1
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Guo C, Li Q, Xiao J, Ma F, Xia X, Shi M. Identification of defactinib derivatives targeting focal adhesion kinase using ensemble docking, molecular dynamics simulations and binding free energy calculations. J Biomol Struct Dyn 2023; 41:8654-8670. [PMID: 36281703 DOI: 10.1080/07391102.2022.2135601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 10/08/2022] [Indexed: 10/31/2022]
Abstract
Focal adhesion kinase (FAK) belongs to the nonreceptor tyrosine kinases, which selectively phosphorylate tyrosine residues on substrate proteins. FAK is associated with bladder, esophageal, gastric, neck, breast, ovarian and lung cancers. Thus, FAK has been considered as a potential target for tumor treatment. Currently, there are six adenosine triphosphate (ATP)-competitive FAK inhibitors tested in clinical trials but no approved inhibitors targeting FAK. Defactinib (VS-6063) is a second-generation FAK inhibitor with an IC50 of 0.6 nM. The binding model of VS-6063 with FAK may provide a reference model for developing new antitumor FAK-targeting drugs. In this study, the VS-6063/FAK binding model was constructed using ensemble docking and molecular dynamics simulations. Furthermore, the molecular mechanics/generalized Born (GB) surface area (MM/GBSA) method was employed to estimate the binding free energy between VS-6063 and FAK. The key residues involved in VS-6063/FAK binding were also determined using per-residue energy decomposition analysis. Based on the binding model, VS-6063 could be separated into seven regions to enhance its binding affinity with FAK. Meanwhile, 60 novel defactinib-based compounds were designed and verified using ensemble docking. Overall, the present study improves our understanding of the binding mechanism of human FAK with VS-6063 and provides new insights into future drug designs targeting FAK.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Chuan Guo
- Clinical Medical College, Chengdu Medical College, Chengdu, Sichuan, China
| | - Qinxuan Li
- Clinical Medical College, Chengdu Medical College, Chengdu, Sichuan, China
| | - Jiujia Xiao
- Clinical Medical College, Chengdu Medical College, Chengdu, Sichuan, China
| | - Feng Ma
- Clinical Medical College, Chengdu Medical College, Chengdu, Sichuan, China
| | - Xun Xia
- Clinical Medical College, Chengdu Medical College, Chengdu, Sichuan, China
| | - Mingsong Shi
- State Key Laboratory of Biotherapy, Sichuan University, Chengdu, Sichuan, China
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2
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Wang Y, Yang F, Yan D, Zeng Y, Wei B, Chen J, He W. Identification Mechanism of BACE1 on Inhibitors Probed by Using Multiple Separate Molecular Dynamics Simulations and Comparative Calculations of Binding Free Energies. Molecules 2023; 28:4773. [PMID: 37375328 DOI: 10.3390/molecules28124773] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 06/12/2023] [Accepted: 06/12/2023] [Indexed: 06/29/2023] Open
Abstract
β-amyloid cleaving enzyme 1 (BACE1) is regarded as an important target of drug design toward the treatment of Alzheimer's disease (AD). In this study, three separate molecular dynamics (MD) simulations and calculations of binding free energies were carried out to comparatively determine the identification mechanism of BACE1 for three inhibitors, 60W, 954 and 60X. The analyses of MD trajectories indicated that the presence of three inhibitors influences the structural stability, flexibility and internal dynamics of BACE1. Binding free energies calculated by using solvated interaction energy (SIE) and molecular mechanics generalized Born surface area (MM-GBSA) methods reveal that the hydrophobic interactions provide decisive forces for inhibitor-BACE1 binding. The calculations of residue-based free energy decomposition suggest that the sidechains of residues L91, D93, S96, V130, Q134, W137, F169 and I179 play key roles in inhibitor-BACE1 binding, which provides a direction for future drug design toward the treatment of AD.
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Affiliation(s)
- Yiwen Wang
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
- School of Aeronautics, Shandong Jiaotong University, Jinan 250357, China
| | - Fen Yang
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
| | - Dongliang Yan
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
- School of Science, Shandong Jiaotong University, Jinan 250357, China
| | - Yalin Zeng
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
| | - Benzheng Wei
- Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao 266112, China
| | - Jianzhong Chen
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
- School of Science, Shandong Jiaotong University, Jinan 250357, China
| | - Weikai He
- School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan 250357, China
- School of Aeronautics, Shandong Jiaotong University, Jinan 250357, China
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3
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Prah A, Gavranić T, Perdih A, Sollner Dolenc M, Mavri J. Computational Insights into β-Carboline Inhibition of Monoamine Oxidase A. Molecules 2022; 27:molecules27196711. [PMID: 36235246 PMCID: PMC9571839 DOI: 10.3390/molecules27196711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 11/07/2022] Open
Abstract
Monoamine oxidases (MAOs) are an important group of enzymes involved in the degradation of neurotransmitters and their imbalanced mode of action may lead to the development of various neuropsychiatric or neurodegenerative disorders. In this work, we report the results of an in-depth computational study in which we performed a static and a dynamic analysis of a series of substituted β-carboline natural products, found mainly in roasted coffee and tobacco smoke, that bind to the active site of the MAO-A isoform. By applying molecular docking in conjunction with structure-based pharmacophores and molecular dynamics simulations coupled with dynamic pharmacophores, we extensively investigated the geometric aspects of MAO-A binding. To gain insight into the energetics of binding, we used the linear interaction energy (LIE) method and determined the key anchors that allow productive β-carboline binding to MAO-A. The results presented herein could be applied in the rational structure-based design and optimization of β-carbolines towards preclinical candidates that would target the MAO-A enzyme and would be applicable especially in the treatment of mental disorders such as depression.
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Affiliation(s)
- Alja Prah
- National Institute of Chemistry, SI-1000 Ljubljana, Slovenia
- Jožef Stefan Institute, SI-1000 Ljubljana, Slovenia
| | - Tanja Gavranić
- National Institute of Chemistry, SI-1000 Ljubljana, Slovenia
- Faculty of Pharmacy, University of Ljubljana, SI-1000 Ljubljana, Slovenia
| | - Andrej Perdih
- National Institute of Chemistry, SI-1000 Ljubljana, Slovenia
- Faculty of Pharmacy, University of Ljubljana, SI-1000 Ljubljana, Slovenia
| | | | - Janez Mavri
- National Institute of Chemistry, SI-1000 Ljubljana, Slovenia
- Correspondence:
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4
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Shi M, Chen T, Wei S, Zhao C, Zhang X, Li X, Tang X, Liu Y, Yang Z, Chen L. Molecular Docking, Molecular Dynamics Simulations, and Free Energy Calculation Insights into the Binding Mechanism between VS-4718 and Focal Adhesion Kinase. ACS OMEGA 2022; 7:32442-32456. [PMID: 36119979 PMCID: PMC9476166 DOI: 10.1021/acsomega.2c03951] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 08/24/2022] [Indexed: 05/17/2023]
Abstract
Focal adhesion kinase (FAK) is a 125 kDa nonreceptor tyrosine kinase that plays an important role in many carcinomas. Thus, the targeting of FAK by small molecules is considered to be promising for cancer therapy. Some FAK inhibitors have been reported as potential anticancer drugs and have entered into clinical development; for example, VS-4718 is currently undergoing clinical trials. However, the lack of crystal structural data for the binding of VS-4718 with FAK has hindered the optimization of this anticancer agent. In this work, the VS-4718/FAK interaction model was obtained by molecular docking and molecular dynamics simulations. The binding free energies of VS-4718/FAK were also calculated using the molecular mechanics generalized Born surface area method. It was found that the aminopyrimidine group formed hydrogen bonds with the C502 residue of the hinge loop, while the D564 residue of the T-loop interacted with the amide group. In addition, I428, A452, V484, M499, G505, and L553 residues formed hydrophobic interactions with VS-4718. The obtained results therefore provide an improved understanding of the interaction between human FAK and VS-4718. Based on the obtained binding mechanism, 47 novel compounds were designed to target the adenosine 5'-triphosphate-binding pocket of human FAK, and ensemble docking was performed to assess the effects of these modifications on the inhibitor binding affinity. This work is also expected to provide additional insights into potential future target design strategies based on VS-4718.
