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Kairys V, Baranauskiene L, Kazlauskiene M, Zubrienė A, Petrauskas V, Matulis D, Kazlauskas E. Recent advances in computational and experimental protein-ligand affinity determination techniques. Expert Opin Drug Discov 2024; 19:649-670. [PMID: 38715415 DOI: 10.1080/17460441.2024.2349169] [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: 03/18/2024] [Accepted: 04/25/2024] [Indexed: 05/22/2024]
Abstract
INTRODUCTION Modern drug discovery revolves around designing ligands that target the chosen biomolecule, typically proteins. For this, the evaluation of affinities of putative ligands is crucial. This has given rise to a multitude of dedicated computational and experimental methods that are constantly being developed and improved. AREAS COVERED In this review, the authors reassess both the industry mainstays and the newest trends among the methods for protein - small-molecule affinity determination. They discuss both computational affinity predictions and experimental techniques, describing their basic principles, main limitations, and advantages. Together, this serves as initial guide to the currently most popular and cutting-edge ligand-binding assays employed in rational drug design. EXPERT OPINION The affinity determination methods continue to develop toward miniaturization, high-throughput, and in-cell application. Moreover, the availability of data analysis tools has been constantly increasing. Nevertheless, cross-verification of data using at least two different techniques and careful result interpretation remain of utmost importance.
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Affiliation(s)
- Visvaldas Kairys
- Department of Bioinformatics, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | - Lina Baranauskiene
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | | | - Asta Zubrienė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | - Vytautas Petrauskas
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | - Daumantas Matulis
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | - Egidijus Kazlauskas
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Vilnius, Lithuania
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Quantitative Microdialysis: Experimental Protocol and Software for Small Molecule Protein Affinity Determination and for Exclusion of Compounds with Poor Physicochemical Properties. Methods Protoc 2020; 3:mps3030055. [PMID: 32751503 PMCID: PMC7563421 DOI: 10.3390/mps3030055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 07/14/2020] [Accepted: 07/21/2020] [Indexed: 12/03/2022] Open
Abstract
Quantitative microdialysis is a traditional biophysical affinity determination technique. In the development of the detailed experimental protocol presented, we used commercially available equipment, rapid equilibrium dialysis (RED) devices (ThermoFisher Scientific), which means that it is open to most laboratories. The target protein and test compound are incubated in a chamber partitioned to allow only small molecules to transition to a larger reservoir chamber, then reversed-phase high performance liquid chromatography (RP-HPLC) or liquid chromatography–mass spectrometry (LC–MS) is used to determine the abundance of compound in each chamber. A higher compound concentration measured in the chamber that contains the target protein indicates binding. As a novel, and differentiating contribution, we present a protocol for mathematical analysis of experimental data. We provide the equations and the software to yield dissociation constants for the test compound-target protein complex up to 0.5 mM KD, and we quantitatively discuss the limitations of affinities in relation to measured compound concentrations.
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Liang Q, Fu X, Zhang J, Hao J, Feng G, Wang J, Li Q, Ahmad F, Zhao X. Immobilized angiotensin II type I receptor: A powerful method of high throughput screening for antihypertensive compound identification through binding interaction analysis. J Chromatogr A 2020; 1620:461003. [PMID: 32156458 DOI: 10.1016/j.chroma.2020.461003] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 02/24/2020] [Accepted: 02/27/2020] [Indexed: 12/16/2022]
Abstract
The enormous growth in drug discovery paradigm has necessitated continuous exploration of new methods for drug-protein interaction analysis. To enhance the role of these methodologies in designing rational drugs, this work extended an immobilized angiotensin II type I receptor (AT1R) based affinity chromatography in antihypertensive compound identification. We fused haloalkane dehalogenase at C-terminus of AT1R and expressed the fusion receptor in E. coli. The expressed receptor was covalently immobilized onto 8.0 μm microspheres by mixing the cell lysate with 6-chlorocaproic acid-modified amino polystyrene microspheres. The immobilized AT1R was utilized for thermodynamic and kinetic interaction analysis between the receptor and four specific ligands. Following confirmation of these interactions by molecular docking, we identified puerarin and rosmarinic acid by determining their binding to the receptor. Azilsartan, candesartan, valsartan and olmesartan displayed two kinds of binding sites to AT1R by injection amount-dependent method. By molecular docking, we recognize the driving forces of the interaction as electrostatic interaction, hydrogen bonds and van der Waals force. The dissociation rate constants (kd) of azilsartan, candesartan, valsartan and olmesartan to AT1R were 0.01138 ± 0.003, 0.05142 ± 0.003, 0.07547 ± 0.004 and 0.01310 ± 0.005 min-1 by peak profiling assay. Comparing with these parameters, puerarin and rosmarinic acid presented lower affinity (KA: 0.12 × 104 and 1.5 × 104/M) and slower kinetics (kd: 0.6864 ± 0.03 and 0.3005 ± 0.01 min-1) to the receptor. These results, taking together, indicated that the immobilized AT1R has the capacity to probe antihypertensive compounds.
