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Meng F, Liu J, Cao Z, Yu J, Steurer B, Yang Y, Wang Y, Cai X, Zhang M, Ren F, Aliper A, Ding X, Zhavoronkov A. Discovery of macrocyclic CDK2/4/6 inhibitors with improved potency and DMPK properties through a highly efficient macrocyclic drug design platform. Bioorg Chem 2024; 146:107285. [PMID: 38547721 DOI: 10.1016/j.bioorg.2024.107285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 03/07/2024] [Accepted: 03/12/2024] [Indexed: 04/13/2024]
Abstract
Cyclin-dependent kinases (CDKs) are critical cell cycle regulators that are often overexpressed in tumors, making them promising targets for anti-cancer therapies. Despite substantial advancements in optimizing the selectivity and drug-like properties of CDK inhibitors, safety of multi-target inhibitors remains a significant challenge. Macrocyclization is a promising drug discovery strategy to improve the pharmacological properties of existing compounds. Here we report the development of a macrocyclization platform that enabled the highly efficient discovery of a novel, macrocyclic CDK2/4/6 inhibitor from an acyclic precursor (NUV422). Using dihedral angle scan and structure-based, computer-aided drug design to select an optimal ring-closing site and linker length for the macrocycle, we identified compound 8 as a potent new CDK2/4/6 inhibitor with optimized cellular potency and safety profile compared to NUV422. Our platform leverages both experimentally-solved as well as generative chemistry-derived macrocyclic structures and can be deployed to streamline the design of macrocyclic new drugs from acyclic starting compounds, yielding macrocyclic compounds with enhanced potency and improved drug-like properties.
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Affiliation(s)
- Fanye Meng
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Jinxin Liu
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Zhongying Cao
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Jiaojiao Yu
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Barbara Steurer
- Insilico Medicine Hong Kong Ltd., Hong Kong Science and Technology Park, Hong Kong
| | - Yilin Yang
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Yazhou Wang
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Xin Cai
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Man Zhang
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Feng Ren
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China
| | - Alex Aliper
- Insilico Medicine Hong Kong Ltd., Hong Kong Science and Technology Park, Hong Kong
| | - Xiao Ding
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China.
| | - Alex Zhavoronkov
- Insilico Medicine Shanghai Ltd., Shanghai 201203, China; Insilico Medicine Hong Kong Ltd., Hong Kong Science and Technology Park, Hong Kong; Insilico Medicine AI Limited, Masdar City, Abu Dhabi 145748, United Arab Emirates.
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2
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Li Z, Zhang Y, Zhou Y, Wang F, Yin C, Ding L, Zhang S. Tanshinone IIA suppresses the progression of lung adenocarcinoma through regulating CCNA2-CDK2 complex and AURKA/PLK1 pathway. Sci Rep 2021; 11:23681. [PMID: 34880385 PMCID: PMC8654884 DOI: 10.1038/s41598-021-03166-2] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 11/29/2021] [Indexed: 12/26/2022] Open
Abstract
Lung adenocarcinoma (LUAD) belongs to a subgroup of non-small cell lung cancer (NSCLC) with an increasing incidence all over the world. Tanshinone IIA (TSA), an active compound of Salvia miltiorrhiza Bunge., has been found to have anti-tumor effects on many tumors, but its anti-LUAD effect and its mechanism have not been reported yet. In this study, bio-information analysis was applied to characterize the potential mechanism of TSA on LUA, biological experiments were used to verify the mechanisms involved. TCGA, Pubchem, SwissTargetPrediction, Venny2.1.0, STRING, DAVID, Cytoscape 3.7.2, Omicshare, GEPIA, RSCBPDB, Chem Draw, AutoDockTools, and PyMOL were utilized for analysis in the bio-information analysis and network pharmacology. Our experiments in vitro focused on the anti-LUAD effects and mechanisms of TSA on LUAD cells (A549 and NCI-H1975 cells) via MTT, plate cloning, Annexin V-FITC and PI dual staining, flow cytometry, and western blot assays. A total of 64 differentially expressed genes (DEGs) of TSA for treatment of LUAD were screened out. Gene ontology and pathway analysis revealed characteristic of the DEGs network. After GEPIA-based DEGs confirmation, 46 genes were considered having significant differences. Further, 10 key DEGs (BTK, HSD11B1, ADAM33, TNNC1, THRA, CCNA2, AURKA, MIF, PLK1, and SORD) were identified as the most likely relevant genes from overall survival analysis. Molecular Docking results showed that CCNA2, CDK2 and PLK1 had the lowest docking energy. MTT and plate cloning assays results showed that TSA inhibited the proliferation of LUAD cells in a concentration-dependent manner. Annexin V-FITC and PI dual staining and flow cytometry assays results told that TSA promoted the apoptosis of the two LUAD cells in different degrees, and induced cycle arrest in the G1/S phase. Western blot results showed that TSA significantly down-regulated the expression of CCNA2, CDK2, AURKA, PLK1, and p-ERK. In summary, TSA could suppress the progression of LUAD by inducing cell apoptosis and arresting cell cycle, and these were done by regulating CCNA2-CDK2 complex and AURKA/PLK1 pathway. These findings are the first to demonstrate the molecular mechanism of TSA in treatment of LUAD combination of network bio-information analysis and biological experiments in vitro.
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Affiliation(s)
- Ziheng Li
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China
| | - Ying Zhang
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China
| | - Yuan Zhou
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China
| | - Fuqian Wang
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China
| | - Chao Yin
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China
| | - Li Ding
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China.
| | - Shunbo Zhang
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430065, China.
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Salamina M, Montefiore BC, Liu M, Wood DJ, Heath R, Ault JR, Wang LZ, Korolchuk S, Baslé A, Pastok MW, Reeks J, Tatum NJ, Sobott F, Arold ST, Pagano M, Noble ME, Endicott JA. Discriminative SKP2 Interactions with CDK-Cyclin Complexes Support a Cyclin A-Specific Role in p27KIP1 Degradation. J Mol Biol 2021; 433:166795. [PMID: 33422522 PMCID: PMC7895821 DOI: 10.1016/j.jmb.2020.166795] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/11/2020] [Accepted: 12/28/2020] [Indexed: 12/29/2022]
Abstract
The SCFSKP2 ubiquitin ligase relieves G1 checkpoint control of CDK-cyclin complexes by promoting p27KIP1 degradation. We describe reconstitution of stable complexes containing SKP1-SKP2 and CDK1-cyclin B or CDK2-cyclin A/E, mediated by the CDK regulatory subunit CKS1. We further show that a direct interaction between a SKP2 N-terminal motif and cyclin A can stabilize SKP1-SKP2-CDK2-cyclin A complexes in the absence of CKS1. We identify the SKP2 binding site on cyclin A and demonstrate the site is not present in cyclin B or cyclin E. This site is distinct from but overlapping with features that mediate binding of p27KIP1 and other G1 cyclin regulators to cyclin A. We propose that the capacity of SKP2 to engage with CDK2-cyclin A by more than one structural mechanism provides a way to fine tune the degradation of p27KIP1 and distinguishes cyclin A from other G1 cyclins to ensure orderly cell cycle progression.
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Affiliation(s)
- Marco Salamina
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Bailey C. Montefiore
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Mengxi Liu
- Department of Biochemistry and Molecular Pharmacology, Perlmutter NYU Cancer Center, New York University Grossman School of Medicine, and Howard Hughes Medical Institute, The Alexandria Center of Life Science, East Tower, 450 E, 29th Street, New York, NY 10016, USA
| | - Daniel J. Wood
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Richard Heath
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - James R. Ault
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Lan-Zhen Wang
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Svitlana Korolchuk
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Arnaud Baslé
- Biosciences Institute, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Martyna W. Pastok
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Judith Reeks
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Natalie J. Tatum
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Frank Sobott
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, UK
| | - Stefan T. Arold
- Division of Biological and Environmental Sciences and Engineering (BESE), Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia
- Centre de Biochimie Structurale, CNRS, INSERM, Université de Montpellier, 34090 Montpellier, France
| | - Michele Pagano
- Department of Biochemistry and Molecular Pharmacology, Perlmutter NYU Cancer Center, New York University Grossman School of Medicine, and Howard Hughes Medical Institute, The Alexandria Center of Life Science, East Tower, 450 E, 29th Street, New York, NY 10016, USA
| | - Martin E.M. Noble
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Jane A. Endicott
- Newcastle University Centre for Cancer, Translational and Clinical Research Institute, Newcastle University, Paul O’Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
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Arcon JP, Turjanski AG, Martí MA, Forli S. Biased Docking for Protein-Ligand Pose Prediction. Methods Mol Biol 2021; 2266:39-72. [PMID: 33759120 PMCID: PMC10708986 DOI: 10.1007/978-1-0716-1209-5_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2023]
Abstract
The interaction between a protein and its ligands is one of the basic and most important processes in biological chemistry. Docking methods aim to predict the molecular 3D structure of protein-ligand complexes starting from coordinates of the protein and the ligand separately. They are widely used in both industry and academia, especially in the context of drug development projects. AutoDock4 is one of the most popular docking tools and, as for any docking method, its performance is highly system dependent. Knowledge about specific protein-ligand interactions on a particular target can be used to successfully overcome this limitation. Here, we describe how to apply the AutoDock Bias protocol, a simple and elegant strategy that allows users to incorporate target-specific information through a modified scoring function that biases the ligand structure towards those poses (or conformations) that establish selected interactions. We discuss two examples using different bias sources. In the first, we show how to steer dockings towards interactions derived from crystal structures of the receptor with different ligands; in the second example, we define and apply hydrophobic biases derived from Molecular Dynamics simulations in mixed solvents. Finally, we discuss general concepts of biased docking, its performance in pose prediction, and virtual screening campaigns as well as other potential applications.
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Affiliation(s)
- Juan Pablo Arcon
- Departamento de Química Biológica e IQUIBICEN-UBA/CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina.
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain.
| | - Adrián G Turjanski
- Departamento de Química Biológica e IQUIBICEN-UBA/CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - Marcelo A Martí
- Departamento de Química Biológica e IQUIBICEN-UBA/CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - Stefano Forli
- Department of Integrative Structural and Computational Biology, Scripps Research, La Jolla, CA, USA.
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El-Kalyoubi S, Agili F. Synthesis, In Silico Prediction and In Vitro Evaluation of Antitumor Activities of Novel Pyrido[2,3- d]pyrimidine, Xanthine and Lumazine Derivatives. Molecules 2020; 25:molecules25215205. [PMID: 33182318 PMCID: PMC7672615 DOI: 10.3390/molecules25215205] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 10/21/2020] [Accepted: 10/30/2020] [Indexed: 12/24/2022] Open
Abstract
Ethyl 5-arylpyridopyrimidine-6-carboxylates 3a–d were prepared as a one pot three component reaction via the condensation of different aromatic aldehydes and ethyl acetoacetate with 6-amino-1-benzyluracil 1a under reflux condition in ethanol. Additionally, condensation of ethyl 2-(2-hydroxybenzylidene) acetoacetate with 6-amino-1-benzyluracil in DMF afforded 6-acetylpyridopyrimidine-7-one 3e; a facile, operationally, simple and efficient one-pot synthesis of 8-arylxanthines 6a–f is reported by refluxing 5,6-diaminouracil 4 with aromatic aldehydes in DMF. Moreover, 6-aryllumazines 7a–d was obtained via the reaction of 5,6-diaminouracil with the appropriate aromatic aldehydes in triethyl orthoformate under reflux condition. The synthesized compounds were characterized by spectral (1H-NMR, 13C-NMR, IR and mass spectra) and elemental analyses. The newly synthesized compounds were screened for their anticancer activity against lung cancer A549 cell line. Furthermore, a molecular-docking study was employed to determine the possible mode of action of the synthesized compounds against a group of proteins highly implicated in cancer progression, especially lung cancer. Docking results showed that compounds 3b, 6c, 6d, 6e, 7c and 7d were the best potential docked compounds against most of the tested proteins, especially CDK2, Jak2, and DHFR proteins. These results are in agreement with cytotoxicity results, which shed a light on the promising activity of these novel six heterocyclic derivatives for further investigation as potential chemotherapeutics.
