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Liu C, Zhang H. Data processing for high-throughput mass spectrometry in drug discovery. Expert Opin Drug Discov 2024; 19:815-825. [PMID: 38785418 DOI: 10.1080/17460441.2024.2354871] [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] [Received: 03/25/2024] [Accepted: 05/08/2024] [Indexed: 05/25/2024]
Abstract
INTRODUCTION High-throughput mass spectrometry that could deliver > 10 times faster sample readout speed than traditional LC-based platforms has emerged as a powerful analytical technique, enabling the rapid analysis of complex biological samples. This increased speed of MS data acquisition has brought a critical demand for automatic data processing capabilities that should match or surpass the speed of data acquisition. Those data processing capabilities should serve the different requirements of drug discovery workflows. AREAS COVERED This paper introduced the key steps of the automatic data processing workflows for high-throughput MS technologies. Specific examples and requirements are detailed for different drug discovery applications. EXPERT OPINION The demand for automatic data processing in high-throughput mass spectrometry is driven by the need to keep pace with the accelerated speed of data acquisition. The seamless integration of processing capabilities with LIMS, efficient data review mechanisms, and the exploration of future features such as real-time feedback, automatic method optimization, and AI model training is crucial for advancing the drug discovery field. As technology continues to evolve, the synergy between high-throughput mass spectrometry and intelligent data processing will undoubtedly play a pivotal role in shaping the future of high-throughput drug discovery applications.
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Affiliation(s)
| | - Hui Zhang
- Iambic Therapeutics, San Diego, CA, USA
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2
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Hervin V, Roy V, Agrofoglio LA. Antibiotics and Antibiotic Resistance-Mur Ligases as an Antibacterial Target. Molecules 2023; 28:8076. [PMID: 38138566 PMCID: PMC10745416 DOI: 10.3390/molecules28248076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 11/09/2023] [Accepted: 12/11/2023] [Indexed: 12/24/2023] Open
Abstract
The emergence of Multidrug Resistance (MDR) strains of bacteria has accelerated the search for new antibacterials. The specific bacterial peptidoglycan biosynthetic pathway represents opportunities for the development of novel antibacterial agents. Among the enzymes involved, Mur ligases, described herein, and especially the amide ligases MurC-F are key targets for the discovery of multi-inhibitors, as they share common active sites and structural features.
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Affiliation(s)
| | - Vincent Roy
- ICOA UMR CNRS 7311, Université d’Orléans et CNRS, Rue de Chartres, 45067 Orléans, France;
| | - Luigi A. Agrofoglio
- ICOA UMR CNRS 7311, Université d’Orléans et CNRS, Rue de Chartres, 45067 Orléans, France;
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3
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Prudent R, Lemoine H, Walsh J, Roche D. Affinity selection mass spectrometry speeding drug discovery. Drug Discov Today 2023; 28:103760. [PMID: 37660985 DOI: 10.1016/j.drudis.2023.103760] [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] [Received: 03/23/2023] [Revised: 07/21/2023] [Accepted: 08/29/2023] [Indexed: 09/05/2023]
Abstract
Affinity selection mass spectrometry (AS-MS) has gained momentum in drug discovery. This review summarizes how this technology has slowly risen as a new paradigm in hit identification and its potential synergy with DNA encoded library technology. It presents an overview of the recent results on challenging targets and perspectives on new areas of research, such as RNA targeting with small molecules. The versatility of the approach is illustrated and strategic drivers discussed in terms of the experience of a small-medium CRO and a big pharma organization.
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Affiliation(s)
| | | | - Jarrod Walsh
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
| | - Didier Roche
- Edelris, Bioparc, Bioserra 1 Building, Lyon, France.
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4
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Shoaib M, Shehzadi I, Asif MU, Shen Y, Ni J. Identification of fungus-growing termite-associated halogenated-PKS maduralactomycin a as a potential inhibitor of MurF protein of multidrug-resistant Acinetobacter baumannii. Front Mol Biosci 2023; 10:1183073. [PMID: 37152898 PMCID: PMC10160657 DOI: 10.3389/fmolb.2023.1183073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Accepted: 04/13/2023] [Indexed: 05/09/2023] Open
Abstract
Multidrug-resistant Acinetobacter baumannii infections have become a major public health concern globally. Inhibition of its essential MurF protein has been proposed as a potential target for broad-spectrum drugs. This study aimed to evaluate the potential of a novel ecological niche of 374 fungus-growing termite associated Natural Products (NPs). The molecular docking and computational pharmacokinetics screened four compounds, i.e., Termstrin B, Fridamycin A, Maduralactomycin A, and Natalenamide C, as potential compounds that have higher binding affinities and favourable protein-ligand interactions. The compound Maduralactomycin A induced more stability based on its lowest average RMSD value (2.31 Å) and low standard deviation (0.35) supported by the consistent flexibility and β-factor during the protein's time-dependent motion. While hydrogen bond analysis indicated that Termstrin B has formed the strongest intra-protein interaction, solvent accessibility was in good agreement with Maduralactomycin A compactness. Maduralactomycin A has the strongest binding energy among all the compounds (-348.48 kcal/mol) followed by Termstrin B (-321.19 kcal/mol). Since these findings suggest Maduralactomycin A and Termstrin B as promising candidates for inhibition of MurF protein, the favourable binding energies of Maduralactomycin A make it a more important compound to warrant further investigation. However, experimental validation using animal models and clinical trials is recommended before reaching any final conclusions.
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Affiliation(s)
- Muhammad Shoaib
- State Key Laboratory of Microbial Technology, Microbial Technology Institute, Shandong University, Qingdao, Shandong, China
| | | | | | - Yulong Shen
- State Key Laboratory of Microbial Technology, Microbial Technology Institute, Shandong University, Qingdao, Shandong, China
- *Correspondence: Yulong Shen, ; Jinfeng Ni,
| | - Jinfeng Ni
- State Key Laboratory of Microbial Technology, Microbial Technology Institute, Shandong University, Qingdao, Shandong, China
- *Correspondence: Yulong Shen, ; Jinfeng Ni,
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5
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Scalabrin M, Nadai M, Tassinari M, Lago S, Doria F, Frasson I, Freccero M, Richter SN. Selective Recognition of a Single HIV-1 G-Quadruplex by Ultrafast Small-Molecule Screening. Anal Chem 2021; 93:15243-15252. [PMID: 34762806 PMCID: PMC8613737 DOI: 10.1021/acs.analchem.0c04106] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 10/18/2021] [Indexed: 12/05/2022]
Abstract
G-quadruplexes (G4s) are implicated in pathological processes such as cancer and infective diseases. Their targeting with G4-ligands has shown therapeutic capacity. Most of the current G4-ligands are planar molecules, do not discriminate among G4s, and have poor druglike properties. The available methods to identify compounds selective for one single G4 are often time-consuming. Here, we describe the development, validation, and application of an affinity-selection mass spectrometry method that employs unlabeled G4 oligonucleotides as targets and allows testing of up to 320 unmodified small molecules in a single tube. As a proof of concept, this method was applied to screen a library of 40 000 druglike molecules against two G4s, transcriptional regulators of the HIV-1 LTR promoter. We identified nonplanar pyrazolopyrimidines that selectively recognize and stabilize the major HIV-1 LTR G4 possibly by fitting and binding through H-bonding in its unique binding pocket. The compounds inhibit LTR promoter activity and HIV-1 replication. We propose this method to prompt the fast development of new G4-based therapeutics.
