51
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Haider K, Cruz A, Ramsey S, Gilson MK, Kurtzman T. Solvation Structure and Thermodynamic Mapping (SSTMap): An Open-Source, Flexible Package for the Analysis of Water in Molecular Dynamics Trajectories. J Chem Theory Comput 2018; 14:418-425. [PMID: 29161510 PMCID: PMC5760325 DOI: 10.1021/acs.jctc.7b00592] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We have developed SSTMap, a software package for mapping structural and thermodynamic water properties in molecular dynamics trajectories. The package introduces automated analysis and mapping of local measures of frustration and enhancement of water structure. The thermodynamic calculations are based on Inhomogeneous Fluid Solvation Theory (IST), which is implemented using both site-based and grid-based approaches. The package also extends the applicability of solvation analysis calculations to multiple molecular dynamics (MD) simulation programs by using existing cross-platform tools for parsing MD parameter and trajectory files. SSTMap is implemented in Python and contains both command-line tools and a Python module to facilitate flexibility in setting up calculations and for automated generation of large data sets involving analysis of multiple solutes. Output is generated in formats compatible with popular Python data science packages. This tool will be used by the molecular modeling community for computational analysis of water in problems of biophysical interest such as ligand binding and protein function.
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Affiliation(s)
- Kamran Haider
- Department of Physics, City College of New York, The City University of New York, 160 Convent Ave, New York, NY 10031
| | - Anthony Cruz
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Chemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
| | - Steven Ramsey
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Biochemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
| | - Michael K Gilson
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, California, CA, 92093-0736
| | - Tom Kurtzman
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Chemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
- Ph.D. Program in Biochemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
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52
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Shadrick WR, Slavish PJ, Chai SC, Waddell B, Connelly M, Low JA, Tallant C, Young BM, Bharatham N, Knapp S, Boyd VA, Morfouace M, Roussel MF, Chen T, Lee RE, Kiplin Guy R, Shelat AA, Potter PM. Exploiting a water network to achieve enthalpy-driven, bromodomain-selective BET inhibitors. Bioorg Med Chem 2018; 26:25-36. [PMID: 29170024 PMCID: PMC5733700 DOI: 10.1016/j.bmc.2017.10.042] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2017] [Revised: 10/20/2017] [Accepted: 10/30/2017] [Indexed: 12/24/2022]
Abstract
Within the last decade, the Bromodomain and Extra-Terminal domain family (BET) of proteins have emerged as promising drug targets in diverse clinical indications including oncology, auto-immune disease, heart failure, and male contraception. The BET family consists of four isoforms (BRD2, BRD3, BRD4, and BRDT/BRDT6) which are distinguished by the presence of two tandem bromodomains (BD1 and BD2) that independently recognize acetylated-lysine (KAc) residues and appear to have distinct biological roles. BET BD1 and BD2 bromodomains differ at five positions near the substrate binding pocket: the variation in the ZA channel induces different water networks nearby. We designed a set of congeneric 2- and 3-heteroaryl substituted tetrahydroquinolines (THQ) to differentially engage bound waters in the ZA channel with the goal of achieving bromodomain selectivity. SJ830599 (9) showed modest, but consistent, selectivity for BRD2-BD2. Using isothermal titration calorimetry, we showed that the binding of all THQ analogs in our study to either of the two bromodomains was enthalpy driven. Remarkably, the binding of 9 to BRD2-BD2 was marked by negative entropy and was entirely driven by enthalpy, consistent with significant restriction of conformational flexibility and/or engagement with bound waters. Co-crystallography studies confirmed that 9 did indeed stabilize a water-mediated hydrogen bond network. Finally, we report that 9 retained cytotoxicity against several pediatric cancer cell lines with EC50 values comparable to BET inhibitor (BETi) clinical candidates.
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Affiliation(s)
- William R Shadrick
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Peter J Slavish
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Sergio C Chai
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Brett Waddell
- Molecular Interaction Analysis Shared Resource, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Michele Connelly
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Jonathan A Low
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Cynthia Tallant
- Target Discovery Institute, University of Oxford, NDM Research Building, Roosevelt Drive, Oxford OX3 7FZ, UK; Structural Genomics Consortium, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford OX3 7DQ, UK
| | - Brandon M Young
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Nagakumar Bharatham
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Stefan Knapp
- Target Discovery Institute, University of Oxford, NDM Research Building, Roosevelt Drive, Oxford OX3 7FZ, UK; Structural Genomics Consortium, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford OX3 7DQ, UK
| | - Vincent A Boyd
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Marie Morfouace
- Department of Tumor Cell Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Martine F Roussel
- Department of Tumor Cell Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Taosheng Chen
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Richard E Lee
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - R Kiplin Guy
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
| | - Anang A Shelat
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA.
| | - Philip M Potter
- Department of Chemical Biology & Therapeutics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105, USA
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53
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Baggio C, Udompholkul P, Barile E, Pellecchia M. Enthalpy-Based Screening of Focused Combinatorial Libraries for the Identification of Potent and Selective Ligands. ACS Chem Biol 2017; 12:2981-2989. [PMID: 29094589 DOI: 10.1021/acschembio.7b00717] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
In modern drug discovery, the ability of biophysical methods, including nuclear magnetic resonance spectroscopy or surface plasmon resonance, to detect and characterize ligand-protein interactions accurately and unambiguously makes these approaches preferred versus conventional biochemical high-throughput screening of large collections of compounds. Nonetheless, ligand screening strategies that address simultaneously potency and selectivity have not yet been fully developed. In this work, we propose a novel method for screening large collections of combinatorial libraries using enthalpy measurements as a primary screening technique. We demonstrate that selecting binders that are driven by enthalpy (ΔH) results in agents that are not only potent but also more selective for a given target. This general and novel approach, we termed ΔH screening of fPOS (enthalpy screening of focused positional scanning library), combines the principles of focused combinatorial chemistry with rapid calorimetry measurements to efficiently identify potent and selective inhibitors.
