101
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Sova M, Kovac A, Turk S, Hrast M, Blanot D, Gobec S. Phosphorylated hydroxyethylamines as novel inhibitors of the bacterial cell wall biosynthesis enzymes MurC to MurF. Bioorg Chem 2009; 37:217-22. [PMID: 19804894 DOI: 10.1016/j.bioorg.2009.09.001] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2009] [Revised: 09/03/2009] [Accepted: 09/04/2009] [Indexed: 10/20/2022]
Abstract
Enzymes involved in the biosynthesis of bacterial peptidoglycan represent important targets for development of new antibacterial drugs. Among them, Mur ligases (MurC to MurF) catalyze the formation of the final cytoplasmic precursor UDP-N-acetylmuramyl-pentapeptide from UDP-N-acetylmuramic acid. We present the design, synthesis and biological evaluation of a series of phosphorylated hydroxyethylamines as new type of small-molecule inhibitors of Mur ligases. We show that the phosphate group attached to the hydroxyl moiety of the hydroxyethylamine core is essential for good inhibitory activity. The IC(50) values of these inhibitors were in the micromolar range, which makes them a promising starting point for the development of multiple inhibitors of Mur ligases as potential antibacterial agents. In addition, 1-(4-methoxyphenylsulfonamido)-3-morpholinopropan-2-yl dihydrogen phosphate 7a was discovered as one of the best inhibitors of MurE described so far.
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Affiliation(s)
- Matej Sova
- Faculty of Pharmacy, University of Ljubljana, 1000 Ljubljana, Slovenia
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102
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Coan KED, Maltby DA, Burlingame AL, Shoichet BK. Promiscuous aggregate-based inhibitors promote enzyme unfolding. J Med Chem 2009; 52:2067-75. [PMID: 19281222 PMCID: PMC2664636 DOI: 10.1021/jm801605r] [Citation(s) in RCA: 157] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2008] [Indexed: 11/28/2022]
Abstract
One of the leading sources of false positives in early drug discovery is the formation of organic small molecule aggregates, which inhibit enzymes nonspecifically at micromolar concentrations in aqueous solution. The molecular basis for this widespread problem remains hazy. To investigate the mechanism of inhibition at a molecular level, we determined changes in solvent accessibility that occur when an enzyme binds to an aggregate using hydrogen-deuterium exchange mass spectrometry. For AmpC beta-lactamase, binding to aggregates of the small molecule rottlerin increased the deuterium exchange of all 10 reproducibly detectable peptides, which covered 41% of the sequence of beta-lactamase. This suggested a global increase in proton accessibility upon aggregate binding, consistent with denaturation. We then investigated whether enzyme-aggregate complexes were more susceptible to proteolysis than uninhibited enzyme. For five aggregators, trypsin degradation of beta-lactamase increased substantially when beta-lactamase was inhibited by aggregates, whereas uninhibited enzyme was generally stable to digestion. Combined, these results suggest that the mechanism of action of aggregate-based inhibitors proceeds via partial protein unfolding when bound to an aggregate particle.
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Affiliation(s)
| | | | - Alma L. Burlingame
- To whom correspondence should be addressed. For A.L.B.: phone, 415-476-4893; fax, 415-502-1655; e-mail, . For B.K.S.: phone, 415-514-4126; fax, 415-514-4260; e-mail,
| | - Brian K. Shoichet
- To whom correspondence should be addressed. For A.L.B.: phone, 415-476-4893; fax, 415-502-1655; e-mail, . For B.K.S.: phone, 415-514-4126; fax, 415-514-4260; e-mail,
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103
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Perdih A, Kovac A, Wolber G, Blanot D, Gobec S, Solmajer T. Discovery of novel benzene 1,3-dicarboxylic acid inhibitors of bacterial MurD and MurE ligases by structure-based virtual screening approach. Bioorg Med Chem Lett 2009; 19:2668-73. [PMID: 19369074 DOI: 10.1016/j.bmcl.2009.03.141] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2009] [Revised: 03/25/2009] [Accepted: 03/27/2009] [Indexed: 01/17/2023]
Abstract
The peptidoglycan biosynthetic pathway provides an array of potential targets for antibacterial drug design, attractive especially with respect to selective toxicity. Within this pathway, the members of the Mur ligase family are considered as promising emerging targets for novel antibacterial drug design. Based on the available MurD crystal structures co-crystallised with N-sulfonyl glutamic acid inhibitors, a virtual screening campaign was performed, combining three-dimensional structure-based pharmacophores and molecular docking calculations. A novel class of glutamic acid surrogates-benzene 1,3-dicarboxylic acid derivatives-were identified and compounds 14 and 16 found to possess dual MurD and MurE inhibitory activity.
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Affiliation(s)
- Andrej Perdih
- National Institute of Chemistry, Hajdrihova, Ljubljana, Slovenia
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104
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Qian K, Wang L, Cywin CL, Farmer BT, Hickey E, Homon C, Jakes S, Kashem MA, Lee G, Leonard S, Li J, Magboo R, Mao W, Pack E, Peng C, Prokopowicz A, Welzel M, Wolak J, Morwick T. Hit to Lead Account of the Discovery of a New Class of Inhibitors of Pim Kinases and Crystallographic Studies Revealing an Unusual Kinase Binding Mode. J Med Chem 2009; 52:1814-27. [DOI: 10.1021/jm801242y] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- Kevin Qian
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Lian Wang
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Charles L. Cywin
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Bennett T. Farmer
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Eugene Hickey
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Carol Homon
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Scott Jakes
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Mohammed A. Kashem
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - George Lee
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Scott Leonard
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Jun Li
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Ronald Magboo
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Wang Mao
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Edward Pack
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Charlene Peng
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Anthony Prokopowicz
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Morgan Welzel
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - John Wolak
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
| | - Tina Morwick
- Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Road, Ridgefield, Connecticut 06801-0368
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105
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Jecklin MC, Touboul D, Jain R, Toole EN, Tallarico J, Drueckes P, Ramage P, Zenobi R. Affinity Classification of Kinase Inhibitors by Mass Spectrometric Methods and Validation Using Standard IC50 Measurements. Anal Chem 2008; 81:408-19. [DOI: 10.1021/ac801782c] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Matthias Conradin Jecklin
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - David Touboul
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Rishi Jain
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Estee Naggar Toole
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - John Tallarico
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Peter Drueckes
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Paul Ramage
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Renato Zenobi
- Department of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland, Novartis Institutes for Biomedical Research, 250 Mass Avenue, Cambridge, Massachusettts 02139, and Novartis Institutes for Biomedical Research, Basel, Switzerland
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106
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Tomasić T, Zidar N, Rupnik V, Kovac A, Blanot D, Gobec S, Kikelj D, Masic LP. Synthesis and biological evaluation of new glutamic acid-based inhibitors of MurD ligase. Bioorg Med Chem Lett 2008; 19:153-7. [PMID: 19014883 DOI: 10.1016/j.bmcl.2008.10.129] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2008] [Revised: 10/28/2008] [Accepted: 10/29/2008] [Indexed: 12/18/2022]
Abstract
Mur ligases catalyze the biosynthesis of the UDP-MurNAc-pentapeptide precursor of peptidoglycan, an essential polymer of bacterial cell-wall. They constitute attractive targets for the development of novel antibacterial agents. Here we report on the synthesis of a series of 2,4-diaminoquinazolines, quinazoline-2,4(1H,3H)-diones, 5-benzylidenerhodanines and 5-benzylidenethiazolidine-2,4-diones and their inhibitory activities against MurD from Escherichia coli. Compounds (R)-27 and (S)-27 showed inhibitory activity against MurD with IC(50) values of 174 and 206 microM, respectively, which makes them promising starting points for optimization.