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Affiliation(s)
- Matteo Scalabrin
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
| | - Matteo Nadai
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
| | - Martina Tassinari
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
| | - Sara Lago
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
| | - Filippo Doria
- Department
of Chemistry, University of Pavia, 27100 Pavia, Italy
| | - Ilaria Frasson
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
| | - Mauro Freccero
- Department
of Chemistry, University of Pavia, 27100 Pavia, Italy
| | - Sara N. Richter
- Department
of Molecular Medicine, University of Padua, 35121 Padua, Italy
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6
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Motoyaji T. [High-throughput Screening Technology for Selective Inhibitors of Transporters and Its Application in Drug Discovery]. YAKUGAKU ZASSHI 2021; 141:511-515. [PMID: 33790118 DOI: 10.1248/yakushi.20-00204-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The first step in small-molecule drug discovery is the identification of hit compounds via high-throughput screening (HTS). In transporter drug discovery, most HTS assays are based on the uptake of labeled substrates, but such functional assays cannot be developed for many transporters, such as intracellular organelle transporters. These transporters remain unexplored in drug discovery despite their promise as drug targets. Affinity selection-mass spectrometry (AS-MS) is a label-free binding assay technology that has been developed as an HTS technology for analyzing interactions between targets and compounds. The use of AS-MS technology enables HTS against every type of drug target, in contrast to functional assays. AS-MS technology is usually used for soluble proteins, but we have developed this technology for application to membrane proteins as well. So far, we have used AS-MS for HTS of approximately 400000 compounds. In this review, the principles and application of AS-MS technology are introduced and an HTS campaign for solute carrier type 17A8 (SLC17A8) (vesicular glutamate transporter 3) is presented as an example.
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7
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McLaren DG, Shah V, Wisniewski T, Ghislain L, Liu C, Zhang H, Saldanha SA. High-Throughput Mass Spectrometry for Hit Identification: Current Landscape and Future Perspectives. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2021; 26:168-191. [PMID: 33482074 DOI: 10.1177/2472555220980696] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
For nearly two decades mass spectrometry has been used as a label-free, direct-detection method for both functional and affinity-based screening of a wide range of therapeutically relevant target classes. Here, we present an overview of several established and emerging mass spectrometry platforms and summarize the unique strengths and performance characteristics of each as they apply to high-throughput screening. Multiple examples from the recent literature are highlighted in order to illustrate the power of each individual technique, with special emphasis given to cases where the use of mass spectrometry was found to be differentiating when compared with other detection formats. Indeed, as many of these examples will demonstrate, the inherent strengths of mass spectrometry-sensitivity, specificity, wide dynamic range, and amenability to complex matrices-can be leveraged to enhance the discriminating power and physiological relevance of assays included in screening cascades. It is our hope that this review will serve as a useful guide to readers of all backgrounds and experience levels on the applicability and benefits of mass spectrometry in the search for hits, leads, and, ultimately, drugs.
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8
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Exploring new targets and chemical space with affinity selection-mass spectrometry. Nat Rev Chem 2020; 5:62-71. [PMID: 37118102 DOI: 10.1038/s41570-020-00229-2] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/16/2020] [Indexed: 12/15/2022]
Abstract
Affinity selection-mass spectrometry (AS-MS) is a high-throughput screening (HTS) technique for drug discovery that enables rapid screening of large collections of compounds to identify ligands for a specific biomolecular target. AS-MS is a binding assay that is insensitive to the functional effects a ligand might have, which is important because it lets us identify novel ligands irrespective of their binding site. This approach is gaining popularity, notably due to its role in the emergence of useful agents for targeted protein degradation. This Perspective highlights the use of AS-MS techniques to explore broad chemical space and identify small-molecule ligands for biological targets that have proven challenging to address with other screening paradigms. We present chemical structures of reported AS-MS hits to illustrate the potential of this screening approach to deliver high-quality hits for further optimization. AS-MS has, thus, evolved from being an infrequent alternative to traditional HTS or DNA-encoded library strategies to now firmly establishing itself as a HTS approach for drug discovery.
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9
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Blay V, Otero-Muras I, Annis DA. Solving the Competitive Binding Equilibria between Many Ligands: Application to High-Throughput Screening and Affinity Optimization. Anal Chem 2020; 92:12630-12638. [PMID: 32812419 DOI: 10.1021/acs.analchem.0c02715] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Modern small-molecule drug discovery relies on the selective targeting of biological macromolecules by low-molecular weight compounds. Therefore, the binding affinities of candidate drugs to their targets are key for pharmacological activity and clinical use. For drug discovery methods where multiple drug candidates can simultaneously bind to the same target, a competition is established, and the resulting equilibrium depends on the dissociation constants and concentration of all the species present. Such coupling between all equilibrium-governing parameters complicates analysis and development of improved mixture-based, high-throughput drug discovery techniques. In this work, we present an iterative computational algorithm to solve coupled equilibria between an arbitrary number of ligands and a biomolecular target that is efficient and robust. The algorithm does not require the estimation of initial values to rapidly converge to the solution of interest. We explored binding equilibria under ligand/receptor conditions used in mixture-based library screening by affinity selection-mass spectrometry (AS-MS). Our studies support a facile method for affinity-ranking hits. The ranking method involves varying the receptor-to-ligand concentration ratio in a pool of candidate ligands in two sequential AS-MS analyses. The ranking is based on the relative change in bound ligand concentration. The method proposed does not require a known reference ligand and produces a ranking that is insensitive to variations in the concentration of individual compounds, thereby enabling the use of unpurified compounds generated by mixture-based combinatorial synthesis techniques.
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Affiliation(s)
- Vincent Blay
- Division of Biomaterials and Bioengineering, University of California San Francisco, San Francisco, California 94143, United States
| | - Irene Otero-Muras
- BioProcess Engineering Group, IIM-CSIC, Spanish National Research Council, Vigo 36208, Spain
| | - David Allen Annis
- Aileron Therapeutics, Inc., 490 Arsenal Way, Watertown, Massachusetts 02472, United States
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10
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Recent advance on PTP1B inhibitors and their biomedical applications. Eur J Med Chem 2020; 199:112376. [DOI: 10.1016/j.ejmech.2020.112376] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Revised: 04/22/2020] [Accepted: 04/22/2020] [Indexed: 12/17/2022]
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11
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Shan L, Wenling Q, Mauro P, Stefano B. Antibacterial Agents Targeting the Bacterial Cell Wall. Curr Med Chem 2020; 27:2902-2926. [PMID: 32003656 DOI: 10.2174/0929867327666200128103653] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Revised: 10/16/2019] [Accepted: 10/23/2019] [Indexed: 11/22/2022]
Abstract
The introduction of antibiotics to treat bacterial infections either by killing or blocking their growth has been accompanied by the studies of mechanism that allows the drugs to kill the bacteria or to stop their proliferation. In such a scenario, the emergence of antibacterial agents active on the bacterial cell wall has been of fundamental importance in the fight against bacterial agents responsible for severe diseases. As a matter of fact, the cell wall, which plays many roles during the lifecycle, is an essential constituent of most bacteria. This overview focuses on the intracellular steps of peptidoglycan biosynthesis and the research of new antibacterial agents based on the enzymes involved in these early steps of the formation of cell membrane components.
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Affiliation(s)
- Li Shan
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, China
| | - Qin Wenling
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, China
| | - Panunzio Mauro
- Isof-CNR Chemistry Department, Via Selmi, 2, 40126 Bologna, Italy
| | - Biondi Stefano
- BioVersys AG, C/o Technologiepark Basel, Hochbergerstrasse 60c, CH- 4057 Basel, Switzerland
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12
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In-solution enrichment identifies peptide inhibitors of protein-protein interactions. Nat Chem Biol 2019; 15:410-418. [PMID: 30886434 DOI: 10.1038/s41589-019-0245-2] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Accepted: 02/13/2019] [Indexed: 12/14/2022]
Abstract
The use of competitive inhibitors to disrupt protein-protein interactions (PPIs) holds great promise for the treatment of disease. However, the discovery of high-affinity inhibitors can be a challenge. Here we report a platform for improving the affinity of peptide-based PPI inhibitors using non-canonical amino acids. The platform utilizes size exclusion-based enrichment from pools of synthetic peptides (1.5-4 kDa) and liquid chromatography-tandem mass spectrometry-based peptide sequencing to identify high-affinity binders to protein targets, without the need for 'reporter' or 'encoding' tags. Using this approach-which is inherently selective for high-affinity binders-we realized gains in affinity of up to ~100- or ~30-fold for binders to the oncogenic ubiquitin ligase MDM2 or HIV capsid protein C-terminal domain, which inhibit MDM2-p53 interaction or HIV capsid protein C-terminal domain dimerization, respectively. Subsequent macrocyclization of select MDM2 inhibitors rendered them cell permeable and cytotoxic toward cancer cells, demonstrating the utility of the identified compounds as functional PPI inhibitors.
