka 565-0871, Japan.
| | | | - Chojiro Kojima
- Institute for Protein Research, Osaka University, Osaka 565-0871, Japan.
- Graduate School of Engineering, Yokohama National University, Yokohama 240-8501, Japan.
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27
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Atomic structural details of a protein grafted onto gold nanoparticles. Sci Rep 2017; 7:17934. [PMID: 29263419 PMCID: PMC5738368 DOI: 10.1038/s41598-017-18109-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 12/05/2017] [Indexed: 12/18/2022] Open
Abstract
The development of a methodology for the structural characterization at atomic detail of proteins conjugated to nanoparticles would be a breakthrough in nanotechnology. Solution and solid-state NMR spectroscopies are currently used to investigate molecules and peptides grafted onto nanoparticles, but the strategies used so far fall short in the application to proteins, which represent a thrilling development in theranostics. We here demonstrate the feasibility of highly-resolved multidimensional heteronuclear spectra of a large protein assembly conjugated to PEGylated gold nanoparticles. The spectra have been obtained by direct proton detection under fast MAS and allow for both a fast fingerprinting for the assessment of the preservation of the native fold and for resonance assignment. We thus demonstrate that the structural characterization and the application of the structure-based methodologies to proteins bound to gold nanoparticles is feasible and potentially extensible to other hybrid protein-nanomaterials.
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28
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Proudfoot A, Bussiere DE, Lingel A. High-Confidence Protein–Ligand Complex Modeling by NMR-Guided Docking Enables Early Hit Optimization. J Am Chem Soc 2017; 139:17824-17833. [DOI: 10.1021/jacs.7b07171] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Affiliation(s)
- Andrew Proudfoot
- Global
Discovery Chemistry, Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Dirksen E. Bussiere
- Global
Discovery Chemistry, Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
| | - Andreas Lingel
- Global
Discovery Chemistry, Novartis Institutes for BioMedical Research, 5300 Chiron Way, Emeryville, California 94608, United States
- Global
Discovery Chemistry, Novartis Institutes for BioMedical Research, Novartis Campus, 4056 Basel, Switzerland
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29
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NMR in structure-based drug design. Essays Biochem 2017; 61:485-493. [PMID: 29118095 DOI: 10.1042/ebc20170037] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Revised: 09/21/2017] [Accepted: 09/25/2017] [Indexed: 12/13/2022]
Abstract
NMR spectroscopy is a powerful technique that can provide valuable structural information for drug discovery endeavors. Here, we discuss the strengths (and limitations) of NMR applications to structure-based drug discovery, highlighting the different levels of resolution and throughput obtainable. Additionally, the emerging field of paramagnetic NMR in drug discovery and recent developments in approaches to speed up and automate protein-observed NMR data collection and analysis are discussed.
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30
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Nitsche C, Otting G. NMR studies of ligand binding. Curr Opin Struct Biol 2017; 48:16-22. [PMID: 29017071 DOI: 10.1016/j.sbi.2017.09.001] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Revised: 09/15/2017] [Accepted: 09/18/2017] [Indexed: 12/17/2022]
Abstract
NMR spectroscopy is an established tool in drug discovery, but its strength is commonly regarded to be largely confined to the early stages of hit discovery and fragment based drug design, where NMR offers unique capabilities of characterizing the binding modes of ligand molecules that bind sufficiently weakly to be in rapid exchange between bound and free state. Here we, first, provide a meta-review of recent reviews on NMR studies of ligand binding and, second, review recent progress towards NMR characterization of the ligand binding mode in stable protein-ligand complexes, with particular emphasis on the global positioning system (GPS) approach enabled by paramagnetic lanthanide tags.
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Affiliation(s)
- Christoph Nitsche
- Research School of Chemistry, Australian National University, Canberra, ACT 2601, Australia
| | - Gottfried Otting
- Research School of Chemistry, Australian National University, Canberra, ACT 2601, Australia.