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Affiliation(s)
- Tihomir Tomasić
- University of Ljubljana, Faculty of Pharmacy, Ljubljana, Slovenia
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107
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Hall KJ, Harper MT, Gilio K, Cosemans JM, Heemskerk JWM, Poole AW. Genetic analysis of the role of protein kinase Ctheta in platelet function and thrombus formation. PLoS One 2008; 3:e3277. [PMID: 18815612 PMCID: PMC2533697 DOI: 10.1371/journal.pone.0003277] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2008] [Accepted: 09/05/2008] [Indexed: 12/12/2022] Open
Abstract
Background PKCθ is a novel protein kinase C isozyme, predominately expressed in T cells and platelets. PKCθ−/− T cells exhibit reduced activation and PKCθ−/− mice are resistant to autoimmune disease, making PKCθ an attractive therapeutic target for immune modulation. Collagen is a major agonist for platelets, operating through an immunoreceptor-like signalling pathway from its receptor GPVI. Although it has recently been shown that PKCθ positively regulates outside-in signalling through integrin αIIbβ3 in platelets, the role of PKCθ in GPVI-dependent signalling and functional activation of platelets has not been assessed. Methodology/Principal Findings In the present study we assessed static adhesion, cell spreading, granule secretion, integrin αIIbβ3 activation and platelet aggregation in washed mouse platelets lacking PKCθ. Thrombus formation on a collagen-coated surface was assessed in vitro under flow. PKCθ−/− platelets exhibited reduced static adhesion and filopodia generation on fibrinogen, suggesting that PKCθ positively regulates outside-in signalling, in agreement with a previous report. In contrast, PKCθ−/− platelets also exhibited markedly enhanced GPVI-dependent α-granule secretion, although dense granule secretion was unaffected, suggesting that PKCθ differentially regulates these two granules. Inside-out regulation of αIIbβ3 activation was also enhanced downstream of GPVI stimulation. Although this did not result in increased aggregation, importantly thrombus formation on collagen under high shear (1000 s−1) was enhanced. Conclusions/Significance These data suggest that PKCθ is an important negative regulator of thrombus formation on collagen, potentially mediated by α-granule secretion and αIIbβ3 activation. PKCθ therefore may act to restrict thrombus growth, a finding that has important implications for the development and safe clinical use of PKCθ inhibitors.
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Affiliation(s)
- Kellie J. Hall
- Department of Physiology and Pharmacology, University of Bristol, Bristol, United Kingdom
| | - Matthew T. Harper
- Department of Physiology and Pharmacology, University of Bristol, Bristol, United Kingdom
| | - Karen Gilio
- Department of Biochemistry, University of Maastricht, Maastricht, The Netherlands
| | - Judith M. Cosemans
- Department of Biochemistry, University of Maastricht, Maastricht, The Netherlands
| | | | - Alastair W. Poole
- Department of Physiology and Pharmacology, University of Bristol, Bristol, United Kingdom
- * E-mail:
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108
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Šink R, Kovač A, Tomašić T, Rupnik V, Boniface A, Bostock J, Chopra I, Blanot D, Mašič LP, Gobec S, Zega A. Synthesis and Biological Evaluation ofN-Acylhydrazones as Inhibitors of MurC and MurD Ligases. ChemMedChem 2008; 3:1362-70. [DOI: 10.1002/cmdc.200800087] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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109
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110
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Baicalin, a prodrug able to reach the CNS, is a prolyl oligopeptidase inhibitor. Bioorg Med Chem 2008; 16:7516-24. [DOI: 10.1016/j.bmc.2008.04.067] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2007] [Revised: 04/22/2008] [Accepted: 04/25/2008] [Indexed: 11/22/2022]
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111
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Coan KED, Shoichet BK. Stoichiometry and physical chemistry of promiscuous aggregate-based inhibitors. J Am Chem Soc 2008; 130:9606-12. [PMID: 18588298 PMCID: PMC2627561 DOI: 10.1021/ja802977h] [Citation(s) in RCA: 179] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Many false positives in early drug discovery owe to nonspecific inhibition by colloid-like aggregates of organic molecules. Despite their prevalence, little is known about aggregate concentration, structure, or dynamic equilibrium; the binding mechanism, stoichiometry with, and affinity for enzymes remain uncertain. To investigate the elementary question of concentration, we counted aggregate particles using flow cytometry. For seven aggregate-forming molecules, aggregates were not observed until the concentration of monomer crossed a threshold, indicating a "critical aggregation concentration" (CAC). Above the CAC, aggregate count increased linearly with added organic material, while the particles dispersed when diluted below the CAC. The concentration of monomeric organic molecule is constant above the CAC, as is the size of the aggregate particles. For two compounds that form large aggregates, nicardipine and miconazole, we measured particle numbers directly by flow cytometry, determining that the aggregate concentration just above the CAC ranged from 5 to 30 fM. By correlating inhibition of an enzyme with aggregate count for these two drugs, we determined that the stoichiometry of binding is about 10,000 enzyme molecules per aggregate particle. Using measured volumes for nicardipine and miconazole aggregate particles (2.1 x 10(11) and 4.7 x 10(10) A(3), respectively), computed monomer volumes, and the observation that past the CAC all additional monomer forms aggregate particles, we find that aggregates are densely packed particles. Finally, given their size and enzyme stoichiometry, all sequestered enzyme can be comfortably accommodated on the surface of the aggregate.
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Affiliation(s)
- Kristin E D Coan
- Department of Pharmaceutical Chemistry & Graduate Group in Chemistry and Chemical Biology, 1700 Fourth Street, University of California at San Francisco, San Francisco, California 94158-2550, USA
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112
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Yoon JJ, Chawla D, Paal T, Ndungu M, Du Y, Kurtkaya S, Sun A, Snyder JP, Plemper RK. High-throughput screening-based identification of paramyxovirus inhibitors. ACTA ACUST UNITED AC 2008; 13:591-608. [PMID: 18626114 DOI: 10.1177/1087057108321089] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Several members of the paramyxovirus family constitute major human pathogens that, collectively, are responsible for major morbidity and mortality worldwide. In an effort to develop novel therapeutics against measles virus (MV), a prominent member of the paramyxovirus family, the authors report a high-throughput screening protocol that uses a nonrecombinant primary MV strain as targets. Implementation of the assay has yielded 60 hit candidates from a 137,500-entry library. Counterscreening and generation of dose-response curves narrows this pool to 35 compounds with active concentrations < or =15.3 microM against the MV-Alaska strain and specificity indices ranging from 36 to >500. Library mining for structural analogs of several confirmed hits combined with retesting of identified candidates reveals a high accuracy of primary hit identification. Eleven of the confirmed hits interfere with viral entry, whereas the remaining 24 compounds target postentry steps of the viral life cycle. Activity testing against selected members of the paramyxovirus family reveals 3 patterns of activity: 1) exclusively MV-specific blockers, 2) inhibitors of MV and related viruses of the same genus, and 3) broader range inhibitors with activity against a different Paramyxovirinae genus. Representatives of the last class may open avenues for the development of broad-range paramyxovirus inhibitors through hit-to-lead chemistry.
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Affiliation(s)
- Jeong-Joong Yoon
- Division of Pediatric Infectious Diseases, Department of Pediatrics, Emory Children's Center, Emory University School of Medicine, Atlanta, Georgia 30322, USA
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113
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Rishton GM. Molecular diversity in the context of leadlikeness: compound properties that enable effective biochemical screening. Curr Opin Chem Biol 2008; 12:340-51. [PMID: 18328272 DOI: 10.1016/j.cbpa.2008.02.008] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2008] [Accepted: 02/07/2008] [Indexed: 12/12/2022]
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114
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Zhuang Y, Yan J, Zhu W, Chen L, Liang D, Xu X. Can the aggregation be a new approach for understanding the mechanism of Traditional Chinese Medicine? JOURNAL OF ETHNOPHARMACOLOGY 2008; 117:378-84. [PMID: 18400430 DOI: 10.1016/j.jep.2008.02.017] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2007] [Revised: 11/14/2007] [Accepted: 02/02/2008] [Indexed: 05/24/2023]
Abstract
"Frequent hitter" phenomenon emerged in the high-throughput screening; one of the most common mechanisms behind artifactual inhibition is that some organic molecules formed large colloid-like aggregates which are able to sequester and thereby inhibit enzymes. To investigate the situation in Traditional Chinese Medicine (TCM), 60 medicinal herbs and 24 Chinese herbal formulae were detected by dynamic light scattering (DLS), and aggregates were observed in all the 84 solution mixtures. The aggregates of two Chinese herbal formulae, 'Xue-Fu-Zhu-Yu Tang' (XF) and 'Jing-Guan Tang' (JG), were not only able to survive in the gastro-intestinal environment, but also had the ability to pass through the monolayer of the Caco-2 cell. The activities of XF and JG against three cardiovascular targets were also aggregates-related. Based on these findings, a new possible mechanism of the action of Chinese medicine was proposed.