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13
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Comess KM, McLoughlin SM, Oyer JA, Richardson PL, Stöckmann H, Vasudevan A, Warder SE. Emerging Approaches for the Identification of Protein Targets of Small Molecules - A Practitioners’ Perspective. J Med Chem 2018; 61:8504-8535. [DOI: 10.1021/acs.jmedchem.7b01921] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Kenneth M. Comess
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Shaun M. McLoughlin
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Jon A. Oyer
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Paul L. Richardson
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Henning Stöckmann
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Anil Vasudevan
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
| | - Scott E. Warder
- AbbVie Inc., 1 Waukegan Road, North Chicago, Illinois 60064-1802, United States
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BoBER: web interface to the base of bioisosterically exchangeable replacements. J Cheminform 2017; 9:62. [PMID: 29234984 PMCID: PMC5727005 DOI: 10.1186/s13321-017-0251-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Accepted: 12/04/2017] [Indexed: 11/10/2022] Open
Abstract
We describe a novel freely available web server Base of Bioisosterically Exchangeable Replacements (BoBER), which implements an interface to a database of bioisosteric and scaffold hopping replacements. Bioisosterism and scaffold hopping are key concepts in drug design and optimization, and can be defined as replacements of biologically active compound's fragments with other fragments to improve activity, reduce toxicity, change bioavailability or to diversify the scaffold space. Our web server enables fast and user-friendly searches for bioisosteric and scaffold replacements which were obtained by mining the whole Protein Data Bank. The working of the web server is presented on an existing MurF inhibitor as example. BoBER web server enables medicinal chemists to quickly search for and get new and unique ideas about possible bioisosteric or scaffold hopping replacements that could be used to improve hit or lead drug-like compounds.
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15
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Ahmad S, Raza S, Uddin R, Azam SS. Binding mode analysis, dynamic simulation and binding free energy calculations of the MurF ligase from Acinetobacter baumannii. J Mol Graph Model 2017; 77:72-85. [DOI: 10.1016/j.jmgm.2017.07.024] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Revised: 07/20/2017] [Accepted: 07/21/2017] [Indexed: 01/16/2023]
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Rapid LC-MS Based High-Throughput Screening Method, Affording No False Positives or False Negatives, Identifies a New Inhibitor for Carbonic Anhydrase. Sci Rep 2017; 7:10324. [PMID: 28871149 PMCID: PMC5583356 DOI: 10.1038/s41598-017-08602-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Accepted: 07/12/2017] [Indexed: 12/03/2022] Open
Abstract
Developing effective high-throughput screening (HTS) methods is of paramount importance in the early stage of drug discovery. While rugged and robust assays may be easily developed for certain enzymes, HTS assays designed to identify ligands that block protein binding are much more challenging to develop; attenuating the number of false positives and false negatives under high-throughput screening conditions is particularly difficult. We describe an MS-based HTS workflow that addresses these challenges. The assay mitigates false positives by selectively identifying positive hits exclusively when a ligand at the binding site of interest is displaced; it mitigates false negatives by detecting a reporter compound that ionizes well, not by detecting the ligand binder, which may not ionize. The method was validated by detecting known binders of three proteins, pepsin, maltose binding protein (MBP), and carbonic anhydrase (CA) in the presence of hundreds of non-binders. We also identified a novel CA binder, pifithrin-µ, which could not have been identified by any other MS-based assay because of its poor ionization efficiency. This new method addresses many of the challenges that are currently encountered during high-throughput screening.
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17
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Azam MA, Jupudi S. Insight into the structural requirements of thiophene-3-carbonitriles-based MurF inhibitors by 3D-QSAR, molecular docking and molecular dynamics study. J Recept Signal Transduct Res 2017; 37:522-534. [PMID: 28768454 DOI: 10.1080/10799893.2017.1360354] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
The discovery of clinically relevant inhibitors against MurF enzyme has proven to be a challenging task. In order to get further insight into the structural features required for the MurF inhibitory activity, we performed pharmacophore and atom-based three-dimensional quantitative structure-activity relationship studies for novel thiophene-3-carbonitriles based MurF inhibitors. The five-feature pharmacophore model was generated using 48 inhibitors having IC50 values ranging from 0.18 to 663 μm. The best-fitted model showed a higher coefficient of determination (R2 = 0.978), cross-validation coefficient (Q2 = 0.8835) and Pearson coefficient (0.9406) at four component partial least-squares factor. The model was validated with external data set and enrichment study. The effectiveness of the docking protocol was validated by docking the co-crystallized ligand into the catalytic pocket of MurF enzyme. Further, binding free energy calculated by the molecular mechanics generalized Born surface area approach showed that van der Waals and non-polar solvation energy terms are the main contributors to ligand binding in the active site of MurF enzyme. A 10-ns molecular dynamic simulation was performed to confirm the stability of the 3ZM6-ligand complex. Four new molecules are also designed as potent MurF inhibitors. These results provide insights regarding the development of novel MurF inhibitors with better binding affinity.
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Affiliation(s)
- Mohammed Afzal Azam
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy (A Constituent College of Jagadguru Sri Sivarathreeswara University, Mysuru) , Udhagamandalam , India
| | - Srikanth Jupudi
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy (A Constituent College of Jagadguru Sri Sivarathreeswara University, Mysuru) , Udhagamandalam , India
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18
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Yang XX, Gu W, Liang L, Yan HL, Wang YF, Bi Q, Zhang T, Yu J, Rao GX. Screening for the bioactive constituents of traditional Chinese medicines—progress and challenges. RSC Adv 2017. [DOI: 10.1039/c6ra25765h] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
The search for lead compounds from traditional Chinese medicines (TCMs) may be promising for new drug development.
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Affiliation(s)
- Xing-Xin Yang
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Wen Gu
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Li Liang
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Hong-Li Yan
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Yan-Fang Wang
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Qian Bi
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Ting Zhang
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
| | - Jie Yu
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
- Engineering Laboratory for National Healthcare Theories and Products of Yunnan Province
| | - Gao-Xiong Rao
- College of Pharmaceutical Science
- Yunnan University of Traditional Chinese Medicine
- Kunming 650500
- P. R. China
- Engineering Laboratory for National Healthcare Theories and Products of Yunnan Province
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19
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Novel Chemical Ligands to Ebola Virus and Marburg Virus Nucleoproteins Identified by Combining Affinity Mass Spectrometry and Metabolomics Approaches. Sci Rep 2016; 6:29680. [PMID: 27403722 PMCID: PMC4940736 DOI: 10.1038/srep29680] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Accepted: 06/20/2016] [Indexed: 12/25/2022] Open
Abstract
The nucleoprotein (NP) of Ebola virus (EBOV) and Marburg virus (MARV) is an essential component of the viral ribonucleoprotein complex and significantly impacts replication and transcription of the viral RNA genome. Although NP is regarded as a promising antiviral druggable target, no chemical ligands have been reported to interact with EBOV NP or MARV NP. We identified two compounds from a traditional Chinese medicine Gancao (licorice root) that can bind both NPs by combining affinity mass spectrometry and metabolomics approaches. These two ligands, 18β-glycyrrhetinic acid and licochalcone A, were verified by defined compound mixture screens and further characterized with individual ligand binding assays. Accompanying biophysical analyses demonstrate that binding of 18β-glycyrrhetinic acid to EBOV NP significantly reduces protein thermal stability, induces formation of large NP oligomers, and disrupts the critical association of viral ssRNA with NP complexes whereas the compound showed no such activity on MARV NP. Our study has revealed the substantial potential of new analytical techniques in ligand discovery from natural herb resources. In addition, identification of a chemical ligand that influences the oligomeric state and RNA-binding function of EBOV NP sheds new light on antiviral drug development.