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Affiliation(s)
- Carlo Baggio
- Division of Biomedical Sciences,
School of Medicine, University of California, Riverside, 900 University Avenue, Riverside, California 92521, United States
| | - Parima Udompholkul
- Division of Biomedical Sciences,
School of Medicine, University of California, Riverside, 900 University Avenue, Riverside, California 92521, United States
| | - Elisa Barile
- Division of Biomedical Sciences,
School of Medicine, University of California, Riverside, 900 University Avenue, Riverside, California 92521, United States
| | - Maurizio Pellecchia
- Division of Biomedical Sciences,
School of Medicine, University of California, Riverside, 900 University Avenue, Riverside, California 92521, United States
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54
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Kazokaitė J, Aspatwar A, Parkkila S, Matulis D. An update on anticancer drug development and delivery targeting carbonic anhydrase IX. PeerJ 2017; 5:e4068. [PMID: 29181278 PMCID: PMC5702504 DOI: 10.7717/peerj.4068] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 10/30/2017] [Indexed: 12/15/2022] Open
Abstract
The expression of carbonic anhydrase (CA) IX is up-regulated in many types of solid tumors in humans under hypoxic and acidic microenvironment. Inhibition of CA IX enzymatic activity with selective inhibitors, antibodies or labeled probes has been shown to reverse the acidic environment of solid tumors and reduce the tumor growth establishing the significant role of CA IX in tumorigenesis. Thus, the development of potent antitumor drugs targeting CA IX with minimal toxic effects is important for the target-specific tumor therapy. Recently, several promising antitumor agents against CA IX have been developed to treat certain types of cancers in combination with radiation and chemotherapy. Here we review the inhibition of CA IX by small molecule compounds and monoclonal antibodies. The methods of enzymatic assays, biophysical methods, animal models including zebrafish and Xenopus oocytes, and techniques of diagnostic imaging to detect hypoxic tumors using CA IX-targeted conjugates are discussed with the aim to overview the recent progress related to novel therapeutic agents that target CA IX in hypoxic tumors.
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Affiliation(s)
- Justina Kazokaitė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Vilnius University, Vilnius, Lithuania
| | - Ashok Aspatwar
- Faculty of Medicine and Life sciences, University of Tampere, Tampere, Finland.,Fimlab Ltd, Tampere, Finland
| | - Seppo Parkkila
- Faculty of Medicine and Life sciences, University of Tampere, Tampere, Finland.,Fimlab Ltd, Tampere, Finland
| | - Daumantas Matulis
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Vilnius University, Vilnius, Lithuania
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55
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Witten MR, Wissler L, Snow M, Geschwindner S, Read JA, Brandon NJ, Nairn AC, Lombroso PJ, Käck H, Ellman JA. X-ray Characterization and Structure-Based Optimization of Striatal-Enriched Protein Tyrosine Phosphatase Inhibitors. J Med Chem 2017; 60:9299-9319. [PMID: 29116812 DOI: 10.1021/acs.jmedchem.7b01292] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Excessive activity of striatal-enriched protein tyrosine phosphatase (STEP) in the brain has been detected in numerous neuropsychiatric disorders including Alzheimer's disease. Notably, knockdown of STEP in an Alzheimer mouse model effected an increase in the phosphorylation levels of downstream STEP substrates and a significant reversal in the observed cognitive and memory deficits. These data point to the promising potential of STEP as a target for drug discovery in Alzheimer's treatment. We previously reported a substrate-based approach to the development of low molecular weight STEP inhibitors with Ki values as low as 7.8 μM. Herein, we disclose the first X-ray crystal structures of inhibitors bound to STEP and the surprising finding that they occupy noncoincident binding sites. Moreover, we utilize this structural information to optimize the inhibitor structure to achieve a Ki of 110 nM, with 15-60-fold selectivity across a series of phosphatases.
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Affiliation(s)
- Michael R Witten
- Department of Chemistry, Yale University , New Haven, Connecticut 06520, United States
| | - Lisa Wissler
- Discovery Sciences, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Gothenburg, Sweden
| | - Melanie Snow
- Discovery Sciences, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Macclesfield SK10 4TG, United Kingdom
| | - Stefan Geschwindner
- Discovery Sciences, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Gothenburg, Sweden
| | - Jon A Read
- Discovery Sciences, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Cambridge CB4 0WG, United Kingdom
| | - Nicholas J Brandon
- Neuroscience, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Cambridge, Massachusetts 02139, United States
| | - Angus C Nairn
- Department of Psychiatry, Yale University , New Haven, Connecticut 06520, United States
| | - Paul J Lombroso
- Department of Psychiatry, Yale University , New Haven, Connecticut 06520, United States.,Child Study Center, Yale University , New Haven, Connecticut 06520, United States
| | - Helena Käck
- Discovery Sciences, Innovative Medicines and Early Development Biotech Unit, AstraZeneca , Gothenburg, Sweden
| | - Jonathan A Ellman
- Department of Chemistry, Yale University , New Haven, Connecticut 06520, United States
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56
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Wang Y, Edalji RP, Panchal SC, Sun C, Djuric SW, Vasudevan A. Are We There Yet? Applying Thermodynamic and Kinetic Profiling on Embryonic Ectoderm Development (EED) Hit-to-Lead Program. J Med Chem 2017; 60:8321-8335. [DOI: 10.1021/acs.jmedchem.7b00576] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Ying Wang
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Rohinton P. Edalji
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Sanjay C. Panchal
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Chaohong Sun
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Stevan W. Djuric
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Anil Vasudevan
- AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
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57
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Cavalluzzi MM, Mangiatordi GF, Nicolotti O, Lentini G. Ligand efficiency metrics in drug discovery: the pros and cons from a practical perspective. Expert Opin Drug Discov 2017; 12:1087-1104. [PMID: 28814111 DOI: 10.1080/17460441.2017.1365056] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
INTRODUCTION Ligand efficiency metrics are almost universally accepted as a valuable indicator of compound quality and an aid to reduce attrition. Areas covered: In this review, the authors describe ligand efficiency metrics giving a balanced overview on their merits and points of weakness in order to enable the readers to gain an informed opinion. Relevant theoretical breakthroughs and drug-like properties are also illustrated. Several recent exemplary case studies are discussed in order to illustrate the main fields of application of ligand efficiency metrics. Expert opinion: As a medicinal chemist guide, ligand efficiency metrics perform in a context- and chemotype-dependent manner; thus, they should not be used as a magic box. Since the 'big bang' of efficiency metrics occurred more or less ten years ago and the average time to develop a new drug is over the same period, the next few years will give a clearer outlook on the increased rate of success, if any, gained by means of these new intriguing tools.