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31
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Harner MJ, Mueller L, Robbins KJ, Reily MD. NMR in drug design. Arch Biochem Biophys 2017; 628:132-147. [DOI: 10.1016/j.abb.2017.06.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Revised: 06/02/2017] [Accepted: 06/06/2017] [Indexed: 02/09/2023]
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32
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Stewart KL, Hughes E, Yates EA, Middleton DA, Radford SE. Molecular Origins of the Compatibility between Glycosaminoglycans and Aβ40 Amyloid Fibrils. J Mol Biol 2017; 429:2449-2462. [PMID: 28697887 PMCID: PMC5548265 DOI: 10.1016/j.jmb.2017.07.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 07/04/2017] [Accepted: 07/06/2017] [Indexed: 10/25/2022]
Abstract
The Aβ peptide forms extracellular plaques associated with Alzheimer's disease. In addition to protein fibrils, amyloid plaques also contain non-proteinaceous components, including glycosaminoglycans (GAGs). We have shown previously that the GAG low-molecular-weight heparin (LMWH) binds to Aβ40 fibrils with a three-fold-symmetric (3Q) morphology with higher affinity than Aβ40 fibrils in alternative structures, Aβ42 fibrils, or amyloid fibrils formed from other sequences. Solid-state NMR analysis of the GAG-3Q fibril complex revealed an interaction site at the corners of the 3Q fibril structure, but the origin of the binding specificity remained obscure. Here, using a library of short heparin polysaccharides modified at specific sites, we show that the N-sulfate or 6-O-sulfate of glucosamine, but not the 2-O-sulfate of iduronate within heparin is required for 3Q binding, indicating selectivity in the interactions of the GAG with the fibril that extends beyond general electrostatic complementarity. By creating 3Q fibrils containing point substitutions in the amino acid sequence, we also show that charged residues at the fibril three-fold apices provide the majority of the binding free energy, while charged residues elsewhere are less critical for binding. The results indicate, therefore, that LMWH binding to 3Q fibrils requires a precise molecular complementarity of the sulfate moieties on the GAG and charged residues displayed on the fibril surface. Differences in GAG binding to fibrils with distinct sequence and/or structure may thus contribute to the diverse etiology and progression of amyloid diseases.
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Affiliation(s)
- Katie L Stewart
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Eleri Hughes
- Department of Chemistry, University of Lancaster, Lancaster LA1 4YB, UK
| | - Edwin A Yates
- Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Liverpool, L69 7ZB, UK
| | - David A Middleton
- Department of Chemistry, University of Lancaster, Lancaster LA1 4YB, UK.
| | - Sheena E Radford
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK.
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33
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Wälti MA, Riek R, Orts J. Fast NMR-Based Determination of the 3D Structure of the Binding Site of Protein-Ligand Complexes with Weak Affinity Binders. Angew Chem Int Ed Engl 2017. [DOI: 10.1002/ange.201612304] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Marielle A. Wälti
- Laboratorium für Physikalische Chemie; ETH Zürich; Vladimir-Prelog-Weg 2 8093 Zürich Switzerland
| | - Roland Riek
- Laboratorium für Physikalische Chemie; ETH Zürich; Vladimir-Prelog-Weg 2 8093 Zürich Switzerland
| | - Julien Orts
- Laboratorium für Physikalische Chemie; ETH Zürich; Vladimir-Prelog-Weg 2 8093 Zürich Switzerland
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34
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Wälti MA, Riek R, Orts J. Fast NMR-Based Determination of the 3D Structure of the Binding Site of Protein-Ligand Complexes with Weak Affinity Binders. Angew Chem Int Ed Engl 2017; 56:5208-5211. [PMID: 28387455 DOI: 10.1002/anie.201612304] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Revised: 02/26/2017] [Indexed: 01/07/2023]
Abstract
In early drug discovery approaches, screening hits are often weak affinity binders that are difficult to characterize in structural detail, particularly towards obtaining the 3D structure of protein-ligand complexes at atomic resolution. NMR is the outstanding technique to tackle such problems, yet suffers from a tedious structure calculation process. NMR2 was recently developed to alleviate the laborious element of routine NMR structure calculation procedures and provides the structural information at protein-ligand interaction sites orders of magnitude faster than standard procedures. The NMR2 method was extended to weak binders and applied to the oncoproteins HDM2 and MDMX. The structure of the MDMX-SJ212 complex is reported with a Kd of approximately 0.7 μm; the complex structure of HDM2 with the mm affinity ligand #845 exhibits a new scaffold.