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Qin S, Ren Y, Fu X, Shen J, Chen X, Wang Q, Bi X, Liu W, Li L, Liang G, Yang C, Shui W. Multiple ligand detection and affinity measurement by ultrafiltration and mass spectrometry analysis applied to fragment mixture screening. Anal Chim Acta 2015; 886:98-106. [PMID: 26320641 DOI: 10.1016/j.aca.2015.06.017] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Revised: 05/20/2015] [Accepted: 06/04/2015] [Indexed: 12/11/2022]
Abstract
Binding affinity of a small molecule drug candidate to a therapeutically relevant biomolecular target is regarded the first determinant of the candidate's efficacy. Although the ultrafiltration-LC/MS (UF-LC/MS) assay enables efficient ligand discovery for a specific target from a mixed pool of compounds, most previous analysis allowed for relative affinity ranking of different ligands. Moreover, the reliability of affinity measurement for multiple ligands with UF-LC/MS has hardly been strictly evaluated. In this study, we examined the accuracy of K(d) determination through UF-LC/MS by comparison with classical ITC measurement. A single-point K(d) calculation method was found to be suitable for affinity measurement of multiple ligands bound to the same target when binding competition is minimized. A second workflow based on analysis of the unbound fraction of compounds was then developed, which simplified sample preparation as well as warranted reliable ligand discovery. The new workflow implemented in a fragment mixture screen afforded rapid and sensitive detection of low-affinity ligands selectively bound to the RNA polymerase NS5B of hepatitis C virus. More importantly, ligand identification and affinity measurement for mixture-based fragment screens by UF-LC/MS were in good accordance with single ligand evaluation by conventional SPR analysis. This new approach is expected to become a valuable addition to the arsenal of high-throughput screening techniques for fragment-based drug discovery.
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Affiliation(s)
- Shanshan Qin
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China; High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Yiran Ren
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Xu Fu
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Jie Shen
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Xin Chen
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Quan Wang
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Xin Bi
- Institute of Elemento-organic Chemistry, Nankai University, Tianjin 300071, China
| | - Wenjing Liu
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Lixin Li
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Guangxin Liang
- Institute of Elemento-organic Chemistry, Nankai University, Tianjin 300071, China
| | - Cheng Yang
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Wenqing Shui
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China.
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Chen X, Qin S, Chen S, Li J, Li L, Wang Z, Wang Q, Lin J, Yang C, Shui W. A ligand-observed mass spectrometry approach integrated into the fragment based lead discovery pipeline. Sci Rep 2015; 5:8361. [PMID: 25666181 PMCID: PMC4322365 DOI: 10.1038/srep08361] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2014] [Accepted: 01/19/2015] [Indexed: 02/07/2023] Open
Abstract
In fragment-based lead discovery (FBLD), a cascade combining multiple orthogonal technologies is required for reliable detection and characterization of fragment binding to the target. Given the limitations of the mainstream screening techniques, we presented a ligand-observed mass spectrometry approach to expand the toolkits and increase the flexibility of building a FBLD pipeline especially for tough targets. In this study, this approach was integrated into a FBLD program targeting the HCV RNA polymerase NS5B. Our ligand-observed mass spectrometry analysis resulted in the discovery of 10 hits from a 384-member fragment library through two independent screens of complex cocktails and a follow-up validation assay. Moreover, this MS-based approach enabled quantitative measurement of weak binding affinities of fragments which was in general consistent with SPR analysis. Five out of the ten hits were then successfully translated to X-ray structures of fragment-bound complexes to lay a foundation for structure-based inhibitor design. With distinctive strengths in terms of high capacity and speed, minimal method development, easy sample preparation, low material consumption and quantitative capability, this MS-based assay is anticipated to be a valuable addition to the repertoire of current fragment screening techniques.
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Affiliation(s)
- Xin Chen
- College of Life Sciences, Nankai University, Tianjin 300071, China
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Shanshan Qin
- College of Life Sciences, Nankai University, Tianjin 300071, China
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Shuai Chen
- College of Life Sciences, Nankai University, Tianjin 300071, China
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Jinlong Li
- College of Life Sciences, Nankai University, Tianjin 300071, China
- State Key Laboratory of Medicinal Chemical and Department of Pharmacy, Nankai University, Tianjin 300071, China
| | - Lixin Li
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Zhongling Wang
- College of Life Sciences, Nankai University, Tianjin 300071, China
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Quan Wang
- College of Life Sciences, Nankai University, Tianjin 300071, China
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
| | - Jianping Lin
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
- State Key Laboratory of Medicinal Chemical and Department of Pharmacy, Nankai University, Tianjin 300071, China
| | - Cheng Yang
- High-throughput Molecular Drug Discovery Center, Tianjin Joint Academy of Biotechnology and Medicine, Tianjin 300457, China
- State Key Laboratory of Medicinal Chemical and Department of Pharmacy, Nankai University, Tianjin 300071, China
| | - Wenqing Shui
- College of Life Sciences, Nankai University, Tianjin 300071, China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
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Matsuda R, Bi C, Anguizola J, Sobansky M, Rodriguez E, Vargas Badilla J, Zheng X, Hage B, Hage DS. Studies of metabolite-protein interactions: a review. J Chromatogr B Analyt Technol Biomed Life Sci 2014; 966:48-58. [PMID: 24321277 PMCID: PMC4032809 DOI: 10.1016/j.jchromb.2013.11.043] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2013] [Revised: 11/14/2013] [Accepted: 11/18/2013] [Indexed: 11/25/2022]
Abstract
The study of metabolomics can provide valuable information about biochemical pathways and processes at the molecular level. There have been many reports that have examined the structure, identity and concentrations of metabolites in biological systems. However, the binding of metabolites with proteins is also of growing interest. This review examines past reports that have looked at the binding of various types of metabolites with proteins. An overview of the techniques that have been used to characterize and study metabolite-protein binding is first provided. This is followed by examples of studies that have investigated the binding of hormones, fatty acids, drugs or other xenobiotics, and their metabolites with transport proteins and receptors. These examples include reports that have considered the structure of the resulting solute-protein complexes, the nature of the binding sites, the strength of these interactions, the variations in these interactions with solute structure, and the kinetics of these reactions. The possible effects of metabolic diseases on these processes, including the impact of alterations in the structure and function of proteins, are also considered.
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Affiliation(s)
- Ryan Matsuda
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Cong Bi
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Jeanethe Anguizola
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Matthew Sobansky
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Elliott Rodriguez
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - John Vargas Badilla
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Xiwei Zheng
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - Benjamin Hage
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA
| | - David S Hage
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, NE 68588-0304, USA.
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O’Connell TN, Ramsay J, Rieth SF, Shapiro MJ, Stroh JG. Solution-Based Indirect Affinity Selection Mass Spectrometry—A General Tool For High-Throughput Screening Of Pharmaceutical Compound Libraries. Anal Chem 2014; 86:7413-20. [DOI: 10.1021/ac500938y] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- Thomas N. O’Connell
- Center of Chemistry Innovation and Excellence and ‡Research Informatics, Pfizer, Inc., Groton, Connecticut 06340, United States
| | - Jason Ramsay
- Center of Chemistry Innovation and Excellence and ‡Research Informatics, Pfizer, Inc., Groton, Connecticut 06340, United States
| | - Steven F. Rieth
- Center of Chemistry Innovation and Excellence and ‡Research Informatics, Pfizer, Inc., Groton, Connecticut 06340, United States
| | - Michael J. Shapiro
- Center of Chemistry Innovation and Excellence and ‡Research Informatics, Pfizer, Inc., Groton, Connecticut 06340, United States
| | - Justin G. Stroh
- Center of Chemistry Innovation and Excellence and ‡Research Informatics, Pfizer, Inc., Groton, Connecticut 06340, United States
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Hrast M, Sosič I, Sink R, Gobec S. Inhibitors of the peptidoglycan biosynthesis enzymes MurA-F. Bioorg Chem 2014; 55:2-15. [PMID: 24755374 DOI: 10.1016/j.bioorg.2014.03.008] [Citation(s) in RCA: 67] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2014] [Revised: 03/23/2014] [Accepted: 03/24/2014] [Indexed: 01/12/2023]
Abstract
The widespread emergence of resistant bacterial strains is becoming a serious threat to public health. This thus signifies the need for the development of new antibacterial agents with novel mechanisms of action. Continuous efforts in the design of novel antibacterials remain one of the biggest challenges in drug development. In this respect, the Mur enzymes, MurA-F, that are involved in the formation of UDP-N-acetylmuramyl-pentapeptide can be genuinely considered as promising antibacterial targets. This review provides an in-depth insight into the recent developments in the field of inhibitors of the MurA-F enzymes. Special attention is also given to compounds that act as multiple inhibitors of two, three or more of the Mur enzymes. Moreover, the reasons for the lack of preclinically successful inhibitors and the challenges to overcome these hurdles in the next years are also debated.