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Affiliation(s)
- Samar El-Kalyoubi
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy (Girls), Al-Azhar University, Nasr City, Cairo 11651, Egypt
- Correspondence: ; Tel.: +20-111-995-2620
| | - Fatimah Agili
- Chemistry Department, Faculty of Science (Female Section), Jazan University, Jazan 82621, Saudi Arabia;
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6
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Al-Salem HS, Arifuzzaman M, Alkahtani HM, Abdalla AN, Issa IS, Alqathama A, Albalawi FS, Rahman AFMM. A Series of Isatin-Hydrazones with Cytotoxic Activity and CDK2 Kinase Inhibitory Activity: A Potential Type II ATP Competitive Inhibitor. Molecules 2020; 25:E4400. [PMID: 32992673 PMCID: PMC7582667 DOI: 10.3390/molecules25194400] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 09/17/2020] [Accepted: 09/18/2020] [Indexed: 12/18/2022] Open
Abstract
Isatin derivatives potentially act on various biological targets. In this article, a series of novel isatin-hydrazones were synthesized in excellent yields. Their cytotoxicity was tested against human breast adenocarcinoma (MCF7) and human ovary adenocarcinoma (A2780) cell lines using MTT assay. Compounds 4j (IC50 = 1.51 ± 0.09 µM) and 4k (IC50 = 3.56 ± 0.31) showed excellent activity against MCF7, whereas compound 4e showed considerable cytotoxicity against both tested cell lines, MCF7 (IC50 = 5.46 ± 0.71 µM) and A2780 (IC50 = 18.96± 2.52 µM), respectively. Structure-activity relationships (SARs) revealed that, halogen substituents at 2,6-position of the C-ring of isatin-hydrazones are the most potent derivatives. In-silico absorption, distribution, metabolism and excretion (ADME) results demonstrated recommended drug likeness properties. Compounds 4j (IC50 = 0.245 µM) and 4k (IC50 = 0.300 µM) exhibited good inhibitory activity against the cell cycle regulator CDK2 protein kinase compared to imatinib (IC50 = 0.131 µM). A molecular docking study of 4j and 4k confirmed both compounds as type II ATP competitive inhibitors that made interactions with ATP binding pocket residues, as well as lacking interactions with active state DFG motif residues.
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Affiliation(s)
- Huda S. Al-Salem
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (H.M.A.); (I.S.I.); (F.S.A.)
| | - Md Arifuzzaman
- College of Pharmacy, Yeungnam University, Gyeongsan 38541, Korea;
| | - Hamad M. Alkahtani
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (H.M.A.); (I.S.I.); (F.S.A.)
| | - Ashraf N. Abdalla
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Umm Al-Qura University, Makkah 21955, Saudi Arabia;
| | - Iman S. Issa
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (H.M.A.); (I.S.I.); (F.S.A.)
| | - Aljawharah Alqathama
- Department of Pharmacognosy, Faculty of Pharmacy, Umm Al-Qura University, Makkah 21955, Saudi Arabia;
| | - Fatemah S. Albalawi
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (H.M.A.); (I.S.I.); (F.S.A.)
| | - A. F. M. Motiur Rahman
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (H.M.A.); (I.S.I.); (F.S.A.)
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Talapati SR, Nataraj V, Pothuganti M, Gore S, Ramachandra M, Antony T, More SS, Krishnamurthy NR. Structure of cyclin-dependent kinase 2 (CDK2) in complex with the specific and potent inhibitor CVT-313. Acta Crystallogr F Struct Biol Commun 2020; 76:350-356. [PMID: 32744246 PMCID: PMC7397463 DOI: 10.1107/s2053230x20009243] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Accepted: 07/07/2020] [Indexed: 01/18/2023] Open
Abstract
CVT-313 is a potent CDK2 inhibitor that was identified by screening a purine-analogue library and is currently in preclinical studies. Since this molecule has the potential to be developed as a CDK2 inhibitor for cancer therapy, the potency of CVT-313 to bind and stabilize CDK2 was evaluated, together with its ability to inhibit aberrant cell proliferation. CVT-313 increased the melting temperature of CDK2 by 7°C in thermal stabilization studies, thus indicating its protein-stabilizing effect. CVT-313 inhibited the growth of human lung carcinoma cell line A549 in a dose-dependent manner, with an IC50 of 1.2 µM, which is in line with the reported biochemical potency of 0.5 µM. To support the further chemical modification of CVT-313 and to improve its biochemical and cellular potency, a crystal structure was elucidated in order to understand the molecular interaction of CVT-313 and CDK2. The crystal structure of CDK2 bound to CVT-313 was determined to a resolution of 1.74 Å and clearly demonstrated that CVT-313 binds in the ATP-binding pocket, interacting with Leu83, Asp86 and Asp145 directly, and the binding was further stabilized by a water-mediated interaction with Asn132. Based on the crystal structure, further modifications of CVT-313 are proposed to provide additional interactions with CDK2 in the active site, which may significantly increase the biochemical and cellular potency of CVT-313.
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Affiliation(s)
- Sumalatha Rani Talapati
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Vijayashankar Nataraj
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Manoj Pothuganti
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Suraj Gore
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Murali Ramachandra
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Thomas Antony
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
| | - Sunil Shivaji More
- School of Basic and Applied Sciences, Dayananada Sagar University, Shavige Malleshawara Hills, Kumaraswamy Layout, Bangalore 560 078, India
| | - Narasimha Rao Krishnamurthy
- Aurigene Discovery Technologies Ltd, 39-40 KIADB Industrial Area, Electronic City Phase II, Hosur Road, Bangalore 560 100, India
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8
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Tsytlonok M, Hemmen K, Hamilton G, Kolimi N, Felekyan S, Seidel CAM, Tompa P, Sanabria H. Specific Conformational Dynamics and Expansion Underpin a Multi-Step Mechanism for Specific Binding of p27 with Cdk2/Cyclin A. J Mol Biol 2020; 432:2998-3017. [PMID: 32088186 PMCID: PMC7254055 DOI: 10.1016/j.jmb.2020.02.010] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Revised: 01/27/2020] [Accepted: 02/09/2020] [Indexed: 12/12/2022]
Abstract
The protein p27, a prominent regulatory protein in eukaryotes and an intrinsically disordered protein (IDP), regulates cell division by causing cell cycle arrest when bound in ternary complex with cyclin-dependent kinase (Cdk2) and cyclins (e.g., Cdk2/Cyclin A). We present an integrative study of p27 and its binding to Cdk2/Cyclin A complex by performing single-molecule multiparameter fluorescence spectroscopy, stopped-flow experiments, and molecular dynamics simulations. Our results suggest that unbound p27 adopts a compact conformation and undergoes conformational dynamics across several orders of magnitude in time (nano-to milliseconds), reflecting a multi-step mechanism for binding Cdk2/Cyclin A. Mutagenesis studies reveal that the region D1 in p27 plays a significant role in mediating the association kinetics, undergoing conformational rearrangement upon initial binding. Additionally, FRET experiments indicate an expansion of p27 throughout binding. The detected local and long-range structural dynamics suggest that p27 exhibits a limited binding surface in the unbound form, and stochastic conformational changes in D1 facilitate initial binding to Cdk2/Cyclin A complex. Furthermore, the post-kinase inhibitory domain (post-KID) region of p27 exchanges between distinct conformational ensembles: an extended regime exhibiting worm-like chain behavior, and a compact ensemble, which may protect p27 against nonspecific interactions. In summary, the binding interaction involves three steps: (i) D1 initiates binding, (ii) p27 wraps around Cdk2/Cyclin A and D2 binds, and (iii) the fully-formed fuzzy ternary complex is formed concomitantly with an extension of the post-KID region. An understanding of how the IDP nature of p27 underpins its functional interactions with Cdk2/Cyclin A provides insight into the complex binding mechanisms of IDPs and their regulatory mechanisms.
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Affiliation(s)
- Maksym Tsytlonok
- VIB-VUB Center for Structural Biology (CSB), Vrije Universiteit Brussel, Brussels, Belgium
| | - Katherina Hemmen
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität, 40225, Düsseldorf, Germany; Rudolf Virchow Center for Experimental Biomedicine, University of Würzburg, 97078, Würzburg, Germany
| | - George Hamilton
- Department of Physics and Astronomy, Clemson University, Clemson, SC, 29634, USA
| | - Narendar Kolimi
- Department of Physics and Astronomy, Clemson University, Clemson, SC, 29634, USA
| | - Suren Felekyan
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität, 40225, Düsseldorf, Germany
| | - Claus A M Seidel
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität, 40225, Düsseldorf, Germany
| | - Peter Tompa
- VIB-VUB Center for Structural Biology (CSB), Vrije Universiteit Brussel, Brussels, Belgium; Institute of Enzymology, Research Centre for Natural Sciences, Budapest, Hungary
| | - Hugo Sanabria
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität, 40225, Düsseldorf, Germany; Department of Physics and Astronomy, Clemson University, Clemson, SC, 29634, USA.
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9
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Mohammad T, Batra S, Dahiya R, Baig MH, Rather IA, Dong JJ, Hassan I. Identification of High-Affinity Inhibitors of Cyclin-Dependent Kinase 2 Towards Anticancer Therapy. Molecules 2019; 24:E4589. [PMID: 31847444 PMCID: PMC6943647 DOI: 10.3390/molecules24244589] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Revised: 12/12/2019] [Accepted: 12/13/2019] [Indexed: 01/10/2023] Open
Abstract
Cyclin-dependent kinase 2 (CDK2) is an essential protein kinase involved in the cell cycle regulation. The abnormal activity of CDK2 is associated with cancer progression and metastasis. Here, we have performed structure-based virtual screening of the PubChem database to identify potent CDK2 inhibitors. First, we retrieved all compounds from the PubChem database having at least 90% structural similarity with the known CDK2 inhibitors. The selected compounds were subjected to structure-based molecular docking studies to investigate their pattern of interaction and estimate their binding affinities with CDK2. Selected compounds were further filtered out based on their physicochemical and ADMET properties. Detailed interaction analysis revealed that selected compounds interact with the functionally important residues of the active site pocket of CDK2. All-atom molecular dynamics simulation was performed to evaluate conformational changes, stability and the interaction mechanism of CDK2 in-complex with the selected compound. We found that binding of 6-N,6-N-dimethyl-9-(2-phenylethyl)purine-2,6-diamine stabilizes the structure of CDK2 and causes minimal conformational change. Finally, we suggest that the compound (PubChem ID 101874157) would be a promising scaffold to be further exploited as a potential inhibitor of CDK2 for therapeutic management of cancer after required validation.
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Affiliation(s)
- Taj Mohammad
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi 110025, India; (T.M.); (R.D.)
| | - Sagar Batra
- Amity Institute of Biotechnology, Amity University Rajasthan, Rajasthan 303002, India;
| | - Rashmi Dahiya
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi 110025, India; (T.M.); (R.D.)
| | - Mohammad Hassan Baig
- Department of Family Medicine, Yonsei University College of Medicine, Gangnam Severance Hospital, 211 Eonju-Ro, Gangnam-Gu, Seoul 06273, Korea; (M.H.B.); (J.-J.D.)
| | - Irfan Ahmad Rather
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University, P.O. Box 80141, Jeddah 21589, Saudi Arabia;
| | - Jae-June Dong
- Department of Family Medicine, Yonsei University College of Medicine, Gangnam Severance Hospital, 211 Eonju-Ro, Gangnam-Gu, Seoul 06273, Korea; (M.H.B.); (J.-J.D.)
| | - Imtaiyaz Hassan
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi 110025, India; (T.M.); (R.D.)
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10
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Recabarren R, Osorio EH, Caballero J, Tuñón I, Alzate-Morales JH. Mechanistic insights into the phosphoryl transfer reaction in cyclin-dependent kinase 2: A QM/MM study. PLoS One 2019; 14:e0215793. [PMID: 31483779 PMCID: PMC6726203 DOI: 10.1371/journal.pone.0215793] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Accepted: 08/19/2019] [Indexed: 12/18/2022] Open
Abstract
Cyclin-dependent kinase 2 (CDK2) is an important member of the CDK family exerting its most important function in the regulation of the cell cycle. It catalyzes the transfer of the gamma phosphate group from an ATP (adenosine triphosphate) molecule to a Serine/Threonine residue of a peptide substrate. Due to the importance of this enzyme, and protein kinases in general, a detailed understanding of the reaction mechanism is desired. Thus, in this work the phosphoryl transfer reaction catalyzed by CDK2 was revisited and studied by means of hybrid quantum mechanics/molecular mechanics (QM/MM) calculations. Our results suggest that the base-assisted mechanism is preferred over the substrate-assisted pathway when one Mg2+ is present in the active site, in agreement with a previous theoretical study. The base-assisted mechanism resulted to be dissociative, with a potential energy barrier of 14.3 kcal/mol, very close to the experimental derived value. An interesting feature of the mechanism is the proton transfer from Lys129 to the phosphoryl group at the second transition state, event that could be helping in neutralizing the charge on the phosphoryl group upon the absence of a second Mg2+ ion. Furthermore, important insights into the mechanisms in terms of bond order and charge analysis were provided. These descriptors helped to characterize the synchronicity of bond forming and breaking events, and to characterize charge transfer effects. Local interactions at the active site are key to modulate the charge distribution on the phosphoryl group and therefore alter its reactivity.