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Affiliation(s)
- Yan Zhuang
- College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
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115
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Chekmarev DS, Kholodovych V, Balakin KV, Ivanenkov Y, Ekins S, Welsh WJ. Shape signatures: new descriptors for predicting cardiotoxicity in silico. Chem Res Toxicol 2008; 21:1304-14. [PMID: 18461975 DOI: 10.1021/tx800063r] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Shape Signatures is a new computational tool that is being evaluated for applications in computational toxicology and drug discovery. The method employs a customized ray-tracing algorithm to explore the volume enclosed by the surface of a molecule and then uses the output to construct compact histograms (i.e., signatures) that encode for molecular shape and polarity. In the present study, we extend the application of the Shape Signatures methodology to the domain of computational models for cardiotoxicity. The Shape Signatures method is used to generate molecular descriptors that are then utilized with widely used classification techniques such as k nearest neighbors ( k-NN), support vector machines (SVM), and Kohonen self-organizing maps (SOM). The performances of these approaches were assessed by applying them to a data set of compounds with varying affinity toward the 5-HT(2B) receptor as well as a set of human ether-a-go-go-related gene (hERG) potassium channel inhibitors. Our classification models for 5-HT(2B) represented the first attempt at global computational models for this receptor and exhibited average accuracies in the range of 73-83%. This level of performance is comparable to using commercially available molecular descriptors. The overall accuracy of the hERG Shape Signatures-SVM models was 69-73%, in line with other computational models published to date. Our data indicate that Shape Signatures descriptors can be used with SVM and Kohonen SOM and perform better in classification problems related to the analysis of highly clustered and heterogeneous property spaces. Such models may have utility for predicting the potential for cardiotoxicity in drug discovery mediated by the 5-HT(2B) receptor and hERG.
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Affiliation(s)
- Dmitriy S Chekmarev
- Department of Pharmacology, University of Medicine and Dentistry of New Jersey-Robert Wood Johnson Medical School and Environmental Bioinformatics and Computational Toxicology Center, 675 Hoes Lane, Piscataway, New Jersey 08854, USA
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116
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Lifeng Cai, Gochin M. Colloidal aggregate detection by rapid fluorescence measurement of liquid surface curvature changes in multiwell plates. ACTA ACUST UNITED AC 2008; 12:966-71. [PMID: 17942789 DOI: 10.1177/1087057107306503] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
A simple fluorescence method is reported for the detection of colloidal aggregate formation in solution, with specific applications to determine the critical micelle concentration (CMC) of surfactants and detect small-molecule promiscuous inhibitors. The method exploits the meniscus curvature changes in high-density multiwell plates associated with colloidal changes in solution. The shape of the meniscus has a significant effect on fluorescence intensity when detected using a top-read fluorescence plate reader because of the effect of total internal reflection on fluorescence emission through a curved liquid surface. A dynamic range of 60% is calculated and observed and is measured with a relative sensitivity of 2%. Facile determination of the CMC of a variety of surfactants is demonstrated, as well as a screening assay for aggregate forming properties of small drug-like compounds, a common cause of promiscuous inhibition in high-throughput screening (HTS) enzyme inhibitor assays. Our preliminary results show a potential HTS assay with Z' factor of 0.76, with good separation between aggregating and nonaggregating small molecules. The method combines the high sensitivity and universality of classic surface tension methods with simplicity and high-throughput determination, enabling facile detection of molecular interactions involving a change in liquid or solid surface character.
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Affiliation(s)
- Lifeng Cai
- Department of Basic Sciences, Touro University-California, Vallejo, CA, USA
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117
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Taldone T, Zito SW, Talele TT. Inhibition of dipeptidyl peptidase-IV (DPP-IV) by atorvastatin. Bioorg Med Chem Lett 2008; 18:479-84. [DOI: 10.1016/j.bmcl.2007.11.107] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2007] [Revised: 11/26/2007] [Accepted: 11/27/2007] [Indexed: 11/28/2022]
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118
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Loudet A, Han J, Barhoumi R, Pellois JP, Burghardt RC, Burgess K. Non-covalent delivery of proteins into mammalian cells. Org Biomol Chem 2008; 6:4516-22. [DOI: 10.1039/b809006h] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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119
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120
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Abstract
At micromolar concentrations, many small molecules self-associate into colloidal aggregates that non-specifically inhibit enzymes and other proteins. Here we describe a protocol for identifying aggregate-based inhibitors and distinguishing them from small molecules that inhibit via specific mechanisms. As a convenient proxy for promiscuous, aggregate-based inhibition, we monitor inhibition of beta-lactamase in the absence and presence of detergent. Inhibition that is attenuated in the presence of detergent is characteristic of an aggregate-based mechanism. In the 96-well-format assay described here, about 200 molecules can be tested, in duplicate, per hour for detergent-dependent sensitivity. Furthermore, we also describe simple experiments that can offer additional confirmation of aggregate-based inhibition.
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Affiliation(s)
- Brian Y Feng
- Department of Pharmaceutical Chemistry, and Graduate Group in Chemistry and Chemical Biology, University of California-San Francisco, 1700 4th Street, California 94158-2330, USA
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121
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Wan J, Wu B, Pan Y. Novel one-step synthesis of 2-carbonyl/thiocarbonyl isoindolinones and mechanistic disclosure on the rearrangement reaction of o-phthalaldehyde with amide/thioamide analogs. Tetrahedron 2007. [DOI: 10.1016/j.tet.2007.07.009] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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122
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Ehre C, Zhu Y, Abdullah LH, Olsen J, Nakayama KI, Nakayama K, Messing RO, Davis CW. nPKCepsilon, a P2Y2-R downstream effector in regulated mucin secretion from airway goblet cells. Am J Physiol Cell Physiol 2007; 293:C1445-54. [PMID: 17728398 DOI: 10.1152/ajpcell.00051.2007] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Airway goblet cell mucin secretion is controlled by agonist activation of P2Y(2) purinoceptors, acting through Gq/PLC, inositol-1,4,5-trisphosphate (IP(3)), diacylglycerol, Ca(2+) and protein kinase C (PKC). Previously, we showed that SPOC1 cells express cPKCalpha, nPKCdelta, nPKCepsilon, and nPKCeta; of these, only nPKCdelta translocated to the membrane in correlation with mucin secretion (Abdullah LH, Bundy JT, Ehre C, Davis CW. Am J Physiol Lung Physiol 285: L149-L160, 2003). We have verified these results and pursued the identity of the PKC effector isoform by testing the effects of altered PKC expression on regulated mucin release using SPOC1 cell and mouse models. SPOC1 cells overexpressing cPKCalpha, nPKCdelta, and nPKCeta had the same levels of ATPgammaS- and phorbol-1,2-myristate-13-acetate (PMA)-stimulated mucin secretion as the levels in empty retroviral vector expressing cells. Secretagogue-induced mucin secretion was elevated only in cells overexpressing nPKCepsilon (14.6 and 23.5%, for ATPgammaS and PMA). Similarly, only SPOC1 cells infected with a kinase-deficient nPKCepsilon exhibited the expected diminution of stimulated mucin secretion, relative to wild-type (WT) isoform overexpression. ATPgammaS-stimulated mucin secretion from isolated, perfused mouse tracheas was diminished in P2Y(2)-R null mice by 82% relative to WT mice, demonstrating the utility of mouse models in studies of regulated mucin secretion. Littermate WT and nPKCdelta knockout (KO) mice had nearly identical levels of stimulated mucin secretion, whereas mucin release was nearly abolished in nPKCepsilon KO mice relative to its WT littermates. We conclude that nPKCepsilon is the effector isoform downstream of P2Y(2)-R activation in the goblet cell secretory response. The translocation of nPKCdelta observed in activated cells is likely not related to mucin secretion but to some other aspect of goblet cell biology.