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Affiliation(s)
- Martina Hrast
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1000 Ljubljana, Slovenia
| | - Izidor Sosič
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1000 Ljubljana, Slovenia
| | - Roman Sink
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1000 Ljubljana, Slovenia
| | - Stanislav Gobec
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1000 Ljubljana, Slovenia.
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Hrast M, Turk S, Sosič I, Knez D, Randall CP, Barreteau H, Contreras-Martel C, Dessen A, O'Neill AJ, Mengin-Lecreulx D, Blanot D, Gobec S. Structure-activity relationships of new cyanothiophene inhibitors of the essential peptidoglycan biosynthesis enzyme MurF. Eur J Med Chem 2013; 66:32-45. [PMID: 23786712 DOI: 10.1016/j.ejmech.2013.05.013] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2013] [Revised: 05/10/2013] [Accepted: 05/13/2013] [Indexed: 10/26/2022]
Abstract
Peptidoglycan is an essential component of the bacterial cell wall, and enzymes involved in its biosynthesis represent validated targets for antibacterial drug discovery. MurF catalyzes the final intracellular peptidoglycan biosynthesis step: the addition of D-Ala-D-Ala to the nucleotide precursor UDP-MurNAc-L-Ala-γ-D-Glu-meso-DAP (or L-Lys). As MurF has no human counterpart, it represents an attractive target for the development of new antibacterial drugs. Using recently published cyanothiophene inhibitors of MurF from Streptococcus pneumoniae as a starting point, we designed and synthesized a series of structurally related derivatives and investigated their inhibition of MurF enzymes from different bacterial species. Systematic structural modifications of the parent compounds resulted in a series of nanomolar inhibitors of MurF from S. pneumoniae and micromolar inhibitors of MurF from Escherichia coli and Staphylococcus aureus. Some of the inhibitors also show antibacterial activity against S. pneumoniae R6. These findings, together with two new co-crystal structures, represent an excellent starting point for further optimization toward effective novel antibacterials.
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Affiliation(s)
- Martina Hrast
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1000 Ljubljana, Slovenia
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Potterat O, Hamburger M. Concepts and technologies for tracking bioactive compounds in natural product extracts: generation of libraries, and hyphenation of analytical processes with bioassays. Nat Prod Rep 2013; 30:546-64. [DOI: 10.1039/c3np20094a] [Citation(s) in RCA: 102] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
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27
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Yang GX, Li X, Snyder M. Investigating metabolite-protein interactions: an overview of available techniques. Methods 2012; 57:459-66. [PMID: 22750303 PMCID: PMC3448827 DOI: 10.1016/j.ymeth.2012.06.013] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2012] [Revised: 06/18/2012] [Accepted: 06/21/2012] [Indexed: 12/18/2022] Open
Abstract
Metabolites comprise the molar majority of chemical substances in living cells, and metabolite-protein interactions are expected to be quite common. Many interactions have already been identified and have been shown to be involved in the regulation of different types of cellular processes including signaling events, enzyme activities, protein localizations and interactions. Recent technological advances have greatly facilitated the detection of metabolite-protein interactions at high sensitivity and some of these have been applied on a large scale. In this manuscript, we review the available in vitro, in silico and in vivo technologies for mapping small-molecule-protein interactions. Although some of these were developed for drug-protein interactions they can be applied for mapping metabolite-protein interactions. Information gained from the use of these approaches can be applied to the manipulation of cellular processes and therapeutic applications.
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Affiliation(s)
- Grace Xiaolu Yang
- Department of Genetics, Stanford University, Stanford, CA
- Department of Chemistry, Stanford University, Stanford CA
| | - Xiyan Li
- Department of Genetics, Stanford University, Stanford, CA
| | - Michael Snyder
- Department of Genetics, Stanford University, Stanford, CA
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Pu M, Hayashi T, Cottam H, Mulvaney J, Arkin M, Corr M, Carson D, Messer K. Analysis of high-throughput screening assays using cluster enrichment. Stat Med 2012; 31:4175-89. [PMID: 22763983 DOI: 10.1002/sim.5455] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2011] [Accepted: 05/07/2012] [Indexed: 11/09/2022]
Abstract
In this paper, we describe the implementation and evaluation of a cluster-based enrichment strategy to call hits from a high-throughput screen using a typical cell-based assay of 160,000 chemical compounds. Our focus is on statistical properties of the prospective design choices throughout the analysis, including how to choose the number of clusters for optimal power, the choice of test statistic, the significance thresholds for clusters and the activity threshold for candidate hits, how to rank selected hits for carry-forward to the confirmation screen, and how to identify confirmed hits in a data-driven manner. Whereas previously the literature has focused on choice of test statistic or chemical descriptors, our studies suggest that cluster size is the more important design choice. We recommend clusters to be ranked by enrichment odds ratio, not by p-value. Our conceptually simple test statistic is seen to identify the same set of hits as more complex scoring methods proposed in the literature do. We prospectively confirm that such a cluster-based approach can outperform the naive top X approach and estimate that we improved confirmation rates by about 31.5% from 813 using the top X approach to 1187 using our cluster-based method.
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Affiliation(s)
- Minya Pu
- Biostatistics/Bioinformatics Shared Resources, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093-0901, USA
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Orsak T, Smith TL, Eckert D, Lindsley JE, Borges CR, Rutter J. Revealing the allosterome: systematic identification of metabolite-protein interactions. Biochemistry 2011; 51:225-32. [PMID: 22122470 DOI: 10.1021/bi201313s] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Small molecule allostery modifies protein function but is not easily discovered. We introduce mass spectrometry integrated with equilibrium dialysis for the discovery of allostery systematically (MIDAS), a method for identifying physiologically relevant, low-affinity metabolite-protein interactions using unmodified proteins and complex mixtures of unmodified metabolites. In a pilot experiment using five proteins, we identified 16 known and 13 novel interactions. The known interactions included substrates, products, intermediates, and allosteric regulators of their protein partners. MIDAS does not depend upon enzymatic measurements, but most of the new interactions affect the enzymatic activity of the protein partner. We found that the fatty acid palmitate interacts with both glucokinase and glycogen phosphorylase. Further characterization revealed that palmitate inhibited both enzymes, possibly providing a mechanism for sparing carbohydrate catabolism when fatty acids are abundant.
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Affiliation(s)
- Thomas Orsak
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, Utah 84132, United States
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30
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Shibata S, Zhang Z, Korotkov KV, Delarosa J, Napuli A, Kelley AM, Mueller N, Ross J, Zucker FH, Buckner FS, Merritt EA, Verlinde CLMJ, Van Voorhis WC, Hol WGJ, Fan E. Screening a fragment cocktail library using ultrafiltration. Anal Bioanal Chem 2011; 401:1585-91. [PMID: 21750879 DOI: 10.1007/s00216-011-5225-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2011] [Revised: 06/24/2011] [Accepted: 06/29/2011] [Indexed: 01/08/2023]
Abstract
Ultrafiltration provides a generic method to discover ligands for protein drug targets with millimolar to micromolar K(d), the typical range of fragment-based drug discovery. This method was tailored to a 96-well format, and cocktails of fragment-sized molecules, with molecular masses between 150 and 300 Da, were screened against medical structural genomics target proteins. The validity of the method was confirmed through competitive binding assays in the presence of ligands known to bind the target proteins.