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Affiliation(s)
| | | | - Orazio Nicolotti
- a Department of Pharmacy - Drug Sciences , University of Bari Aldo Moro , Bari , Italy
| | - Giovanni Lentini
- a Department of Pharmacy - Drug Sciences , University of Bari Aldo Moro , Bari , Italy
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58
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Han SG, Ko S, Lee WK, Jung ST, Yu YG. Determination of the endothelin-1 recognition sites of endothelin receptor type A by the directed-degeneration method. Sci Rep 2017; 7:7577. [PMID: 28790412 PMCID: PMC5548930 DOI: 10.1038/s41598-017-08096-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Accepted: 07/04/2017] [Indexed: 12/20/2022] Open
Abstract
G-protein coupled receptors (GPCRs) play indispensable physiological roles in cell proliferation, differentiation, and migration; therefore, identifying the mechanisms by which ligands bind to GPCRs is crucial for developing GPCR-targeting pharmaceutics and for understanding critical biological functions. Although some structural information is available regarding the interactions between GPCRs and their small molecule ligands, knowledge of how GPCRs interact with their corresponding macromolecule ligands, such as peptides and proteins, remains elusive. In this study, we have developed a novel strategy to investigate the precise ligand recognition mechanisms involved in the interaction of endothelin receptor type A (ETA) with its ligand, endothelin-1 (ET-1); we call this method “directed degeneration” method. Through flow cytometric screening of a randomized ETA library, statistical analysis of the identified sequences, and biochemical studies, the ligand interaction map was successfully obtained.
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Affiliation(s)
- Seong-Gu Han
- Department of Chemistry, Kookmin University, 861-1 Jeongneung-dong, Seongbuk-gu, Seoul, 136-702, Republic of Korea
| | - Sanghwan Ko
- Department of Chemistry, Kookmin University, 861-1 Jeongneung-dong, Seongbuk-gu, Seoul, 136-702, Republic of Korea
| | - Won-Kyu Lee
- Department of Chemistry, Kookmin University, 861-1 Jeongneung-dong, Seongbuk-gu, Seoul, 136-702, Republic of Korea.,New Drug Development Center, Osong Medical Innovation Foundation, Osong Sengmyung-Ro 123, Osong-eup, Heungdeok-gu, Cheongju-si, Chungbuk, Republic of Korea
| | - Sang Taek Jung
- Department of Chemistry, Kookmin University, 861-1 Jeongneung-dong, Seongbuk-gu, Seoul, 136-702, Republic of Korea.
| | - Yeon Gyu Yu
- Department of Chemistry, Kookmin University, 861-1 Jeongneung-dong, Seongbuk-gu, Seoul, 136-702, Republic of Korea.
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59
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Cramer J, Krimmer SG, Heine A, Klebe G. Paying the Price of Desolvation in Solvent-Exposed Protein Pockets: Impact of Distal Solubilizing Groups on Affinity and Binding Thermodynamics in a Series of Thermolysin Inhibitors. J Med Chem 2017; 60:5791-5799. [DOI: 10.1021/acs.jmedchem.7b00490] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Jonathan Cramer
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Stefan G. Krimmer
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Andreas Heine
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Gerhard Klebe
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
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60
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Li D, Chen L, Wang R, Liu R, Ge G. Synergetic Determination of Thermodynamic and Kinetic Signatures Using Isothermal Titration Calorimetry: A Full-Curve-Fitting Approach. Anal Chem 2017; 89:7130-7138. [DOI: 10.1021/acs.analchem.7b01091] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Affiliation(s)
- Dexing Li
- CAS Key Laboratory
of Standardization
and Measurement for Nanotechnology, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing 100190, P. R. China
| | - Lan Chen
- CAS Key Laboratory
of Standardization
and Measurement for Nanotechnology, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing 100190, P. R. China
| | - Ruimin Wang
- CAS Key Laboratory
of Standardization
and Measurement for Nanotechnology, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing 100190, P. R. China
| | - Renxiao Liu
- CAS Key Laboratory
of Standardization
and Measurement for Nanotechnology, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing 100190, P. R. China
| | - Guanglu Ge
- CAS Key Laboratory
of Standardization
and Measurement for Nanotechnology, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing 100190, P. R. China
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61
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Chilton M, Clennell B, Edfeldt F, Geschwindner S. Hot-Spotting with Thermal Scanning: A Ligand- and Structure-Independent Assessment of Target Ligandability. J Med Chem 2017; 60:4923-4931. [PMID: 28537726 DOI: 10.1021/acs.jmedchem.7b00208] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Evaluating the ligandability of a protein target is a key component when defining hit-finding strategies or when prioritize among drug targets. Computational as well as biophysical approaches based on nuclear magnetic resonance (NMR) fragment screening are powerful approaches but suffer from specific constraints that limit their usage. Here, we demonstrate the applicability of high-throughput thermal scanning (HTTS) as a simple and generic biophysical fragment screening method to reproduce assessments from NMR-based screening. By applying this method to a large set of proteins we can furthermore show that the assessment is predictive of the success of high-throughput screening (HTS). The few divergences for targets of low ligandability originate from the sensitivity differences of the orthogonal biophysical methods. We thus applied a new strategy making use of modulations in the solvent structure to improve assay sensitivity. This novel approach enables improved ligandability assessments in accordance with NMR-based assessments and more importantly positions the methodology as a valuable option for biophysical fragment screening.
