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1.
Mini Rev Med Chem ; 4(3): 235-53, 2004 Mar.
Article in English | MEDLINE | ID: mdl-15032672

ABSTRACT

Chemogenomics is a gene family-based approach to drug discovery and target validation. This review will summarize the application of this interdisciplinary approach to the protein kinases of the human genome with emphasis upon the synergies and efficiencies to be gained. Specific examples from the SAPK-family will be discussed.


Subject(s)
Drug Design , Enzyme Inhibitors/chemistry , Genome, Human , Pharmacogenetics , Protein Kinases , Binding Sites , Humans , Ligands , Models, Molecular , Protein Kinase Inhibitors , Protein Kinases/chemistry , Protein Kinases/genetics , Structure-Activity Relationship
2.
J Med Chem ; 42(24): 4942-51, 1999 Dec 02.
Article in English | MEDLINE | ID: mdl-10585204

ABSTRACT

Library design is an important and difficult task. In this paper we describe one possible solution to designing a CNS-active library. CNS-actives and -inactives were selected from the CMC and the MDDR databases based on whether they were described as having some kind of CNS activity in the databases. This classification scheme results in over 15 000 actives and over 50 000 inactives. Each molecule is described by 7 1D descriptors (molecular weight, number of donors, number of acceptors, etc.) and 166 2D descriptors (presence/absence of functional groups such as NH(2)). A neural network trained using Bayesian methods can correctly predict about 75% of the actives and 65% of the inactives using the 7 1D descriptors. The performance improves to a prediction accuracy on the active set of 83% and 79% on the inactives on adding the 2D descriptors. On a database with 275 compounds where the CNS activity is known (from the literature) for each compound, we achieve 92% and 71% accuracy on the actives and inactives, respectively. The models we construct can therefore be used as a "filter" to examine any set of proposed molecules in a chemical library. As an example of the utility of our method, we describe the generation of a small library of potentially CNS-active molecules that would be amenable to combinatorial chemistry. This was done by building and analyzing a large database of a million compounds constructed from frameworks and side chains frequently found in drug molecules.


Subject(s)
Central Nervous System Agents , Central Nervous System/drug effects , Combinatorial Chemistry Techniques , Databases, Factual , Animals , Blood-Brain Barrier , Central Nervous System Agents/chemistry , Central Nervous System Agents/classification , Central Nervous System Agents/pharmacology , Chemical Phenomena , Chemistry, Physical , Hydrogen Bonding , Molecular Structure , Molecular Weight , Nitrogen/chemistry , Structure-Activity Relationship , User-Computer Interface
3.
J Med Chem ; 42(25): 5095-9, 1999 Dec 16.
Article in English | MEDLINE | ID: mdl-10602694

ABSTRACT

We continue our study of the common features present in drug molecules by looking in detail at drug side chains. Using shape description methods, we divide a database of commercially available drugs into a list of common drug side chains. On the basis of the atom pair shape descriptor (taking into account atom type, hybridization, and bond order), there are 1,246 different side chains among the 5,090 compounds analyzed. The average number of side chains per molecule is 4, and the average number of heavy atoms per side chain is 2. If we ignore the carbonyl side chain, then there are approximately 15,000 occurrences of side chains. Of these 15,000 approximately 11,000 are from the "top 20" group of side chains. This suggests that the diversity that side chains provide to drug molecules is quite low. We discuss ways that this work could be used to provide guidance for molecular design efforts.


Subject(s)
Chemistry, Pharmaceutical , Pharmaceutical Preparations/chemistry , Molecular Structure
4.
Chem Biol ; 6(10): 755-69, 1999 Oct.
Article in English | MEDLINE | ID: mdl-10508679

ABSTRACT

BACKGROUND: Recently, it has been shown that nuclear magnetic resonance (NMR) may be used to identify ligands that bind to low molecular weight protein drug targets. Recognizing the utility of NMR as a very sensitive method for detecting binding, we have focused on developing alternative approaches that are applicable to larger molecular weight drug targets and do not require isotopic labeling. RESULTS: A new method for lead generation (SHAPES) is described that uses NMR to detect binding of a limited but diverse library of small molecules to a potential drug target. The compound scaffolds are derived from shapes most commonly found in known therapeutic agents. NMR detection of low (microM-mM) affinity binding is achieved using either differential line broadening or transferred NOE (nuclear Overhauser effect) NMR techniques. CONCLUSIONS: The SHAPES method for lead generation by NMR is useful for identifying potential lead classes of drugs early in a drug design program, and is easily integrated with other discovery tools such as virtual screening, high-throughput screening and combinatorial chemistry.