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Affiliation(s)
- Marielle A Wälti
- Laboratorium für Physikalische Chemie, ETH Zürich, Vladimir-Prelog-Weg 2, 8093, Zürich, Switzerland
| | - Roland Riek
- Laboratorium für Physikalische Chemie, ETH Zürich, Vladimir-Prelog-Weg 2, 8093, Zürich, Switzerland
| | - Julien Orts
- Laboratorium für Physikalische Chemie, ETH Zürich, Vladimir-Prelog-Weg 2, 8093, Zürich, Switzerland
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35
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Gao Q, Chalmers GR, Moremen KW, Prestegard JH. NMR assignments of sparsely labeled proteins using a genetic algorithm. JOURNAL OF BIOMOLECULAR NMR 2017; 67:283-294. [PMID: 28289927 PMCID: PMC5434516 DOI: 10.1007/s10858-017-0101-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2016] [Accepted: 02/22/2017] [Indexed: 05/16/2023]
Abstract
Sparse isotopic labeling of proteins for NMR studies using single types of amino acid (15N or 13C enriched) has several advantages. Resolution is enhanced by reducing numbers of resonances for large proteins, and isotopic labeling becomes economically feasible for glycoproteins that must be expressed in mammalian cells. However, without access to the traditional triple resonance strategies that require uniform isotopic labeling, NMR assignment of crosspeaks in heteronuclear single quantum coherence (HSQC) spectra is challenging. We present an alternative strategy which combines readily accessible NMR data with known protein domain structures. Based on the structures, chemical shifts are predicted, NOE cross-peak lists are generated, and residual dipolar couplings (RDCs) are calculated for each labeled site. Simulated data are then compared to measured values for a trial set of assignments and scored. A genetic algorithm uses the scores to search for an optimal pairing of HSQC crosspeaks with labeled sites. While none of the individual data types can give a definitive assignment for a particular site, their combination can in most cases. Four test proteins previously assigned using triple resonance methods and a sparsely labeled glycosylated protein, Robo1, previously assigned by manual analysis, are used to validate the method and develop a criterion for identifying sites assigned with high confidence.
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Affiliation(s)
- Qi Gao
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, 30602, USA
| | - Gordon R Chalmers
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, 30602, USA
- Department of Computer Science and Complex Carbohydrate Research Center, University of Georgia, Athens, GA, 30602, USA
| | - Kelley W Moremen
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, 30602, USA
| | - James H Prestegard
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, 30602, USA.
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Fragment library screening identifies hits that bind to the non-catalytic surface of Pseudomonas aeruginosa DsbA1. PLoS One 2017; 12:e0173436. [PMID: 28346540 PMCID: PMC5367682 DOI: 10.1371/journal.pone.0173436] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2017] [Accepted: 01/31/2017] [Indexed: 11/26/2022] Open
Abstract
At a time when the antibiotic drug discovery pipeline has stalled, antibiotic resistance is accelerating with catastrophic implications for our ability to treat bacterial infections. Globally we face the prospect of a future when common infections can once again kill. Anti-virulence approaches that target the capacity of the bacterium to cause disease rather than the growth or survival of the bacterium itself offer a tantalizing prospect of novel antimicrobials. They may also reduce the propensity to induce resistance by removing the strong selection pressure imparted by bactericidal or bacteriostatic agents. In the human pathogen Pseudomonas aeruginosa, disulfide bond protein A (PaDsbA1) plays a central role in the oxidative folding of virulence factors and is therefore an attractive target for the development of new anti-virulence antimicrobials. Using a fragment-based approach we have identified small molecules that bind to PaDsbA1. The fragment hits show selective binding to PaDsbA1 over the DsbA protein from Escherichia coli, suggesting that developing species-specific narrow-spectrum inhibitors of DsbA enzymes may be feasible. Structures of a co-complex of PaDsbA1 with the highest affinity fragment identified in the screen reveal that the fragment binds on the non-catalytic surface of the protein at a domain interface. This biophysical and structural data represent a starting point in the development of higher affinity compounds, which will be assessed for their potential as selective PaDsbA1 inhibitors.
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