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Affiliation(s)
- Molly Chilton
- Innovative Medicines and Early Development Biotech Unit, Discovery Sciences, AstraZeneca R&D Gothenburg , 43183 Mölndal, Sweden
| | - Ben Clennell
- Innovative Medicines and Early Development Biotech Unit, Discovery Sciences, AstraZeneca R&D Gothenburg , 43183 Mölndal, Sweden
| | - Fredrik Edfeldt
- Innovative Medicines and Early Development Biotech Unit, Discovery Sciences, AstraZeneca R&D Gothenburg , 43183 Mölndal, Sweden
| | - Stefan Geschwindner
- Innovative Medicines and Early Development Biotech Unit, Discovery Sciences, AstraZeneca R&D Gothenburg , 43183 Mölndal, Sweden
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62
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Spyrakis F, Ahmed MH, Bayden AS, Cozzini P, Mozzarelli A, Kellogg GE. The Roles of Water in the Protein Matrix: A Largely Untapped Resource for Drug Discovery. J Med Chem 2017; 60:6781-6827. [PMID: 28475332 DOI: 10.1021/acs.jmedchem.7b00057] [Citation(s) in RCA: 98] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
The value of thoroughly understanding the thermodynamics specific to a drug discovery/design study is well known. Over the past decade, the crucial roles of water molecules in protein structure, function, and dynamics have also become increasingly appreciated. This Perspective explores water in the biological environment by adopting its point of view in such phenomena. The prevailing thermodynamic models of the past, where water was seen largely in terms of an entropic gain after its displacement by a ligand, are now known to be much too simplistic. We adopt a set of terminology that describes water molecules as being "hot" and "cold", which we have defined as being easy and difficult to displace, respectively. The basis of these designations, which involve both enthalpic and entropic water contributions, are explored in several classes of biomolecules and structural motifs. The hallmarks for characterizing water molecules are examined, and computational tools for evaluating water-centric thermodynamics are reviewed. This Perspective's summary features guidelines for exploiting water molecules in drug discovery.
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Affiliation(s)
- Francesca Spyrakis
- Dipartimento di Scienza e Tecnologia del Farmaco, Università degli Studi di Torino , Via Pietro Giuria 9, 10125 Torino, Italy
| | - Mostafa H Ahmed
- Department of Medicinal Chemistry & Institute for Structural Biology, Drug Discovery and Development, Virginia Commonwealth University , Richmond, Virginia 23298-0540, United States
| | - Alexander S Bayden
- CMD Bioscience , 5 Science Park, New Haven, Connecticut 06511, United States
| | - Pietro Cozzini
- Dipartimento di Scienze degli Alimenti e del Farmaco, Laboratorio di Modellistica Molecolare, Università degli Studi di Parma , Parco Area delle Scienze 59/A, 43121 Parma, Italy
| | - Andrea Mozzarelli
- Dipartimento di Scienze degli Alimenti e del Farmaco, Laboratorio di Biochimica, Università degli Studi di Parma , Parco Area delle Scienze 23/A, 43121 Parma, Italy.,Istituto di Biofisica, Consiglio Nazionale delle Ricerche , Via Moruzzi 1, 56124 Pisa, Italy
| | - Glen E Kellogg
- Department of Medicinal Chemistry & Institute for Structural Biology, Drug Discovery and Development, Virginia Commonwealth University , Richmond, Virginia 23298-0540, United States
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63
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Structure-based virtual screening and optimization of modulators targeting Hsp90-Cdc37 interaction. Eur J Med Chem 2017; 136:63-73. [PMID: 28482218 DOI: 10.1016/j.ejmech.2017.04.074] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Revised: 04/26/2017] [Accepted: 04/29/2017] [Indexed: 11/21/2022]
Abstract
Identification of novel Hsp90 inhibitors to disrupt Hsp90-Cdc37 protein-protein interaction (PPI) could be an alternative strategy to achieve Hsp90 inhibition. In this paper, a series of small molecules targeting Hsp90-Cdc37 complex are addressed and characterized. The molecules' key characters are determined by utilizing a structure-based virtual screening workflow, derivatives synthesis, and biological evaluation. Structural optimization and structure-activity relationship (SAR) analysis were then carried out on the virtual hit of VS-8 with potent activity, which resulted in the discovery of compound 10 as a more potent regulator of Hsp90-Cdc37 interaction with a promising inhibitory effect (IC50 = 27 μM), a moderate binding capacity (KD = 40 μM) and a preferable antiproliferative activity against several cancer lines including MCF-7, SKBR3 and A549 cell lines (IC50 = 26 μM, 15 μM and 38 μM respectively). All the data suggest that compound 10 exhibits moderate inhibitory effect on Hsp90-Cdc37 and could be regard as a first evidence of a non-natural compound targeting Hsp90-Cdc37 PPI.