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Affiliation(s)
- Mingsong Shi
- State
Key Laboratory of Biotherapy, West China
Hospital of Sichuan University, Chengdu 610041, Sichuan, China
| | - Tao Chen
- State
Key Laboratory of Biotherapy, West China
Hospital of Sichuan University, Chengdu 610041, Sichuan, China
| | - Siping Wei
- Key
Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Guangxi Normal University, Guilin 541004, China
- Department
of Medicinal Chemistry, School of Pharmacy, Southwest Medical University, Luzhou 646000, China
| | - Chenyu Zhao
- West
China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, Chengdu 610041, China
| | - Xinyu Zhang
- West
China School of Pharmacy, Sichuan University, Chengdu 610041, Sichuan, China
| | - Xinghui Li
- West
China School of Pharmacy, Sichuan University, Chengdu 610041, Sichuan, China
| | - Xinyi Tang
- West
China School of Pharmacy, Sichuan University, Chengdu 610041, Sichuan, China
| | - Yan Liu
- State
Key Laboratory of Biotherapy, West China
Hospital of Sichuan University, Chengdu 610041, Sichuan, China
| | - Zhuang Yang
- State
Key Laboratory of Biotherapy, West China
Hospital of Sichuan University, Chengdu 610041, Sichuan, China
- . Phone: +86-28-85164063
| | - Lijuan Chen
- State
Key Laboratory of Biotherapy, West China
Hospital of Sichuan University, Chengdu 610041, Sichuan, China
- . Phone: +86-28-85164063
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5
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Tiwari G, Chauhan MS, Sharma D. Estimation of Binding Sites of Efavirenz with 3EO9 Receptor: In Silico Molecular Docking and Molecular Dynamics Studies. Polycycl Aromat Compd 2021. [DOI: 10.1080/10406638.2021.1998148] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Gargi Tiwari
- Department of Physics, Patna University, Patna, India
| | | | - Dipendra Sharma
- Department of Physics, DDU Gorakhpur University, Gorakhpur, India
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6
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Cyclic Peptide Inhibitors of the Tsg101 UEV Protein Interactions Refined through Global Docking and Gaussian Accelerated Molecular Dynamics Simulations. Polymers (Basel) 2020; 12:polym12102235. [PMID: 32998394 PMCID: PMC7650771 DOI: 10.3390/polym12102235] [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: 08/24/2020] [Revised: 09/26/2020] [Accepted: 09/27/2020] [Indexed: 01/08/2023] Open
Abstract
Tsg101 UEV domain proteins are potential targets for virus infection therapy, especially for HIV and Ebola viruses. Peptides are key in curbing virus transmission, and cyclic peptides have a greater survival time than their linear peptides. To date, the accurate prediction of cyclic peptide-protein receptors binding conformations still is challenging because of high peptide flexibility. Here, a useful approach combined the global peptide docking, Gaussian accelerated molecular dynamics (GaMD), two-dimensional (2D) potential of mean force (PMF), normal molecular dynamics (cMD), and solvated interaction energy (SIE) techniques. Then we used this approach to investigate the binding conformations of UEV domain proteins with three cyclic peptides inhibitors. We reported the possible cyclic peptide-UEV domain protein binding conformations via 2D PMF free energy profiles and SIE free energy calculations. The residues Trp145, Tyr147, and Trp148 of the native cyclic peptide (CP1) indeed play essential roles in the cyclic peptides-UEV domain proteins interactions. Our findings might increase the accuracy of cyclic peptide-protein conformational prediction, which may facilitate cyclic peptide inhibitor design. Our approach is expected to further aid in addressing the challenges in cyclic peptide inhibitor design.
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7
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Gene Cloning, Characterization, and Molecular Simulations of a Novel Recombinant Chitinase from Chitinibacter Tainanensis CT01 Appropriate for Chitin Enzymatic Hydrolysis. Polymers (Basel) 2020; 12:polym12081648. [PMID: 32722124 PMCID: PMC7463862 DOI: 10.3390/polym12081648] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2020] [Revised: 07/13/2020] [Accepted: 07/20/2020] [Indexed: 11/16/2022] Open
Abstract
Chitin, a polymer of N-acetyl-d-glucosamine (GlcNAc), can be degraded by chitinase, which is produced by higher plants, vertebrates, and bacteria. Chitinases are characterized by the ability to hydrolyze the beta-1,4-linkages in the chitin chain by either an endolytic or an exolytic mechanism. Chitinase 1198 is a novel endochitinase from the genome sequence of Chitinibacter tainanensis CT01. Herein, we report the findings of molecular simulations and bioassays for chitinase 1198. Our experimental results suggest that chitinase 1198 can recognize the nonreducing end of chitin and cleave the second or third glycosidic linkage from the nonreducing end of chitin oligomers. Furthermore, our simulations results revealed that chitinase 1198 is more likely to bind chitin oligomers with the main hydrogen bonds of the Asp440, the second GlcNAc unit of chitin oligomers, and degrade chitin oligomers to (GlcNAc)2 molecules. Moreover, chitinase 1198 is less likely to bind chitin oligomers with the main hydrogen bonds of the Asp440, the third GlcNAc unit of chitin oligomers, and degrade chitin oligomers to (GlcNAc)3 molecules. Lastly, chitinase 1198 can bind (GlcNAc)3 molecules with the main hydrogen bonds of the Asp440, the second GlcNAc of the (GlcNAc)3 molecules, and degrade chitin oligomers to GlcNAc and (GlcNAc)2 molecules.