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Affiliation(s)
- Sayaka Shibata
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
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Online magnetic bead based dynamic protein affinity selection coupled to LC–MS for the screening of acetylcholine binding protein ligands. J Chromatogr B Analyt Technol Biomed Life Sci 2011; 879:1781-8. [DOI: 10.1016/j.jchromb.2011.04.023] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2011] [Revised: 04/16/2011] [Accepted: 04/19/2011] [Indexed: 11/19/2022]
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Comess KM, Sun C, Abad-Zapatero C, Goedken ER, Gum RJ, Borhani DW, Argiriadi M, Groebe DR, Jia Y, Clampit JE, Haasch DL, Smith HT, Wang S, Song D, Coen ML, Cloutier TE, Tang H, Cheng X, Quinn C, Liu B, Xin Z, Liu G, Fry EH, Stoll V, Ng TI, Banach D, Marcotte D, Burns DJ, Calderwood DJ, Hajduk PJ. Discovery and characterization of non-ATP site inhibitors of the mitogen activated protein (MAP) kinases. ACS Chem Biol 2011; 6:234-44. [PMID: 21090814 DOI: 10.1021/cb1002619] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Inhibition of protein kinases has validated therapeutic utility for cancer, with at least seven kinase inhibitor drugs on the market. Protein kinase inhibition also has significant potential for a variety of other diseases, including diabetes, pain, cognition, and chronic inflammatory and immunologic diseases. However, as the vast majority of current approaches to kinase inhibition target the highly conserved ATP-binding site, the use of kinase inhibitors in treating nononcology diseases may require great selectivity for the target kinase. As protein kinases are signal transducers that are involved in binding to a variety of other proteins, targeting alternative, less conserved sites on the protein may provide an avenue for greater selectivity. Here we report an affinity-based, high-throughput screening technique that allows nonbiased interrogation of small molecule libraries for binding to all exposed sites on a protein surface. This approach was used to screen both the c-Jun N-terminal protein kinase Jnk-1 (involved in insulin signaling) and p38α (involved in the formation of TNFα and other cytokines). In addition to canonical ATP-site ligands, compounds were identified that bind to novel allosteric sites. The nature, biological relevance, and mode of binding of these ligands were extensively characterized using two-dimensional (1)H/(13)C NMR spectroscopy, protein X-ray crystallography, surface plasmon resonance, and direct enzymatic activity and activation cascade assays. Jnk-1 and p38α both belong to the MAP kinase family, and the allosteric ligands for both targets bind similarly on a ledge of the protein surface exposed by the MAP insertion present in the CMGC family of protein kinases and distant from the active site. Medicinal chemistry studies resulted in an improved Jnk-1 ligand able to increase adiponectin secretion in human adipocytes and increase insulin-induced protein kinase PKB phosphorylation in human hepatocytes, in similar fashion to Jnk-1 siRNA and to rosiglitazone treatment. Together, the data suggest that these new ligand series bind to a novel, allosteric, and physiologically relevant site and therefore represent a unique approach to identify kinase inhibitors.
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Affiliation(s)
- Kenneth M. Comess
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Chaohong Sun
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Cele Abad-Zapatero
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Eric R. Goedken
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Rebecca J. Gum
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - David W. Borhani
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Maria Argiriadi
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Duncan R. Groebe
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Yong Jia
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Jill E. Clampit
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Deanna L. Haasch
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Harriet T. Smith
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Sanyi Wang
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Danying Song
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Michael L. Coen
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Timothy E. Cloutier
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Hua Tang
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Xueheng Cheng
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Christopher Quinn
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Bo Liu
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Zhili Xin
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Gang Liu
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Elizabeth H. Fry
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Vincent Stoll
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Teresa I. Ng
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - David Banach
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Doug Marcotte
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - David J. Burns
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - David J. Calderwood
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
| | - Philip J. Hajduk
- Global Pharmaceutical Research and Development, Abbott Laboratories, Abbott Park, Illinois 60064, United States
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Simultaneous Screening and Chemical Characterization of Bioactive Compounds Using LC-MS-Based Technologies (Affinity Chromatography). THE HANDBOOK OF ENVIRONMENTAL CHEMISTRY 2011. [DOI: 10.1007/978-3-642-18384-3_6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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Jonker N, Kool J, Irth H, Niessen WMA. Recent developments in protein-ligand affinity mass spectrometry. Anal Bioanal Chem 2010; 399:2669-81. [PMID: 21058031 PMCID: PMC3043251 DOI: 10.1007/s00216-010-4350-z] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2010] [Revised: 10/16/2010] [Accepted: 10/17/2010] [Indexed: 11/27/2022]
Abstract
This review provides an overview of direct and indirect technologies to screen protein–ligand interactions with mass spectrometry. These technologies have as a key feature the selection or affinity purification of ligands in mixtures prior to detection. Specific fields of interest for these technologies are metabolic profiling of bioactive metabolites, natural extract screening, and the screening of libraries for bioactives, such as parallel synthesis libraries and small combichem libraries. The review addresses the principles of each of the methods discussed, with a focus on developments in recent years, and the applicability of the methods to lead generation and development in drug discovery. Schematic view of the principle of filtration based 96-well affinity selection MS binding assays ![]()
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Affiliation(s)
- Niels Jonker
- BioMolecular Analysis, Department of Chemistry and Pharmaceutical Sciences, Faculty of Sciences, VU University Amsterdam, The Netherlands
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35
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Bergsdorf C, Ottl J. Affinity-based screening techniques: their impact and benefit to increase the number of high quality leads. Expert Opin Drug Discov 2010; 5:1095-107. [DOI: 10.1517/17460441.2010.524641] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Christian Bergsdorf
- Novartis Institutes of BioMedical Research, CPC/LFP/LFT, WSJ-88.07.31, CH-4002 Basel, Switzerland ;
| | - Johannes Ottl
- Novartis Institutes of BioMedical Research, CPC/LFP/LFT, WSJ-88.10.03, CH-4002 Basel, Switzerland
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Schug KA, Serrano C, Frycák P. Controlled band dispersion for quantitative binding determination and analysis with electrospray ionization-mass spectrometry. MASS SPECTROMETRY REVIEWS 2010; 29:806-829. [PMID: 19890977 DOI: 10.1002/mas.20267] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
This review discusses recent emerging techniques that have been used to couple flow-injection analysis (FIA) and electrospray ionization-mass spectrometry (ESI-MS) for the quantitation of noncovalent binding interactions. Focus is placed predominantly on two such methods. Diffusion-based measurements, developed by Konermann and co-workers, uses controlled-band dispersion prior to ESI-MS to determine diffusion constants and binding constants based on the temporal variation of ligand signal measured in the mass spectrum (an indirect technique). Dynamic titration, developed by Schug and co-workers, is a direct method, where a temporal compositional gradient of a guest molecule is induced in the presence of host in solution to monitor the concentration dependence of complex formation as a function of observed complex ion abundance after ESI-MS. Further discussion places these techniques in the context of a variety of other direct and indirect ESI-MS-based binding determination methods, and highlights advantages, disadvantages, and practical considerations for their proper use to investigate a broad range of macromolecular and small-molecule interaction systems.
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Affiliation(s)
- Kevin A Schug
- Department of Chemistry & Biochemistry, The University of Texas at Arlington, Arlington, Texas 76019-0065, USA.
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Robertson N, Jazayeri A, Errey J, Baig A, Hurrell E, Zhukov A, Langmead CJ, Weir M, Marshall FH. The properties of thermostabilised G protein-coupled receptors (StaRs) and their use in drug discovery. Neuropharmacology 2010; 60:36-44. [PMID: 20624408 DOI: 10.1016/j.neuropharm.2010.07.001] [Citation(s) in RCA: 124] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2010] [Revised: 06/22/2010] [Accepted: 07/01/2010] [Indexed: 10/19/2022]
Abstract
G protein-coupled receptors (GPCRs) are one of the most important target classes in the central nervous system (CNS) drug discovery, however the fact they are integral membrane proteins and are unstable when purified out of the cell precludes them from a wide range of structural and biophysical techniques that are used for soluble proteins. In this study we demonstrate how protein engineering methods can be used to identify mutations which can both increase the thermostability of receptors, when purified in detergent, as well as biasing the receptor towards a specific physiologically relevant conformational state. We demonstrate this method for the adenosine A(2A) receptor and muscarinic M(1) receptor. The resultant stabilised receptors (known as StaRs) have a pharmacological profile consistent with the inverse agonist conformation. The stabilised receptors can be purified in large quantities, whilst retaining correct folding, thus generating reagents suitable for a broad range of structural and biophysical studies. In the case of the A(2A)-StaR we demonstrate that surface plasmon resonance can be used to profile the association and dissociation rates of a range of antagonists, a technique that can be used to improve the in vivo efficacy of receptor antagonists.