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64
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Estimation of kinetic and thermodynamic ligand-binding parameters using computational strategies. Future Med Chem 2017; 9:507-523. [DOI: 10.4155/fmc-2016-0224] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Kinetic and thermodynamic ligand–protein binding parameters are gaining growing importance as key information to consider in drug discovery. The determination of the molecular structures, using particularly x-ray and NMR techniques, is crucial for understanding how a ligand recognizes its target in the final binding complex. However, for a better understanding of the recognition processes, experimental studies of ligand–protein interactions are needed. Even though several techniques can be used to investigate both thermodynamic and kinetic profiles for a ligand–protein complex, these procedures are very often laborious, time consuming and expensive. In the last 10 years, computational approaches have enormous potential in providing insights into each of the above effects and in parsing their contributions to the changes in both kinetic and thermodynamic binding parameters. The main purpose of this review is to summarize the state of the art of computational strategies for estimating the kinetic and thermodynamic parameters of a ligand–protein binding.
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Claveria-Gimeno R, Vega S, Abian O, Velazquez-Campoy A. A look at ligand binding thermodynamics in drug discovery. Expert Opin Drug Discov 2017; 12:363-377. [DOI: 10.1080/17460441.2017.1297418] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Rafael Claveria-Gimeno
- Institute of Biocomputation and Physics of Complex Systems (BIFI), IQFR-CSIC-BIFI and GBsC-CSIC-BIFI Joint Units, Universidad de Zaragoza, Zaragoza, Spain
- Instituto Aragonés de Ciencias de la Salud (IACS), Zaragoza, Spain
- Aragon Institute for Health Research (IIS Aragon), Zaragoza, Spain
| | - Sonia Vega
- Institute of Biocomputation and Physics of Complex Systems (BIFI), IQFR-CSIC-BIFI and GBsC-CSIC-BIFI Joint Units, Universidad de Zaragoza, Zaragoza, Spain
| | - Olga Abian
- Institute of Biocomputation and Physics of Complex Systems (BIFI), IQFR-CSIC-BIFI and GBsC-CSIC-BIFI Joint Units, Universidad de Zaragoza, Zaragoza, Spain
- Instituto Aragonés de Ciencias de la Salud (IACS), Zaragoza, Spain
- Aragon Institute for Health Research (IIS Aragon), Zaragoza, Spain
- Department of Biochemistry and Molecular and Cell Biology, Universidad de Zaragoza, Zaragoza, Spain
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | - Adrian Velazquez-Campoy
- Institute of Biocomputation and Physics of Complex Systems (BIFI), IQFR-CSIC-BIFI and GBsC-CSIC-BIFI Joint Units, Universidad de Zaragoza, Zaragoza, Spain
- Aragon Institute for Health Research (IIS Aragon), Zaragoza, Spain
- Department of Biochemistry and Molecular and Cell Biology, Universidad de Zaragoza, Zaragoza, Spain
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
- Fundación ARAID, Government of Aragon, Zaragoza, Spain
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66
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Kaminski T, Gunnarsson A, Geschwindner S. Harnessing the Versatility of Optical Biosensors for Target-Based Small-Molecule Drug Discovery. ACS Sens 2017; 2:10-15. [PMID: 28722441 DOI: 10.1021/acssensors.6b00735] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Optical biosensors entered target-based small-molecule drug discovery more than two decades ago and have since transformed into a value-adding component in the decision-making process. Here, we briefly highlight the major application areas of optical biosensors and focus on desirable profiles of such platforms in order to ensure their effective use in small molecule drug discovery. Furthermore, we will emphasize current technology-based constraints and discuss experimental strategies to address these limitations as well as provide a view of necessary technology improvements for next generation platforms.
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Affiliation(s)
- Tim Kaminski
- Discovery Sciences, Innovative
Medicines and Early Development Biotech Unit, AstraZeneca, Pepparedsleden 1, S-43183 Mölndal, Sweden
| | - Anders Gunnarsson
- Discovery Sciences, Innovative
Medicines and Early Development Biotech Unit, AstraZeneca, Pepparedsleden 1, S-43183 Mölndal, Sweden
| | - Stefan Geschwindner
- Discovery Sciences, Innovative
Medicines and Early Development Biotech Unit, AstraZeneca, Pepparedsleden 1, S-43183 Mölndal, Sweden
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67
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Zubrienė A, Smirnov A, Dudutienė V, Timm DD, Matulienė J, Michailovienė V, Zakšauskas A, Manakova E, Gražulis S, Matulis D. Intrinsic Thermodynamics and Structures of 2,4- and 3,4-Substituted Fluorinated Benzenesulfonamides Binding to Carbonic Anhydrases. ChemMedChem 2017; 12:161-176. [PMID: 28001003 DOI: 10.1002/cmdc.201600509] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Revised: 11/09/2016] [Indexed: 01/22/2023]
Abstract
The goal of rational drug design is to understand structure-thermodynamics correlations in order to predict the chemical structure of a drug that would exhibit excellent affinity and selectivity for a target protein. In this study we explored the contribution of added functionalities of benzenesulfonamide inhibitors to the intrinsic binding affinity, enthalpy, and entropy for recombinant human carbonic anhydrases (CA) CA I, CA II, CA VII, CA IX, CA XII, and CA XIII. The binding enthalpies of compounds possessing similar chemical structures and affinities were found to be very different, spanning a range from -90 to +10 kJ mol-1 , and are compensated by a similar opposing entropy contribution. The intrinsic parameters of binding were determined by subtracting the linked protonation reactions. The sulfonamide group pKa values of the compounds were measured spectrophotometrically, and the protonation enthalpies were measured by isothermal titration calorimetry (ITC). Herein we describe the development of meta- or ortho-substituted fluorinated benzenesulfonamides toward the highly potent compound 10 h, which exhibits an observed dissociation constant value of 43 pm and an intrinsic dissociation constant value of 1.1 pm toward CA IX, an anticancer target that is highly overexpressed in various tumors. Fluorescence thermal shift assays, ITC, and X-ray crystallography were all applied in this work.