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Affiliation(s)
- Qi Liang
- College of Life Sciences, Northwest University, Xi'an 710069, China; College of Chemistry and Chemical Engineering, Xi'an Shiyou University, Xi'an 710065, China
| | - Xiaoying Fu
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Jianfeng Zhang
- Department of Pharmacy, Eighth Hospital of Xi'an City, Xi'an 710061, China
| | - Jiaxue Hao
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Gangjun Feng
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Jing Wang
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Qian Li
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Faizan Ahmad
- College of Life Sciences, Northwest University, Xi'an 710069, China
| | - Xinfeng Zhao
- College of Life Sciences, Northwest University, Xi'an 710069, China.
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Komnatnyy VV, Nielsen TE, Qvortrup K. Bead-based screening in chemical biology and drug discovery. Chem Commun (Camb) 2018; 54:6759-6771. [PMID: 29888365 DOI: 10.1039/c8cc02486c] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
High-throughput screening is an important component of the drug discovery process. The screening of libraries containing hundreds of thousands of compounds requires assays amenable to miniaturisation and automization. Combinatorial chemistry holds a unique promise to deliver structurally diverse libraries for early drug discovery. Among the various library forms, the one-bead-one-compound (OBOC) library, where each bead carries many copies of a single compound, holds the greatest potential for the rapid identification of novel hits against emerging drug targets. However, this potential has not yet been fully realized due to a number of technical obstacles. In this feature article, we review the progress that has been made in bead-based library screening and its application to the discovery of bioactive compounds. We identify the key challenges of this approach and highlight key steps needed for making a greater impact in the field.
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Affiliation(s)
- Vitaly V Komnatnyy
- Department of Chemistry, Technical University of Denmark, DK-2800 Kgs, Lyngby, Denmark.
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Shave S, McGuire K, Pham NT, Mole DJ, Webster SP, Auer M. Diclofenac Identified as a Kynurenine 3-Monooxygenase Binder and Inhibitor by Molecular Similarity Techniques. ACS OMEGA 2018; 3:2564-2568. [PMID: 30023839 PMCID: PMC6044753 DOI: 10.1021/acsomega.7b02091] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2017] [Accepted: 02/07/2018] [Indexed: 06/08/2023]
Abstract
In this study, we apply a battery of molecular similarity techniques to known inhibitors of kynurenine 3-monooxygenase (KMO), querying each against a repository of approved, experimental, nutraceutical, and illicit drugs. Four compounds are assayed against KMO. Subsequently, diclofenac (also known by the trade names Voltaren, Voltarol, Aclonac, and Cataflam) has been confirmed as a human KMO protein binder and inhibitor in cell lysate with low micromolar KD and IC50, respectively, and low millimolar cellular IC50. Hit to drug hopping, as exemplified here for one of the most successful anti-inflammatory medicines ever invented, holds great promise for expansion into new disease areas and highlights the not-yet-fully-exploited potential of drug repurposing.