Subject(s)
Magnetic Resonance Spectroscopy/methods , Peptide Library , Technology, Pharmaceutical , IMP Dehydrogenase/metabolism , Kinetics , Ligands , Mitogen-Activated Protein Kinases/metabolism , Molecular Weight , Protein Binding , Protein Conformation , p38 Mitogen-Activated Protein Kinases
5.
Curr Med Chem ; 6(9): 807-23, 1999 Sep.
Article in English | MEDLINE | ID: mdl-10495353

ABSTRACT

p38 MAP kinase is a member of the family of kinases which mediate intracellular transduction pathways. The activation of this particular MAP kinase pathway is in response to a broad variety of extracellular stimuli. Subsequent downstream events triggered by p38 activation result in the production of IL-1 and TNF-a, suggesting that inhibition of this enzyme may provide a useful therapeutic target for intervention in various diseases mediated by these cytokines. Understanding the biological consequences of p38 activation and inhibition has been the subject of intensive research over the past several years and there is now ample evidence to suggest that inhibition of this enzyme represents a valid approach for target intervention in various cytokine-mediated diseases. Crystal structures of both apo enzyme and enzyme bound to various ligands in conjunction with site specific mutagenesis studies have provided a wealth of information regarding the interactions necessary to result in potent inhibition and selectivity from other kinases. This information has proven useful towards the analysis of previously reported compounds and will provide additional insight towards the design of new compounds and building upon existing SAR.


Subject(s)
Calcium-Calmodulin-Dependent Protein Kinases/antagonists & inhibitors , Drug Design , Enzyme Inhibitors/therapeutic use , Mitogen-Activated Protein Kinases , Amino Acid Sequence , Anti-Inflammatory Agents/therapeutic use , Calcium-Calmodulin-Dependent Protein Kinases/chemistry , Calcium-Calmodulin-Dependent Protein Kinases/immunology , Cardiovascular Diseases/drug therapy , Enzyme Inhibitors/chemistry , Humans , Imidazoles/chemistry , Imidazoles/therapeutic use , Inhibitory Concentration 50 , Interleukin-1/biosynthesis , Molecular Sequence Data , Pyridines/chemistry , Pyridines/therapeutic use , Sequence Alignment , Sequence Homology, Amino Acid , Signal Transduction/drug effects , Structure-Activity Relationship , Tumor Necrosis Factor-alpha/biosynthesis , p38 Mitogen-Activated Protein Kinases
6.
Chem Biol ; 4(6): 423-31, 1997 Jun.
Article in English | MEDLINE | ID: mdl-9224565

ABSTRACT

BACKGROUND: The p38 mitogen-activated protein (MAP) kinase regulates signal transduction in response to environmental stress. Pyridinylimidazole compounds are specific inhibitors of p38 MAP kinase that block the production of the cytokines interleukin-1beta and tumor necrosis factor alpha, and they are effective in animal models of arthritis, bone resorption and endotoxin shock. These compounds have been useful probes for studying the physiological functions of the p38-mediated MAP kinase pathway. RESULTS: We report the crystal structure of a novel pyridinylimidazole compound complexed with p38 MAP kinase, and we demonstrate that this compound binds to the same site on the kinase as does ATP. Mutagenesis showed that a single residue difference between p38 MAP kinase and other MAP kinases is sufficient to confer selectivity among pyridinylimidazole compounds. CONCLUSIONS: Our results reveal how pyridinylimidazole compounds are potent and selective inhibitors of p38 MAP kinase but not other MAP kinases. It should now be possible to design other specific inhibitors of activated p38 MAP kinase using the structure of the nonphosphorylated enzyme.