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Affiliation(s)
- Asta Zubrienė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Alexey Smirnov
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Virginija Dudutienė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - David D Timm
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Jurgita Matulienė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Vilma Michailovienė
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Audrius Zakšauskas
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Elena Manakova
- Department of Protein-DNA Interactions, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Saulius Gražulis
- Department of Protein-DNA Interactions, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
| | - Daumantas Matulis
- Department of Biothermodynamics and Drug Design, Institute of Biotechnology, Life Sciences Center, Vilnius University, Saulėtekio 7, Vilnius, 10257, Lithuania
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68
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Yu S, Schuchardt M, Tölle M, van der Giet M, Zidek W, Dzubiella J, Ballauff M. Interaction of human serum albumin with uremic toxins: a thermodynamic study. RSC Adv 2017. [DOI: 10.1039/c7ra02838e] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Interaction of uremic toxins with HSA is studied by ITC and understood in terms of thermodynamic driving forces.
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Affiliation(s)
- Shun Yu
- Soft Matter and Functional Materials
- Helmholtz-Zentrum Berlin
- 14109 Berlin
- Germany
- Helmholtz Virtual Institute “Multifunctional Biomaterials for Medicine”
| | - Mirjam Schuchardt
- Medizinische Klinik für Nephrologie
- Universitätsmedizin Berlin
- Campus Benjamin Franklin
- 12203 Berlin
- Germany
| | - Markus Tölle
- Medizinische Klinik für Nephrologie
- Universitätsmedizin Berlin
- Campus Benjamin Franklin
- 12203 Berlin
- Germany
| | - Markus van der Giet
- Medizinische Klinik für Nephrologie
- Universitätsmedizin Berlin
- Campus Benjamin Franklin
- 12203 Berlin
- Germany
| | - Walter Zidek
- Medizinische Klinik für Nephrologie
- Universitätsmedizin Berlin
- Campus Benjamin Franklin
- 12203 Berlin
- Germany
| | - Joachim Dzubiella
- Soft Matter and Functional Materials
- Helmholtz-Zentrum Berlin
- 14109 Berlin
- Germany
- Helmholtz Virtual Institute “Multifunctional Biomaterials for Medicine”
| | - Matthias Ballauff
- Soft Matter and Functional Materials
- Helmholtz-Zentrum Berlin
- 14109 Berlin
- Germany
- Helmholtz Virtual Institute “Multifunctional Biomaterials for Medicine”
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69
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Williams G, Ferenczy GG, Ulander J, Keserű GM. Binding thermodynamics discriminates fragments from druglike compounds: a thermodynamic description of fragment-based drug discovery. Drug Discov Today 2016; 22:681-689. [PMID: 27916639 DOI: 10.1016/j.drudis.2016.11.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 10/12/2016] [Accepted: 11/24/2016] [Indexed: 01/18/2023]
Abstract
Small is beautiful - reducing the size and complexity of chemical starting points for drug design allows better sampling of chemical space, reveals the most energetically important interactions within protein-binding sites and can lead to improvements in the physicochemical properties of the final drug. The impact of fragment-based drug discovery (FBDD) on recent drug discovery projects and our improved knowledge of the structural and thermodynamic details of ligand binding has prompted us to explore the relationships between ligand-binding thermodynamics and FBDD. Information on binding thermodynamics can give insights into the contributions to protein-ligand interactions and could therefore be used to prioritise compounds with a high degree of specificity in forming key interactions.
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Affiliation(s)
- Glyn Williams
- Astex Pharmaceuticals, 436 Cambridge Science Park, Milton Road, Cambridge CB4 0QA, UK
| | - György G Ferenczy
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudósok krt. 2, H-1117 Budapest, Hungary
| | - Johan Ulander
- CVMD Innovative Medicines, AstraZeneca R&D Mölndal, S-43183 Mölndal, Sweden
| | - György M Keserű
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudósok krt. 2, H-1117 Budapest, Hungary.