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8
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Azam MA, Jupudi S. MurD inhibitors as antibacterial agents: a review. CHEMICAL PAPERS 2020. [DOI: 10.1007/s11696-020-01057-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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9
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Wang YT, Cheng TL. Computational modeling of cyclic peptide inhibitor-MDM2/MDMX binding through global docking and Gaussian accelerated molecular dynamics simulations. J Biomol Struct Dyn 2020; 39:4005-4014. [PMID: 32448094 DOI: 10.1080/07391102.2020.1773317] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
MDM2 and MDMX are potential targets for p53-dependent cancer therapy. Peptides are key in cellular immunology and oncology, and cyclic peptides generally have higher half-life than their linear counterparts. However, prediction of cyclic peptide-protein binding is challenging with normal molecular simulation approaches because of high peptide flexibility. Here, we used global peptide docking, normal molecular dynamics, Gaussian accelerated molecular dynamics (GaMD), two-dimensional (2D) potential of mean force (PMF) profiles, and solvated interaction energy (SIE) techniques to investigate the interactions of MDM2/MDMX with three N-to-C-terminal cyclic peptide-based inhibitors. We determined the possible cyclic peptide-MDM2/MDMX complex structures via 2D PMF profiles and SIE calculations. Our findings increase the accuracy of peptide-protein structural prediction, which may facilitate cyclic peptide drug design. Advancements in the computational methods and computing power may further aid in addressing the challenges in cyclic peptide drug design. Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Yeng-Tseng Wang
- Department of Biochemistry, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.,Drug Development and Value Creation Research Center, Kaohsiung Medical University, Kaohsiung, Taiwan.,Graduate Institute of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.,Department of Medical Research, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
| | - Tian-Lu Cheng
- Drug Development and Value Creation Research Center, Kaohsiung Medical University, Kaohsiung, Taiwan.,Graduate Institute of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.,Department of Biomedical Science and Environment Biology, Kaohsiung Medical University, Kaohsiung, Taiwan
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10
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Jupudi S, Azam MA, Wadhwani A. Synthesis, molecular docking, binding free energy calculation and molecular dynamics simulation studies of benzothiazol-2-ylcarbamodithioates as Staphylococcus aureus MurD inhibitors. J Recept Signal Transduct Res 2020; 39:283-293. [PMID: 31538846 DOI: 10.1080/10799893.2019.1663538] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
A new series of benzothiazol-2-ylcarbamodithioate functional compounds 5a-f has been designed, synthesized and characterized by spectral data. These compounds were screened for their in vitro antibacterial activity against strains of Staphylococcus aureus (NCIM 5021, NCIM 5022 and methicillin-resistant isolate 43300), Bacillus subtilis (NCIM 2545), Escherichia coli (NCIM 2567), Klebsiella pneumoniae (NCIM 2706) and Psudomonas aeruginosa (NCIM 2036). Compounds 5a and 5d exhibited significant activity against all the tested bacterial strains. Specifically, compounds 5a and 5d showed potent activity against K. pneumoniae (NCIM 2706), while compound 5a also displayed potent activity against S. aureus (NCIM 5021). Compound 5d showed minimum IC50 value of 13.37 μM against S. aureus MurD enzyme. Further, the binding interactions of compounds 5a-f in the catalytic pocket have been investigated using the extra-precision molecular docking and binding free energy calculation by MM-GBSA approach. A 30 ns molecular dynamics simulation of 5d/modeled S. aureus MurD enzyme was performed to determine the stability of the predicted binding conformation.
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Affiliation(s)
- Srikanth Jupudi
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy , Ooty , India
| | - Mohammed Afzal Azam
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy , Ooty , India
| | - Ashish Wadhwani
- Department of Biotechnology, JSS College of Pharmacy , Ooty , India
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11
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Wang R, Xu D. Molecular dynamics investigations of oligosaccharides recognized by family 16 and 22 carbohydrate binding modules. Phys Chem Chem Phys 2019; 21:21485-21496. [PMID: 31535114 DOI: 10.1039/c9cp04673a] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
As a non-catalytic domain, carbohydrate binding modules (CBMs) are often considered to play some key roles in the degradation and recognition of polysaccharides catalyzed by cellulases. In this work, we investigated the recognition dynamics of cello- or xylo-saccharides by two typical CBMs (CBM16-1 and CBM22-2), which are grouped into Type B CBMs. By combining extensive molecular dynamics, principle component analysis, and binding free energy calculations, we constructed several complex models of the two CBMs in both complex cello- and xylo-oligosaccharides. The corresponding substrate recognition affinity and critical residues having significant contributions were systematically investigated. The residues containing aromatic side chain groups were shown to contribute significantly to substrate binding. The calculated binding free energies were in fairly good agreement with the experimental measurements with the absolute mean error of 0.69 kcal mol-1. The overall electrostatic interactions were shown to have negative effects on substrate recognition. Further metadynamics simulations revealed the substrate dissociation process.
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Affiliation(s)
- Ruihan Wang
- MOE Key Laboratory of Green Chemistry and Technology, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China.
| | - Dingguo Xu
- MOE Key Laboratory of Green Chemistry and Technology, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China. and Research Center for Materials Genome Engineering, Sichuan University, Chengdu, Sichuan 610065, P. R. China
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12
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Structure-based virtual screening to identify inhibitors against Staphylococcus aureus MurD enzyme. Struct Chem 2019. [DOI: 10.1007/s11224-019-01330-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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13
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Azam MA, Jupudi S, Saha N, Paul RK. Combining molecular docking and molecular dynamics studies for modelling Staphylococcus aureus MurD inhibitory activity. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2019; 30:1-20. [PMID: 30406684 DOI: 10.1080/1062936x.2018.1539034] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Indexed: 06/08/2023]
Abstract
The ATP-dependent bacterial MurD enzyme catalyses the formation of the peptide bond between cytoplasmic intermediate UDP-N-acetylmuramoyl-L-alanine and D-glutamic acid. This is essential for bacterial cell wall peptidoglycan synthesis in both Gram-positive and Gram-negative bacteria. MurD is recognized as an important target for the development of new antibacterial agents. In the present study we prepared the 3D-stucture of the catalytic pocket of the Staphylococcus aureus MurD enzyme by homology modelling. Extra-precision docking, binding free energy calculation by the MM-GBSA approach and a 40 ns molecular dynamics (MD) simulation of 2-thioxothiazolidin-4-one based inhibitor $1 was carried out to elucidate its inhibition potential for the S. aureus MurD enzyme. Molecular docking results showed that Lys19, Gly147, Tyr148, Lys328, Thr330 and Phe431 residues are responsible for the inhibitor-protein complex stabilization. Binding free energy calculation revealed electrostatic solvation and van der Waals energy components as major contributors for the inhibitor binding. The inhibitor-modelled S. aureus protein complex had a stable conformation in response to the atomic flexibility and interaction, when subjected to MD simulation at 40 ns in aqueous solution. We designed some molecules as potent inhibitors of S. aureus MurD, and to validate the stability of the designed molecule D1-modelled protein complex we performed a 20 ns MD simulation. Results obtained from this study can be utilized for the design of potent S. aureus MurD inhibitors.
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Affiliation(s)
- M A Azam
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy, Tamil Nadu (A Constituent College of JSS Academy of Higher Education and Research, Mysuru) , India
| | - S Jupudi
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy, Tamil Nadu (A Constituent College of JSS Academy of Higher Education and Research, Mysuru) , India
| | - N Saha
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy, Tamil Nadu (A Constituent College of JSS Academy of Higher Education and Research, Mysuru) , India
| | - R K Paul
- a Department of Pharmaceutical Chemistry , JSS College of Pharmacy, Tamil Nadu (A Constituent College of JSS Academy of Higher Education and Research, Mysuru) , India
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14
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Begam AJJ, Basheer KA, Jubie S, Jupudi S, Azam MA, Dhanabal P. A New Class of Pure Estrogen Alpha Receptor Antagonists; Design, Synthesis and in-vitro Screening. LETT DRUG DES DISCOV 2018. [DOI: 10.2174/1570180815666180327124634] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Background:
In view of the estrogenic receptor inhibitory properties of coumarin
nucleus, long chain nature of fatty acid and anti-breast cancer activity of fatty acids, it was proposed
to attach long chain fatty acids at 3rd,4th and 7th position of coumarin nucleus and evaluate for their
anti-breast cancer activity through suitable in-vitro methods.
