1
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Spassov DS. Binding Affinity Determination in Drug Design: Insights from Lock and Key, Induced Fit, Conformational Selection, and Inhibitor Trapping Models. Int J Mol Sci 2024; 25:7124. [PMID: 39000229 PMCID: PMC11240957 DOI: 10.3390/ijms25137124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 06/25/2024] [Accepted: 06/26/2024] [Indexed: 07/16/2024] Open
Abstract
Binding affinity is a fundamental parameter in drug design, describing the strength of the interaction between a molecule and its target protein. Accurately predicting binding affinity is crucial for the rapid development of novel therapeutics, the prioritization of promising candidates, and the optimization of their properties through rational design strategies. Binding affinity is determined by the mechanism of recognition between proteins and ligands. Various models, including the lock and key, induced fit, and conformational selection, have been proposed to explain this recognition process. However, current computational strategies to predict binding affinity, which are based on these models, have yet to produce satisfactory results. This article explores the connection between binding affinity and these protein-ligand interaction models, highlighting that they offer an incomplete picture of the mechanism governing binding affinity. Specifically, current models primarily center on the binding of the ligand and do not address its dissociation. In this context, the concept of ligand trapping is introduced, which models the mechanisms of dissociation. When combined with the current models, this concept can provide a unified theoretical framework that may allow for the accurate determination of the ligands' binding affinity.
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Affiliation(s)
- Danislav S Spassov
- Drug Design and Bioinformatics Lab, Department of Chemistry, Faculty of Pharmacy, Medical University of Sofia, 1000 Sofia, Bulgaria
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2
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Spassov DS, Atanasova M, Doytchinova I. Inhibitor Trapping in N-Myristoyltransferases as a Mechanism for Drug Potency. Int J Mol Sci 2023; 24:11610. [PMID: 37511367 PMCID: PMC10380619 DOI: 10.3390/ijms241411610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 07/14/2023] [Accepted: 07/14/2023] [Indexed: 07/30/2023] Open
Abstract
Predicting inhibitor potency is critical in drug design and development, yet it has remained one of computational biology's biggest unresolved challenges. Here, we show that in the case of the N-myristoyltransferase (NMT), this problem could be traced to the mechanisms by which the NMT enzyme is inhibited. NMT adopts open or closed conformations necessary for orchestrating the different steps of the catalytic process. The results indicate that the potency of the NMT inhibitors is determined by their ability to stabilize the enzyme conformation in the closed state, and that in this state, the small molecules themselves are trapped and locked inside the structure of the enzyme, creating a significant barrier for their dissociation. By using molecular dynamics simulations, we demonstrate that the conformational stabilization of the protein molecule in its closed form is highly correlated with the ligands activity and can be used to predict their potency. Hence, predicting inhibitor potency in silico might depend on modeling the conformational changes of the protein molecule upon binding of the ligand rather than estimating the changes in free binding energy that arise from their interaction.
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Affiliation(s)
- Danislav S Spassov
- Department of Chemistry, Faculty of Pharmacy, Medical University of Sofia, 1000 Sofia, Bulgaria
| | - Mariyana Atanasova
- Department of Chemistry, Faculty of Pharmacy, Medical University of Sofia, 1000 Sofia, Bulgaria
| | - Irini Doytchinova
- Department of Chemistry, Faculty of Pharmacy, Medical University of Sofia, 1000 Sofia, Bulgaria
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3
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Vanga SR, Åqvist J, Hallberg A, Gutiérrez-de-Terán H. Structural Basis of Inhibition of Human Insulin-Regulated Aminopeptidase (IRAP) by Benzopyran-Based Inhibitors. Front Mol Biosci 2021; 8:625274. [PMID: 33869280 PMCID: PMC8047434 DOI: 10.3389/fmolb.2021.625274] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 03/10/2021] [Indexed: 12/01/2022] Open
Abstract
Inhibition of the insulin-regulated aminopeptidase (IRAP) improves memory and cognition in animal models. The enzyme has recently been crystallized and several series of inhibitors reported. We herein focused on one series of benzopyran-based inhibitors of IRAP known as the HFI series, with unresolved binding mode to IRAP, and developed a robust computational model to explain the structure-activity relationship (SAR) and potentially guide their further optimization. The binding model here proposed places the benzopyran ring in the catalytic binding site, coordinating the Zn2+ ion through the oxygen in position 3, in contrast to previous hypothesis. The whole series of HFI compounds was then systematically simulated, starting from this binding mode, using molecular dynamics and binding affinity estimated with the linear interaction energy (LIE) method. The agreement with experimental affinities supports the binding mode proposed, which was further challenged by rigorous free energy perturbation (FEP) calculations. Here, we found excellent correlation between experimental and calculated binding affinity differences, both between selected compound pairs and also for recently reported experimental data concerning the site directed mutagenesis of residue Phe544. The computationally derived structure-activity relationship of the HFI series and the understanding of the involvement of Phe544 in the binding of this scaffold provide valuable information for further lead optimization of novel IRAP inhibitors.