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Affiliation(s)
- Camille Ehre
- CCystic Fibrosis/Pulmonary Research and Treatment Center, University of North Carolina, Chapel Hill, North Carolina 27599-7248, USA
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123
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Hu X, Prehna G, Stebbins CE. Targeting plague virulence factors: a combined machine learning method and multiple conformational virtual screening for the discovery of Yersinia protein kinase A inhibitors. J Med Chem 2007; 50:3980-3. [PMID: 17676727 PMCID: PMC2538798 DOI: 10.1021/jm070645a] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Yersinia spp. is currently an antibiotic resistance concern and a re-emerging disease. The essential virulence factor Yersinia protein kinase A (YpkA) contains a Ser/Thr kinase domain whose activity modulates pathogenicity. Here, we present an approach integrating a machine learning method, homology modeling, and multiple conformational high-throughput docking for the discovery of YpkA inhibitors. These first reported inhibitors of YpkA may facilitate studies of the pathogenic mechanism of YpkA and serve as a starting point for development of anti-plague drugs.
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124
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Shoichet BK. Screening in a spirit haunted world. Drug Discov Today 2007; 11:607-15. [PMID: 16793529 PMCID: PMC1524586 DOI: 10.1016/j.drudis.2006.05.014] [Citation(s) in RCA: 219] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2006] [Revised: 03/31/2006] [Accepted: 05/22/2006] [Indexed: 10/24/2022]
Abstract
High-throughput screening (HTS) campaigns can be dominated by hits that ultimately turn out to be non-drug-like. These "nuisance" compounds often behave strangely, with steep dose-response curves, absence of clear structure-activity relationships, and high sensitivity to assay conditions. Several mechanisms contribute to these artifacts, including chemically reactive molecules, those that absorb light in assays and those that affect redox conditions. One of the most common mechanisms behind artifactual inhibition is discussed in this review: at micromolar concentrations organic molecules can aggregate to form particles in aqueous buffers, and these aggregates can sequester and thereby inhibit protein targets. Aggregation-based inhibition is baffling from a chemical perspective, but viewed biophysically such behavior is expected. The range of molecules that behave this way, their rapid detection in a screening environment and their possible biological implications will be considered here.
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Affiliation(s)
- Brian K Shoichet
- Department of Pharmaceutical Chemistry, University of California-San Francisco, 1700 4th St., Byers Hall Room 508D, San Francisco, CA 94158, USA.
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125
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Di L, Kerns EH. Biological assay challenges from compound solubility: strategies for bioassay optimization. Drug Discov Today 2007; 11:446-51. [PMID: 16635808 DOI: 10.1016/j.drudis.2006.03.004] [Citation(s) in RCA: 121] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2005] [Revised: 01/09/2006] [Accepted: 03/14/2006] [Indexed: 11/19/2022]
Abstract
Compound solubility in buffers and dimethyl sulfoxide (DMSO) has emerged as an important issue. Many discovery compounds have low solubility but are potentially valuable as leads. Unfortunately, low solubility affects bioassays by causing underestimated activity, reduced HTS-hit rates, variable data, inaccurate SAR, discrepancies between enzyme and cell assays and inaccurate in vitro ADME-Tox testing. Strategies for optimizing bioassays include: considering solubility in HTS-library design; early screening for solubility; improving storage and handling of DMSO stocks; optimizing dilution protocols; and ensuring that low-solubility compounds are fully solubilized in bioassays. These approaches allow for adequate assessments of valuable pharmacophores for which solubility can be chemically optimized at a later date.
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Affiliation(s)
- Li Di
- Wyeth Research, P.O. Box CN 8000, Princeton, NJ 08543-8000, USA.
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126
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Ekins S, Mestres J, Testa B. In silico pharmacology for drug discovery: applications to targets and beyond. Br J Pharmacol 2007; 152:21-37. [PMID: 17549046 PMCID: PMC1978280 DOI: 10.1038/sj.bjp.0707306] [Citation(s) in RCA: 205] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Computational (in silico) methods have been developed and widely applied to pharmacology hypothesis development and testing. These in silico methods include databases, quantitative structure-activity relationships, similarity searching, pharmacophores, homology models and other molecular modeling, machine learning, data mining, network analysis tools and data analysis tools that use a computer. Such methods have seen frequent use in the discovery and optimization of novel molecules with affinity to a target, the clarification of absorption, distribution, metabolism, excretion and toxicity properties as well as physicochemical characterization. The first part of this review discussed the methods that have been used for virtual ligand and target-based screening and profiling to predict biological activity. The aim of this second part of the review is to illustrate some of the varied applications of in silico methods for pharmacology in terms of the targets addressed. We will also discuss some of the advantages and disadvantages of in silico methods with respect to in vitro and in vivo methods for pharmacology research. Our conclusion is that the in silico pharmacology paradigm is ongoing and presents a rich array of opportunities that will assist in expediating the discovery of new targets, and ultimately lead to compounds with predicted biological activity for these novel targets.
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Affiliation(s)
- S Ekins
- ACT LLC, 1 Penn Plaza, New York, NY 10119, USA.
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127
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White LK, Yoon JJ, Lee JK, Sun A, Du Y, Fu H, Snyder JP, Plemper RK. Nonnucleoside inhibitor of measles virus RNA-dependent RNA polymerase complex activity. Antimicrob Agents Chemother 2007; 51:2293-303. [PMID: 17470652 PMCID: PMC1913224 DOI: 10.1128/aac.00289-07] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Paramyxoviruses comprise several major human pathogens. Although a live-attenuated vaccine protects against measles virus (MV), a member of the paramyxovirus family, the virus remains a principal cause of worldwide mortality and accounts for approximately 21 million cases and 300,000 to 400,000 deaths annually. The development of novel antivirals that allow improved case management of severe measles and silence viral outbreaks is thus highly desirable. We have previously described the development of novel MV fusion inhibitors. The potential for preexisting or emerging resistance in the field constitutes the rationale for the identification of additional MV inhibitors with a diverse target spectrum. Here, we report the development and implementation of a cell-based assay for high-throughput screening of MV antivirals, which has yielded several hit candidates. Following confirmation by secondary assays and chemical synthesis, the most potent hit was found to act as a target-specific inhibitor of MV replication with desirable drug-like properties. The compound proved highly active against multiple primary isolates of diverse MV genotypes currently circulating worldwide, showing active concentrations of 35 to 145 nM. Significantly, it does not interfere with viral entry and lacks cross-resistance with the MV fusion inhibitor class. Mechanistic characterization on a subinfection level revealed that the compound represents a first-in-class nonnucleoside inhibitor of MV RNA-dependent RNA polymerase complex activity. Singly or in combination with the fusion inhibitors, this novel compound class has high developmental potential as a potent therapeutic against MV and will likely further the mechanistic characterization of the viral polymerase complex.
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Affiliation(s)
- Laura K White
- Division of Infectious Diseases, Emory University School of Medicine, Atlanta, GA 30322, USA
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128
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Cai L, Gochin M. A novel fluorescence intensity screening assay identifies new low-molecular-weight inhibitors of the gp41 coiled-coil domain of human immunodeficiency virus type 1. Antimicrob Agents Chemother 2007; 51:2388-95. [PMID: 17452484 PMCID: PMC1913228 DOI: 10.1128/aac.00150-07] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A metallopeptide-based fluorescence assay has been designed for the detection of small-molecule inhibitors of human immunodeficiency virus type 1 gp41, the viral protein involved in membrane fusion. The assay involves two peptides representing the inner N-terminal-heptad-repeat (HR1) coiled coil and the outer C-terminal-heptad-repeat (HR2) helical domains of the gp41 six-helix bundle which forms prior to fusion. The two peptides span a hydrophobic pocket previously defined in the literature. The HR1 peptide is modified with a metal-ligated dye complex, which maintains structural integrity and permits association with a fluorophore-labeled HR2 peptide to be followed by fluorescence quenching. Compounds able to disrupt six-helix bundle formation can act as fusion inhibitors, and we show that they can be detected in the assay from an increase in the fluorescence that is correlated with the potency of the compound. Assay optimization and validation have resulted in a simple quantitative competitive inhibition assay for fusion inhibitors that bind in the hydrophobic pocket. The assay has an assay quality factor (Z') of 0.88 and can rank order inhibitors at 10 microM concentration with K(i)s in the range of 0.2 microM to 30 microM, an ideal range for drug discovery. Screening of a small peptidomimetic library has yielded three new low-molecular-weight gp41 inhibitors. In vitro syncytium inhibition assays confirmed that the compounds inhibited cell-cell fusion in the low micromolar range. These lead compounds provide a new molecular scaffold for the development of fusion inhibitors.