Methods:
The present study focuses a library of fatty acid coumarin conjugates as ligands to the
ligand-binding domain of the human estrogen receptor α (PDB ID 2IOG) and their binding affinities
using GLIDE module of Schrodinger after ascertaining their drug-likeness with QIKPROP. The
compounds LNAC 8, SAC 1 and OAC 5 are the best hits based on their docking scores as well as
the Prime MM-GBSA free energy of binding. Based on the in-silico results and synthetic feasibility
the compounds SAC 1 PAC 1 and OAC 1 are synthesized, characterized and investigated for their
time interval growth inhibitory effect on MCF-7 which is an ER positive breast cancer cell lines.
Results:
SAC 1, showed better in vitro growth inhibitory effect in sub micromolar range as
compared to Tamoxifen, a standard estrogen receptor modulator.
Conclusion:
Conclusively, in silico molecular docking studies have been very useful in predicting
the pharmacokinetic profiles and the binding affinities of new hits before a detailed preclinical and
clinical evaluation.
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Affiliation(s)
- Akbar John Jameera Begam
- Department of Pharmaceutical Chemistry, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
| | - Katike Ahamed Basheer
- Department of Pharmaceutical Chemistry, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
| | - Selvaraj Jubie
- Department of Pharmaceutical Chemistry, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
| | - Srikanth Jupudi
- Department of Pharmaceutical Chemistry, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
| | - Mohammed Afzal Azam
- Department of Pharmaceutical Chemistry, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
| | - Palanisamy Dhanabal
- Department of Pharmacognosy and Phytopharmacy, J.S.S.College of Pharmacy, JSS Academy of Higher Education & Research, Udhagamandalam, Mysuru, India
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Interaction energy profile for diphenyl diselenide in complex with δ-aminolevulinic acid dehydratase enzyme using quantum calculations and a molecular fragmentation method. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/j.comtox.2018.05.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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16
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Gao Y, Zhu T, Chen J. Exploring drug-resistant mechanisms of I84V mutation in HIV-1 protease toward different inhibitors by thermodynamics integration and solvated interaction energy method. Chem Phys Lett 2018. [DOI: 10.1016/j.cplett.2018.06.040] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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17
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Extra precision docking, free energy calculation and molecular dynamics studies on glutamic acid derivatives as MurD inhibitors. Comput Biol Chem 2017; 69:55-63. [DOI: 10.1016/j.compbiolchem.2017.05.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2016] [Revised: 04/18/2017] [Accepted: 05/20/2017] [Indexed: 01/28/2023]
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18
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Wang YT, Cheng TL. Refined models of New Delhi metallo-beta-lactamase-1 with inhibitors: an QM/MM modeling study. J Biomol Struct Dyn 2016; 34:2214-23. [DOI: 10.1080/07391102.2015.1110834] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Yeng-Tseng Wang
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, 100, Shih-Chuan 1st Road, Kaohsiung 80708, Taiwan, P.R. China
- Center for Biomarkers and Biotech Drugs, Kaohsiung Medical University, Kaohsiung, Taiwan, P.R. China
| | - Tian-Lu Cheng
- Center for Biomarkers and Biotech Drugs, Kaohsiung Medical University, Kaohsiung, Taiwan, P.R. China
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19
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Chen J. Drug resistance mechanisms of three mutations V32I, I47V and V82I in HIV-1 protease toward inhibitors probed by molecular dynamics simulations and binding free energy predictions. RSC Adv 2016. [DOI: 10.1039/c6ra09201b] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Molecular dynamics simulation and binding free energy calculations were used to probe drug resistance of HIV-1 protease mutations toward inhibitors.
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Affiliation(s)
- Jianzhong Chen
- School of Science
- Shandong Jiaotong University
- Jinan 250357
- China
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20
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Shi S, Zhang S, Zhang Q. Probing Difference in Binding Modes of Inhibitors to MDMX by Molecular Dynamics Simulations and Different Free Energy Methods. PLoS One 2015; 10:e0141409. [PMID: 26513747 PMCID: PMC4625964 DOI: 10.1371/journal.pone.0141409] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2015] [Accepted: 10/08/2015] [Indexed: 01/20/2023] Open
Abstract
The p53-MDMX interaction has attracted extensive attention of anti-cancer drug development in recent years. This current work adopted molecular dynamics (MD) simulations and cross-correlation analysis to investigate conformation changes of MDMX caused by inhibitor bindings. The obtained information indicates that the binding cleft of MDMX undergoes a large conformational change and the dynamic behavior of residues obviously change by the presence of different structural inhibitors. Two different methods of binding free energy predictions were employed to carry out a comparable insight into binding mechanisms of four inhibitors PMI, pDI, WK23 and WW8 to MDMX. The data show that the main factor controlling the inhibitor bindings to MDMX arises from van der Waals interactions. The binding free energies were further divided into contribution of each residue and the derived information gives a conclusion that the hydrophobic interactions, such as CH-CH, CH-π and π-π interactions, are responsible for the inhibitor associations with MDMX.
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Affiliation(s)
- Shuhua Shi
- School of Science, Shandong Jianzhu University, Jinan, China
- * E-mail: ;
| | - Shaolong Zhang
- College of Physics and Electronics, Shandong Normal University, Jinan, China
| | - Qinggang Zhang
- College of Physics and Electronics, Shandong Normal University, Jinan, China
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21
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Perdih A, Hrast M, Pureber K, Barreteau H, Grdadolnik SG, Kocjan D, Gobec S, Solmajer T, Wolber G. Furan-based benzene mono- and dicarboxylic acid derivatives as multiple inhibitors of the bacterial Mur ligases (MurC-MurF): experimental and computational characterization. J Comput Aided Mol Des 2015; 29:541-60. [PMID: 25851408 DOI: 10.1007/s10822-015-9843-6] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 03/28/2015] [Indexed: 01/05/2023]
Abstract
Bacterial resistance to the available antibiotic agents underlines an urgent need for the discovery of novel antibacterial agents. Members of the bacterial Mur ligase family MurC-MurF involved in the intracellular stages of the bacterial peptidoglycan biosynthesis have recently emerged as a collection of attractive targets for novel antibacterial drug design. In this study, we have first extended the knowledge of the class of furan-based benzene-1,3-dicarboxylic acid derivatives by first showing a multiple MurC-MurF ligase inhibition for representatives of the extended series of this class. Steady-state kinetics studies on the MurD enzyme were performed for compound 1, suggesting a competitive inhibition with respect to ATP. To the best of our knowledge, compound 1 represents the first ATP-competitive MurD inhibitor reported to date with concurrent multiple inhibition of all four Mur ligases (MurC-MurF). Subsequent molecular dynamic (MD) simulations coupled with interaction energy calculations were performed for two alternative in silico models of compound 1 in the UMA/D-Glu- and ATP-binding sites of MurD, identifying binding in the ATP-binding site as energetically more favorable in comparison to the UMA/D-Glu-binding site, which was in agreement with steady-state kinetic data. In the final stage, based on the obtained MD data novel furan-based benzene monocarboxylic acid derivatives 8-11, exhibiting multiple Mur ligase (MurC-MurF) inhibition with predominantly superior ligase inhibition over the original series, were discovered and for compound 10 it was shown to possess promising antibacterial activity against S. aureus. These compounds represent novel leads that could by further optimization pave the way to novel antibacterial agents.