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Affiliation(s)
| | - Johan Åqvist
- Department of Cell and Molecular Biology, BMC, Uppsala University, Uppsala, Sweden
| | - Anders Hallberg
- Department of Pharmaceutical Chemistry, BMC, Uppsala University, Uppsala, Sweden
| | - Hugo Gutiérrez-de-Terán
- Department of Cell and Molecular Biology, BMC, Uppsala University, Uppsala, Sweden.,Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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4
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Rouzer CA, Marnett LJ. Structural and Chemical Biology of the Interaction of Cyclooxygenase with Substrates and Non-Steroidal Anti-Inflammatory Drugs. Chem Rev 2020; 120:7592-7641. [PMID: 32609495 PMCID: PMC8253488 DOI: 10.1021/acs.chemrev.0c00215] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Cyclooxgenases are key enzymes of lipid signaling. They carry out the first step in the production of prostaglandins, important mediators of inflammation, pain, cardiovascular disease, and cancer, and they are the molecular targets for nonsteroidal anti-inflammatory drugs, which are among the oldest and most chemically diverse set of drugs known. Homodimeric proteins that behave as allosterically modulated, functional heterodimers, the cyclooxygenases exhibit complex kinetic behavior, requiring peroxide-dependent activation and undergoing suicide inactivation. Due to their important physiological and pathophysiological roles and keen interest on the part of the pharmaceutical industry, the cyclooxygenases have been the focus of a vast array of structural studies, leading to the publication of over 80 crystal structures of the enzymes in complex with substrates or inhibitors supported by a wealth of functional data generated by site-directed mutation experiments. In this review, we explore the chemical biology of the cyclooxygenases through the lens of this wealth of structural and functional information. We identify key structural features of the cyclooxygenases, break down their active site into regional binding pockets to facilitate comparisons between structures, and explore similarities and differences in the binding modes of the wide variety of ligands (both substrates and inhibitors) that have been characterized in complex with the enzymes. Throughout, we correlate structure with function whenever possible. Finally, we summarize what can and cannot be learned from the currently available structural data and discuss the critical intriguing questions that remain despite the wealth of information that has been amassed in this field.