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Affiliation(s)
- Steven Shave
- School
of Biological Sciences, University of Edinburgh, The King’s Buildings, Max
Born Crescent, CH Waddington Building, Edinburgh, Scotland EH9 3BF, U.K.
| | - Kris McGuire
- MRC Centre for Inflammation Research, Queen’s
Medical Research
Institute, and Centre for Cardiovascular Science, Queen’s Medical Research
Institute, The University of Edinburgh, 47 Little France Crescent, Edinburgh EH16 4TJ, U.K.
| | - Nhan T. Pham
- School
of Biological Sciences, University of Edinburgh, The King’s Buildings, Max
Born Crescent, CH Waddington Building, Edinburgh, Scotland EH9 3BF, U.K.
| | - Damian J. Mole
- MRC Centre for Inflammation Research, Queen’s
Medical Research
Institute, and Centre for Cardiovascular Science, Queen’s Medical Research
Institute, The University of Edinburgh, 47 Little France Crescent, Edinburgh EH16 4TJ, U.K.
| | - Scott P. Webster
- MRC Centre for Inflammation Research, Queen’s
Medical Research
Institute, and Centre for Cardiovascular Science, Queen’s Medical Research
Institute, The University of Edinburgh, 47 Little France Crescent, Edinburgh EH16 4TJ, U.K.
| | - Manfred Auer
- School
of Biological Sciences, University of Edinburgh, The King’s Buildings, Max
Born Crescent, CH Waddington Building, Edinburgh, Scotland EH9 3BF, U.K.
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Liu Y, Yang F, Xiao W, Liu R, Zhang H, Li X, Ajena YH, Lam KS, Leung JW. Discovery of specific targeting ligands as the biomarkers for colorectal cancer. COLORECTAL CANCER 2017. [DOI: 10.2217/crc-2017-0017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Aim: Targeted diagnosis and therapy for colorectal cancer (CRC) is limited by the lack of specific biomarkers. Our aim was to discover CRC-specific targeting ligands using a one-bead one-compound (OBOC) combinatorial library. Method: Samples of OBOC peptide libraries were color coded, mixed and incubated with commercially available human CRC cells (HT-29 and DLD-1). Libraries with compound beads that bound to CRC cells were selected for further screening. Compound beads that bound to both CRC cells were screened with human colonic epithelial cells to select beads that bound only to CRC cells but not to human colonic epithelial cells. Chemical structures of the positive peptides were determined by Edman chemistry. CRC-targeted imaging agents were developed by conjugation of CRC binding peptide with biotin through a hydrophilic linker and then complexed with streptavidin–Cy5.5. Immunohistochemistry studies were used to evaluate CRC detection efficacy. Targeting specificity was further tested with subcutaneous CRC xenografts in nude mice. Results: Two cyclic peptides, CRC-6 and CRC-9, composed of natural and unnatural amino acids, bind specifically to CRC cells with moderately high affinity and specificity. CRC-9 is able to detect CRC cells grown on chamber slides at the concentration of 1 µM after 30 min incubation. Tail vein injection of 1.8 nmol biotinylated peptide CRC-9, complexed with streptavidin–Cy5.5 (SA–Cy5.5), is able to target the subcutaneous CRC xenograft implants in nude mice. None of the two peptides showed cytotoxic effect on human blood cells, up to the concentration of 500 µM. Conclusion: CRC-9 has the potential to be developed as an effective biomarker for improving the management of CRC patients by enhancing the efficiency of detection and efficacy of targeting treatment.