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Affiliation(s)
- Andrej Perdih
- National Institute of Chemistry, Hajdrihova 19, 1001, Ljubljana, Slovenia,
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22
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Wang YT, Chuang LY, Lu CY. Molecular basis of R294K mutation effects of H7N9 neuraminidases with drugs and cyclic peptides: an in silico and experimental study. RSC Adv 2015. [DOI: 10.1039/c5ra10068b] [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] Open
Abstract
An overview of Shanghai N9/cyclic peptide I complex structure.
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Affiliation(s)
- Yeng-Tseng Wang
- Department of Biochemistry
- College of Medicine
- Kaohsiung Medical University
- Kaohsiung
- Republic of China
| | - Lea-Yea Chuang
- Department of Biochemistry
- College of Medicine
- Kaohsiung Medical University
- Kaohsiung
- Republic of China
| | - Chi-Yu Lu
- Department of Biochemistry
- College of Medicine
- Kaohsiung Medical University
- Kaohsiung
- Republic of China
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23
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Insight into the modified Ibalizumab-human CD4 receptor interactions: using a computational binding free energy approach. J Comput Aided Mol Des 2014; 29:69-78. [PMID: 25342515 DOI: 10.1007/s10822-014-9805-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2014] [Accepted: 10/17/2014] [Indexed: 12/19/2022]
Abstract
Antibody drugs are very useful tools for the treatment of many chronic diseases. Recently, however, patients and doctors have encountered the problem of drug resistance. How to improve the affinity of antibody drugs has therefore become a pressing issue. Ibalizumab is a humanized monoclonal antibody that binds human CD4, the primary receptor for human immunodeficiency virus type 1. This study investigates the mutation residues of the complementarity determining regions of Ibalizumab. We propose using the wild and mutations of Ibalizumab-human CD4 receptor complex structures, molecular dynamics techniques, alanine-scanning mutagenesis calculations and solvated interaction energies methods to predict the binding free energy of the Ibalizumab-human CD4 receptor complex structures. This work found that revealed three key positions (31th, 32th and 33th in HCDR-1) of the residues may play an important role in Ibalizumab-human CD4 receptor complex interactions. Therefore, bioengineering substitutions of the three key positions and increasing number of intermolecular interactions (HCDR-1 of Ibalizumab/human CD4 receptor) might improve the binding affinities of this complex structure.
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24
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Zuo ZL, Guo L, Mancera RL. Free energy of binding of coiled-coil complexes with different electrostatic environments: the influence of force field polarisation and capping. NATURAL PRODUCTS AND BIOPROSPECTING 2014; 4:285-295. [PMID: 25159896 PMCID: PMC4199946 DOI: 10.1007/s13659-014-0036-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 08/08/2014] [Indexed: 06/03/2023]
Abstract
Coiled-coils are well known protein-protein interaction motifs, with the leucine zipper region of activator protein-1 (AP-1) consisting of the c-Jun and c-Fos proteins being a typical example. Molecular dynamics (MD) simulations using the MM/GBSA method have been used to predict the free energy of interaction of these proteins. The influence of force field polarisation and capping on the predicted free energy of binding of complexes with different electrostatic environments (net charge) were investigated. Although both force field polarisation and peptide capping are important for the prediction of the absolute free energy of binding, peptide capping has the largest influence on the predicted free energy of binding. Polarisable simulations appear better suited to determine structural properties of the complexes of these proteins while non-polarisable simulations seem to give better predictions of the associated free energies of binding.
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Affiliation(s)
- Zhi-Li Zuo
- State Key Laboratory of Phytochemistry and Plant Resources in West China, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, 650201 China
| | - Ling Guo
- College of Animal Husbandry & Veterinary, Liaoning Medical University, Jinzhou, 121001 China
| | - Ricardo L. Mancera
- School of Biomedical Sciences, CHIRI Biosciences, Curtin University, GPO Box U1987, Perth, WA 6845 Australia
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25
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Shi S, Zhang S, Zhang Q. Insight into the interaction mechanism of inhibitors P4 and WK23 with MDM2 based on molecular dynamics simulation and different free energy methods. COMPUT THEOR CHEM 2014. [DOI: 10.1016/j.comptc.2014.07.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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26
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Kojtari A, Shah V, Babinec JS, Yang C, Ji HF. Structure-Based Drug Design of Diphenyl α-Aminoalkylphosphonates as Prostate-Specific Antigen Antagonists. J Chem Inf Model 2014; 54:2967-79. [DOI: 10.1021/ci500371c] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Arben Kojtari
- Department
of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Vishal Shah
- Department
of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Jacob S. Babinec
- Department
of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Catherine Yang
- Department
of Chemistry and Biochemistry, Rowan University, Glassboro, New Jersey 08028, United States
| | - Hai-Feng Ji
- Department
of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
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27
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Stereoselective inclusion mechanism of ketoprofen into β-cyclodextrin: insights from molecular dynamics simulations and free energy calculations. Theor Chem Acc 2014. [DOI: 10.1007/s00214-014-1556-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
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28
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Chen J, Wang J, Zhu W. Binding modes of three inhibitors 8CA, F8A and I4A to A-FABP studied based on molecular dynamics simulation. PLoS One 2014; 9:e99862. [PMID: 24918907 PMCID: PMC4053400 DOI: 10.1371/journal.pone.0099862] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2014] [Accepted: 05/16/2014] [Indexed: 12/21/2022] Open
Abstract
Adipocyte fatty-acid binding protein (A-FABP) is an important target of drug designs treating some diseases related to lipid-mediated biology. Molecular dynamics (MD) simulations coupled with solvated interaction energy method (SIE) were carried out to study the binding modes of three inhibitors 8CA, F8A and I4A to A-FABP. The rank of our predicted binding affinities is in accordance with experimental data. The results show that the substitution in the position 5 of N-benzyl and the seven-membered ring of N-benzyl-indole carboxylic acids strengthen the I4A binding, while the substitution in the position 2 of N-benzyl weakens the F8A binding. Computational alanine scanning and dynamics analyses were performed and the results suggest that the polar interactions of the positively charged residue R126 with the three inhibitors provide a significant contribution to inhibitor bindings. This polar interaction induces the disappearance of the correlated motion of the C terminus of A-FABP relative to the N terminus and favors the stability of the binding complex. This study is helpful for the rational design of potent inhibitors within the fields of metabolic disease, inflammation and atherosclerosis.