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Affiliation(s)
- Carol A Rouzer
- A. B. Hancock Jr. Memorial Laboratory for Cancer Research, Departments of Biochemistry, Chemistry, and Pharmacology, Vanderbilt Institute of Chemical Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
| | - Lawrence J Marnett
- A. B. Hancock Jr. Memorial Laboratory for Cancer Research, Departments of Biochemistry, Chemistry, and Pharmacology, Vanderbilt Institute of Chemical Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, United States
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5
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Barlow N, Vanga SR, Sävmarker J, Sandström A, Burns P, Hallberg A, Åqvist J, Gutiérrez-de-Terán H, Hallberg M, Larhed M, Chai SY, Thompson PE. Macrocyclic peptidomimetics as inhibitors of insulin-regulated aminopeptidase (IRAP). RSC Med Chem 2020; 11:234-244. [PMID: 33479630 DOI: 10.1039/c9md00485h] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Accepted: 11/21/2019] [Indexed: 12/25/2022] Open
Abstract
Macrocyclic analogues of the linear hexapeptide, angiotensin IV (AngIV) have proved to be potent inhibitors of insulin-regulated aminopeptidase (IRAP, oxytocinase, EC 3.4.11.3). Along with higher affinity, macrocycles may also offer better metabolic stability, membrane permeability and selectivity, however predicting the outcome of particular cycle modifications is challenging. Here we describe the development of a series of macrocyclic IRAP inhibitors with either disulphide, olefin metathesis or lactam bridges and variations of ring size and other functionality. The binding mode of these compounds is proposed based on molecular dynamics analysis. Estimation of binding affinities (ΔG) and relative binding free energies (ΔΔG) with the linear interaction energy (LIE) method and free energy perturbation (FEP) method showed good general agreement with the observed inhibitory potency. Experimental and calculated data highlight the cumulative importance of an intact N-terminal peptide, the specific nature of the macrocycle, the phenolic oxygen and the C-terminal functionality.
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Affiliation(s)
- Nicholas Barlow
- Department of Medicinal Chemistry , BMC , Uppsala University , P.O. Box 574 , SE-751 23 Uppsala , Sweden.,Medicinal Chemistry , Monash Institute of Pharmaceutical Sciences , Parkville , Victoria 3052 , Australia .
| | - Sudarsana Reddy Vanga
- Department of Cell and Molecular Biology , BMC , Uppsala University , Box 596 , SE-751 24 Uppsala , Sweden
| | - Jonas Sävmarker
- The Beijer Laboratory , Department of Medicinal Chemistry , BMC , Uppsala University , P.O. Box 574 , SE-751 23 Uppsala , Sweden
| | - Anja Sandström
- The Beijer Laboratory , Department of Medicinal Chemistry , BMC , Uppsala University , P.O. Box 574 , SE-751 23 Uppsala , Sweden
| | - Peta Burns
- Biomedicine Discovery Institute , Department of Physiology , Monash University , Clayton , Victoria 3800 , Australia
| | - Anders Hallberg
- Department of Medicinal Chemistry , BMC , Uppsala University , P.O. Box 574 , SE-751 23 Uppsala , Sweden
| | - Johan Åqvist
- Department of Cell and Molecular Biology , BMC , Uppsala University , Box 596 , SE-751 24 Uppsala , Sweden
| | - Hugo Gutiérrez-de-Terán
- Department of Cell and Molecular Biology , BMC , Uppsala University , Box 596 , SE-751 24 Uppsala , Sweden
| | - Mathias Hallberg
- The Beijer Laboratory , Department of Pharmaceutical Biosciences , Division of Biological Research on Drug Dependence , BMC , Uppsala University , P.O. Box 591 , SE-751 24 Uppsala , Sweden
| | - Mats Larhed
- Department of Medicinal Chemistry , BMC , Uppsala University , P.O. Box 574 , SE-751 23 Uppsala , Sweden.,Science for Life Laboratory , Department of Medicinal Chemistry , BMC , Uppsala University , SE-751 24 Uppsala , Sweden
| | - Siew Yeen Chai
- Biomedicine Discovery Institute , Department of Physiology , Monash University , Clayton , Victoria 3800 , Australia
| | - Philip E Thompson
- Medicinal Chemistry , Monash Institute of Pharmaceutical Sciences , Parkville , Victoria 3052 , Australia .