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Affiliation(s)
- Rodrigo Recabarren
- Centro de Bioinformática, Simulación y Modelado (CBSM), Facultad de Ingeniería, Universidad de Talca, Talca, Chile
| | - Edison H. Osorio
- Facultad de Ciencias Naturales y Matemáticas, Universidad de Ibagué, Ibagué, Colombia
| | - Julio Caballero
- Centro de Bioinformática, Simulación y Modelado (CBSM), Facultad de Ingeniería, Universidad de Talca, Talca, Chile
| | - Iñaki Tuñón
- Departament de Química Física, Universitat de Valencia, Valencia, Spain
- * E-mail: (JAM); (IT)
| | - Jans H. Alzate-Morales
- Centro de Bioinformática, Simulación y Modelado (CBSM), Facultad de Ingeniería, Universidad de Talca, Talca, Chile
- * E-mail: (JAM); (IT)
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11
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Abstract
Progression of cell cycle is regulated by sequential expression of cyclins, which associate with distinct cyclin kinases to drive the transition between different cell cycle phases. The complex of Cyclin A with cyclin-dependent kinase 2 (CDK2) controls the DNA replication activity through phosphorylation of a set of chromatin factors, which critically influences the S phase transition. It has been shown that the direct interaction between the Cyclin A-CDK2 complex and origin recognition complex subunit 1 (ORC1) mediates the localization of ORC1 to centrosomes, where ORC1 inhibits cyclin E-mediated centrosome reduplication. However, the molecular basis underlying the specific recognition between ORC1 and cyclins remains elusive. Here we report the crystal structure of Cyclin A-CDK2 complex bound to a peptide derived from ORC1 at 2.54 å resolution. The structure revealed that the ORC1 peptide interacts with a hydrophobic groove, termed cyclin binding groove (CBG), of Cyclin A via a KXL motif. Distinct from other identified CBG-binding sequences, an arginine residue flanking the KXL motif of ORC1 inserts into a neighboring acidic pocket, contributing to the strong ORC1-Cyclin A association. Furthermore, structural and sequence analysis of cyclins reveals divergence on the ORC1-binding sites, which may underpin their differential ORC1-binding activities. This study provides a structural basis of the specific ORC1-cyclins recognition, with implication in development of novel inhibitors against the cyclin/CDK complexes.
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Affiliation(s)
- Boxiao Wang
- Department of BiochemistryUniversity of CaliforniaRiversideCalifornia
| | - Jikui Song
- Department of BiochemistryUniversity of CaliforniaRiversideCalifornia
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12
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Beveridge R, Migas LG, Kriwacki RW, Barran PE. Ion Mobility Mass Spectrometry Measures the Conformational Landscape of p27 and its Domains and how this is Modulated upon Interaction with Cdk2/cyclin A. Angew Chem Int Ed Engl 2019; 58:3114-3118. [PMID: 30570821 PMCID: PMC7122115 DOI: 10.1002/anie.201812697] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Revised: 12/06/2018] [Indexed: 11/09/2022]
Abstract
Intrinsically disordered proteins have been reported to undergo disorder-to-order transitions upon binding to their partners in the cell. The extent of the ordering upon binding and the lack of order prior to binding is difficult to visualize with classical structure determination methods. Binding of p27 to the Cdk2/cyclin A complex is accompanied by partial folding of p27 in the KID domain, with the retention of dynamic behavior for function, particularly in the C-terminal half of the protein. Herein, native ion mobility mass spectrometry (IM-MS) is employed to measure the intrinsic dynamic properties of p27, both in isolation and within the trimeric complex with Cdk2/cyclin A. The trimeric Cdk2/cyclin A/p27-KID complex possesses significant structural heterogeneity compared to Cdk2/cyclin A. These findings support the formation of a fuzzy complex in which both the N- and C-termini of p27 interact with Cdk2/cyclin A in multiple, closely associated states.
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Affiliation(s)
- Rebecca Beveridge
- The Michael Barber Centre for Collaborative Mass Spectrometry, The School of Chemistry, Manchester Institute for Biotechnology, University of Manchester, Manchester, UK
| | - Lukasz G Migas
- The Michael Barber Centre for Collaborative Mass Spectrometry, The School of Chemistry, Manchester Institute for Biotechnology, University of Manchester, Manchester, UK
| | - Richard W. Kriwacki
- Structural Biology, MS 311, Room D1024F, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105-3678
| | - Perdita E. Barran
- The Michael Barber Centre for Collaborative Mass Spectrometry, The School of Chemistry, Manchester Institute for Biotechnology, University of Manchester, Manchester, UK
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13
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Bitencourt-Ferreira G, de Azevedo WF. Docking with GemDock. Methods Mol Biol 2019; 2053:169-188. [PMID: 31452105 DOI: 10.1007/978-1-4939-9752-7_11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
GEMDOCK is a protein-ligand docking software that makes use of an elegant biologically inspired computational methodology based on the differential evolution algorithm. As any docking program, GEMDOCK has two major features to predict the binding of a small-molecule ligand to the binding site of a protein target: the search algorithm and the scoring function to evaluate the generated poses. The GEMDOCK scoring function uses a piecewise potential energy function integrated into the differential evolutionary algorithm. GEMDOCK has been applied to a wide range of protein systems with docking accuracy similar to other docking programs such as Molegro Virtual Docker, AutoDock4, and AutoDock Vina. In this chapter, we explain how to carry out protein-ligand docking simulations with GEMDOCK. We focus this tutorial on the protein target cyclin-dependent kinase 2.
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Affiliation(s)
- Gabriela Bitencourt-Ferreira
- Escola de Ciências da Saúde, Pontifícia Universidade Católica do Rio Grande do Sul-PUCRS, Porto Alegre, RS, Brazil
| | - Walter Filgueira de Azevedo
- Escola de Ciências da Saúde, Pontifícia Universidade Católica do Rio Grande do Sul-PUCRS, Porto Alegre, RS, Brazil.
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14
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Abstract
Molegro Virtual Docker is a protein-ligand docking simulation program that allows us to carry out docking simulations in a fully integrated computational package. MVD has been successfully applied to hundreds of different proteins, with docking performance similar to other docking programs such as AutoDock4 and AutoDock Vina. The program MVD has four search algorithms and four native scoring functions. Considering that we may have water molecules or not in the docking simulations, we have a total of 32 docking protocols. The integration of the programs SAnDReS ( https://github.com/azevedolab/sandres ) and MVD opens the possibility to carry out a detailed statistical analysis of docking results, which adds to the native capabilities of the program MVD. In this chapter, we describe a tutorial to carry out docking simulations with MVD and how to perform a statistical analysis of the docking results with the program SAnDReS. To illustrate the integration of both programs, we describe the redocking simulation focused the cyclin-dependent kinase 2 in complex with a competitive inhibitor.
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Affiliation(s)
- Gabriela Bitencourt-Ferreira
- Escola de Ciências da Saúde, Pontifícia Universidade Católica do Rio Grande do Sul-PUCRS, Porto Alegre, RS, Brazil
| | - Walter Filgueira de Azevedo
- Escola de Ciências da Saúde, Pontifícia Universidade Católica do Rio Grande do Sul-PUCRS, Porto Alegre, RS, Brazil.
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15
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Nuñez-Hernandez DM, Camacho-Jiménez L, González-Ruiz R, Mata-Haro V, Ezquerra-Brauer JM, Yepiz-Plascencia G. Cyclin-dependent kinase 2 (Cdk-2) from the White shrimp Litopenaeus vannamei: Molecular characterization and tissue-specific expression during hypoxia and reoxygenation. Comp Biochem Physiol A Mol Integr Physiol 2018; 230:56-63. [PMID: 30594527 DOI: 10.1016/j.cbpa.2018.12.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 12/18/2018] [Accepted: 12/19/2018] [Indexed: 01/01/2023]
Abstract
The cell cycle comprises a series of steps necessary for cell growth until cell division. The participation of proteins responsible for cell cycle regulation, known as cyclin dependent kinases or Cdks, is necessary for cycle progression. Cyclin dependent kinase 2 (Cdk-2) is one of the most studied Cdks. This kinase regulates the passage through the G1/S phase and is involved in DNA replication in the S phase. Cdks have been extensively studied in mammals, but there is little information about these proteins in crustaceans. In the present work, the nucleotide and amino acid sequence of Cdk-2 from the white shrimp (Cdk-2) and its expression during hypoxia and reoxygenation are reported. Cdk-2 is a highly conserved protein and contains the serine/threonine catalytic domain, an ATP binding site and the PSTAIRE sequence. The predicted Cdk-2 structure showed the two-lobed structure characteristic of kinases. Expression of Cdk-2 was detected in hepatopancreas, gills and muscle, with hepatopancreas having the highest expression during normoxic conditions. Cdk-2 expression was significantly induced after hypoxia for 24 h in muscle cells, but in hypoxia exposure for 24 followed by 1 h of reoxygenation, the expression levels returned to the levels found in normoxic conditions, suggesting induction of cell cycle progression in muscular cells during hypoxia. No significant changes in expression of Cdk-2 were detected in these conditions in hepatopancreas and gills.
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Affiliation(s)
- Dahlia M Nuñez-Hernandez
- Centro de Investigación en Alimentación y Desarrollo (CIAD), A.C. Carretera Gustavo Enrique Astiazarán Rosa No. 46, Col La Victoria, CP 83304 Hermosillo, Sonora, Mexico
| | - Laura Camacho-Jiménez
- Centro de Investigación en Alimentación y Desarrollo (CIAD), A.C. Carretera Gustavo Enrique Astiazarán Rosa No. 46, Col La Victoria, CP 83304 Hermosillo, Sonora, Mexico
| | - Ricardo González-Ruiz
- Centro de Investigación en Alimentación y Desarrollo (CIAD), A.C. Carretera Gustavo Enrique Astiazarán Rosa No. 46, Col La Victoria, CP 83304 Hermosillo, Sonora, Mexico
| | - Verónica Mata-Haro
- Centro de Investigación en Alimentación y Desarrollo (CIAD), A.C. Carretera Gustavo Enrique Astiazarán Rosa No. 46, Col La Victoria, CP 83304 Hermosillo, Sonora, Mexico
| | | | - Gloria Yepiz-Plascencia
- Centro de Investigación en Alimentación y Desarrollo (CIAD), A.C. Carretera Gustavo Enrique Astiazarán Rosa No. 46, Col La Victoria, CP 83304 Hermosillo, Sonora, Mexico.
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16
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Zhang G, Ren Y. Molecular Modeling and Design Studies of Purine Derivatives as Novel CDK2 Inhibitors. Molecules 2018; 23:molecules23112924. [PMID: 30423939 PMCID: PMC6278423 DOI: 10.3390/molecules23112924] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2018] [Revised: 10/29/2018] [Accepted: 11/06/2018] [Indexed: 11/16/2022] Open
Abstract
Cyclin-dependent kinase 2 (CDK2) is a potential target for treating cancer. Purine heterocycles have attracted particular attention as the scaffolds for the development of CDK2 inhibitors. To explore the interaction mechanism and the structure–activity relationship (SAR) and to design novel candidate compounds as potential CDK2 inhibitors, a systematic molecular modeling study was conducted on 35 purine derivatives as CDK2 inhibitors by combining three-dimensional quantitative SAR (3D-QSAR), virtual screening, molecular docking, and molecular dynamics (MD) simulations. The predictive CoMFA model (q2 = 0.743, rpred2 = 0.991), the CoMSIA model (q2 = 0.808, rpred2 = 0.990), and the Topomer CoMFA model (q2 = 0.779, rpred2 = 0.962) were obtained. Contour maps revealed that the electrostatic, hydrophobic, hydrogen bond donor and steric fields played key roles in the QSAR models. Thirty-one novel candidate compounds with suitable predicted activity (predicted pIC50 > 8) were designed by using the results of virtual screening. Molecular docking indicated that residues Asp86, Glu81, Leu83, Lys89, Lys33, and Gln131 formed hydrogen bonds with the ligand, which affected activity of the ligand. Based on the QSAR model prediction and molecular docking, two candidate compounds, I13 and I60 (predicted pIC50 > 8, docking score > 10), with the most potential research value were further screened out. MD simulations of the corresponding complexes of these two candidate compounds further verified their stability. This study provided valuable information for the development of new potential CDK2 inhibitors.