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Affiliation(s)
- Nathan Robertson
- Heptares Therapeutics, Biopark, Welwyn Garden City, Hertfordshire AL7 3AX, UK
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Holdgate GA, Anderson M, Edfeldt F, Geschwindner S. Affinity-based, biophysical methods to detect and analyze ligand binding to recombinant proteins: matching high information content with high throughput. J Struct Biol 2010; 172:142-57. [PMID: 20609391 DOI: 10.1016/j.jsb.2010.06.024] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2010] [Revised: 06/28/2010] [Accepted: 06/29/2010] [Indexed: 01/21/2023]
Abstract
Affinity-based technologies have become impactful tools to detect, monitor and characterize molecular interactions using recombinant target proteins. This can aid the understanding of biological function by revealing mechanistic details, and even more importantly, enables the identification of new improved ligands that can modulate the biological activity of those targets in a desired fashion. The selection of the appropriate technology is a key step in that process, as each one of the currently available technologies offers a characteristic type of biophysical information about the ligand-binding event. Alongside the indisputable advantages of each of those technologies they naturally display diverse restrictions that are quite frequently related to the target system to be studied but also to the affinity, solubility and molecular size of the ligands. This paper discusses some of the theoretical and experimental aspects of the most common affinity-based methods, what type of information can be gained from each one of those approaches, and what requirements as well as limitations are expected from working with recombinant proteins on those platforms and how those can be optimally addressed.
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Affiliation(s)
- Geoff A Holdgate
- Lead Generation Sciences, AstraZeneca R&D Alderley Park, Mereside, Alderley Park, United Kingdom
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39
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Zhu Z, Cuozzo J. Review article: high-throughput affinity-based technologies for small-molecule drug discovery. ACTA ACUST UNITED AC 2010; 14:1157-64. [PMID: 19822881 DOI: 10.1177/1087057109350114] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
High-throughput affinity-based technologies are rapidly growing in use as primary screening methods in drug discovery. In this review, their principles and applications are described and their impact on small-molecule drug discovery is evaluated. In general, these technologies can be divided into 2 groups: those that detect binding interactions by measuring changes to the protein target and those that detect bound compounds. Technologies detecting binding interactions by focusing on the protein have limited throughput but can reveal mechanistic information about the binding interaction; technologies detecting bound compounds have very high throughput, some even significantly higher than current high-throughput screening technologies, but offer limited information about the binding interaction. In addition, the appropriate use of affinity-based technologies is discussed. Finally, nanotechnology is predicted to generate a significant impact on the future of affinity-based technologies.
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Murakami R, Muramatsu Y, Minami E, Masuda K, Sakaida Y, Endo S, Suzuki T, Ishida O, Takatsu T, Miyakoshi S, Inukai M, Isono F. A novel assay of bacterial peptidoglycan synthesis for natural product screening. J Antibiot (Tokyo) 2009; 62:153-8. [PMID: 19229285 DOI: 10.1038/ja.2009.4] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Although a large number of microbial metabolites have been discovered as inhibitors of bacterial peptidoglycan biosynthesis, only a few inhibitors were reported for the pathway of UDP-MurNAc-pentapeptide formation, partly because of the lack of assays appropriate for natural product screening. Among the pathway enzymes, D-Ala racemase (Alr), D-Ala:D-Ala ligase (Ddl) and UDP-MurNAc-tripeptide:D-Ala-D-Ala transferase (MurF) are particularly attractive as antibacterial targets, because these enzymes are essential for growth and utilize low-molecular-weight substrates. Using dansylated UDP-MurNAc-tripeptide and L-Ala as the substrates, we established a cell-free assay to measure the sequential reactions of Alr, Ddl and MurF coupled with translocase I. This assay is sensitive and robust enough to screen mixtures of microbial metabolites, and enables us to distinguish the inhibitors for D-Ala-D-Ala formation, MurF and translocase I. D-cycloserine, the D-Ala-D-Ala pathway inhibitor, was successfully detected by this assay (IC(50)=1.7 microg ml(-1)). In a large-scale screening of natural products, we have identified inhibitors for D-Ala-D-Ala synthesis pathway, MurF and translocase I.
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Affiliation(s)
- Ryo Murakami
- Exploratory Research Laboratories II, Daiichi-Sankyo Co., Ltd, Kitakasai, Edogawa-ku, Tokyo, Japan.
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Paradis-Bleau C, Lloyd A, Sanschagrin F, Clarke T, Blewett A, Bugg TDH, Levesque RC. Phage display-derived inhibitor of the essential cell wall biosynthesis enzyme MurF. BMC BIOCHEMISTRY 2008; 9:33. [PMID: 19099588 PMCID: PMC2626591 DOI: 10.1186/1471-2091-9-33] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2008] [Accepted: 12/19/2008] [Indexed: 11/10/2022]
Abstract
BACKGROUND To develop antibacterial agents having novel modes of action against bacterial cell wall biosynthesis, we targeted the essential MurF enzyme of the antibiotic resistant pathogen Pseudomonas aeruginosa. MurF catalyzes the formation of a peptide bond between D-Alanyl-D-Alanine (D-Ala-D-Ala) and the cell wall precursor uridine 5'-diphosphoryl N-acetylmuramoyl-L-alanyl-D-glutamyl-meso-diaminopimelic acid (UDP-MurNAc-Ala-Glu-meso-A2pm) with the concomitant hydrolysis of ATP to ADP and inorganic phosphate, yielding UDP-N-acetylmuramyl-pentapeptide. As MurF acts on a dipeptide, we exploited a phage display approach to identify peptide ligands having high binding affinities for the enzyme. RESULTS Screening of a phage display 12-mer library using purified P. aeruginosa MurF yielded to the identification of the MurFp1 peptide. The MurF substrate UDP-MurNAc-Ala-Glumeso-A2pm was synthesized and used to develop a sensitive spectrophotometric assay to quantify MurF kinetics and inhibition. MurFp1 acted as a weak, time-dependent inhibitor of MurF activity but was a potent inhibitor when MurF was pre-incubated with UDP-MurNAc-Ala-Glu-meso-A2pm or ATP. In contrast, adding the substrate D-Ala-D-Ala during the pre-incubation nullified the inhibition. The IC50 value of MurFp1 was evaluated at 250 microM, and the Ki was established at 420 microM with respect to the mixed type of inhibition against D-Ala-D-Ala. CONCLUSION MurFp1 exerts its inhibitory action by interfering with the utilization of D-Ala-D-Ala by the MurF amide ligase enzyme. We propose that MurFp1 exploits UDP-MurNAc-Ala-Glu-meso-A2pm-induced structural changes for better interaction with the enzyme. We present the first peptide inhibitor of MurF, an enzyme that should be exploited as a target for antimicrobial drug development.