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6
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Dong L, Anderson AJ, Malkowski MG. Arg-513 and Leu-531 Are Key Residues Governing Time-Dependent Inhibition of Cyclooxygenase-2 by Aspirin and Celebrex. Biochemistry 2019; 58:3990-4002. [PMID: 31469551 DOI: 10.1021/acs.biochem.9b00659] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Aspirin and Celebrex are well-known time-dependent inhibitors of the cyclooxygenases (COX). Molecular dynamics simulations suggest that Arg-513 and Leu-531 contribute to the structural mechanisms of COX inhibition. We used mutagenesis and functional analyses to characterize how substitutions at these positions influence time-dependent inhibition by aspirin and Celebrex. We show that substitutions of Leu-531 with asparagine and phenylalanine significantly attenuate time-dependent inhibition of COX-2 by these drugs. The introduction of side chain bulk, rigidity, and charge would disrupt the formation of the initial noncovalent complex, in the case of aspirin, and the "high-affinity" binding state, in the case of Celebrex. Substitution of Arg-513 with histidine (the equivalent residue in COX-1) resulted in a 2-fold potentiation of aspirin inhibition, in support of the hypothesis that the presence of histidine in COX-1 lowers the activation barrier associated with the formation of the initial noncovalent enzyme-inhibitor complex. As a corollary, we previously hypothesized that the flexibility associated with Leu-531 contributes to the binding of arachidonic acid (AA) to acetylated COX-2 to generate 15R-hydroxyeicosatetraenoic acid (15R-HETE). We determined the X-ray crystal structure of AA bound to Co3+-protoporphyrin IX-reconstituted V349I murine COX-2 (muCOX-2). V349I muCOX-2 was utilized as a surrogate to trap AA in a conformation leading to 15R-HETE. AA binds in a C-shaped pose, facilitated by the rotation of the Leu-531 side chain. Ile-349 is positioned to sterically shield antarafacial oxygen addition at carbon-15 in a manner similar to that proposed for the acetylated Ser-530 side chain.
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Affiliation(s)
- Liang Dong
- Department of Structural Biology, Jacobs School of Medicine and Biomedical Sciences , University of Buffalo, the State University of New York , Buffalo , New York 14203 , United States
| | - Alyssa J Anderson
- Department of Structural Biology, Jacobs School of Medicine and Biomedical Sciences , University of Buffalo, the State University of New York , Buffalo , New York 14203 , United States
| | - Michael G Malkowski
- Department of Structural Biology, Jacobs School of Medicine and Biomedical Sciences , University of Buffalo, the State University of New York , Buffalo , New York 14203 , United States
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7
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Diarylthiazole and diarylimidazole selective COX-1 inhibitor analysis through pharmacophore modeling, virtual screening, and DFT-based approaches. Struct Chem 2019. [DOI: 10.1007/s11224-019-01414-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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8
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Synthesis and biological properties of aryl methyl sulfones. Bioorg Med Chem 2018; 26:4113-4126. [DOI: 10.1016/j.bmc.2018.06.038] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Revised: 06/26/2018] [Accepted: 06/28/2018] [Indexed: 12/27/2022]
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9
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Vanga SR, Sävmarker J, Ng L, Larhed M, Hallberg M, Åqvist J, Hallberg A, Chai SY, Gutiérrez-de-Terán H. Structural Basis of Inhibition of Human Insulin-Regulated Aminopeptidase (IRAP) by Aryl Sulfonamides. ACS OMEGA 2018; 3:4509-4521. [PMID: 30023895 PMCID: PMC6045421 DOI: 10.1021/acsomega.8b00595] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 04/16/2018] [Indexed: 05/07/2023]
Abstract
The insulin-regulated aminopeptidase (IRAP) is a membrane-bound zinc metallopeptidase with many important regulatory functions. It has been demonstrated that inhibition of IRAP by angiotensin IV (Ang IV) and other peptides, as well as more druglike inhibitors, improves cognition in several rodent models. We recently reported a series of aryl sulfonamides as small-molecule IRAP inhibitors and a promising scaffold for pharmacological intervention. We have now expanded with a number of derivatives, report their stability in liver microsomes, and characterize the activity of the whole series in a new assay performed on recombinant human IRAP. Several compounds, such as the new fluorinated derivative 29, present submicromolar affinity and high metabolic stability. Starting from the two binding modes previously proposed for the sulfonamide scaffold, we systematically performed molecular dynamics simulations and binding affinity estimation with the linear interaction energy method for the full compound series. The significant agreement with experimental affinities suggests one of the binding modes, which was further confirmed by the excellent correlation for binding affinity differences between the selected pair of compounds obtained by rigorous free energy perturbation calculations. The new experimental data and the computationally derived structure-activity relationship of the sulfonamide series provide valuable information for further lead optimization of novel IRAP inhibitors.