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Affiliation(s)
- Gaomin Zhang
- School of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai 201418, China.
| | - Yujie Ren
- School of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai 201418, China.
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17
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Yamaotsu N, Hirono S. In silico fragment-mapping method: a new tool for fragment-based/structure-based drug discovery. J Comput Aided Mol Des 2018; 32:1229-1245. [PMID: 30196523 DOI: 10.1007/s10822-018-0160-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Accepted: 09/04/2018] [Indexed: 01/09/2023]
Abstract
Here, we propose an in silico fragment-mapping method as a potential tool for fragment-based/structure-based drug discovery (FBDD/SBDD). For this method, we created a database named Canonical Subsite-Fragment DataBase (CSFDB) and developed a knowledge-based fragment-mapping program, Fsubsite. CSFDB consists of various pairs of subsite-fragments derived from X-ray crystal structures of known protein-ligand complexes. Using three-dimensional similarity-matching between subsites on one protein and another, Fsubsite compares the surface of a target protein with all subsites in CSFDB. When a local topography similar to the subsite is found on the surface, Fsubsite places a fragment combined with the subsite in CSFDB on the target protein. For validation purposes, we applied the method to the apo-structure of cyclin-dependent kinase 2 (CDK2) and identified four compounds containing three mapped fragments that existed in the list of known inhibitors of CDK2. Next, the utility of our fragment-mapping method for fragment-growing was examined on the complex structure of tRNA-guanine transglycosylase with a small ligand. Fsubsite mapped appropriate fragments on the same position as the binding ligand or in the vicinity of the ligand. Finally, a 3D-pharmacophore model was constructed from the fragments mapped on the apo-structure of heat shock protein 90-α (HSP90α). Then, 3D pharmacophore-based virtual screening was carried out using a commercially available compound database. The resultant hit compounds were very similar to a known ligand of HSP90α. As a result of these findings, this in silico fragment-mapping method seems to be a useful tool for computational FBDD and SBDD.
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Affiliation(s)
- Noriyuki Yamaotsu
- Department of Pharmaceutical Sciences, School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-ku, Tokyo, 108-8641, Japan.
| | - Shuichi Hirono
- Department of Pharmaceutical Sciences, School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-ku, Tokyo, 108-8641, Japan.
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18
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Abstract
Cyclin-dependent kinases (Cdks) belong to a family of key regulators of cell division cycle and transcription. Their activity is mainly regulated by association with regulatory subunits named cyclins but their activities are also regulated by phosphorylation, acetylation, and the association with specific inhibitory proteins (CKIs). The activity of different Cdks is deregulated in many different type of tumors, and thus, Cdks are considered targets for antitumoral therapy. For large screenings of inhibitors the use of purified recombinant Cdks and cyclins is recommended. We report here the current methods to determine their in vitro activity for large screenings of inhibitors.
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Affiliation(s)
- Edurne Gallastegui
- Department of Cell Biology, Immunology and Neurosciences, University of Barcelona, Barcelona, Spain
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19
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Anscombe E, Meschini E, Mora-Vidal R, Martin MP, Staunton D, Geitmann M, Danielson UH, Stanley WA, Wang LZ, Reuillon T, Golding BT, Cano C, Newell DR, Noble MEM, Wedge SR, Endicott JA, Griffin RJ. Identification and Characterization of an Irreversible Inhibitor of CDK2. Chem Biol 2015; 22:1159-64. [PMID: 26320860 PMCID: PMC4579270 DOI: 10.1016/j.chembiol.2015.07.018] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2014] [Revised: 07/02/2015] [Accepted: 07/24/2015] [Indexed: 01/04/2023]
Abstract
Irreversible inhibitors that modify cysteine or lysine residues within a protein kinase ATP binding site offer, through their distinctive mode of action, an alternative to ATP-competitive agents. 4-((6-(Cyclohexylmethoxy)-9H-purin-2-yl)amino)benzenesulfonamide (NU6102) is a potent and selective ATP-competitive inhibitor of CDK2 in which the sulfonamide moiety is positioned close to a pair of lysine residues. Guided by the CDK2/NU6102 structure, we designed 6-(cyclohexylmethoxy)-N-(4-(vinylsulfonyl)phenyl)-9H-purin-2-amine (NU6300), which binds covalently to CDK2 as shown by a co-complex crystal structure. Acute incubation with NU6300 produced a durable inhibition of Rb phosphorylation in SKUT-1B cells, consistent with it acting as an irreversible CDK2 inhibitor. NU6300 is the first covalent CDK2 inhibitor to be described, and illustrates the potential of vinyl sulfones for the design of more potent and selective compounds.
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Affiliation(s)
- Elizabeth Anscombe
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Elisa Meschini
- Newcastle Cancer Centre, Northern Institute for Cancer Research, School of Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Regina Mora-Vidal
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Mathew P Martin
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - David Staunton
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | | | - U Helena Danielson
- Beactica AB, Box 567, 751 22 Uppsala, Sweden; Department of Chemistry-BMC, Uppsala University, 751 23 Uppsala, Sweden
| | - Will A Stanley
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Lan Z Wang
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Tristan Reuillon
- Newcastle Cancer Centre, Northern Institute for Cancer Research, School of Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Bernard T Golding
- Newcastle Cancer Centre, Northern Institute for Cancer Research, School of Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK.
| | - Celine Cano
- Newcastle Cancer Centre, Northern Institute for Cancer Research, School of Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - David R Newell
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Martin E M Noble
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Stephen R Wedge
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Jane A Endicott
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK.
| | - Roger J Griffin
- Newcastle Cancer Centre, Northern Institute for Cancer Research, School of Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
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20
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Floquet N, Costa MGS, Batista PR, Renault P, Bisch PM, Raussin F, Martinez J, Morris MC, Perahia D. Conformational Equilibrium of CDK/Cyclin Complexes by Molecular Dynamics with Excited Normal Modes. Biophys J 2015; 109:1179-89. [PMID: 26255588 PMCID: PMC4576171 DOI: 10.1016/j.bpj.2015.07.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Revised: 06/16/2015] [Accepted: 07/01/2015] [Indexed: 01/21/2023] Open
Abstract
Cyclin-dependent kinases (CDKs) and their associated regulatory cyclins are central for timely regulation of cell-cycle progression. They constitute attractive pharmacological targets for development of anticancer therapeutics, since they are frequently deregulated in human cancers and contribute to sustained, uncontrolled tumor proliferation. Characterization of their structural/dynamic features is essential to gain in-depth insight into structure-activity relationships. In addition, the identification of druggable pockets or key intermediate conformations yields potential targets for the development of novel classes of inhibitors. Structural studies of CDK2/cyclin A have provided a wealth of information concerning monomeric/heterodimeric forms of this kinase. There is, however, much less structural information for other CDK/cyclin complexes, including CDK4/cyclin D1, which displays an alternative (open) position of the cyclin partner relative to CDK, contrasting with the closed CDK2/cyclin A conformation. In this study, we carried out normal-mode analysis and enhanced sampling simulations with our recently developed method, molecular dynamics with excited normal modes, to understand the conformational equilibrium on these complexes. Interestingly, the lowest-frequency normal mode computed for each complex described the transition between the open and closed conformations. Exploration of these motions with an explicit-solvent representation using molecular dynamics with excited normal modes confirmed that the closed conformation is the most stable for the CDK2/cyclin A complex, in agreement with their experimentally available structures. On the other hand, we clearly show that an open↔closed equilibrium may exist in CDK4/cyclin D1, with closed conformations resembling that captured for CDK2/cyclin A. Such conformational preferences may result from the distinct distributions of frustrated contacts in each complex. Using the same approach, the putative roles of the Thr(160) phosphoryl group and the T-loop conformation were investigated. These results provide a dynamic view of CDKs revealing intermediate conformations not yet characterized for CDK members other than CDK2, which will be useful for the design of inhibitors targeting critical conformational transitions.
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Affiliation(s)
- Nicolas Floquet
- Institut des Biomolécules Max Mousseron (IBMM), Centre National de la Recherche Scientifique UMR 5247, Université de Montpellier, Ecole Normale Supérieure de Chimie de Montpellier, Faculté de Pharmacie, Montpellier, France.
| | - Mauricio G S Costa
- Programa de Computação Científica, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Paulo R Batista
- Programa de Computação Científica, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Pedro Renault
- Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Paulo M Bisch
- Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Florent Raussin
- Institut des Biomolécules Max Mousseron (IBMM), Centre National de la Recherche Scientifique UMR 5247, Université de Montpellier, Ecole Normale Supérieure de Chimie de Montpellier, Faculté de Pharmacie, Montpellier, France
| | - Jean Martinez
- Institut des Biomolécules Max Mousseron (IBMM), Centre National de la Recherche Scientifique UMR 5247, Université de Montpellier, Ecole Normale Supérieure de Chimie de Montpellier, Faculté de Pharmacie, Montpellier, France
| | - May C Morris
- Institut des Biomolécules Max Mousseron (IBMM), Centre National de la Recherche Scientifique UMR 5247, Université de Montpellier, Ecole Normale Supérieure de Chimie de Montpellier, Faculté de Pharmacie, Montpellier, France
| | - David Perahia
- Laboratoire de Biologie et de Pharmacologie Appliquée, Ecole Normale Supérieure de Cachan, Centre National de la Recherche Scientifique, Cachan, France.
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21
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Rothweiler U, Eriksson J, Stensen W, Leeson F, Engh RA, Svendsen JS. Luciferin and derivatives as a DYRK selective scaffold for the design of protein kinase inhibitors. Eur J Med Chem 2015; 94:140-8. [PMID: 25768698 DOI: 10.1016/j.ejmech.2015.02.035] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2014] [Revised: 01/19/2015] [Accepted: 02/19/2015] [Indexed: 12/27/2022]
Abstract
D-Luciferin is widely used as a substrate in luciferase catalysed bioluminescence assays for in vitro studies. However, little is known about cross reactivity and potential interference of D-luciferin with other enzymes. We serendipitously found that firefly luciferin inhibited the CDK2/Cyclin A protein kinase. Inhibition profiling of D-luciferin over a 103-protein kinase panel showed significant inhibition of a small set of protein kinases, in particular the DYRK-family, but also other members of the CMGC-group, including ERK8 and CK2. Inhibition profiling on a 16-member focused library derived from D-luciferin confirms that D-luciferin represents a DYRK-selective chemotype of fragment-like molecular weight. Thus, observation of its inhibitory activity and the initial SAR information reported here promise to be useful for further design of protein kinase inhibitors with related scaffolds.
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Affiliation(s)
- Ulli Rothweiler
- The Norwegian Structural Biology Centre, Department of Chemistry, UiT The Arctic University of Norway, N-9037 Tromsø, Norway
| | - Jonas Eriksson
- Lytix Biopharma AS, P.O. Box 6447, Tromsø Science Park, N-9294 Tromsø, Norway
| | - Wenche Stensen
- Lytix Biopharma AS, P.O. Box 6447, Tromsø Science Park, N-9294 Tromsø, Norway; Department of Chemistry, UiT The Arctic University of Norway, N-9037 Tromsø, Norway
| | - Frederick Leeson
- Lytix Biopharma AS, P.O. Box 6447, Tromsø Science Park, N-9294 Tromsø, Norway; Department of Chemistry, UiT The Arctic University of Norway, N-9037 Tromsø, Norway
| | - Richard A Engh
- The Norwegian Structural Biology Centre, Department of Chemistry, UiT The Arctic University of Norway, N-9037 Tromsø, Norway.
| | - John S Svendsen
- Lytix Biopharma AS, P.O. Box 6447, Tromsø Science Park, N-9294 Tromsø, Norway; Department of Chemistry, UiT The Arctic University of Norway, N-9037 Tromsø, Norway.