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Affiliation(s)
- Lifeng Cai
- Department of Basic Sciences, Touro University - California, Vallejo, California 94592, USA
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129
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Wei M, Wynn R, Hollis G, Liao B, Margulis A, Reid BG, Klabe R, Liu PCC, Becker-Pasha M, Rupar M, Burn TC, McCall DE, Li Y. High-throughput determination of mode of inhibition in lead identification and optimization. ACTA ACUST UNITED AC 2007; 12:220-8. [PMID: 17351185 DOI: 10.1177/1087057106296679] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
After finishing the primary high-throughput screening, the screening team is often faced with thousands of hits to be evaluated further. Effective filtering of these hits is crucial in identifying leads. Mode of inhibition (MOI) study is extremely useful in validating whether the observed compound activity is specific to the biological target. In this article, the authors describe a high-throughput MOI determination method for evaluating thousands of compounds using an existing screening infrastructure. Based on enzyme or receptor kinetics theory, the authors developed the method by measuring the ratio of IC(50) or percent inhibition at 2 carefully chosen substrate or ligand concentrations to define an inhibitor as competitive, uncompetitive, or noncompetitive. This not only facilitates binning of HTS hits according to their MOI but also greatly expands HTS utility in support of the medicinal chemistry team's lead optimization practice. Three case studies are presented to demonstrate how the method was applied successfully in 3 discovery programs targeting either an enzyme or a G-protein-coupled receptor.
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Affiliation(s)
- Min Wei
- Biochemistry Group, CVU CEDD, GlaxoSmithKline Pharmaceuticals, King of Prussia, PA, USA
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130
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Crisman TJ, Jenkins JL, Parker CN, Hill WAG, Bender A, Deng Z, Nettles JH, Davies JW, Glick M. “Plate Cherry Picking”: A Novel Semi-Sequential Screening Paradigm for Cheaper, Faster, Information-Rich Compound Selection. ACTA ACUST UNITED AC 2007; 12:320-7. [PMID: 17438067 DOI: 10.1177/1087057107299427] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This work describes a novel semi-sequential technique for in silico enhancement of high-throughput screening (HTS) experiments now employed at Novartis. It is used in situations in which the size of the screen is limited by the readout (e.g., high-content screens) or the amount of reagents or tools (proteins or cells) available. By performing computational chemical diversity selection on a per plate basis (instead of a per compound basis), 25% of the 1,000,000-compound screening was optimized for general initial HTS. Statistical models are then generated from target-specific primary results (percentage inhibition data) to drive the cherry picking and testing from the entire collection. Using retrospective analysis of 11 HTS campaigns, the authors show that this method would have captured on average two thirds of the active compounds (IC50 < 10 µM) and three fourths of the active Murcko scaffolds while decreasing screening expenditure by nearly 75%. This result is true for a wide variety of targets, including G-protein-coupled receptors, chemokine receptors, kinases, metalloproteinases, pathway screens, and protein-protein interactions. Unlike time-consuming “classic” sequential approaches that require multiple iterations of cherry picking, testing, and building statistical models, here individual compounds are cherry picked just once, based directly on primary screening data. Strikingly, the authors demonstrate that models built from primary data are as robust as models built from IC50 data. This is true for all HTS campaigns analyzed, which represent a wide variety of target classes and assay types. (Journal of Biomolecular Screening 2007:320-327)
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Affiliation(s)
- Thomas J Crisman
- Lead Discovery Center, Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
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131
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Holder S, Zemskova M, Zhang C, Tabrizizad M, Bremer R, Neidigh JW, Lilly MB. Characterization of a potent and selective small-molecule inhibitor of the PIM1 kinase. Mol Cancer Ther 2007; 6:163-72. [PMID: 17218638 DOI: 10.1158/1535-7163.mct-06-0397] [Citation(s) in RCA: 138] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The pim-1 kinase is a true oncogene that has been implicated in the development of leukemias, lymphomas, and prostate cancer, and is the target of drug development programs. We have used experimental approaches to identify a selective, cell-permeable, small-molecule inhibitor of the pim-1 kinase to foster basic and translational studies of the enzyme. We used an ELISA-based kinase assay to screen a diversity library of potential kinase inhibitors. The flavonol quercetagetin (3,3',4',5,6,7-hydroxyflavone) was identified as a moderately potent, ATP-competitive inhibitor (IC(50), 0.34 micromol/L). Resolution of the crystal structure of PIM1 in complex with quercetagetin or two other flavonoids revealed a spectrum of binding poses and hydrogen-bonding patterns in spite of strong similarity of the ligands. Quercetagetin was a highly selective inhibitor of PIM1 compared with PIM2 and seven other serine-threonine kinases. Quercetagetin was able to inhibit PIM1 activity in intact RWPE2 prostate cancer cells in a dose-dependent manner (ED(50), 5.5 micromol/L). RWPE2 cells treated with quercetagetin showed pronounced growth inhibition at inhibitor concentrations that blocked PIM1 kinase activity. Furthermore, the ability of quercetagetin to inhibit the growth of other prostate epithelial cell lines varied in proportion to their levels of PIM1 protein. Quercetagetin can function as a moderately potent and selective, cell-permeable inhibitor of the pim-1 kinase, and may be useful for proof-of-concept studies to support the development of clinically useful PIM1 inhibitors.
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Affiliation(s)
- Sheldon Holder
- Center for Molecular Biology and Gene Therapy, Loma Linda University School of Medicine, 11234 Anderson Street, Loma Linda, CA 92354, USA
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132
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Solano F, Briganti S, Picardo M, Ghanem G. Hypopigmenting agents: an updated review on biological, chemical and clinical aspects. ACTA ACUST UNITED AC 2007; 19:550-71. [PMID: 17083484 DOI: 10.1111/j.1600-0749.2006.00334.x] [Citation(s) in RCA: 459] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
An overview of agents causing hypopigmentation in human skin is presented. The review is organized to put forward groups of biological and chemical agents. Their mechanisms of action cover (i) tyrosinase inhibition, maturation and enhancement of its degradation; (ii) Mitf inhibition; (iii) downregulation of MC1R activity; (iv) interference with melanosome maturation and transfer; (v) melanocyte loss, desquamation and chemical peeling. Tyrosinase inhibition is the most common approach to achieve skin hypopigmentation as this enzyme catalyses the rate-limiting step of pigmentation. Despite the large number of tyrosinase inhibitors in vitro, only a few are able to induce effects in clinical trials. The gap between in-vitro and in-vivo studies suggests that innovative strategies are needed for validating their efficacy and safety. Successful treatments need the combination of two or more agents acting on different mechanisms to achieve a synergistic effect. In addition to tyrosinase inhibition, other parameters related to cytotoxicity, solubility, cutaneous absorption, penetration and stability of the agents should be considered. The screening test system is also very important as keratinocytes play an active role in modulating melanogenesis within melanocytes. Mammalian skin or at least keratinocytes/melanocytes co-cultures should be preferred rather than pure melanocyte cultures or soluble tyrosinase.
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Affiliation(s)
- Francisco Solano
- Department of Biochemistry and Molecular Biology B, University of Murcia, Murcia, Spain.