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Affiliation(s)
- Jianzhong Chen
- School of Science, Shandong Jiaotong University, Jinan, China
- * E-mail: (JC); (WZ)
| | - Jinan Wang
- Discovery and Design Center, CAS Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
| | - Weiliang Zhu
- Discovery and Design Center, CAS Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- * E-mail: (JC); (WZ)
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29
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Perdih A, Hrast M, Barreteau H, Gobec S, Wolber G, Solmajer T. Benzene-1,3-dicarboxylic acid 2,5-dimethylpyrrole derivatives as multiple inhibitors of bacterial Mur ligases (MurC-MurF). Bioorg Med Chem 2014; 22:4124-34. [PMID: 24953950 DOI: 10.1016/j.bmc.2014.05.058] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2014] [Accepted: 05/23/2014] [Indexed: 12/24/2022]
Abstract
Enzymes catalyzing the biosynthesis of bacterial peptidoglycan represent traditionally a collection of highly selective targets for novel antibacterial drug design. Four members of the bacterial Mur ligase family-MurC, MurD, MurE and MurF-are involved in the intracellular steps of peptidoglycan biosynthesis, catalyzing the synthesis of the peptide moiety of the Park's nucleotide. In our previous virtual screening campaign, a chemical class of benzene-1,3-dicarboxylic acid 2,5-dimethylpyrrole derivatives exhibiting dual MurD/MurE inhibition properties was discovered. In the present study we further investigated this class of compounds by performing inhibition assays on all four Mur ligases (MurC-MurF). Furthermore, molecular dynamics (MD) simulation studies of one of the initially discovered compound 1 were performed to explore its geometry as well as its energetic behavior based on the Linear Interaction Energy (LIE) method. Further in silico virtual screening (VS) experiments based on the parent active compound 1 were conducted to optimize the discovered series. Selected hits were assayed against all Escherichia coli MurC-MurF enzymes in biochemical inhibition assays and molecules 10-14 containing benzene-1,3-dicarboxylic acid 2,5-dimethylpyrrole coupled with five member-ring rhodanine moiety were found to be multiple inhibitors of the whole MurC-MurF cascade of bacterial enzymes in the micromolar range. Steady-state kinetics studies suggested this class to act as competitive inhibitors of the MurD enzyme towards d-Glu. These compounds represent novel valuable starting point in the development of novel antibacterial agents.
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Affiliation(s)
- Andrej Perdih
- National Institute of Chemistry, Hajdrihova 19, 1001 Ljubljana, Slovenia; Institute of Pharmacy, Freie Universität Berlin, Königin Luise-Strasse 2+4, 14195 Berlin, Germany.
| | - Martina Hrast
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1001 Ljubljana, Slovenia
| | - Hélène Barreteau
- Enveloppes Bactériennes et Antibiotiques, IBBMC, UMR 8619 CNRS, Univ Paris-Sud, 91405 Orsay, France
| | - Stanislav Gobec
- Faculty of Pharmacy, University of Ljubljana, Aškerčeva 7, 1001 Ljubljana, Slovenia
| | - Gerhard Wolber
- Institute of Pharmacy, Freie Universität Berlin, Königin Luise-Strasse 2+4, 14195 Berlin, Germany
| | - Tom Solmajer
- National Institute of Chemistry, Hajdrihova 19, 1001 Ljubljana, Slovenia
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30
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Perdih A, Hrast M, Barreteau H, Gobec S, Wolber G, Solmajer T. Inhibitor design strategy based on an enzyme structural flexibility: a case of bacterial MurD ligase. J Chem Inf Model 2014; 54:1451-66. [PMID: 24724969 DOI: 10.1021/ci500104m] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Increasing bacterial resistance to available antibiotics stimulated the discovery of novel efficacious antibacterial agents. The biosynthesis of the bacterial peptidoglycan, where the MurD enzyme is involved in the intracellular phase of the UDP-MurNAc-pentapeptide formation, represents a collection of highly selective targets for novel antibacterial drug design. In our previous computational studies, the C-terminal domain motion of the MurD ligase was investigated using Targeted Molecular Dynamic (TMD) simulation and the Off-Path Simulation (OPS) technique. In this study, we present a drug design strategy using multiple protein structures for the identification of novel MurD ligase inhibitors. Our main focus was the ATP-binding site of the MurD enzyme. In the first stage, three MurD protein conformations were selected based on the obtained OPS/TMD data as the initial criterion. Subsequently, a two-stage virtual screening approach was utilized combining derived structure-based pharmacophores with molecular docking calculations. Selected compounds were then assayed in the established enzyme binding assays, and compound 3 from the aminothiazole class was discovered to act as a dual MurC/MurD inhibitor in the micomolar range. A steady-state kinetic study was performed on the MurD enzyme to provide further information about the mechanistic aspects of its inhibition. In the final stage, all used conformations of the MurD enzyme with compound 3 were simulated in classical molecular dynamics (MD) simulations providing atomistic insights of the experimental results. Overall, the study depicts several challenges that need to be addressed when trying to hit a flexible moving target such as the presently studied bacterial MurD enzyme and show the possibilities of how computational tools can be proficiently used at all stages of the drug discovery process.
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Affiliation(s)
- Andrej Perdih
- National Institute of Chemistry, Hajdrihova 19, 1001 Ljubljana, Slovenia
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31
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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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32
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Perdih A, Wolber G, Solmajer T. Molecular dynamics simulation and linear interaction energy study of d-Glu-based inhibitors of the MurD ligase. J Comput Aided Mol Des 2013; 27:723-38. [DOI: 10.1007/s10822-013-9673-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2013] [Accepted: 08/06/2013] [Indexed: 12/31/2022]
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33
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Cong S, Ma XT, Li YX, Wang JF. Structural Basis for the Mutation-Induced Dysfunction of Human CYP2J2: A Computational Study. J Chem Inf Model 2013; 53:1350-7. [DOI: 10.1021/ci400003p] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Shan Cong
- Key Laboratory of Systems Biomedicine
(Ministry of Education), Shanghai Center for Systems Biomedicine,
Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xiao-Tu Ma
- Key Laboratory of Systems Biomedicine
(Ministry of Education), Shanghai Center for Systems Biomedicine,
Shanghai Jiao Tong University, Shanghai 200240, China
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34
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Wang YT. Insights from modelling the 3D structure of the 2013 H7N9 influenza A virus neuraminidase and its binding interactions with drugs. MEDCHEMCOMM 2013. [DOI: 10.1039/c3md00126a] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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35
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Dubey KD, Chaubey AK, Ojha RP. Stability of trimeric DENV envelope protein at low and neutral pH: An insight from MD study. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:53-64. [DOI: 10.1016/j.bbapap.2012.08.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2012] [Revised: 08/13/2012] [Accepted: 08/14/2012] [Indexed: 01/29/2023]