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22
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Giordano A, Bellacchio E, Bagella L, Paggi MG. Interaction Between the Cdk2/Cyclin A Complex and a Small Molecule Derived from the pRb2/p130 Spacer Domain: A Theoretical Model. Cell Cycle 2014; 6:2591-3. [PMID: 17726381 DOI: 10.4161/cc.6.21.4878] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Retinoblastoma (RB) family proteins pRb, p107 and pRb2/p130 are important cellular factors which play a well-recognized role as tumor and growth suppressors. These proteins are actively involved in the negative control of the cell cycle and their function is modulated via complex homeostatic processes, most of them involving post-translational regulation of their phosphorylation status. Interestingly, the family members p107 and pRb2/p130 share the ability to physically interact and inhibit the kinase activity of the Cdk2/Cyclin A and Cdk2/Cyclin E complexes. Regarding pRb2/p130, its inhibitory effect on Cdk2/Cyclin A activity has been attributed to the "spacer" region. Recently, a 39 aa-long pRb2/p130 spacer-derived peptide (Spa310, aa 641-679) was selected as the sequence responsible for Cdk2/Cyclin A inhibition. Following the identification of this active sequence, here we propose a computer-generated three-dimensional model of the interaction between the Cdk2/Cyclin A complex and the N-terminal nine-amino acid sequence of the Spa310 peptide. We believe this model to be useful for the rational development of peptide or peptidomimetic kinase inhibitors for negative cell cycle modulation in cancer cells.
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Affiliation(s)
- Antonio Giordano
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, Temple University, Philadelphia, Pennsylvania 19122, USA.
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23
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Abstract
The transitions of the cell cycle are regulated by the cyclin dependent protein kinases (CDKs). The cyclins activate their respective CDKs and confer substrate recognition properties. We report the structure of phospho-CDK2/cyclin B and show that cyclin B confers M phase-like properties on CDK2, the kinase that is usually associated with S phase. Cyclin B produces an almost identical activated conformation of CDK2 as that produced by cyclin A. There are differences between cyclin A and cyclin B at the recruitment site, which in cyclin A is used to recruit substrates containing an RXL motif. Because of sequence differences this site in cyclin B binds RXL motifs more weakly than in cyclin A. Despite similarity in kinase structures, phospho-CDK2/cyclin B phosphorylates substrates, such as nuclear lamin and a model peptide derived from p107, at sequences SPXX that differ from the canonical CDK2/cyclin A substrate recognition motif, SPXK. CDK2/cyclin B phosphorylation at these non-canonical sites is not dependent on the presence of a RXL recruitment motif. The p107 peptide contains two SP motifs each followed by a non-canonical sequence of which only one site (Ser640) is phosphorylated by pCDK2/cyclin A while two sites are phosphorylated by pCDK2/cyclin B. The second site is too close to the RXL motif to allow the cyclin A recruitment site to be effective, as previous work has shown that there must be at least 16 residues between the catalytic site serine and the RXL motif. Thus the cyclins A and B in addition to their role in promoting the activatory conformational switch in CDK2, also provide differential substrate specificity.
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Affiliation(s)
- Nick R Brown
- Laboratory of Molecular Biophysics, Department of Biochemistry, University of Oxford, Oxford, UK
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Chen H, Zhao Y, Li H, Zhang D, Huang Y, Shen Q, Van Duyne R, Kashanchi F, Zeng C, Liu S. Break CDK2/Cyclin E1 interface allosterically with small peptides. PLoS One 2014; 9:e109154. [PMID: 25290691 PMCID: PMC4188581 DOI: 10.1371/journal.pone.0109154] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Accepted: 09/03/2014] [Indexed: 02/07/2023] Open
Abstract
Most inhibitors of Cyclin-dependent kinase 2 (CDK2) target its ATP-binding pocket. It is difficult, however, to use this pocket to design very specific inhibitors because this catalytic pocket is highly conserved in the protein family of CDKs. Here we report some short peptides targeting a noncatalytic pocket near the interface of the CDK2/Cyclin complex. Docking and molecular dynamics simulations were used to select the peptides, and detailed dynamical network analysis revealed that these peptides weaken the complex formation via allosteric interactions. Our experiments showed that upon binding to the noncatalytic pocket, these peptides break the CDK2/Cyclin complex partially and diminish its kinase activity in vitro. The binding affinity of these peptides measured by Surface Plasmon Resonance can reach as low as 0.5 µM.
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Affiliation(s)
- Hao Chen
- Department of Physics, The George Washington University, Washington, D. C., United States of America
| | - Yunjie Zhao
- Department of Physics, The George Washington University, Washington, D. C., United States of America
| | - Haotian Li
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Dongyan Zhang
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Yanzhao Huang
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Qi Shen
- BNLMS, Center for Quantitative Biology, Peking University, Beijing, China
| | - Rachel Van Duyne
- George Mason University, National Center for Biodefense & Infectious Diseases, Manassas, Virginia, United States of America
- The George Washington University Medical Center, Department of Microbiology, Immunology, and Tropical Medicine, Washington, D. C., United States of America
| | - Fatah Kashanchi
- George Mason University, National Center for Biodefense & Infectious Diseases, Manassas, Virginia, United States of America
| | - Chen Zeng
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
- Department of Physics, The George Washington University, Washington, D. C., United States of America
| | - Shiyong Liu
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
- * E-mail:
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25
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Fujino A, Fukushima K, Kubota T, Kosugi T, Takimoto-Kamimura M. Crystal structure of human cyclin-dependent kinase-2 complex with MK2 inhibitor TEI-I01800: insight into the selectivity. J Synchrotron Radiat 2013; 20:905-9. [PMID: 24121337 PMCID: PMC3795553 DOI: 10.1107/s0909049513020736] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/26/2013] [Accepted: 07/25/2013] [Indexed: 06/02/2023]
Abstract
Mitogen-activated protein kinase-activated protein kinase 2 (MK2 or MAPKAP-K2) is a Ser/Thr kinase from the p38 mitogen-activated protein kinase signalling pathway and plays an important role in inflammatory diseases. The crystal structure of the MK2-TEI-I01800 complex has been reported; its Gly-rich loop was found to form an α-helix, not a β-sheet as has been observed for other Ser/Thr kinases. TEI-I01800 is 177-fold selective against MK2 compared with CDK2; in order to understand the inhibitory mechanism of TEI-I01800, the cyclin-dependent kinase 2 (CDK2) complex structure with TEI-I01800 was determined at 2.0 Å resolution. Interestingly, the Gly-rich loop of CDK2 formed a β-sheet that was different from that of MK2. In MK2, TEI-I01800 changed the secondary structure of the Gly-rich loop from a β-sheet to an α-helix by collision between Leu70 and a p-ethoxyphenyl group at the 7-position and bound to MK2. However, for CDK2, TEI-I01800 bound to CDK2 without this structural change and lost the interaction with the substituent at the 7-position. In summary, the results of this study suggest that the reason for the selectivity of TEI-I01800 is the favourable conformation of TEI-I01800 itself, making it suitable for binding to the α-form MK2.
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Affiliation(s)
- Aiko Fujino
- Teijin Institute for Bio-medical Research, Teijin Pharma Limited, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan
| | - Kei Fukushima
- Teijin Institute for Bio-medical Research, Teijin Pharma Limited, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan
| | - Takaharu Kubota
- Teijin Institute for Bio-medical Research, Teijin Pharma Limited, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan
| | - Tomomi Kosugi
- Teijin Institute for Bio-medical Research, Teijin Pharma Limited, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan
| | - Midori Takimoto-Kamimura
- Teijin Institute for Bio-medical Research, Teijin Pharma Limited, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan
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Varela R, Cleves AE, Spitzer R, Jain AN. A structure-guided approach for protein pocket modeling and affinity prediction. J Comput Aided Mol Des 2013; 27:917-34. [PMID: 24214361 PMCID: PMC3851759 DOI: 10.1007/s10822-013-9688-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2013] [Accepted: 10/25/2013] [Indexed: 11/25/2022]
Abstract
Binding affinity prediction is frequently addressed using computational models constructed solely with molecular structure and activity data. We present a hybrid structure-guided strategy that combines molecular similarity, docking, and multiple-instance learning such that information from protein structures can be used to inform models of structure-activity relationships. The Surflex-QMOD approach has been shown to produce accurate predictions of binding affinity by constructing an interpretable physical model of a binding site with no experimental binding site structural information. We introduce a method to integrate protein structure information into the model induction process in order to construct more robust physical models. The structure-guided models accurately predict binding affinities over a broad range of compounds while producing more accurate representations of the protein pockets and ligand binding modes. Structure-guidance for the QMOD method yielded significant performance improvements, both for affinity and pose prediction, especially in cases where predictions were made on ligands very different from those used for model induction.
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Affiliation(s)
| | - Ann E. Cleves
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA USA
| | | | - Ajay N. Jain
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA USA
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27
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Tripathi SK, Muttineni R, Singh SK. Extra precision docking, free energy calculation and molecular dynamics simulation studies of CDK2 inhibitors. J Theor Biol 2013; 334:87-100. [PMID: 23727278 DOI: 10.1016/j.jtbi.2013.05.014] [Citation(s) in RCA: 134] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2012] [Revised: 05/17/2013] [Accepted: 05/20/2013] [Indexed: 12/22/2022]
Abstract
Molecular docking, free energy calculation and molecular dynamics (MD) simulation studies have been performed, to explore the putative binding modes of 3,5-diaminoindazoles, imidazo(1,2-b)pyridazines and triazolo(1,5-a) pyridazines series of Cyclin-dependent kinase (CDK2) inhibitors. To evaluate the effectiveness of docking protocol in flexible docking, we have selected crystallographic bound compound to validate our docking procedure as evident from root mean square deviations (RMSDs). We found different binding sites namely catalytic, inhibitory phosphorylation, cyclin binding and CKS-binding site of the CDK2 contributing towards the binding of these compounds. Moreover, correlation between free energy of binding and biological activity yielded a statistically significant correlation coefficient. Finally, three representative protein-ligand complexes were subjected to molecular dynamics simulation to determine the stability of the predicted conformations. The low value of the RMSDs between the initial complex structure and the energy minimized final average complex structure suggests that the derived docked complexes are close to equilibrium. We suggest that the phenylacetyl type of substituents and cyclohexyl moiety make the favorable interactions with a number of residues in the active site, and show better inhibitory activity to improve the pharmacokinetic profile of compounds against CDK2. The structure-based drug design strategy described in this study will be highly useful for the development of new inhibitors with high potency and selectivity.
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Affiliation(s)
- Sunil Kumar Tripathi
- Computer Aided Drug Designing and Molecular Modeling Lab, Department of Bioinformatics, Alagappa University, Karaikudi-630 003, Tamil Nadu, India
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28
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Tahtouh T, Elkins JM, Filippakopoulos P, Soundararajan M, Burgy G, Durieu E, Cochet C, Schmid RS, Lo DC, Delhommel F, Oberholzer AE, Pearl LH, Carreaux F, Bazureau JP, Knapp S, Meijer L. Selectivity, cocrystal structures, and neuroprotective properties of leucettines, a family of protein kinase inhibitors derived from the marine sponge alkaloid leucettamine B. J Med Chem 2012; 55:9312-30. [PMID: 22998443 DOI: 10.1021/jm301034u] [Citation(s) in RCA: 153] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
DYRKs (dual specificity, tyrosine phosphorylation regulated kinases) and CLKs (cdc2-like kinases) are implicated in the onset and development of Alzheimer's disease and Down syndrome. The marine sponge alkaloid leucettamine B was recently identified as an inhibitor of DYRKs/CLKs. Synthesis of analogues (leucettines) led to an optimized product, leucettine L41. Leucettines were cocrystallized with DYRK1A, DYRK2, CLK3, PIM1, and GSK-3β. The selectivity of L41 was studied by activity and interaction assays of recombinant kinases and affinity chromatography and competition affinity assays. These approaches revealed unexpected potential secondary targets such as CK2, SLK, and the lipid kinase PIKfyve/Vac14/Fig4. L41 displayed neuroprotective effects on glutamate-induced HT22 cell death. L41 also reduced amyloid precursor protein-induced cell death in cultured rat brain slices. The unusual multitarget selectivity of leucettines may account for their neuroprotective effects. This family of kinase inhibitors deserves further optimization as potential therapeutics against neurodegenerative diseases such as Alzheimer's disease.