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Affiliation(s)
- Sudarsana Reddy Vanga
- Department
of Cell and Molecular Biology, BMC, Box 596, Uppsala University, SE-751
24 Uppsala, Sweden
| | - Jonas Sävmarker
- Department of Medicinal Chemistry and Science for Life Laboratory, Department
of Medicinal Chemistry, Uppsala University,
BMC, SE-751 24 Uppsala, Sweden
| | - Leelee Ng
- Biomedicine
Discovery Institute, Department of Physiology, Monash University, Clayton, Victoria 3800, Australia
| | - Mats Larhed
- Department of Medicinal Chemistry and Science for Life Laboratory, Department
of Medicinal Chemistry, Uppsala University,
BMC, SE-751 24 Uppsala, Sweden
| | - Mathias Hallberg
- The
Beijer Laboratory, Department of Pharmaceutical Biosciences, Division
of Biological Research on Drug Dependence, Uppsala University, BMC, SE-751 23 Uppsala, Sweden
| | - Johan Åqvist
- Department
of Cell and Molecular Biology, BMC, Box 596, Uppsala University, SE-751
24 Uppsala, Sweden
| | - Anders Hallberg
- Department of Medicinal Chemistry and Science for Life Laboratory, Department
of Medicinal Chemistry, Uppsala University,
BMC, SE-751 24 Uppsala, Sweden
| | - Siew Yeen Chai
- Biomedicine
Discovery Institute, Department of Physiology, Monash University, Clayton, Victoria 3800, Australia
- E-mail: . Phone: +61 3 990 52515. Fax: +61 3 990 52547 (S.Y.C.)
| | - Hugo Gutiérrez-de-Terán
- Department
of Cell and Molecular Biology, BMC, Box 596, Uppsala University, SE-751
24 Uppsala, Sweden
- E-mail: . Phone: +46 18 471 5056. Fax: +46 18 53 69 71 (H.G.-d.-T.)
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10
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Shamsudin Y, Gutiérrez-de-Terán H, Åqvist J. Molecular Mechanisms in the Selectivity of Nonsteroidal Anti-Inflammatory Drugs. Biochemistry 2018; 57:1236-1248. [PMID: 29345921 DOI: 10.1021/acs.biochem.7b01019] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Nonsteroidal anti-inflammatory drugs (NSAIDs) inhibit cyclooxygenase (COX) 1 and 2 with varying degrees of selectivity. A group of COX-2 selective inhibitors-coxibs-binds in a time-dependent manner through a three-step mechanism, utilizing a side pocket in the binding site. Coxibs have been extensively probed to identify the structural features regulating the slow tight-binding mechanism responsible for COX-2 selectivity. In this study, we further probe a structurally and kinetically diverse data set of COX inhibitors in COX-2 by molecular dynamics and free energy simulations. We find that the features regulating the high affinities associated with time-dependency in COX depend on the inhibitor kinetics. In particular, most time-dependent inhibitors share a common structural binding mechanism, involving an induced-fit rotation of the side-chain of Leu531 in the main binding pocket. The high affinities of two-step slow tight-binding inhibitors and some slow reversible inhibitors can thus be explained by the increased space in the main binding pocket after this rotation. Coxibs that belong to a separate class of slow tight-binding inhibitors benefit more from the displacement of the neighboring side-chain of Arg513, exclusive to the COX-2 side-pocket. This displacement further stabilizes the aforementioned rotation of Leu531 and can explain the selectivity of coxibs for COX-2.