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36
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Sabbah DA, Vennerstrom JL, Zhong HA. Binding Selectivity Studies of Phosphoinositide 3-Kinases Using Free Energy Calculations. J Chem Inf Model 2012; 52:3213-24. [DOI: 10.1021/ci3003057] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Affiliation(s)
- Dima A. Sabbah
- College of Pharmacy, University of Nebraska Medical Center, 986025 Nebraska
Medical Center, Omaha, Nebraska 68198-6025, United States
| | - Jonathan L. Vennerstrom
- College of Pharmacy, University of Nebraska Medical Center, 986025 Nebraska
Medical Center, Omaha, Nebraska 68198-6025, United States
| | - Haizhen A. Zhong
- DSC 362, Department of Chemistry, The University of Nebraska, 6001 Dodge Street, Omaha,
Nebraska 68182, United States
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37
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Li L, Li Y, Zhang L, Hou T. Theoretical Studies on the Susceptibility of Oseltamivir against Variants of 2009 A/H1N1 Influenza Neuraminidase. J Chem Inf Model 2012; 52:2715-29. [DOI: 10.1021/ci300375k] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Lin Li
- Institute of Functional Nano & Soft Materials (FUNSOM) and Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou, Jiangsu 215123, China
| | - Youyong Li
- Institute of Functional Nano & Soft Materials (FUNSOM) and Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou, Jiangsu 215123, China
| | - Liling Zhang
- Institute of Functional Nano & Soft Materials (FUNSOM) and Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou, Jiangsu 215123, China
| | - Tingjun Hou
- Institute of Functional Nano & Soft Materials (FUNSOM) and Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou, Jiangsu 215123, China
- College of
Pharmaceutical Sciences,
Soochow University, Suzhou, Jiangsu 215123, China
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38
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Leonis G, Czyżnikowska Ż, Megariotis G, Reis H, Papadopoulos MG. Computational studies of darunavir into HIV-1 protease and DMPC bilayer: necessary conditions for effective binding and the role of the flaps. J Chem Inf Model 2012; 52:1542-58. [PMID: 22587384 DOI: 10.1021/ci300014z] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Human immunodeficiency virus type 1 protease (HIV-1 PR) is one of the main targets toward AIDS therapy. We have selected the potent drug darunavir and a weak inhibitor (fullerene analog) as HIV-1 PR substrates to compare protease's conformational features upon binding. Molecular dynamics (MD), molecular mechanics Poisson-Boltzmann surface area (MM-PBSA), and quantum-mechanical (QM) calculations indicated the importance of the stability of HIV-1 PR flaps toward effective binding: a weak inhibitor may induce flexibility to the flaps, which convert between closed and semiopen states. A water molecule in the darunavir-HIV-1 PR complex bridged the two flap tips of the protease through hydrogen bonding (HB) interactions in a stable structure, a feature that was not observed for the fullerene-HIV-1 PR complex. Additionally, despite that van der Waals interactions and nonpolar contribution to solvation favored permanent fullerene entrapment into the cavity, these interactions alone were not sufficient for effective binding; enhanced electrostatic interactions as observed in the darunavir-complex were the crucial component of the binding energy. An alternative pathway to the usual way of a ligand to access the cavity was also observed for both compounds. Each ligand entered the binding cavity through an opening between the one flap of the protease and a neighboring loop. This suggested that access to the cavity is not necessarily regulated by flap opening. Darunavir exerts its biological action inside the cell, after crossing the membrane barrier. Thus, we also initiated a study on the interactions between darunavir and the DMPC bilayer to reveal that the drug was accommodated inside the bilayer in conformations that resembled its structure into HIV-1 PR, being stabilized via HBs with the lipids and water molecules.
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Affiliation(s)
- Georgios Leonis
- Institute of Organic and Pharmaceutical Chemistry, National Hellenic Research Foundation, 48 Vas. Constantinou Avenue, Athens 11635, Greece.
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39
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Cao R, Jin Y, Xu D. Recognition of Cello-Oligosaccharides by CBM17 from Clostridium cellulovorans: Molecular Dynamics Simulation. J Phys Chem B 2012; 116:6087-96. [DOI: 10.1021/jp3010647] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Ruyin Cao
- Key Laboratory of Green Chemistry & Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China
| | - Yongdong Jin
- Key Laboratory of Green Chemistry & Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China
| | - Dingguo Xu
- Key Laboratory of Green Chemistry & Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China
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40
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Perdih A, Solmajer T. MurD ligase from Escherichia coli: C-terminal domain closing motion. COMPUT THEOR CHEM 2012. [DOI: 10.1016/j.comptc.2011.10.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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41
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Dubey KD, Ojha RP. Conformational flexibility and binding energy profile of c-Abl tyrosine kinase complexed with Imatinib: an insight from MD study. MOLECULAR SIMULATION 2011. [DOI: 10.1080/08927022.2011.586346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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42
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Nguyen TT, Mai BK, Li MS. Study of Tamiflu sensitivity to variants of A/H5N1 virus using different force fields. J Chem Inf Model 2011; 51:2266-76. [PMID: 21834591 DOI: 10.1021/ci2000743] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
An accurate estimation of binding free energy of a ligand to receptor ΔG(bind) is one of the most important problems in drug design. The success of solution of this problem is expected to depend on force fields used for modeling a ligand-receptor complex. In this paper, we consider the impact of four main force fields, AMBER99SB, CHARMM27, GROMOS96 43a1, and OPLS-AA/L, on the binding affinity of Oseltamivir carboxylate to the wild-type and Y252H, N294S, and H274Y mutants of glycoprotein neuraminidase from the pandemic A/H5N1 virus. Having used the molecular mechanic-Poisson-Boltzmann surface area method, we have shown that ΔG(bind), obtained by AMBER99SB, OPLS-AA/L, and CHARMM27, shows the high correlation with the available experimental data. They correctly capture the binding ranking Y252H → WT → N294S → H274Y observed in experiments (Collins, P. J. et al. Nature 2008, 453, 1258). In terms of absolute values of binding scores, results obtained by AMBER99SB are in the nearest range with experiments, while OPLS-AA/L, which is applied to study binding of Oseltamivir to the influenza virus for the first time, gives rather big negative values for ΔG(bind). GROMOS96 43a1 provides a lower correlation as it supports Oseltamivir to be more resistant to N294S than H274Y. Our study suggests that force fields have pronounced influence on theoretical estimations of binding free energy of a ligand to receptor. The effect of all-atom models on dynamics of the binding pocket as well as on the hydrogen-bond network between Oseltamivir and receptors is studied in detail. The hydrogen network, obtained by GROMOS, is weakest among four studied force fields.