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Affiliation(s)
- Tania Tahtouh
- CNRS, "Protein Phosphorylation & Human Disease" Group, Station Biologique, 29680 Roscoff, Bretagne, France
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29
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Abstract
Abnormal expression of cyclin-dependent kinase 2 (CDK2)/cyclin-E is detected in colorectal, ovarian, breast and prostate cancers. The study of CDK2 with a bound inhibitor revealed CDK2 as a potential therapeutic target for several proliferative diseases. Several highly selective inhibitors of CDK2 are currently undergoing clinical trials, but possibilities remain for the identification and development of novel and improved inhibitors. For example, in silico targeting of ATP-competitive inhibitors of CDKs is of special interest. A series of 3,5-diaminoindazoles was studied using molecular docking and comparative field analyses. We used post-docking short time molecular dynamics (MD) simulation to account for receptor flexibility. The three types of structures, i.e., the highest energy, lowest energy and the structure most resembling the X-ray structure (three complexes) were identified for all ligands. QM/MM energy calculations were performed using a DFT b3lyp/6-31 g* and MM OPLS-2005 force field. Conceptual DFT properties such as the interaction energy of ligand to protein, global hardness (η), HOMO density, electrostatic potential, and electron density were calculated and related to inhibitory activity. CoMFA and CoMSIA were used to account for steric and electrostatic interactions. The results of this study provide insight into the bioactive conformation, interactions involved, and the effect of different drug fragments over different biological activities.
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Affiliation(s)
- Farhan Ahmad Pasha
- Applied Chemistry and Physical Chemistry Division, Institut Français du Pétrole (IFP), 1 et 4 rue Bois Préau, 92582, Rueil Malmaison, France.
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30
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Santiago DN, Pevzner Y, Durand AA, Tran M, Scheerer RR, Daniel K, Sung SS, Woodcock HL, Guida WC, Brooks WH. Virtual target screening: validation using kinase inhibitors. J Chem Inf Model 2012; 52:2192-203. [PMID: 22747098 PMCID: PMC3488111 DOI: 10.1021/ci300073m] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Computational methods involving virtual screening could potentially be employed to discover new biomolecular targets for an individual molecule of interest (MOI). However, existing scoring functions may not accurately differentiate proteins to which the MOI binds from a larger set of macromolecules in a protein structural database. An MOI will most likely have varying degrees of predicted binding affinities to many protein targets. However, correctly interpreting a docking score as a hit for the MOI docked to any individual protein can be problematic. In our method, which we term "Virtual Target Screening (VTS)", a set of small drug-like molecules are docked against each structure in the protein library to produce benchmark statistics. This calibration provides a reference for each protein so that hits can be identified for an MOI. VTS can then be used as tool for: drug repositioning (repurposing), specificity and toxicity testing, identifying potential metabolites, probing protein structures for allosteric sites, and testing focused libraries (collection of MOIs with similar chemotypes) for selectivity. To validate our VTS method, twenty kinase inhibitors were docked to a collection of calibrated protein structures. Here, we report our results where VTS predicted protein kinases as hits in preference to other proteins in our database. Concurrently, a graphical interface for VTS was developed.
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Affiliation(s)
- Daniel N. Santiago
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
| | - Yuri Pevzner
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
| | - Ashley A. Durand
- HTS & Chemistry Core, H. Lee Moffitt Cancer Institute & Research Institute, 12902 Magnolia Drive, Drug Discovery-SRB3, Tampa, Florida 33612
| | - MinhPhuong Tran
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
| | - Rachel R. Scheerer
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
| | - Kenyon Daniel
- HTS & Chemistry Core, H. Lee Moffitt Cancer Institute & Research Institute, 12902 Magnolia Drive, Drug Discovery-SRB3, Tampa, Florida 33612
| | - Shen-Shu Sung
- Department of Pharmacology, Milton S. Hershey Medical Cancer Institute, Pennsylvania State University, 500 University Drive, MC H072, Hershey, Pennsylvania 17033
| | - H. Lee Woodcock
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
- Center for Molecular Diversity in Drug Design, Discovery and Delivery, University of South Florida, 4202 East Fowler Avenue, CHE 205, Tampa, Florida 33620
| | - Wayne C. Guida
- HTS & Chemistry Core, H. Lee Moffitt Cancer Institute & Research Institute, 12902 Magnolia Drive, Drug Discovery-SRB3, Tampa, Florida 33612
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
- Center for Molecular Diversity in Drug Design, Discovery and Delivery, University of South Florida, 4202 East Fowler Avenue, CHE 205, Tampa, Florida 33620
| | - Wesley H. Brooks
- HTS & Chemistry Core, H. Lee Moffitt Cancer Institute & Research Institute, 12902 Magnolia Drive, Drug Discovery-SRB3, Tampa, Florida 33612
- Department of Chemistry, University of South Florida, Tampa, Florida 33620
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Tidten-Luksch N, Grimaldi R, Torrie LS, Frearson JA, Hunter WN, Brenk R. IspE inhibitors identified by a combination of in silico and in vitro high-throughput screening. PLoS One 2012; 7:e35792. [PMID: 22563402 PMCID: PMC3340893 DOI: 10.1371/journal.pone.0035792] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2012] [Accepted: 03/22/2012] [Indexed: 11/19/2022] Open
Abstract
CDP-ME kinase (IspE) contributes to the non-mevalonate or deoxy-xylulose phosphate (DOXP) pathway for isoprenoid precursor biosynthesis found in many species of bacteria and apicomplexan parasites. IspE has been shown to be essential by genetic methods and since it is absent from humans it constitutes a promising target for antimicrobial drug development. Using in silico screening directed against the substrate binding site and in vitro high-throughput screening directed against both, the substrate and co-factor binding sites, non-substrate-like IspE inhibitors have been discovered and structure-activity relationships were derived. The best inhibitors in each series have high ligand efficiencies and favourable physico-chemical properties rendering them promising starting points for drug discovery. Putative binding modes of the ligands were suggested which are consistent with established structure-activity relationships. The applied screening methods were complementary in discovering hit compounds, and a comparison of both approaches highlights their strengths and weaknesses. It is noteworthy that compounds identified by virtual screening methods provided the controls for the biochemical screens.
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Affiliation(s)
| | | | | | | | - William N. Hunter
- Division of Biological Chemistry and Drug Discovery, College of Life Sciences, University of Dundee, Dundee, United Kingdom
- * E-mail: (WNH); (RB)
| | - Ruth Brenk
- Division of Biological Chemistry and Drug Discovery, College of Life Sciences, University of Dundee, Dundee, United Kingdom
- * E-mail: (WNH); (RB)
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32
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Wang F, Ma Z, Li Y, Zhu S, Xiao Z, Zhang H, Wang Y. Development of in silico models for pyrazoles and pyrimidine derivatives as cyclin-dependent kinase 2 inhibitors. J Mol Graph Model 2011; 30:67-81. [PMID: 21763166 DOI: 10.1016/j.jmgm.2011.06.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2011] [Revised: 06/03/2011] [Accepted: 06/14/2011] [Indexed: 11/30/2022]
Affiliation(s)
- Fangfang Wang
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi 712100,China
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33
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Ai Y, Wang ST, Sun PH, Song FJ. Molecular modeling studies of 4,5-dihydro-1H-pyrazolo[4,3-h] quinazoline derivatives as potent CDK2/Cyclin a inhibitors using 3D-QSAR and docking. Int J Mol Sci 2010; 11:3705-24. [PMID: 21152296 PMCID: PMC2996803 DOI: 10.3390/ijms11103705] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2010] [Revised: 09/03/2010] [Accepted: 09/20/2010] [Indexed: 12/11/2022] Open
Abstract
CDK2/cyclin A has appeared as an attractive drug targets over the years with diverse therapeutic potentials. A computational strategy based on comparative molecular fields analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA) followed by molecular docking studies were performed on a series of 4,5-dihydro-1H-pyrazolo[4,3-h]quinazoline derivatives as potent CDK2/cyclin A inhibitors. The CoMFA and CoMSIA models, using 38 molecules in the training set, gave r(2) (cv) values of 0.747 and 0.518 and r(2) values of 0.970 and 0.934, respectively. 3D contour maps generated by the CoMFA and CoMSIA models were used to identify the key structural requirements responsible for the biological activity. Molecular docking was applied to explore the binding mode between the ligands and the receptor. The information obtained from molecular modeling studies may be helpful to design novel inhibitors of CDK2/cyclin A with desired activity.
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Affiliation(s)
- Yong Ai
- Laboratory for Natural Product Chemistry, College of Pharmacy, South Central University for Nationalities, 708 Minyuan Road, Wuhan 430074, China; E-Mails: (Y.A.); (S.-T.W.)
| | - Shao-Teng Wang
- Laboratory for Natural Product Chemistry, College of Pharmacy, South Central University for Nationalities, 708 Minyuan Road, Wuhan 430074, China; E-Mails: (Y.A.); (S.-T.W.)
| | - Ping-Hua Sun
- Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research, College of Pharmacy, Jinan University, Guangzhou 510632, China
- * Authors to whom correspondence should be addressed; E-Mails: (P.-H.S.); (F.-J.S.)
| | - Fa-Jun Song
- College of Life Science/Key Laboratory for Biotechnology of the State Ethnic Affairs Commission, South Central University for Nationalities, 708 Minyuan Road, Wuhan 430074, China
- * Authors to whom correspondence should be addressed; E-Mails: (P.-H.S.); (F.-J.S.)
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Kholmurodov KT, Koltovaia NA. [Simulation of kinase CDK2-cyclin A by the molecular dynamics method: effect of Gly16-->Ser16 and Arg274-->Gln274 substitutions on conformation of a kinase subunit]. Biofizika 2009; 54:999-1004. [PMID: 20067177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The nanosecond-long molecular dynamics of the movement of the active protein kinase CDK2/ATP complex has been analyzed. The simulations of substitutions CDK2-G16S in the conserved G-loop of a small lobe and CDK2-R274Q in a large lobe showed the importance of the amino acid residues in the conformation of kinase and their effect on the conformation of CDK2, which shows up in an increase in the distance between G- and T-loops in the corresponding mutant forms. The results obtained indicate that the induction of both Gly16-->Ser16 and Arg274-->Gln274 mutations destabilize the local structure of kinase around the T-loop area. The mutation Arg274-->Gln274 has a more pronounced effect and results in a loosening of the structure of kinase and an increase of the distance between G- and T-loops.
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Okimoto N, Futatsugi N, Fuji H, Suenaga A, Morimoto G, Yanai R, Ohno Y, Narumi T, Taiji M. High-performance drug discovery: computational screening by combining docking and molecular dynamics simulations. PLoS Comput Biol 2009; 5:e1000528. [PMID: 19816553 PMCID: PMC2746282 DOI: 10.1371/journal.pcbi.1000528] [Citation(s) in RCA: 115] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2009] [Accepted: 09/03/2009] [Indexed: 11/29/2022] Open
Abstract
Virtual compound screening using molecular docking is widely used in the discovery of new lead compounds for drug design. However, this method is not completely reliable and therefore unsatisfactory. In this study, we used massive molecular dynamics simulations of protein-ligand conformations obtained by molecular docking in order to improve the enrichment performance of molecular docking. Our screening approach employed the molecular mechanics/Poisson-Boltzmann and surface area method to estimate the binding free energies. For the top-ranking 1,000 compounds obtained by docking to a target protein, approximately 6,000 molecular dynamics simulations were performed using multiple docking poses in about a week. As a result, the enrichment performance of the top 100 compounds by our approach was improved by 1.6–4.0 times that of the enrichment performance of molecular dockings. This result indicates that the application of molecular dynamics simulations to virtual screening for lead discovery is both effective and practical. However, further optimization of the computational protocols is required for screening various target proteins. Lead discovery is one of the most important processes in rational drug design. To improve the rate of the detection of lead compounds, various technologies such as high-throughput screening and combinatorial chemistry have been introduced into the pharmaceutical industry. However, since these technologies alone may not improve lead productivity, computational screening has become important. A central method for computational screening is molecular docking. This method generally docks many flexible ligands to a rigid protein and predicts the binding affinity for each ligand in a practical time. However, its ability to detect lead compounds is less reliable. In contrast, molecular dynamics simulations can treat both proteins and ligands in a flexible manner, directly estimate the effect of explicit water molecules, and provide more accurate binding affinity, although their computational costs and times are significantly greater than those of molecular docking. Therefore, we developed a special purpose computer “MDGRAPE-3” for molecular dynamics simulations and applied it to computational screening. In this paper, we report an effective method for computational screening; this method is a combination of molecular docking and massive-scale molecular dynamics simulations. The proposed method showed a higher and more stable enrichment performance than the molecular docking method used alone.
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Affiliation(s)
- Noriaki Okimoto
- High-performance Molecular Simulation Team, Computational Systems Biology Research Group, Advanced Computational Sciences Department, RIKEN Advanced Science Institute, Yokohama, Kanagawa, Japan.