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Affiliation(s)
- Yasmin Shamsudin
- Department of Cell and Molecular Biology, Box 596, Uppsala University, BMC , SE-751 24 Uppsala, Sweden
| | - Hugo Gutiérrez-de-Terán
- Department of Cell and Molecular Biology, Box 596, Uppsala University, BMC , SE-751 24 Uppsala, Sweden
| | - Johan Åqvist
- Department of Cell and Molecular Biology, Box 596, Uppsala University, BMC , SE-751 24 Uppsala, Sweden
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11
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Tadić A, Poljarević J, Krstić M, Kajzerberger M, Aranđelović S, Radulović S, Kakoulidou C, Papadopoulos AN, Psomas G, Grgurić-Šipka S. Ruthenium–arene complexes with NSAIDs: synthesis, characterization and bioactivity. NEW J CHEM 2018. [DOI: 10.1039/c7nj04416j] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Two non-steroidal antiinflammatory drugs indomethacin and mefenamic acid were coordinated to Ru(ii)–arenes to afford four new complexes.
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Affiliation(s)
- Ana Tadić
- University of Belgrade – Faculty of Chemistry
- 11000 Belgrade
- Serbia
| | | | - Milena Krstić
- Faculty of Veterinary Medicine
- University of Belgrade
- 11000 Belgrade
- Serbia
| | | | | | - Siniša Radulović
- Institute for Oncology and Radiology of Serbia
- 11000 Belgrade
- Serbia
| | - Chrisoula Kakoulidou
- Department of General and Inorganic Chemistry
- Faculty of Chemistry
- Aristotle University of Thessaloniki
- GR-54124 Thessaloniki
- Greece
| | - Athanasios N. Papadopoulos
- Department of Nutrition and Dietetics
- Faculty of Food Technology and Nutrition
- Alexandrion Technological Educational Institution
- Sindos
- Greece
| | - George Psomas
- Department of General and Inorganic Chemistry
- Faculty of Chemistry
- Aristotle University of Thessaloniki
- GR-54124 Thessaloniki
- Greece
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12
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Cingolani G, Panella A, Perrone MG, Vitale P, Di Mauro G, Fortuna CG, Armen RS, Ferorelli S, Smith WL, Scilimati A. Structural basis for selective inhibition of Cyclooxygenase-1 (COX-1) by diarylisoxazoles mofezolac and 3-(5-chlorofuran-2-yl)-5-methyl-4-phenylisoxazole (P6). Eur J Med Chem 2017; 138:661-668. [PMID: 28710965 PMCID: PMC5992922 DOI: 10.1016/j.ejmech.2017.06.045] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Revised: 06/21/2017] [Accepted: 06/23/2017] [Indexed: 01/23/2023]
Abstract
The diarylisoxazole molecular scaffold is found in several NSAIDs, especially those with high selectivity for COX-1. Here, we have determined the structural basis for COX-1 binding to two diarylisoxazoles: mofezolac, which is polar and ionizable, and 3-(5-chlorofuran-2-yl)-5-methyl-4-phenylisoxazole (P6) that has very low polarity. X-ray analysis of the crystal structures of COX-1 bound to mofezolac and 3-(5-chlorofuran-2-yl)-5-methyl-4-phenylisoxazole allowed the identification of specific binding determinants within the enzyme active site, relevant to generate structure/activity relationships for diarylisoxazole NSAIDs.
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Affiliation(s)
- Gino Cingolani
- Department of Biochemistry and Molecular Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA; Institute of Biomembranes and Bioenergetics, National Research Council, Via Amendola 165/A, 70125 Bari, Italy
| | - Andrea Panella
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro", Via E. Orabona 4, 70125 Bari, Italy
| | - Maria Grazia Perrone
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro", Via E. Orabona 4, 70125 Bari, Italy
| | - Paola Vitale
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro", Via E. Orabona 4, 70125 Bari, Italy
| | - Giuseppe Di Mauro
- Department of Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, 95125 Catania, Italy
| | - Cosimo G Fortuna
- Department of Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, 95125 Catania, Italy
| | - Roger S Armen
- Department of Pharmaceutical Sciences, College of Pharmacy, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Savina Ferorelli
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro", Via E. Orabona 4, 70125 Bari, Italy
| | - William L Smith
- Department of Biological Chemistry, University of Michigan, Ann Arbor, MI 48109, USA
| | - Antonio Scilimati
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro", Via E. Orabona 4, 70125 Bari, Italy.