Subject(s)
Calcium-Calmodulin-Dependent Protein Kinases/antagonists & inhibitors , Drug Design , Enzyme Inhibitors/chemistry , Mitogen-Activated Protein Kinases , Adenosine Triphosphate/metabolism , Binding Sites , Calcium-Calmodulin-Dependent Protein Kinases/chemistry , Calcium-Calmodulin-Dependent Protein Kinases/metabolism , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/metabolism , Enzyme Inhibitors/pharmacology , Imidazoles/chemical synthesis , Imidazoles/chemistry , Imidazoles/metabolism , Imidazoles/pharmacology , Mitogen-Activated Protein Kinase 1 , Models, Molecular , Molecular Structure , Mutation , Protein Binding , Pyridines/chemical synthesis , Pyridines/chemistry , Pyridines/metabolism , Pyridines/pharmacology , Structure-Activity Relationship , p38 Mitogen-Activated Protein Kinases
7.
Biochem J ; 320 ( Pt 2): 681-6, 1996 Dec 01.
Article in English | MEDLINE | ID: mdl-8973584

ABSTRACT

Using recently developed molecular-shape description algorithms, we searched the Available Chemical Directory for known compounds similar in shape to the potent HIV-1 protease inhibitor Merck L-700,417; 15 compounds most similar in shape to the inhibitor were selected for testing in vitro. Four of these inhibited the protease at 100 microM or less and the most active of the four were the naturally occurring pigments biliverdin and bilirubin. Biliverdin and bilirubin inhibited recombinant HIV-1 protease in vitro at pH 7.8 with K1 values of approx. 1 microM, and also inhibited HIV-2 and simian immunodeficiency virus proteases. The related pyrrolic pigments stercobilin, urobilin, biliverdin dimethyl ester and xanthobilirubic acid showed similar inhibitory activity at low micromolar concentrations. Biliverdin, bilirubin and xanthobilirubic acid did not inhibit viral polyprotein processing in cultured cells, but they reduced viral infectivity significantly. At 100 microM, xanthobilirubic acid affected viral assembly, resulting in a 50% decrease in the generation of infectious particles. In contrast, at the same concentrations biliverdin and bilirubin exerted little or no effect on viral assembly but blocked infection of HeLaT4 cells by 50%. These results suggest that bile pigments might be a new class of potential lead compounds for developing protease inhibitors and they raise the question of whether hyperbilirubinaemia can influence the course of HIV infection.


Subject(s)
Bile Pigments/pharmacology , HIV Protease Inhibitors/pharmacology , HIV Protease/metabolism , HIV-1/physiology , Aspartic Acid Endopeptidases/metabolism , Bilirubin/analogs & derivatives , Bilirubin/pharmacology , Biliverdine/pharmacology , Cell Line , Dipeptides/pharmacology , HIV-1/drug effects , HIV-1/enzymology , HIV-2/enzymology , Humans , Kidney , Kinetics , Protease Inhibitors/pharmacology , Recombinant Proteins/antagonists & inhibitors , Simian Immunodeficiency Virus/enzymology , Structure-Activity Relationship
8.
J Med Chem ; 39(15): 2887-93, 1996 Jul 19.
Article in English | MEDLINE | ID: mdl-8709122

ABSTRACT

In order to better understand the common features present in drug molecules, we use shape description methods to analyze a database of commercially available drugs and prepare a list of common drug shapes. A useful way of organizing this structural data is to group the atoms of each drug molecule into ring, linker, framework, and side chain atoms. On the basis of the two-dimensional molecular structures (without regard to atom type, hybridization, and bond order), there are 1179 different frameworks among the 5120 compounds analyzed. However, the shapes of half of the drugs in the database are described by the 32 most frequently occurring frameworks. This suggests that the diversity of shapes in the set of known drugs is extremely low. In our second method of analysis, in which atom type, hybridization, and bond order are considered, more diversity is seen; there are 2506 different frameworks among the 5120 compounds in the database, and the most frequently occurring 42 frameworks account for only one-fourth of the drugs. We discuss the possible interpretations of these findings and the way they may be used to guide future drug discovery research.


Subject(s)
Databases, Factual , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/classification , Benzene/chemistry , Cyclization , Drug Design , Molecular Structure
9.
J Comput Aided Mol Des ; 6(6): 607-28, 1992 Dec.
Article in English | MEDLINE | ID: mdl-1291629

ABSTRACT

A new formalism for molecular shape description is described. The formalism, based on considering each molecule as a collection of its 3-atom submolecules, is applied to both the graph theory and geometrical coordinate representations of molecules. The timing results for shape description of several databases indicate that this new method is applicable to large databases. Furthermore, results from clustering a small database show good agreement with clustering results obtained by a distance-matching algorithm.


Subject(s)
Drug Design , Algorithms , Databases, Factual , Evaluation Studies as Topic , Molecular Conformation , Molecular Structure , Phenylalanine/analogs & derivatives , Phenylalanine/chemistry , Software
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