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Galea CA, Wang Y, Sivakolundu SG, Kriwacki RW. Regulation of cell division by intrinsically unstructured proteins: intrinsic flexibility, modularity, and signaling conduits. Biochemistry 2008; 47:7598-609. [PMID: 18627125 PMCID: PMC2580775 DOI: 10.1021/bi8006803] [Citation(s) in RCA: 191] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
It is now widely recognized that intrinsically unstructured (or disordered) proteins (IUPs or IDPs) are found in organisms from all kingdoms of life. In eukaryotes, IUPs are highly abundant and perform a wide range of biological functions, including regulation and signaling. Despite an increased level of interest in understanding the structural biology of IUPs and IDPs, questions regarding the mechanisms through which disordered proteins perform their biological function(s) remain. In other words, what are the relationships between disorder and function for IUPs? There are several excellent reviews that discuss the structural properties of IUPs and IDPs since 2005 [Receveur-Brechot, V., et al. (2006) Proteins 62, 24-45; Mittag, T., and Forman-Kay, J. D. (2007) Curr. Opin. Struct. Biol. 17, 3-14; Dyson, H. J., and Wright, P. E. (2005) Nat. Rev. Mol. Cell Biol. 6, 197-208]. Here, we briefly review general concepts pertaining to IUPs and then discuss our structural, biophysical, and biochemical studies of two IUPs, p21 and p27, which regulate the mammalian cell division cycle by inhibiting cyclin-dependent kinases (Cdks). Some segments of these two proteins are partially folded in isolation, and they fold further upon binding their biological targets. Interestingly, some portions of p27 remain flexible after binding to and inhibiting the Cdk2-cyclin A complex. This residual flexibility allows otherwise buried tyrosine residues within p27 to be phosphorylated by non-receptor tyrosine kinases (NRTKs). Tyrosine phosphorylation relieves kinase inhibition, triggering Cdk2-mediated phosphorylation of a threonine residue within the flexible C-terminus of p27. This, in turn, marks p27 for ubiquitination and proteasomal degradation, unleashing full Cdk2 activity which drives cell cycle progression. p27, thus, constitutes a conduit for transmission of proliferative signals via post-translational modifications. The term "conduit" is used here to connote a means of transmission of molecular signals which, in the case of p27, correspond to tyrosine and threonine phosphorylation, ubiquitination, and, ultimately, proteolytic degradation. Transmission of these multiple signals is enabled by the inherent flexibility of p27 which persists even after tight binding to the Cdk2-cyclin A complex. Importantly, activation of the p27 signaling conduit by oncogenic NRTKs contributes to tumorigenesis in some human cancers, including chronic myelogenous leukemia (CML) [Grimmler, M., et al. (2007) Cell 128, 269-280] and breast cancer [Chu, I., et al. (2007) Cell 128, 281-294]. Other IUPs may participate in conceptually similar molecular signaling conduits, and dysregulation of these putative conduits may contribute to other human diseases. Detailed study of these IUPs, both alone and within functional complexes, is required to test these hypotheses and to more fully understand the relationships between protein disorder and biological function.
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Affiliation(s)
- Charles A Galea
- Department of Structural Biology, St. Jude Children's Research Hospital, 332 North Lauderdale Street, Memphis, Tennessee 38105, USA
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37
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Dwyer MP, Paruch K, Alvarez C, Doll RJ, Keertikar K, Duca J, Fischmann TO, Hruza A, Madison V, Lees E, Parry D, Seghezzi W, Sgambellone N, Shanahan F, Wiswell D, Guzi TJ. Versatile templates for the development of novel kinase inhibitors: Discovery of novel CDK inhibitors. Bioorg Med Chem Lett 2007; 17:6216-9. [PMID: 17904366 DOI: 10.1016/j.bmcl.2007.09.018] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2007] [Revised: 08/31/2007] [Accepted: 09/05/2007] [Indexed: 10/22/2022]
Abstract
A series of four bicyclic cores were prepared and evaluated as cyclin-dependent kinase-2 (CDK2) inhibitors. From the in-vitro and cell-based analysis, the pyrazolo[1,5-a]pyrimidine core (represented by 9) emerged as the superior core for further elaboration in the identification of novel CDK2 inhibitors.
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Affiliation(s)
- Michael P Dwyer
- Schering-Plough Research Institute, 2015 Galloping Hill Road, Kenilworth, NJ 07033, USA.
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38
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Griffin RJ, Henderson A, Curtin NJ, Echalier A, Endicott JA, Hardcastle IR, Newell DR, Noble MEM, Wang LZ, Golding BT. Searching for cyclin-dependent kinase inhibitors using a new variant of the cope elimination. J Am Chem Soc 2007; 128:6012-3. [PMID: 16669651 DOI: 10.1021/ja060595j] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
beta-Piperidinoethylsulfides are oxidized by m-chloroperbenzoic acid to intermediates containing both N-oxide and sulfone functions. These undergo a Cope-type elimination to a vinylsulfone that can be captured by amines to afford beta-aminoethylsulfones. When a beta-aminoethylsulfone group is linked to the 4-position of a phenyl group attached at N-2 of O6-cyclohexylmethylguanine, the resulting derivatives are inhibitors of the cyclin-dependent kinase CDK2. One of the most potent inhibitors (IC50 = 45 nM) contained a N-3-hydroxypropyl group on the aminoethylsulfonyl substituent. The crystal structure of this inhibitor bound to CDK2/cyclin A was determined and shows an unusual network of hydrogen bonds. The synthetic methodology developed can be utilized in multiple-parallel format and has numerous potential applications in medicinal chemistry.
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Affiliation(s)
- Roger J Griffin
- Northern Institute for Cancer Research, School of Natural Sciences-Chemistry, Bedson Building, University of Newcastle, Newcastle upon Tyne, UK
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39
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Abstract
There is growing interest in RNA as a drug target due to its widespread involvement in biological processes. To exploit the power of structure-based drug-design approaches, novel scoring and docking tools need to be developed that can efficiently and reliably predict binding modes and binding affinities of RNA ligands. We report for the first time the development of a knowledge-based scoring function to predict RNA-ligand interactions (DrugScoreRNA). Based on the formalism of the DrugScore approach, distance-dependent pair potentials are derived from 670 crystallographically determined nucleic acid-ligand and -protein complexes. These potentials display quantitative differences compared to those of DrugScore (derived from protein-ligand complexes) and DrugScoreCSD (derived from small-molecule crystal data). When used as an objective function for docking 31 RNA-ligand complexes, DrugScoreRNA generates "good" binding geometries (rmsd (root mean-square deviation) < 2 A) in 42% of all cases on the first scoring rank. This is an improvement of 44% to 120% when compared to DrugScore, DrugScoreCSD, and an RNA-adapted AutoDock scoring function. Encouragingly, good docking results are also obtained for a subset of 20 NMR structures not contained in the knowledge-base to derive the potentials. This clearly demonstrates the robustness of the potentials. Binding free energy landscapes generated by DrugScoreRNA show a pronounced funnel shape in almost 3/4 of all cases, indicating the reduced steepness of the knowledge-based potentials. Docking with DrugScoreRNA can thus be expected to converge fast to the global minimum. Finally, binding affinities were predicted for 15 RNA-ligand complexes with DrugScoreRNA. A fair correlation between experimental and computed values is found (RS = 0.61), which suffices to distinguish weak from strong binders, as is required in virtual screening applications. DrugScoreRNA again shows superior predictive power when compared to DrugScore, DrugScoreCSD, and an RNA-adapted AutoDock scoring function.
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Affiliation(s)
- Patrick Pfeffer
- Department of Biological Sciences, Molecular Bioinformatics Group, J.W. Goethe-University, Max-von-Laue-Strasse 9, Frankfurt 60438, Germany
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40
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Krajewski M, Rothweiler U, D'Silva L, Majumdar S, Klein C, Holak TA. An NMR-based antagonist induced dissociation assay for targeting the ligand-protein and protein-protein interactions in competition binding experiments. J Med Chem 2007; 50:4382-7. [PMID: 17696513 DOI: 10.1021/jm070365v] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
We present an NMR-based antagonist induced dissociation assay (AIDA) for validation of inhibitor action on protein-protein interactions. As opposed to many standard NMR methods, AIDA directly validates the inhibitor potency in an in vitro NMR competition binding experiment. AIDA requires a large protein fragment (larger than 30 kDa) to bind to a small reporter protein (less than 20 kDa). We show here that a small fragment of a protein fused to glutathione S-transferase (GST) can effectively substitute the large protein component. We successfully used a GST-tagged N-terminal 73-residue p53 domain for binding studies with the human MDM2 protein. Other interactions we studied involved complexes of CDK2, cyclin A, p27, and the retinoblastoma protein. All these proteins play a key role in the cell division cycle, are associated with tumorigenesis, and are thus the subject of anticancer therapy strategies.
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Affiliation(s)
- Marcin Krajewski
- Max Planck Institute for Biochemistry, D-82152 Martinsried, Germany
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41
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Jordan JB, Kovacs H, Wang Y, Mobli M, Luo R, Anklin C, Hoch JC, Kriwacki RW. Three-dimensional 13C-detected CH3-TOCSY using selectively protonated proteins: facile methyl resonance assignment and protein structure determination. J Am Chem Soc 2007; 128:9119-28. [PMID: 16834385 DOI: 10.1021/ja058587a] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Recent advances in instrumentation and isotope labeling methodology allow proteins up to 100 kDa in size to be studied in detail using NMR spectroscopy. Using 2H/13C/15N enrichment and selective methyl protonation, we show that newly developed 13C direct detection methods can be used to rapidly yield proton and carbon resonance assignments for the methyl groups of Val, Leu, and Ile residues. We present a highly sensitive 13C-detected CH3-TOCSY experiment that, in combination with standard 1H-detected backbone experiments, allows the full assignment of side chain resonances in methyl-protonated residues. Selective methyl protonation, originally developed by Kay and co-workers (Rosen, M. K.; Gardner, K. H.; Willis, R. C.; Parris, W. E.; Pawson, T.; Kay, L. E. J. Mol. Biol. 1996, 263, 627-636; Gardner, K. G.; Kay, L. E. Annu. Rev. Biophys. Biomol. Struct. 1998, 27, 357-406; Goto, N. K.; Kay, L. E. Curr. Opin. Struct. Biol. 2000, 10, 585-592), improves the nuclear relaxation behavior of larger proteins compared to their fully protonated counterparts, allows significant simplification of spectra, and facilitates NOE assignments. Here, we demonstrate the usefulness of the 13C-detected CH3-TOCSY experiment through studies of (i) a medium-sized protein (CbpA-R1; 14 kDa) with a repetitive primary sequence that yields highly degenerate NMR spectra, and (ii) a larger, bimolecular protein complex (p21-KID/Cdk2; 45 kDa) at low concentration in a high ionic strength solution. Through the analysis of NOEs involving amide and Ile, Leu, and Val methyl protons, we determined the global fold of CbpA-R1, a bacterial protein that mediates the pathogenic effects of Streptococcus pneumoniae, demonstrating that this approach can significantly reduce the time required to determine protein structures by NMR.
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Affiliation(s)
- John B Jordan
- Department of Structural Biology, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
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42
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Zhong W, Liu H, Kaller MR, Henley C, Magal E, Nguyen T, Osslund TD, Powers D, Rzasa RM, Wang HL, Wang W, Xiong X, Zhang J, Norman MH. Design and synthesis of quinolin-2(1H)-one derivatives as potent CDK5 inhibitors. Bioorg Med Chem Lett 2007; 17:5384-9. [PMID: 17709247 DOI: 10.1016/j.bmcl.2007.07.045] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2007] [Revised: 07/28/2007] [Accepted: 07/30/2007] [Indexed: 11/25/2022]
Abstract
Cyclin-dependent kinase 5 (CDK5) is a serine/threonine protein kinase and its deregulation is implicated in a number of neurodegenerative disorders such as Alzheimer's disease, amyotrophic lateral sclerosis, and ischemic stroke. Using active site homology modeling between CDK5 and CDK2, we explored several different chemical series of potent CDK5 inhibitors. In this report, we describe the design, synthesis, and CDK5 inhibitory activities of quinolin-2(1H)-one derivatives.