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13
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Shamsudin Y, Gutiérrez-de-Terán H, Åqvist J. Probing the Time Dependency of Cyclooxygenase-1 Inhibitors by Computer Simulations. Biochemistry 2017; 56:1911-1920. [PMID: 28304156 DOI: 10.1021/acs.biochem.6b01006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Time-dependent inhibition of the cyclooxygenases (COX) by a range of nonsteroidal anti-inflammatory drugs has been described since the first experimental assays of COX were performed. Slow tight-binding inhibitors of COX-1 bind in a two-step mechanism in which the EI → EI* transition is slow and practically irreversible. Since then, various properties of the inhibitors have been proposed to cause or affect the time dependency. Conformational changes in the enzyme have also been proposed to cause the time dependency, but no particular structural feature has been identified. Here, we investigated a series of inhibitors of COX-1 that are either time-independent or time-dependent using a combination of molecular dynamics simulations, binding free energy calculations, and potential of mean force calculations. We find that the time-dependent inhibitors stabilize a conformational change in the enzyme mainly identified by the rotation of a leucine side chain adjacent to the binding pocket. The induced conformation has been previously shown to be essential for the high binding affinities of tight-binding inhibitors in COX-1. The results of this work show that the structural features of the enzyme involved in both time-dependent and tight-binding inhibition are identical and further identify a structural mechanism responsible for the transition between the two enzyme-inhibitor complexes characteristic of slow tight-binding COX-1 inhibitors.
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Affiliation(s)
- Yasmin Shamsudin
- Department of Cell and Molecular Biology, Uppsala University , BMC, Box 596, SE-751 24 Uppsala, Sweden
| | - Hugo Gutiérrez-de-Terán
- Department of Cell and Molecular Biology, Uppsala University , BMC, Box 596, SE-751 24 Uppsala, Sweden
| | - Johan Åqvist
- Department of Cell and Molecular Biology, Uppsala University , BMC, Box 596, SE-751 24 Uppsala, Sweden
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14
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Narsinghani T, Sharma R. Synthesis, anti-inflammatory activities and docking studies of amide derivatives of meclofenamic acid. CHEMICAL PAPERS 2016. [DOI: 10.1007/s11696-016-0102-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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15
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Diwakarla S, Nylander E, Grönbladh A, Vanga SR, Shamsudin Y, Gutiérrez-de-Terán H, Sävmarker J, Ng L, Pham V, Lundbäck T, Jenmalm-Jensen A, Svensson R, Artursson P, Zelleroth S, Engen K, Rosenström U, Larhed M, Åqvist J, Chai SY, Hallberg M. Aryl Sulfonamide Inhibitors of Insulin-Regulated Aminopeptidase Enhance Spine Density in Primary Hippocampal Neuron Cultures. ACS Chem Neurosci 2016; 7:1383-1392. [PMID: 27501164 DOI: 10.1021/acschemneuro.6b00146] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
The zinc metallopeptidase insulin regulated aminopeptidase (IRAP), which is highly expressed in the hippocampus and other brain regions associated with cognitive function, has been identified as a high-affinity binding site of the hexapeptide angiotensin IV (Ang IV). This hexapeptide is thought to facilitate learning and memory by binding to the catalytic site of IRAP to inhibit its enzymatic activity. In support of this hypothesis, low molecular weight, nonpeptide specific inhibitors of IRAP have been shown to enhance memory in rodent models. Recently, it was demonstrated that linear and macrocyclic Ang IV-derived peptides can alter the shape and increase the number of dendritic spines in hippocampal cultures, properties associated with enhanced cognitive performance. After screening a library of 10 500 drug-like substances for their ability to inhibit IRAP, we identified a series of low molecular weight aryl sulfonamides, which exhibit no structural similarity to Ang IV, as moderately potent IRAP inhibitors. A structural and biological characterization of three of these aryl sulfonamides was performed. Their binding modes to human IRAP were explored by docking calculations combined with molecular dynamics simulations and binding affinity estimations using the linear interaction energy method. Two alternative binding modes emerged from this analysis, both of which correctly rank the ligands according to their experimental binding affinities for this series of compounds. Finally, we show that two of these drug-like IRAP inhibitors can alter dendritic spine morphology and increase spine density in primary cultures of hippocampal neurons.