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Affiliation(s)
- Yanlei Liu
- Division of Gastroenterology & Hepatology, UC Davis Medical Center, Sacramento, CA 95817, USA
| | - Fan Yang
- AGE Periodontics, The Department of Oral Medicine, Infection, & Immunity, Harvard School of Dental Medicine, Boston, MA 02115, USA
| | - Wenwu Xiao
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Ruiwu Liu
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Hongyong Zhang
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Xiaocen Li
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Yousif H Ajena
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Kit S Lam
- Department of Biochemistry & Molecular Medicine, UC Davis, Sacramento, CA 95817, USA
| | - Joseph W Leung
- Division of Gastroenterology & Hepatology, UC Davis Medical Center, Sacramento, CA 95817, USA
- Department of Gastroenterology, VA Northern California Health Care System, Sacramento, CA 95655, USA
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Comparison of zonal elution and nonlinear chromatography in determination of the interaction between seven drugs and immobilised β2-adrenoceptor. J Chromatogr A 2015; 1401:75-83. [DOI: 10.1016/j.chroma.2015.05.012] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2015] [Accepted: 05/05/2015] [Indexed: 12/17/2022]
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Wilson K, Mole DJ, Homer NZM, Iredale JP, Auer M, Webster SP. A magnetic bead-based ligand binding assay to facilitate human kynurenine 3-monooxygenase drug discovery. ACTA ACUST UNITED AC 2014; 20:292-8. [PMID: 25296660 DOI: 10.1177/1087057114554171] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Human kynurenine 3-monooxygenase (KMO) is emerging as an important drug target enzyme in a number of inflammatory and neurodegenerative disease states. Recombinant protein production of KMO, and therefore discovery of KMO ligands, is challenging due to a large membrane targeting domain at the C-terminus of the enzyme that causes stability, solubility, and purification difficulties. The purpose of our investigation was to develop a suitable screening method for targeting human KMO and other similarly challenging drug targets. Here, we report the development of a magnetic bead-based binding assay using mass spectrometry detection for human KMO protein. The assay incorporates isolation of FLAG-tagged KMO enzyme on protein A magnetic beads. The protein-bound beads are incubated with potential binding compounds before specific cleavage of the protein-compound complexes from the beads. Mass spectrometry analysis is used to identify the compounds that demonstrate specific binding affinity for the target protein. The technique was validated using known inhibitors of KMO. This assay is a robust alternative to traditional ligand-binding assays for challenging protein targets, and it overcomes specific difficulties associated with isolating human KMO.
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Affiliation(s)
- Kris Wilson
- Drug Discovery Core, University/BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK
| | - Damian J Mole
- MRC Centre for Inflammation Research, Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK
| | - Natalie Z M Homer
- Mass Spectrometry Core, Centre for Cardiovascular Science, Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK
| | - John P Iredale
- MRC Centre for Inflammation Research, Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK
| | - Manfred Auer
- School of Biological Sciences and School of Biomedical Sciences, University of Edinburgh, C H Waddington Building, The University of Edinburgh, Edinburgh, UK
| | - Scott P Webster
- Drug Discovery Core, University/BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK
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Rarig RAF, Tran MN, Chenoweth DM. Synthesis and Conformational Dynamics of the Reported Structure of Xylopyridine A. J Am Chem Soc 2013; 135:9213-9. [DOI: 10.1021/ja404737q] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Robert-André F. Rarig
- Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania
19104-6323, United States
| | - Mai N. Tran
- Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania
19104-6323, United States
| | - David M. Chenoweth
- Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania
19104-6323, United States
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Ziegler S, Pries V, Hedberg C, Waldmann H. Identifizierung der Zielproteine bioaktiver Verbindungen: Die Suche nach der Nadel im Heuhaufen. Angew Chem Int Ed Engl 2013. [DOI: 10.1002/ange.201208749] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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Ziegler S, Pries V, Hedberg C, Waldmann H. Target identification for small bioactive molecules: finding the needle in the haystack. Angew Chem Int Ed Engl 2013; 52:2744-92. [PMID: 23418026 DOI: 10.1002/anie.201208749] [Citation(s) in RCA: 353] [Impact Index Per Article: 32.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2012] [Indexed: 01/10/2023]
Abstract
Identification and confirmation of bioactive small-molecule targets is a crucial, often decisive step both in academic and pharmaceutical research. Through the development and availability of several new experimental techniques, target identification is, in principle, feasible, and the number of successful examples steadily grows. However, a generic methodology that can successfully be applied in the majority of the cases has not yet been established. Herein we summarize current methods for target identification of small molecules, primarily for a chemistry audience but also the biological community, for example, the chemist or biologist attempting to identify the target of a given bioactive compound. We describe the most frequently employed experimental approaches for target identification and provide several representative examples illustrating the state-of-the-art. Among the techniques currently available, protein affinity isolation using suitable small-molecule probes (pulldown) and subsequent mass spectrometric analysis of the isolated proteins appears to be most powerful and most frequently applied. To provide guidance for rapid entry into the field and based on our own experience we propose a typical workflow for target identification, which centers on the application of chemical proteomics as the key step to generate hypotheses for potential target proteins.
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Affiliation(s)
- Slava Ziegler
- Max-Planck-Institut für molekulare Physiologie, Abt. Chemische Biologie, Otto-Hahn-Strasse 11, 44227 Dortmund, Germany.
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