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133
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Coan KED, Shoichet BK. Stability and equilibria of promiscuous aggregates in high protein milieus. MOLECULAR BIOSYSTEMS 2007; 3:208-13. [PMID: 17308667 DOI: 10.1039/b616314a] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
At micromolar concentrations, many molecules form aggregates in aqueous solution. In this form, they inhibit enzymes non-specifically leading to false positive "hits" in enzyme assays, especially when screened in high-throughput. This inhibition can be attenuated by bovine serum albumin (BSA); the mechanism of this effect is not understood. Here we present evidence that BSA, lysozyme, and trypsin prevent inhibition when incubated at milligram per millilitre concentrations with aggregates prior to the addition of the monitored enzyme. These solutions still contained aggregates by dynamic light scattering (DLS), suggesting that inhibition is prevented by saturating the aggregate, rather than disrupting it. For most combinations of aggregate and protein, inhibition was not reversed if the competing protein was added after the incubation of aggregates with the monitored enzyme. In the one exception where modest reversal was observed, DLS and flow cytometry indicated that the effect was due to the disruption of aggregates. These results suggest that aggregate-bound enzyme is not in dynamic equilibrium with free enzyme and that bound enzyme cannot be displaced by a competing protein. To further test this hypothesis, we incubated aggregate-bound enzyme with a specific, irreversible inhibitor and then disrupted the aggregates with detergent. Most enzyme activity was restored on aggregate disruption, indicating no modification by the irreversible inhibitor. These results suggest that enzyme is bound to aggregate so tightly as to prevent any noticeable dissociation and that furthermore, aggregates are stable at physiologically relevant concentrations of protein.
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Affiliation(s)
- Kristin E D Coan
- Dept of Pharmaceutical Chemistry, University of California San Francisco, Byers Hall, San Francisco, CA 94158, USA
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134
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Goodnow RA, Gillespie P. 1Hit and Lead Identification: Efficient Practices for Drug Discovery. PROGRESS IN MEDICINAL CHEMISTRY 2007; 45:1-61. [PMID: 17280901 DOI: 10.1016/s0079-6468(06)45501-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Robert A Goodnow
- Discovery Chemistry, Roche Research Center, Nutley, NJ 07110-1199, USA
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135
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Abstract
Computational and experimental high-throughput screening are frequently used to discover new leads for drug design. Although novel ligands have been identified by these methods, it has become clear that screening hit lists are plagued by false positives. These nuisance compounds are ultimately found to be developmental dead-ends and are abandoned, often after considerable effort has been invested in them. Much work over the last decade has been devoted to exploring the origins of false-positive screening hits, and ligand promiscuity has emerged as one such cause. Well-known mechanisms of promiscuity include reactive species and privileged substructures. More recently, it has been found that some nonspecific screening hits form aggregates of 30–1000 nm in diameter. It has been proposed that these aggregate particles are responsible for the promiscuous behavior of many false positives and that aggregate-forming compounds may be widespread among screening hits. This chapter will review the known mechanisms of ligand promiscuity with an emphasis on the recently described model of aggregation. Experimental and computational methods for identifying promiscuous compounds will be described, and some outstanding questions in the field will be considered.
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136
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Kwon O, Eck P, Chen S, Corpe CP, Lee JH, Kruhlak M, Levine M. Inhibition of the intestinal glucose transporter GLUT2 by flavonoids. FASEB J 2006; 21:366-77. [PMID: 17172639 DOI: 10.1096/fj.06-6620com] [Citation(s) in RCA: 284] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
We tested whether the dominant intestinal sugar transporter GLUT2 was inhibited by intestinal luminal compounds that are inefficiently absorbed and naturally present in foods. Because of their abundance in fruits and vegetables, flavonoids were selected as model compounds. Robust inhibition of glucose and fructose transport by GLUT2 expressed in Xenopus laevis oocytes was produced by the flavonols myricetin, fisetin, the widely consumed flavonoid quercetin, and its glucoside precursor isoquercitrin [corrected]. IC50s for quercetin, myricetin, and isoquercitirin [corrected]were approximately 200- to 1000-fold less than glucose or fructose concentrations, and noncompetitive inhibition was observed. The two other major intestinal sugar transporters, GLUT5 and SGLT1, were unaffected by flavonoids. Sugar transport by GLUT2 overexpressed in pituitary cells and naturally present in Caco-2E intestinal cells was similarly inhibited by quercetin. GLUT2 was detected on the apical side of Caco-2E cells, indicating that GLUT2 was in the correct orientation to be inhibited by luminal compounds. Quercetin itself was not transported by the three major intestinal glucose transporters. Because the flavonoid quercetin, a food component with an excellent pharmacology safety profile, might act as a potent luminal inhibitor of sugar absorption independent of its own transport, flavonols show promise as new pharmacologic agents in the obesity epidemic.
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Affiliation(s)
- Oran Kwon
- Molecular and Clinical Nutrition Section, Digestive Diseases Branch, Intramural Research Program of the National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892, USA
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137
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Pula G, Schuh K, Nakayama K, Nakayama KI, Walter U, Poole AW. PKCδ regulates collagen-induced platelet aggregation through inhibition of VASP-mediated filopodia formation. Blood 2006; 108:4035-44. [PMID: 16940418 DOI: 10.1182/blood-2006-05-023739] [Citation(s) in RCA: 84] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
AbstractProtein kinase Cδ (PKCδ) has been shown by pharmacologic approaches to negatively regulate collagen-induced platelet aggregation. Here we addressed the molecular and cellular mechanisms underlying this negative regulation. Using PKCδ–/– platelets, we show that the mechanism did not involve altered inside-out signaling to integrin αIIbβ3 and did not affect early signaling events downstream of GPVI, because there was no difference in tyrosine phosphorylation of PLCγ2 between wild-type and PKCδ–/– platelets. There was also no increase in secretion of dense granule content, in contrast to studies using rottlerin where secretion was enhanced. Importantly, however, there was marked enhancement of filopodia generation in PKCδ–/– platelets upon adhesion to collagen compared with wild-type platelets. Filopodia play an essential role regulating adhesive events leading to platelet aggregation by increasing platelet-platelet contact. We show that the critical effector for PKCδ is vasodilator-stimulated phosphoprotein (VASP), a major regulator of actin cytoskeleton dynamics. PKCδ physically interacts with VASP constitutively and regulates its phosphorylation on Ser157. In VASP–/– platelets, the enhancement of filopodia generation, actin polymerization, and platelet aggregation by rottlerin is ablated. PKCδ is therefore a critical negative regulator of filopodia, and hence platelet aggregation, through a functional interaction with the actin organizer VASP.
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Affiliation(s)
- Giordano Pula
- Department of Pharmacology, School of Medical Sciences, University of Bristol, United Kingdom
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138
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Ahn YM, Vogeti L, Liu CJ, Santhapuram HKR, White JM, Vasandani V, Mitscher LA, Lushington GH, Hanson PR, Powell DR, Himes RH, Roby KF, Ye Q, Georg GI. Design, synthesis, and antiproliferative and CDK2-cyclin a inhibitory activity of novel flavopiridol analogues. Bioorg Med Chem 2006; 15:702-13. [PMID: 17123821 PMCID: PMC1876666 DOI: 10.1016/j.bmc.2006.10.063] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2006] [Revised: 10/27/2006] [Accepted: 10/28/2006] [Indexed: 10/24/2022]
Abstract
The design and synthesis of a small library of 8-amidoflavone, 8-sulfonamidoflavone, 8-amido-7-hydroxyflavone, and heterocyclic analogues of flavopiridol is reported. The potential activity of these compounds as kinase inhibitors was evaluated by cytotoxicity studies in MCF-7 and ID-8 cancer cell lines and inhibition of CDK2-Cyclin A enzyme activity in vitro. The antiproliferative and CDK2-Cyclin A inhibitory activity of these analogues was significantly lower than the activity of flavopiridol. Molecular docking simulations were carried out and these studies suggested a different binding orientation inside the CDK2 binding pocket for these analogues compared to flavopiridol.
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Affiliation(s)
- Yu Mi Ahn
- Department of Medicinal Chemistry, 1251 Wescoe Hall Drive, University of Kansas, Lawrence, KS 66045-7582, USA
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139
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Koppitz M, Eis K. Automated medicinal chemistry. Drug Discov Today 2006; 11:561-8. [PMID: 16713909 DOI: 10.1016/j.drudis.2006.04.005] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2005] [Revised: 03/17/2006] [Accepted: 04/04/2006] [Indexed: 10/24/2022]
Abstract
With the advent of high throughput technologies in biological screening in the 1980s, providing sufficient numbers of small molecules for screening became a bottleneck in the drug discovery process. Combinatorial chemistry was the first attempt by chemists to address this issue. However, since its first applications, combinatorial chemistry has evolved rapidly into diverse fields. This review will focus on the evolution and the current status of what we refer to today as automated medicinal chemistry.