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Affiliation(s)
- Wenge Zhong
- Chemistry Research and Discovery, Amgen Inc., One Amgen Center Drive, Thousand Oaks, CA 91320, USA
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Varmeh-Ziaie S, Manfredi JJ. The dual specificity phosphatase Cdc25B, but not the closely related Cdc25C, is capable of inhibiting cellular proliferation in a manner dependent upon its catalytic activity. J Biol Chem 2007; 282:24633-41. [PMID: 17591782 DOI: 10.1074/jbc.m703105200] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Cdc25B and Cdc25C are closely related dual specificity phosphatases that activate cyclin-dependent kinases by removal of inhibitory phosphorylations, thereby triggering entry into mitosis. Cdc25B, but not Cdc25C, has been implicated as an oncogene and been shown to be overexpressed in a variety of human tumors. Surprisingly, ectopic expression of Cdc25B, but not Cdc25C, inhibits cell proliferation in long term assays. Chimeric proteins generated from the two phosphatases show that the anti-proliferative activity is associated with the C-terminal end of Cdc25B. Indeed, the catalytic domain of Cdc25B is sufficient to suppress cell viability in a manner partially dependent upon its C-terminal 26 amino acids that is shown to influence substrate binding. Mutation analysis demonstrates that both the phosphatase activity of Cdc25B as well as its ability to interact with its substrates contribute to the inhibition of cell proliferation. These results demonstrate key differences in the biological activities of Cdc25B and Cdc25C caused by differential substrate affinity and recognition. This also argues that the antiproliferative activity of Cdc25B needs to be overcome for it to act as an oncogene during tumorigenesis.
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Affiliation(s)
- Shohreh Varmeh-Ziaie
- Department of Oncological Sciences, Mount Sinai School of Medicine, New York, New York 10029, USA
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44
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Annis DA, Shipps GW, Deng Y, Popovici-Müller J, Siddiqui MA, Curran PJ, Gowen M, Windsor WT. Method for Quantitative Protein−Ligand Affinity Measurements in Compound Mixtures. Anal Chem 2007; 79:4538-42. [PMID: 17500537 DOI: 10.1021/ac0702701] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
This manuscript describes an affinity selection-mass spectrometry (AS-MS) method for quantitative protein-ligand binding affinity (Kd) measurements in large compound libraries. The ability of a titrant ligand to displace a target-bound library member-as measured by MS-reveals the affinity ranking of the mixture component relative to "internal affinity calibrants", compounds of known affinity for the target. This technique does not require that the precise concentration of each ligand is known; therefore, unpurified products of mixture-based combinatorial synthesis may be used for affinity optimization and developing structure-activity relationships. The method is demonstrated for a series of ligands to the important oncology target CDK2 that were discovered by AS-MS screening of combinatorial libraries against the basal form of the protein. AS-MS displacement curves for select hits were acquired over a range of compound concentrations, confirming that binding affinity measurement results are concentration-insensitive. These hits were evaluated in pools of purified compounds to verify the method's applicability to hit triage in large chemical libraries. The method was further tested using unpurified, mixture-based combinatorial libraries of >1000 compounds, yielding results that mirror those obtained from mixtures of purified compounds. The technique was then used to identify optimized CDK2 ligands from compound mixtures, quantitatively measure their affinities, and establish structure-activity relationships among these drug leads.
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Affiliation(s)
- D Allen Annis
- Schering-Plough Research Institute, 320 Bent Street, Cambridge, Massachusetts 02141, USA.
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45
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Abstract
Phosphorylation of a critical residue in the activation loop of many protein kinases is essential for enzymatic activity. The trimeric complex CDK7/cyclin H/Mat1 phosphorylates the cell cycle regulated cyclin-dependent kinase, CDK2 at Thr-160 in the activation segment in vitro. Whether CDK7/cyclin H is the in vivo CDK2 activating kinase (CAK), or the sole CAK for CDK2 remains elusive. Here we show that monomeric human CDK2 purified from bacteria is phosphorylated at Thr-160. CDK2 expressed and purified from bacteria exhibited kinase activity against histone H1, which was stimulated by cyclin E or A expressed and purified from bacteria. The kinase activity was dependent on both the catalytic activity of CDK2 and Thr-160 phosphorylation since it was abolished when CDK2 was mutated at Lys33 in the ATP binding site (K33R) or Thr160 (T160A) or when treated with lambda phosphatase. Mass spectrometry based phosphopeptide mapping confirmed the phosphorylation of bacterial CDK2 on Thr160. Consistent with a role of CDK2 in auto-activation, inhibition of CDK2 in human cells either by pharmacological inhibition of CDK2 or by the coexpression of the CDK2 inhibitors p21 or p27, inhibited CDK2 Thr-160 phosphorylation. Our results demonstrate that CDK2 is capable of autophosphorylation at Thr160.
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Affiliation(s)
- Tarek Abbas
- Department of Biochemistry and Molecular Genetics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
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Xu S, Abbasian M, Patel P, Jensen-Pergakes K, Lombardo CR, Cathers BE, Xie W, Mercurio F, Pagano M, Giegel D, Cox S. Substrate recognition and ubiquitination of SCFSkp2/Cks1 ubiquitin-protein isopeptide ligase. J Biol Chem 2007; 282:15462-70. [PMID: 17409098 DOI: 10.1074/jbc.m610758200] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
p27, an important cell cycle regulator, blocks the G(1)/S transition in cells by binding and inhibiting Cdk2/cyclin A and Cdk2/cyclin E complexes (Cdk2/E). Ubiquitination and subsequent degradation play a critical role in regulating the levels of p27 during cell cycle progression. Here we provide evidence suggesting that both Cdk2/E and phosphorylation of Thr(187) on p27 are essential for the recognition of p27 by the SCF(Skp2/Cks1) complex, the ubiquitin-protein isopeptide ligase (E3). Cdk2/E provides a high affinity binding site, whereas the phosphorylated Thr(187) provides a low affinity binding site for the Skp2/Cks1 complex. Furthermore, binding of phosphorylated p27/Cdk2/E to the E3 complex showed positive cooperativity. Consistently, p27 is also ubiquitinated in a similarly cooperative manner. In the absence of p27, Cdk2/E and Cks1 increase Skp2 phosphorylation. This phosphorylation enhances Skp2 auto-ubiquitination, whereas p27 inhibits both phosphorylation and auto-ubiquitination of Skp2.
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Affiliation(s)
- Shuichan Xu
- Department of Biochemistry and Biomarker Development, Signal Pharmaceuticals, LLC, San Diego, California 92121, USA.
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47
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Alzate-Morales JH, Tiznado W, Santos JC, Cárdenas C, Contreras R. Theoretical Study on CDK2 Inhibitors Using a Global Softness Obtained from the Density of States. J Phys Chem B 2007; 111:3293-7. [PMID: 17388447 DOI: 10.1021/jp064549h] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We report a theoretical study on a series of CDK2 inhibitors using a set of global reactivity indices defined in terms of the density of states. The statistical analysis was performed on the basis of two groups of 11 and 6 compounds, respectively, reported by Hardcastle et al. (J. Med. Chem. 2004, 47, 3710-3722). Both series were classified on the basis of the correlations obtained for the complete set of compounds and the sites targeted within the active site of CDK2. The comparison between the biological activity and the electronic chemical potential approached as the Fermi level yields poor results, thereby suggesting that the interaction between the hinge region (HR) of CDK2 and the ligands may have a marginal contribution from the charge transfer (CT) component. Comparison between the biological activity and global softness shows a better correlation, thereby suggesting that polarization effects outweigh the CT contribution in the HR-ligand interaction. We stress the importance to include in the evaluation of the reactivity indices all of the occupied energy states in order to assess the effects coming from the internal electronic structure involved in the HR-ligand interaction.
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Affiliation(s)
- Jans H Alzate-Morales
- Departamento de Química, Facultad de Ciencias, Universidad de Chile, Casilla 653, Santiago, Chile.
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48
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Abstract
A deriving pharmacophore model from the three-dimensional structure of a target protein provides helpful information for analyzing protein-ligand interactions and further improvement of ligand binding affinity. A standalone program, Pocket v.2, has been developed based on the original Pocket module in the de novo drug design program LigBuilder. Pocket v.2 is able to derive a pharmacophore model directly from a given protein-ligand complex structure without human intervention. Key features in the pharmacophore model are automatically reduced to a reasonable number. Pocket v.2 has been applied to several case studies, including cyclin dependent kinase 2, HIV-1 protease, estrogen receptor, and 17beta-hydroxysteroid dehydrogenase. It well reproduced previously published pharmacophore models in all of these cases. One notable feature of Pocket v.2 is that it can tolerate minor conformational changes on the protein side upon binding of different ligands to give a consistent pharmacophore model. For different proteins accommodating the same ligand, Pocket v.2 gives similar pharmacophore models, which opens the possibility to classify proteins with their binding features.
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Affiliation(s)
- Jing Chen
- Beijing National Laboratory for Molecular Sciences, State Key Laboratory for Structural Chemistry of Stable and Unstable Species, College of Chemistry, and Center for Theoretical Biology, Peking University, Beijing 100871, P.R. China
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49
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Abstract
In the field of in silico screening, many applications do not automatically consider possible tautomeric states of molecules. However, the detection of new compound candidates might rely on correct structural description, which is important for the perfect fit toward the biologically relevant interactions. In this paper, we present a new exhaustive tautomer enumeration approach implemented by means of the CACTVS software package. The approach contains a set of 21 predefined SMIRKS-based transforms and a powerful transformation engine that is capable of generating most tautomers described comprehensively in the literature or found in databases in the field of medicinal chemistry. User-defined tautomer rules applied to specific structural databases or scientific issues can be implemented easily and used instead of the predefined rules. In addition, we describe the impact of tautomer-enriched databases on pharmacophore screening approaches for human matrix metalloproteinase 8 as an example of a protein-based pharmacophore screening scenario and for human cyclin-dependent kinases as an example of a ligand-based pharmacophore screening approach. In both test cases, as a preprocessing step, we have used our new tautomer enumerator tool for the tautomer enrichment of the screening data sets and have used it as a postprocessing step to remove tautomeric duplicates from the results. We could demonstrate that the tautomer-enriched screening data sets show significant advantages compared to their non-enhanced counterparts. The discrimination between hits and nonhits was significantly better in the case of tautomer-enriched databases. Moreover, it has been proved that tautomer-enhanced databases will lead to a higher number of potential hits.
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Affiliation(s)
- Frank Oellien
- Intervet Innovation GmbH, BioChemInformatics, Zur Propstei, D-55270 Schwabenheim, Germany
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50
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Gu J, Bourne PE. Identifying allosteric fluctuation transitions between different protein conformational states as applied to Cyclin Dependent Kinase 2. BMC Bioinformatics 2007; 8:45. [PMID: 17286863 PMCID: PMC1800904 DOI: 10.1186/1471-2105-8-45] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2006] [Accepted: 02/07/2007] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The mechanisms underlying protein function and associated conformational change are dominated by a series of local entropy fluctuations affecting the global structure yet are mediated by only a few key residues. Transitional Dynamic Analysis (TDA) is a new method to detect these changes in local protein flexibility between different conformations arising from, for example, ligand binding. Additionally, Positional Impact Vertex for Entropy Transfer (PIVET) uses TDA to identify important residue contact changes that have a large impact on global fluctuation. We demonstrate the utility of these methods for Cyclin-dependent kinase 2 (CDK2), a system with crystal structures of this protein in multiple functionally relevant conformations and experimental data revealing the importance of local fluctuation changes for protein function. RESULTS TDA and PIVET successfully identified select residues that are responsible for conformation specific regional fluctuation in the activation cycle of Cyclin Dependent Kinase 2 (CDK2). The detected local changes in protein flexibility have been experimentally confirmed to be essential for the regulation and function of the kinase. The methodologies also highlighted possible errors in previous molecular dynamic simulations that need to be resolved in order to understand this key player in cell cycle regulation. Finally, the use of entropy compensation as a possible allosteric mechanism for protein function is reported for CDK2. CONCLUSION The methodologies embodied in TDA and PIVET provide a quick approach to identify local fluctuation change important for protein function and residue contacts that contributes to these changes. Further, these approaches can be used to check for possible errors in protein dynamic simulations and have the potential to facilitate a better understanding of the contribution of entropy to protein allostery and function.
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Affiliation(s)
- Jenny Gu
- Department of Pharmacology and Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, CA 92093, USA
- San Diego Supercomputer Center, University of California San Diego, La Jolla, CA 92093, USA
| | - Philip E Bourne
- Department of Pharmacology and Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, CA 92093, USA
- San Diego Supercomputer Center, University of California San Diego, La Jolla, CA 92093, USA
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