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70
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Krimmer SG, Cramer J, Betz M, Fridh V, Karlsson R, Heine A, Klebe G. Rational Design of Thermodynamic and Kinetic Binding Profiles by Optimizing Surface Water Networks Coating Protein-Bound Ligands. J Med Chem 2016; 59:10530-10548. [DOI: 10.1021/acs.jmedchem.6b00998] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Stefan G. Krimmer
- Institute
of Pharmaceutical Chemistry, University of Marburg, Marbacher
Weg 6, 35032 Marburg, Germany
| | - Jonathan Cramer
- Institute
of Pharmaceutical Chemistry, University of Marburg, Marbacher
Weg 6, 35032 Marburg, Germany
| | - Michael Betz
- Institute
of Pharmaceutical Chemistry, University of Marburg, Marbacher
Weg 6, 35032 Marburg, Germany
| | - Veronica Fridh
- GE Healthcare Bio-Sciences AB, SE-751 84 Uppsala, Sweden
| | | | - Andreas Heine
- Institute
of Pharmaceutical Chemistry, University of Marburg, Marbacher
Weg 6, 35032 Marburg, Germany
| | - Gerhard Klebe
- Institute
of Pharmaceutical Chemistry, University of Marburg, Marbacher
Weg 6, 35032 Marburg, Germany
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71
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Thermodynamic properties of leukotriene A 4 hydrolase inhibitors. Bioorg Med Chem 2016; 24:5243-5248. [DOI: 10.1016/j.bmc.2016.08.047] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2016] [Revised: 08/20/2016] [Accepted: 08/25/2016] [Indexed: 02/03/2023]
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72
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Wang L, Li L, Fu WT, Jiang ZY, You QD, Xu XL. Optimization and bioevaluation of Cdc37-derived peptides: An insight into Hsp90-Cdc37 protein-protein interaction modulators. Bioorg Med Chem 2016; 25:233-240. [PMID: 27818030 DOI: 10.1016/j.bmc.2016.10.028] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 10/22/2016] [Accepted: 10/24/2016] [Indexed: 10/20/2022]
Abstract
Targeting Hsp90-Cdc37 protein-protein interaction (PPI) is becoming an alternative approach for future anti-cancer drug development. We previously reported the discovery of an eleven-residue peptide (Pep-1) with micromolar activity for the disruption of Hsp90-Cdc37 PPI. Efforts to improve upon the Pep-1 led to the discovery of more potent modulators for Hsp90-Cdc37 PPI. Through the analysis of peptides binding patterns, more peptides were designed for further verification which resulted in Pep-5, the shortest peptide targeting Hsp90-Cdc37, exerting the optimal structure and the most efficient binding mode. Subsequent MD simulation analysis also confirmed that Pep-5 could perform more stable binding ability and better ligand properties than Pep-1. Under the premise of retentive binding capacity, Pep-5 exhibited lower molecular weight and higher ligand efficiency with a Kd value of 5.99μM (Pep-1 Kd=6.90μM) in both direct binding determination and biological evaluation. The optimal and shortest Pep-5 might provide a breakthrough and a better model for the future design of small molecule inhibitors targeting Hsp90-Cdc37 PPI.
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Affiliation(s)
- Lei Wang
- State Key Laboratory of Natural Medicines and Jiang Su Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China; Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Li Li
- State Key Laboratory of Natural Medicines and Jiang Su Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China; Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Wei-Tao Fu
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou 325000, China
| | - Zheng-Yu Jiang
- State Key Laboratory of Natural Medicines and Jiang Su Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China; Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Qi-Dong You
- State Key Laboratory of Natural Medicines and Jiang Su Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China; Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China.
| | - Xiao-Li Xu
- State Key Laboratory of Natural Medicines and Jiang Su Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China; Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China.
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73
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Subramanian G, Ramsundar B, Pande V, Denny RA. Computational Modeling of β-Secretase 1 (BACE-1) Inhibitors Using Ligand Based Approaches. J Chem Inf Model 2016; 56:1936-1949. [DOI: 10.1021/acs.jcim.6b00290] [Citation(s) in RCA: 108] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Govindan Subramanian
- VMRD
Global Discovery, Zoetis, 333 Portage Street, Kalamazoo, Michigan 49007, United States
| | | | | | - Rajiah Aldrin Denny
- Worldwide
Medicinal Chemistry, Pfizer Inc., 610 Main Street, Cambridge, Massachusetts 02139, United States
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74
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Renaud JP, Chung CW, Danielson UH, Egner U, Hennig M, Hubbard RE, Nar H. Biophysics in drug discovery: impact, challenges and opportunities. Nat Rev Drug Discov 2016; 15:679-98. [PMID: 27516170 DOI: 10.1038/nrd.2016.123] [Citation(s) in RCA: 209] [Impact Index Per Article: 26.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Over the past 25 years, biophysical technologies such as X-ray crystallography, nuclear magnetic resonance spectroscopy, surface plasmon resonance spectroscopy and isothermal titration calorimetry have become key components of drug discovery platforms in many pharmaceutical companies and academic laboratories. There have been great improvements in the speed, sensitivity and range of possible measurements, providing high-resolution mechanistic, kinetic, thermodynamic and structural information on compound-target interactions. This Review provides a framework to understand this evolution by describing the key biophysical methods, the information they can provide and the ways in which they can be applied at different stages of the drug discovery process. We also discuss the challenges for current technologies and future opportunities to use biophysical methods to solve drug discovery problems.
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Affiliation(s)
- Jean-Paul Renaud
- NovAliX, Boulevard Sébastien Brant, 67405 Illkirch Cedex, France.,Institut de Génétique et Biologie Moléculaire et Cellulaire, CNRS UMR7104/INSERM U964/Université de Strasbourg, 1 rue Laurent Fries - BP10142, 67404 Illkirch Cedex, France.,RiboStruct, 15 rue Neuve, 67540 Ostwald, France
| | - Chun-Wa Chung
- GlaxoSmithKline R&D, Gunnels Wood Road, Stevenage, SG1 2NY, UK
| | - U Helena Danielson
- Department of Chemistry - BMC and Science for Life Laboratory, Drug Discovery &Development Platform, Uppsala University, SE-751 05 Uppsala, Sweden.,Beactica AB, Uppsala Business Park, 754 50 Uppsala, Sweden
| | - Ursula Egner
- Bayer Pharma AG, Müllerstrasse 178, 13353 Berlin, Germany
| | - Michael Hennig
- Hoffmann-La Roche Ltd, Grenzacherstrasse 124, 4070 Basel, Switzerland.,leadXpro AG, PARK INNOVAARE, CH-5234 Villigen, Switzerland
| | - Roderick E Hubbard
- University of York, Heslington, York, YO10 5DD, UK.,Vernalis (R&D), Granta Park, Cambridge, CB21 6GB, UK
| | - Herbert Nar
- Boehringer Ingelheim GmbH &Co. KG, Birkendorfer Strasse 65, 88400 Biberach, Germany
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75
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Janeček M, Rossmann M, Sharma P, Emery A, Huggins DJ, Stockwell SR, Stokes JE, Tan YS, Almeida EG, Hardwick B, Narvaez AJ, Hyvönen M, Spring DR, McKenzie GJ, Venkitaraman AR. Allosteric modulation of AURKA kinase activity by a small-molecule inhibitor of its protein-protein interaction with TPX2. Sci Rep 2016; 6:28528. [PMID: 27339427 PMCID: PMC4919790 DOI: 10.1038/srep28528] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2016] [Accepted: 06/03/2016] [Indexed: 02/02/2023] Open
Abstract
The essential mitotic kinase Aurora A (AURKA) is controlled during cell cycle progression via two distinct mechanisms. Following activation loop autophosphorylation early in mitosis when it localizes to centrosomes, AURKA is allosterically activated on the mitotic spindle via binding to the microtubule-associated protein, TPX2. Here, we report the discovery of AurkinA, a novel chemical inhibitor of the AURKA-TPX2 interaction, which acts via an unexpected structural mechanism to inhibit AURKA activity and mitotic localization. In crystal structures, AurkinA binds to a hydrophobic pocket (the 'Y pocket') that normally accommodates a conserved Tyr-Ser-Tyr motif from TPX2, blocking the AURKA-TPX2 interaction. AurkinA binding to the Y- pocket induces structural changes in AURKA that inhibit catalytic activity in vitro and in cells, without affecting ATP binding to the active site, defining a novel mechanism of allosteric inhibition. Consistent with this mechanism, cells exposed to AurkinA mislocalise AURKA from mitotic spindle microtubules. Thus, our findings provide fresh insight into the catalytic mechanism of AURKA, and identify a key structural feature as the target for a new class of dual-mode AURKA inhibitors, with implications for the chemical biology and selective therapeutic targeting of structurally related kinases.