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42
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Maciuk A, Moaddel R, Haginaka J, Wainer IW. Screening of tobacco smoke condensate for nicotinic acetylcholine receptor ligands using cellular membrane affinity chromatography columns and missing peak chromatography. J Pharm Biomed Anal 2008; 48:238-46. [PMID: 18187282 PMCID: PMC2605108 DOI: 10.1016/j.jpba.2007.11.024] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2007] [Revised: 11/16/2007] [Accepted: 11/19/2007] [Indexed: 11/23/2022]
Abstract
This manuscript reports an approach to the screening of natural product extracts for compounds which are active at membrane-bound receptors, ion channels and transporters. The technique is based upon cellular membrane affinity chromatography (CMAC) columns created through the immobilization of cellular membrane fragments on liquid chromatography stationary phases. In this study a CMAC(nAChR(+)) column was created out of membranes from a transfected cell line expressing the alpha3beta4 neuronal nicotinic acetylcholine receptor (nAChR) and the column was used to screen tobacco smoke condensates. A strategy involving parallel screening with a CMAC column created from a non-transfected form of the same cell line, CMAC(nAChR(-)) was adopted. The condensate was chromatographed on both columns, timed fractions collected and concentrated. Each fraction was analyzed on a C18 column in order to establish a chromatographic fingerprint of each fraction and a differential elution profile of each compound. Comparison of the elution profiles from the CMAC(nAChR(+)) and CMAC(nAChR(-)) columns identified patterns that could be associated with high affinity ligands and with low-affinity/non-binding compounds. Known strong ligands ((S)-nicotine, (R,S)-anatabine, N'-nitrosonornicotine), weak ligands ((R,S)-nornicotine, anabasine) as well as known non-ligands (N-methyl-gamma-oxo-3-pyridinebutanamide, (1'S,2'S)-nicotine 1'-oxide) have been identified in the complex extract. The results demonstrate that CMAC-based screens can be used in the identification of compounds within natural product extracts that bind to membrane-based targets.
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Affiliation(s)
- Alexandre Maciuk
- Gerontology Research Center, National Institute on Aging, National Institutes of Health, Baltimore, MD
| | - Ruin Moaddel
- Gerontology Research Center, National Institute on Aging, National Institutes of Health, Baltimore, MD
| | - Jun Haginaka
- Mukogawa Women’s University, Nishinomiya 663-8179, Japan
| | - Irving W. Wainer
- Gerontology Research Center, National Institute on Aging, National Institutes of Health, Baltimore, MD
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Mansour TS, Caufield CE, Rasmussen B, Chopra R, Krishnamurthy G, Morris KM, Svenson K, Bard J, Smeltzer C, Naughton S, Antane S, Yang Y, Severin A, Quagliato D, Petersen PJ, Singh G. Naphthyl tetronic acids as multi-target inhibitors of bacterial peptidoglycan biosynthesis. ChemMedChem 2008; 2:1414-7. [PMID: 17600795 DOI: 10.1002/cmdc.200700094] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Tarek S Mansour
- Medicinal Chemistry, Wyeth Research, 401 North Middletown Road, Pearl River, NY 10965, USA.
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Barreteau H, Kovac A, Boniface A, Sova M, Gobec S, Blanot D. Cytoplasmic steps of peptidoglycan biosynthesis. FEMS Microbiol Rev 2008; 32:168-207. [PMID: 18266853 DOI: 10.1111/j.1574-6976.2008.00104.x] [Citation(s) in RCA: 479] [Impact Index Per Article: 29.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
The biosynthesis of bacterial cell wall peptidoglycan is a complex process that involves enzyme reactions that take place in the cytoplasm (synthesis of the nucleotide precursors) and on the inner side (synthesis of lipid-linked intermediates) and outer side (polymerization reactions) of the cytoplasmic membrane. This review deals with the cytoplasmic steps of peptidoglycan biosynthesis, which can be divided into four sets of reactions that lead to the syntheses of (1) UDP-N-acetylglucosamine from fructose 6-phosphate, (2) UDP-N-acetylmuramic acid from UDP-N-acetylglucosamine, (3) UDP-N-acetylmuramyl-pentapeptide from UDP-N-acetylmuramic acid and (4) D-glutamic acid and dipeptide D-alanyl-D-alanine. Recent data concerning the different enzymes involved are presented. Moreover, special attention is given to (1) the chemical and enzymatic synthesis of the nucleotide precursor substrates that are not commercially available and (2) the search for specific inhibitors that could act as antibacterial compounds.
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Affiliation(s)
- Hélène Barreteau
- Laboratoire des Enveloppes Bactériennes et Antibiotiques, Institut de Biochimie et Biophysique Moléculaire et Cellulaire, Univ Paris-Sud, Orsay, France
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45
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Affinity selection-mass spectrometry screening techniques for small molecule drug discovery. Curr Opin Chem Biol 2007; 11:518-26. [PMID: 17931956 DOI: 10.1016/j.cbpa.2007.07.011] [Citation(s) in RCA: 151] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2007] [Revised: 07/21/2007] [Accepted: 07/27/2007] [Indexed: 11/24/2022]
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46
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Application of mass spectrometry technologies for the discovery of low-molecular weight modulators of enzymes and protein–protein interactions. Curr Opin Chem Biol 2007; 11:511-7. [DOI: 10.1016/j.cbpa.2007.08.031] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2007] [Revised: 08/08/2007] [Accepted: 08/14/2007] [Indexed: 10/22/2022]
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47
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Wendt MD, Sun C, Kunzer A, Sauer D, Sarris K, Hoff E, Yu L, Nettesheim DG, Chen J, Jin S, Comess KM, Fan Y, Anderson SN, Isaac B, Olejniczak ET, Hajduk PJ, Rosenberg SH, Elmore SW. Discovery of a novel small molecule binding site of human survivin. Bioorg Med Chem Lett 2007; 17:3122-9. [PMID: 17391963 DOI: 10.1016/j.bmcl.2007.03.042] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2007] [Revised: 03/12/2007] [Accepted: 03/12/2007] [Indexed: 10/23/2022]
Abstract
Survivin is one of the most tumor-specific genes in the human genome and is an attractive target for cancer therapy. However, small-molecule ligands for survivin have not yet been described. Thus, an interrogation of survivin which could potentially both validate a small-molecule therapy approach, and determine the biochemical nature of any of survivin's functions has not been possible. Here we describe the discovery and characterization of a small molecule binding site on the survivin surface distinct from the Smac peptide-binding site. The new site is located at the dimer interface and exhibits many of the features of highly druggable, biologically relevant protein binding sites. A variety of small hydrophobic compounds were found that bind with moderate affinity to this binding site, from which one lead was developed into a group of compounds with nanomolar affinity. Additionally, a subset of these compounds are adequately water-soluble and cell-permeable. Thus, the structural studies and small molecules described here provide tools that can be used to probe the biochemical role(s) of survivin, and may ultimately serve as a basis for the development of small molecule therapeutics acting via direct or allosteric disruption of binding events related to this poorly understood target.
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Affiliation(s)
- Michael D Wendt
- Cancer Research, Global Pharmaceutical R&D, Abbott Laboratories, 100 Abbott Park Road, Abbott Park, IL 60064-6101, USA.
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48
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Zehender H, Mayr LM. Application of high-throughput affinity-selection mass spectrometry for screening of chemical compound libraries in lead discovery. Expert Opin Drug Discov 2007; 2:285-94. [DOI: 10.1517/17460441.2.2.285] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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49
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Comess KM, Trumbull JD, Park C, Chen Z, Judge RA, Voorbach MJ, Coen M, Gao L, Tang H, Kovar P, Cheng X, Schurdak ME, Zhang H, Sowin T, Burns DJ. Kinase Drug Discovery by Affinity Selection/Mass Spectrometry (ASMS): Application to DNA Damage Checkpoint Kinase Chk1. ACTA ACUST UNITED AC 2006; 11:755-64. [PMID: 16956998 DOI: 10.1177/1087057106289972] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Kinase enzymes are involved in a vast array of biological processes associated with human disease; therefore, selective kinase inhibition by small molecules and therapeutic antibodies is an area of intense study. The authors show that drug candidates with immediate value for biological preclinical evaluation can be identified directly through ultra-efficient affinity screening of kinase enzymes and random compound mixtures. The screening process comprises sampling and trapping equilibrium binding between candidate ligands and protein in solution, followed by removal of unbound ligands via 3 rounds of ultrafiltration and direct identification of bound ligands by mass spectrometry. Evaluation of significant peaks is facilitated by automated integration and collation of the mass spectral data and import into custom software for analysis. One Chk1-selective ligand found by using this process is presented in detail. The compound is potent in both enzymatic and Chk1-dependent cellular assays, and specific contacts in the Chk1 active site are shown by X-ray crystallography.
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Affiliation(s)
- Kenneth M Comess
- Department of Target and Lead Discovery, Global Pharmaceutical R& D, Abbott Laboratories, Illinois 60064-6217, USA
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