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Affiliation(s)
- Marcus Koppitz
- Schering AG, Medicinal Chemistry, 13342 Berlin, Germany.
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140
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Hill B, Ahmed V, Bates D, Taylor SD. Enantioselective Synthesis of Protected l-4-[Sulfonamido(difluoromethyl)]phenylalanine and l-4-[Sulfonamido(methyl)]phenylalanine and an Examination of Hexa- and Tripeptide Platforms for Evaluating pTyr Mimics for PTP1B Inhibition. J Org Chem 2006; 71:8190-7. [PMID: 17025311 DOI: 10.1021/jo061496r] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The first enantioselective syntheses of L-4-(sulfonamidomethyl)phenylalanine and L-[sulfonamido(difluoromethyl)]phenylalanine suitably protected for peptide syntheses are described. A key step in the synthesis of L-(sulfonamidomethyl)phenylalanine was an oxidative chlorination on Ac-L-Phe(4-CH2SCOCH3)-OEt to give crude Ac-L-Phe(4-CH2SO2Cl)-OEt, which could be reacted with amines to give the corresponding sulfonamides. Key to the preparation of L-[sulfonamido(difluoromethyl)]phenylalanine was a highly enantioselective reaction involving William's auxiliary and a benzylic bromide intermediate. These amino acids were incorporated into two peptide sequences, DADE-X-LNH2 and FmocGlu(OBn)-X-LNH2, which have previously been employed as platforms for assessing pTyr mimics for inhibition of protein tyrosine phosphatase 1B (PTP1B). Inhibition studies with these and other peptides and PTP1B revealed that good inhibition could be obtained using the tripeptide platform, although the presence of a pTyr mimic was not required for good inhibition. These results suggest that the FmocGlu(OBn)-X-LNH2 tripeptide platform is not suitable for assessing pTyr mimics for PTP1B inhibition.
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Affiliation(s)
- Bryan Hill
- Department of Chemistry, University of Waterloo, 200 University Avenue West, Waterloo, Ontario, Canada N2L 3G1
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141
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Comess KM, Schurdak ME, Voorbach MJ, Coen M, Trumbull JD, Yang H, Gao L, Tang H, Cheng X, Lerner CG, McCall JO, Burns DJ, Beutel BA. An Ultraefficient Affinity-Based High-Throughout Screening Process: Application to Bacterial Cell Wall Biosynthesis Enzyme MurF. ACTA ACUST UNITED AC 2006; 11:743-54. [PMID: 16973923 DOI: 10.1177/1087057106289971] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The authors describe the discovery of a new class of inhibitors to an essential Streptococcus pneumoniae cell wall biosyn-thesis enzyme, MurF, by a novel affinity screening method. The strategy involved screening very large mixtures of diverse small organic molecules against the protein target on the basis of equilibrium binding, followed by iterative ultrafiltration steps and ligand identification by mass spectrometry. Hits from any affinity-based screening method often can be relatively nonselective ligands, sometimes referred to as “nuisance” or “promiscuous” compounds. Ligands selective in their binding affinity for the MurF target were readily identified through electronic subtraction of an empirically determined subset of promiscuous compounds in the library without subsequent selectivity panels. The complete strategy for discovery and identification of novel specific ligands can be applied to all soluble protein targets and a wide variety of ligand libraries.
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Affiliation(s)
- Kenneth M Comess
- Department of Target and Lead Discovery, Global Pharmaceutical R&D, Abbott Laboratories, Abbott Park, Illinois 60064-6217, USA.
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142
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Cummings MD, Farnum MA, Nelen MI. Universal screening methods and applications of ThermoFluor. ACTA ACUST UNITED AC 2006; 11:854-63. [PMID: 16943390 DOI: 10.1177/1087057106292746] [Citation(s) in RCA: 139] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The genomics revolution has unveiled a wealth of poorly characterized proteins. Scientists are often able to produce milligram quantities of proteins for which function is unknown or hypothetical, based only on very distant sequence homology. Broadly applicable tools for functional characterization are essential to the illumination of these orphan proteins. An additional challenge is the direct detection of inhibitors of protein-protein interactions (and allosteric effectors). Both of these research problems are relevant to, among other things, the challenge of finding and validating new protein targets for drug action. Screening collections of small molecules has long been used in the pharmaceutical industry as 1 method of discovering drug leads. Screening in this context typically involves a function-based assay. Given a sufficient quantity of a protein of interest, significant effort may still be required for functional characterization, assay development, and assay configuration for screening. Increasingly, techniques are being reported that facilitate screening for specific ligands for a protein of unknown function. Such techniques also allow for function-independent screening with better characterized proteins. ThermoFluor, a screening instrument based on monitoring ligand effects on temperature-dependent protein unfolding, can be applied when protein function is unknown. This technology has proven useful in the decryption of an essential bacterial enzyme and in the discovery of a series of inhibitors of a cancer-related, protein-protein interaction. The authors review some of the tools relevant to these research problems in drug discovery, and describe our experiences with 2 different proteins.
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Affiliation(s)
- Maxwell D Cummings
- Johnson & Johnson Pharmaceutical Research & Development, L.L.C., Exton, PA 19341, USA.
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143
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Lipinski CA. The anti-intellectual effects of intellectual property. Curr Opin Chem Biol 2006; 10:380-3. [PMID: 16829159 DOI: 10.1016/j.cbpa.2006.06.030] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2006] [Accepted: 06/23/2006] [Indexed: 11/23/2022]
Abstract
Intellectual property considerations decrease research productivity in subtle and unanticipated ways. Chemical probe exchange between Pharma and academia is hindered by academic IP interests. These are perceived as a subtle nuisance by the academic researcher. Novel ligands for oral targets are historically few and numbers of economically attractive oral drug targets are limited. Economically speculative targets lie in the academic domain but the medicinal chemistry to explore these in a drug discovery sense lies in Pharma and cooperation between the two is hindered by very different academic and Pharma views on chemical quality. Tools and probes for academic target validation can accommodate looser chemical quality criteria as opposed to the very strict chemical quality criteria required in Pharma drug discovery.
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Affiliation(s)
- Christopher A Lipinski
- Scientific Advisor, Melior Discovery, 10 Connshire Drive, Waterford, CT 06385-4122, USA.
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144
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Fan J, Guan S, Cheng CF, Cho M, Fields JW, Chen M, Denning MF, Woodley DT, Li W. PKCdelta clustering at the leading edge and mediating growth factor-enhanced, but not ecm-initiated, dermal fibroblast migration. J Invest Dermatol 2006; 126:1233-43. [PMID: 16543902 DOI: 10.1038/sj.jid.5700149] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
We have previously shown that the immobilized extracellular matrices (ECMs) initiate cell migration and soluble growth factors (GFs) further enhance ECM-initiated cell migration. GFs alone cannot initiate cell migration. To further investigate the specificity of the two signaling mechanisms, we focused on the protein kinase C (PKC) family genes in primary human dermal fibroblasts (DFs). We here show that platelet-derived growth factor-BB (PDGF-BB) strongly stimulates membrane translocation and leading edge clustering of protein kinase Cdelta (PKCdelta). In contrast, attachment to collagen matrix alone does not cause the translocation. Although the kinase function of PKCdelta is dispensable for initial membrane translocation, it is critical for its sustained presence at the cells's leading edge. Blockade of endogenous PKCdelta signaling with dominant-negative kinase-defective PKC (PKCdelta-KD) or PKCdelta-small interfering RNA (siRNA) completely inhibited PDGF-BB-stimulated DF migration. In contrast, neither PKCdelta-KD nor PKCdelta-siRNA affected collagen-induced initiation of DF migration. Overexpression of a constitutively activated PKCdelta (PKCdelta-R144/145A) partially mimics the effect of PDGF-BB. However, PKCdelta-KD, PKCdelta-siRNA, or PKCdelta-R144/145A does not affect PDGF-BB-stimulated activation of p38 mitogen-activated protein kinase, extracellular signal-regulated kinase1/2, or c-Jun N-terminal kinase. Instead, inhibition of PKCdelta blocks PDGF-BB-stimulated activation of signal transducer and activator of transcription 3 (Stat3). This study unveiled the specificity of PKCdelta in the control of DF migration.