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Affiliation(s)
- Matej Janeček
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom,Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Maxim Rossmann
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Old Addenbrooke’s Site, Cambridge CB2 1GA
| | - Pooja Sharma
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Amy Emery
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - David J. Huggins
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Simon R. Stockwell
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Jamie E. Stokes
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Yaw S. Tan
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | | | - Bryn Hardwick
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Ana J. Narvaez
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Marko Hyvönen
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Old Addenbrooke’s Site, Cambridge CB2 1GA
| | - David R. Spring
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Grahame J. McKenzie
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom
| | - Ashok R. Venkitaraman
- MRC Cancer Unit, University of Cambridge, Hills Road, Cambridge CB2 0XZ, United Kingdom, or
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76
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Liu JK, Gu W, Cheng XR, Cheng JP, Nie AH, Zhou WX. Design and synthesis of 3′-(prop-2-yn-1-yloxy)-biphenyl substituted cyclic acylguanidine compounds as BACE1 inhibitors. CHINESE CHEM LETT 2016. [DOI: 10.1016/j.cclet.2016.02.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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77
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Ahmad M, Helms V, Kalinina OV, Lengauer T. The Role of Conformational Changes in Molecular Recognition. J Phys Chem B 2016; 120:2138-44. [PMID: 26901699 DOI: 10.1021/acs.jpcb.5b11593] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Conformational changes of molecules are crucial elements in many biochemical processes, and also in molecular recognition. Here, we present a novel exact mathematical equation for the binding free energy of a receptor-ligand pair. It shows that the energetic contribution due to conformational changes upon molecular recognition is defined by the so-called Kullback-Leibler (KL) divergence between the probability distributions of the conformational ensemble of the biomolecule in the bound and free states. We show that conformational changes always contribute positively to the change in free energy and therefore disfavor the association process. Using the example of ligands binding to a flexible cavity of T4 lysozyme, we illustrate that, due to enthalpy-entropy compensation, the conformational entropy is a misleading quantity for assessing the conformational contribution to the binding free energy, in contrast to the KL divergence, which is the correct quantity to use in this context.
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Affiliation(s)
- Mazen Ahmad
- Department for Computational Biology and Applied Algorithmics, Max Planck Institute for Informatics , Campus E1 4, 66123 Saarbrücken, Germany
| | - Volkhard Helms
- Center for Bioinformatics, Saarland University , Campus E2 1, 66123 Saarbrücken, Germany
| | - Olga V Kalinina
- Department for Computational Biology and Applied Algorithmics, Max Planck Institute for Informatics , Campus E1 4, 66123 Saarbrücken, Germany
| | - Thomas Lengauer
- Department for Computational Biology and Applied Algorithmics, Max Planck Institute for Informatics , Campus E1 4, 66123 Saarbrücken, Germany
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78
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Integrating biophysics with HTS-driven drug discovery projects. Drug Discov Today 2016; 21:491-8. [PMID: 26826422 DOI: 10.1016/j.drudis.2016.01.011] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Revised: 01/04/2016] [Accepted: 01/20/2016] [Indexed: 12/13/2022]
Abstract
Over the past decade biophysics has become an established discipline in HTS hit triaging, owing to its high fidelity in detecting protein-ligand interactions. Many pharma companies are using biophysical techniques to filter HTS output for false positives, as will be discussed in this review. Moreover, I will demonstrate how the earlier application of biophysics, already at the HTS assay development stage, is potentially even more impactful. Two key areas here are early mode-of-action studies and ensuring that the HTS assay and subsequent cascade are fit for purpose. Top-level results from 20 in-house projects are shown to underpin the impact of these studies.
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79
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Wang L, Bao QC, Xu XL, Jiang F, Gu K, Jiang ZY, Zhang XJ, Guo XK, You QD, Sun HP. Discovery and identification of Cdc37-derived peptides targeting the Hsp90–Cdc37 protein–protein interaction. RSC Adv 2015. [DOI: 10.1039/c5ra20408a] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
In order to explore the key residues of the Hsp90–Cdc37 binding interface for further design of peptide inhibitors, a combined strategy of molecular dynamics simulation and MM-PBSA analysis was performed.
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