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Affiliation(s)
| | | | | | | | | | | | | | - Leelee Ng
- Biomedicine Discovery Institute, Department of Physiology, Monash University , Clayton, Victoria 3800, Australia
| | - Vi Pham
- Biomedicine Discovery Institute, Department of Physiology, Monash University , Clayton, Victoria 3800, Australia
| | - Thomas Lundbäck
- Chemical Biology Consortium Sweden, Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medicinal Biochemistry and Biophysics, Karolinska Institute , 171 77 Solna, Sweden
| | - Annika Jenmalm-Jensen
- Chemical Biology Consortium Sweden, Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medicinal Biochemistry and Biophysics, Karolinska Institute , 171 77 Solna, Sweden
| | | | | | | | | | | | | | | | - Siew Yeen Chai
- Biomedicine Discovery Institute, Department of Physiology, Monash University , Clayton, Victoria 3800, Australia
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Konkle ME, Blobaum AL, Moth CW, Prusakiewicz JJ, Xu S, Ghebreselasie K, Akingbade D, Jacobs AT, Rouzer CA, Lybrand TP, Marnett LJ. Conservative Secondary Shell Substitution In Cyclooxygenase-2 Reduces Inhibition by Indomethacin Amides and Esters via Altered Enzyme Dynamics. Biochemistry 2015; 55:348-59. [PMID: 26704937 PMCID: PMC4721528 DOI: 10.1021/acs.biochem.5b01222] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
The cyclooxygenase enzymes (COX-1 and COX-2) are the therapeutic targets of nonsteroidal anti-inflammatory drugs (NSAIDs). Neutralization of the carboxylic acid moiety of the NSAID indomethacin to an ester or amide functionality confers COX-2 selectivity, but the molecular basis for this selectivity has not been completely revealed through mutagenesis studies and/or X-ray crystallographic attempts. We expressed and assayed a number of divergent secondary shell COX-2 active site mutants and found that a COX-2 to COX-1 change at position 472 (Leu in COX-2, Met in COX-1) reduced the potency of enzyme inhibition by a series of COX-2-selective indomethacin amides and esters. In contrast, the potencies of indomethacin, arylacetic acid, propionic acid, and COX-2-selective diarylheterocycle inhibitors were either unaffected or only mildly affected by this mutation. Molecular dynamics simulations revealed identical equilibrium enzyme structures around residue 472; however, calculations indicated that the L472M mutation impacted local low-frequency dynamical COX constriction site motions by stabilizing the active site entrance and slowing constriction site dynamics. Kinetic analysis of inhibitor binding is consistent with the computational findings.
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Affiliation(s)
- Mary E Konkle
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Anna L Blobaum
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Christopher W Moth
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Jeffery J Prusakiewicz
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Shu Xu
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Kebreab Ghebreselasie
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Dapo Akingbade
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Aaron T Jacobs
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Carol A Rouzer
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Terry P Lybrand
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
| | - Lawrence J Marnett
- Departments of Biochemistry, ‡Chemistry, and §Pharmacology, Vanderbilt Institute of Chemical Biology, Center for Structural Biology, Center in Molecular Toxicology, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine , Nashville Tennessee 37232-0146, United States
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