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Affiliation(s)
- Trang Truc Nguyen
- Institute for Computational Science and Technology, Thu Duc District, Ho Chi Minh City, Vietnam
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43
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Wallnoefer HG, Liedl KR, Fox T. A challenging system: Free energy prediction for factor Xa. J Comput Chem 2011; 32:1743-52. [PMID: 21374633 DOI: 10.1002/jcc.21758] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2010] [Revised: 12/22/2010] [Accepted: 12/28/2010] [Indexed: 01/24/2023]
Affiliation(s)
- Hannes G Wallnoefer
- Computational Chemistry, Lead Identification and Optimization Support, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach, Germany
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44
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Zuo Z, Gandhi NS, Mancera RL. Calculations of the Free Energy of Interaction of the c-Fos−c-Jun Coiled Coil: Effects of the Solvation Model and the Inclusion of Polarization Effects. J Chem Inf Model 2010; 50:2201-12. [DOI: 10.1021/ci100321h] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Zhili Zuo
- Curtin Health Innovation Research Institute, Western Australian Biomedical Research Institute, School of Biomedical Sciences and School of Pharmacy, Curtin University, GPO Box U1987, Perth WA 6845, Australia
| | - Neha S. Gandhi
- Curtin Health Innovation Research Institute, Western Australian Biomedical Research Institute, School of Biomedical Sciences and School of Pharmacy, Curtin University, GPO Box U1987, Perth WA 6845, Australia
| | - Ricardo L. Mancera
- Curtin Health Innovation Research Institute, Western Australian Biomedical Research Institute, School of Biomedical Sciences and School of Pharmacy, Curtin University, GPO Box U1987, Perth WA 6845, Australia
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45
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Hitaoka S, Harada M, Yoshida T, Chuman H. Correlation Analyses on Binding Affinity of Sialic Acid Analogues with Influenza Virus Neuraminidase-1 Using ab Initio MO Calculations on Their Complex Structures. J Chem Inf Model 2010; 50:1796-805. [DOI: 10.1021/ci100225b] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Seiji Hitaoka
- Institute of Health Biosciences, The University of Tokushima Graduate School, 1-78 Shomachi, Tokushima 770-8505, Japan
| | - Masataka Harada
- Institute of Health Biosciences, The University of Tokushima Graduate School, 1-78 Shomachi, Tokushima 770-8505, Japan
| | - Tatsusada Yoshida
- Institute of Health Biosciences, The University of Tokushima Graduate School, 1-78 Shomachi, Tokushima 770-8505, Japan
| | - Hiroshi Chuman
- Institute of Health Biosciences, The University of Tokushima Graduate School, 1-78 Shomachi, Tokushima 770-8505, Japan
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46
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Dubey KD, Ojha RP. Binding free energy calculation with QM/MM hybrid methods for Abl-Kinase inhibitor. J Biol Phys 2010; 37:69-78. [PMID: 22210962 DOI: 10.1007/s10867-010-9199-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2010] [Accepted: 07/29/2010] [Indexed: 01/12/2023] Open
Abstract
We report a Quantum mechanics/Molecular Mechanics-Poisson-Boltzmann/ Surface Area (QM/MM-PB/SA) method to calculate the binding free energy of c-Abl human tyrosine kinase by combining the QM and MM principles where the ligand is treated quantum mechanically and the rest of the receptor by classical molecular mechanics. To study the role of entropy and the flexibility of the protein ligand complex in a solvated environment, molecular dynamics calculations are performed using a hybrid QM/MM approach. This work shows that the results of the QM/MM approach are strongly correlated with the binding affinity. The QM/MM interaction energy in our reported study confirms the importance of electronic and polarization contributions, which are often neglected in classical MM-PB/SA calculations. Moreover, a comparison of semi-empirical methods like DFTB-SCC, PM3, MNDO, MNDO-PDDG, and PDDG-PM3 is also performed. The results of the study show that the implementation of a DFTB-SCC semi-empirical Hamiltonian that is derived from DFT gives better results than other methods. We have performed such studies using the AMBER molecular dynamic package for the first time. The calculated binding free energy is also in agreement with the experimentally determined binding affinity for c-Abl tyrosine kinase complex with Imatinib.Electronic supplementary material The online version of this article (doi:10.1007/s10867-010-9199-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Kshatresh Dutta Dubey
- Biophysics Unit, Department of Physics, DDU Gorakhpur University, Gorakhpur, 273009 India
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47
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Cui W, Wei Z, Chen Q, Cheng Y, Geng L, Zhang J, Chen J, Hou T, Ji M. Structure-based design of peptides against G3BP with cytotoxicity on tumor cells. J Chem Inf Model 2010; 50:380-7. [PMID: 20180532 DOI: 10.1021/ci900404p] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Herein, we report a successful application of molecular modeling techniques to design two novel peptides with cytotoxicity on tumor cells. First, the interactions between the nuclear transport factor 2 (NTF2)-like domain of G3BP and the SH3 domain of RasGAP were studied by a well-designed protocol, which combines homology modeling, protein/protein docking, molecular dynamics simulations, molecular mechanics/generalized born surface area (MM/GBSA) free energy calculations, and MM/GBSA free energy decomposition analysis together. Then, based on the theoretical predictions, two novel peptides were designed and synthesized for biological assays, and they showed an obvious sensitizing effect on cis-platin. Furthermore, the designed peptides had no significant effects on normal cells, while cis-platin did. Our results demonstrate that it is feasible to use the peptides to enhance the efficacy of clinical drugs and to kill cancer cells selectively. We believe that our work should be very useful for finding new therapies for cancers.
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Affiliation(s)
- Wei Cui
- Department of Chemistry, Graduate University of Chinese Academy of Sciences, Beijing, People's Republic of China
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48
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Das D, Koh Y, Tojo Y, Ghosh AK, Mitsuya H. Prediction of potency of protease inhibitors using free energy simulations with polarizable quantum mechanics-based ligand charges and a hybrid water model. J Chem Inf Model 2010; 49:2851-62. [PMID: 19928916 DOI: 10.1021/ci900320p] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Reliable and robust prediction of the binding affinity for drug molecules continues to be a daunting challenge. We simulated the binding interactions and free energy of binding of nine protease inhibitors (PIs) with wild-type and various mutant proteases by performing GBSA simulations in which each PI's partial charge was determined by quantum mechanics (QM) and the partial charge accounts for the polarization induced by the protease environment. We employed a hybrid solvation model that retains selected explicit water molecules in the protein with surface-generalized Born (SGB) implicit solvent. We examined the correlation of the free energy with the antiviral potency of PIs with regard to amino acid substitutions in protease. The GBSA free energy thus simulated showed strong correlations (r > 0.75) with antiviral IC(50) values of PIs when amino acid substitutions were present in the protease active site. We also simulated the binding free energy of PIs with P2-bis-tetrahydrofuranylurethane (bis-THF) or related cores, utilizing a bis-THF-containing protease crystal structure as a template. The free energy showed a strong correlation (r = 0.93) with experimentally determined anti-HIV-1 potency. The present data suggest that the presence of selected explicit water in protein and protein polarization-induced quantum charges for the inhibitor, compared to lack of explicit water and a static force-field-based charge model, can serve as an improved lead optimization tool and warrants further exploration.
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Affiliation(s)
- Debananda Das
- Experimental Retrovirology Section, HIV and AIDS Malignancy Branch, National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892-1868, USA
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49
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Park JW, Jo WH. Infiltration of water molecules into the oseltamivir-binding site of H274Y neuraminidase mutant causes resistance to oseltamivir. J Chem Inf Model 2010; 49:2735-41. [PMID: 19957991 DOI: 10.1021/ci900348n] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The oseltamivir-resistant neuraminidase mutant, His274Tyr (H274Y), has recently been identified in humans. The objective of our present research is to elucidate the origin of resistance of the H274Y mutation to oseltamivir (OTV) at the molecular level via molecular dynamics simulation. For this purpose, the binding free energies of OTV with the wild-type N1 subtype and with the H274Y mutant were calculated using the linear interaction energy method. The nonbonded interaction energies between OTV and active-site residues were also calculated to investigate the contribution of nonbonded interactions to the total binding free energy. Our molecular dynamics trajectories revealed marked differences between these two structures, particularly in the binding modes of OTV. Contrary to the existing prediction, a salt bridge between Glu276 and Arg224 was retained in the OTV-bound H274Y mutant throughout the simulation. This study reveals that water molecules can infiltrate into the binding site of the H274Y mutant, suggesting that the origin of H274Y resistance to OTV is caused by penetration of water molecules into the binding site and not by disruption of the Glu276-Arg224 salt bridge. These results will be useful for the rational design of neuraminidase inhibitors having high potency against known drug-resistant H5N1 mutants.
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Affiliation(s)
- Jin Woo Park
- Department of Materials Science and Engineering, Seoul National University, Seoul 151-742, Korea
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50
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In silico discovery of 2-amino-4-(2,4-dihydroxyphenyl)thiazoles as novel inhibitors of DNA gyrase B. Bioorg Med Chem Lett 2010; 20:958-62. [DOI: 10.1016/j.bmcl.2009.12.060] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2009] [Revised: 12/11/2009] [Accepted: 12/14/2009] [Indexed: 11/18/2022]
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