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Affiliation(s)
- Jianhua Fan
- The Department of Dermatology and the Norris Comprehensive Cancer Center, The University of Southern California Keck School of Medicine, Los Angeles, California, USA
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145
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Abstract
Developing small-molecule inhibitors against protein-protein interaction targets is among the most difficult challenges in contemporary drug discovery. Recent developments in our understanding of this problem, and in the knowledge and tools available to address it, give cause for renewed hope, but substantial challenges remain.
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Affiliation(s)
- Adrian Whitty
- Drug Discovery Department, Biogen Idec, Inc., 14 Cambridge Center, Cambridge, Massachusetts 02142, USA.
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146
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Feng BY, Shoichet BK. Synergy and antagonism of promiscuous inhibition in multiple-compound mixtures. J Med Chem 2006; 49:2151-4. [PMID: 16570910 PMCID: PMC1540993 DOI: 10.1021/jm060029z] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Screening in mixtures is a common approach for increasing the efficiency of high-throughput screening. Here we investigate how the "compound load" of mixtures influences promiscuous aggregate-based inhibition. We screened 764 molecules individually and in mixtures of 10 at 5 miccroM each, comparing the observed inhibition of the mixtures to that predicted from single-compound results. Synergistic effects on aggregation predominated, although antagonism was also observed. These results suggest that screening mixtures can increase aggregation-based inhibition in a nonadditive manner.
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Affiliation(s)
- Brian Y Feng
- Department of Pharmaceutical Chemistry and Graduate Group in Chemistry and Chemical Biology, University of California- San Francisco, 1700 4th Street, California 94143-2550, USA
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147
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Covell DG, Wallqvist A, Huang R, Thanki N, Rabow AA, Lu XJ. Linking tumor cell cytotoxicity to mechanism of drug action: an integrated analysis of gene expression, small-molecule screening and structural databases. Proteins 2006; 59:403-33. [PMID: 15778971 DOI: 10.1002/prot.20392] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
An integrated, bioinformatic analysis of three databases comprising tumor-cell-based small molecule screening data, gene expression measurements, and PDB (Protein Data Bank) ligand-target structures has been developed for probing mechanism of drug action (MOA). Clustering analysis of GI50 profiles for the NCI's database of compounds screened across a panel of tumor cells (NCI60) was used to select a subset of unique cytotoxic responses for about 4000 small molecules. Drug-gene-PDB relationships for this test set were examined by correlative analysis of cytotoxic response and differential gene expression profiles within the NCI60 and structural comparisons with known ligand-target crystallographic complexes. A survey of molecular features within these compounds finds thirteen conserved Compound Classes, each class exhibiting chemical features important for interactions with a variety of biological targets. Protein targets for an additional twelve Compound Classes could be directly assigned using drug-protein interactions observed in the crystallographic database. Results from the analysis of constitutive gene expressions established a clear connection between chemo-resistance and overexpression of gene families associated with the extracellular matrix, cytoskeletal organization, and xenobiotic metabolism. Conversely, chemo-sensitivity implicated overexpression of gene families involved in homeostatic functions of nucleic acid repair, aryl hydrocarbon metabolism, heat shock response, proteasome degradation and apoptosis. Correlations between chemo-responsiveness and differential gene expressions identified chemotypes with nonselective (i.e., many) molecular targets from those likely to have selective (i.e., few) molecular targets. Applications of data mining strategies that jointly utilize tumor cell screening, genomic, and structural data are presented for hypotheses generation and identifying novel anticancer candidates.
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Affiliation(s)
- David G Covell
- National Cancer Institute-Frederick, Developmental Therapeutics Program, Screening Technologies Branch, Laboratory of Computational Technologies, Frederick, Maryland, USA.
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148
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Hoppe C, Steinbeck C, Wohlfahrt G. Classification and comparison of ligand-binding sites derived from grid-mapped knowledge-based potentials. J Mol Graph Model 2006; 24:328-40. [PMID: 16260161 DOI: 10.1016/j.jmgm.2005.09.013] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2005] [Revised: 08/29/2005] [Accepted: 09/29/2005] [Indexed: 11/23/2022]
Abstract
We describe the application of knowledge-based potentials implemented in the MOE program to compare the ligand-binding sites of several proteins. The binding probabilities for a polar and a hydrophobic probe are calculated on a grid to allow easy comparison of binding sites of superimposed related proteins. The method is fast and simple enough to simultaneously use structural information of multiple proteins of a target family. The method can be used to rapidly cluster proteins into subfamilies according to the similarity of hydrophobic and polar fields of their ligand-binding sites. Regions of the binding site which are common within a protein family can be identified and analysed for the design of family-targeted libraries or those which differ for improvement of ligand selectivity. The field-based hierarchical clustering is demonstrated for three protein families: the ligand-binding domains of nuclear receptors, the ATP-binding sites of protein kinases and the substrate binding sites of proteases. More detailed comparisons are presented for serine proteases of the chymotrypsin family, for the peroxisome proliferator-activated receptor subfamily of nuclear receptors and for progesterone and androgen receptor. The results are in good accordance with structure-based analysis and highlight important differences of the binding sites, which have been also described in the literature.
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Affiliation(s)
- Christian Hoppe
- Orion Pharma, Medicinal Chemistry, P.O. Box 65, FIN-02101 Espoo, Finland
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149
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Keller M, Gerbes AL, Kulhanek-Heinze S, Gerwig T, Grutzner U, van Rooijen N, Vollmar AM, Kiemer AK. Hepatocyte cytoskeleton during ischemia and reperfusion--influence of ANP-mediated p38 MAPK activation. World J Gastroenterol 2006; 11:7418-29. [PMID: 16437711 PMCID: PMC4725179 DOI: 10.3748/wjg.v11.i47.7418] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIM To determine functional consequences of this activation, whereby we focused on a potential regulation of the hepatocyte cytoskeleton during ischemia and reperfusion. METHODS For in vivo experiments, animals received ANP (5 microg/kg) intravenously. In a different experimental setting, isolated rat livers were perfused with KH-buffer+/-ANP (200 nmol/L) +/-SB203580 (2 micromol/L). Livers were then kept under ischemic conditions for 24 h, and either transplanted or reperfused. Actin, Hsp27, and phosphorylated Hsp27 were determined by Western blotting, p38 MAPK activity by in vitro phosphorylation assay. F-actin distribution was determined by confocal microscopy. RESULTS We first confirmed that ANP preconditioning leads to an activation of p38 MAPK and observed alterations of the cytoskeleton in hepatocytes of ANP-preconditioned organs. ANP induced an increase of hepatic F-actin after ischemia, which could be prevented by the p38 MAPK inhibitor SB203580 but had no effect on bile flow. After ischemia untreated livers showed a translocation of Hsp27 towards the cytoskeleton and an increase in total Hsp27, whereas ANP preconditioning prohibited translocation but caused an augmentation of Hsp27 phosphorylation. This effect is also mediated via p38 MAPK, since it was abrogated by the p38 MAPK inhibitor SB203580. CONCLUSION This study reveals that ANP-mediated p38 MAPK activation leads to changes in hepatocyte cytoskeleton involving an elevation of phosphorylated Hsp27 and thereby for the first time shows functional consequences of ANP-induced hepatic p38 MAPK activation.
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Affiliation(s)
- Melanie Keller
- Department of Pharmacy, Centre of Drug Research, University of Munich, Germany
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150
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Cherry M, Reader J, Williams D. Finding protein kinase hits using structural information. PROGRESS IN MEDICINAL CHEMISTRY 2006; 44:1-63. [PMID: 16697894 DOI: 10.1016/s0079-6468(05)44401-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Affiliation(s)
- Mike Cherry
- Sareum Ltd, 2 Pampisford Park, Cambridge, UK
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