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1.
Chem Sci ; 10(7): 2218-2227, 2019 Feb 21.
Article in English | MEDLINE | ID: mdl-30881647

ABSTRACT

Accurately computing the geometry and energy of host-guest and protein-ligand interactions requires a physically accurate description of the forces in action. Quantum mechanics can provide this accuracy but the calculations can require a prohibitive quantity of computational resources. The size of the calculations can be reduced by including only the atoms of the receptor that are in close proximity to the ligand. We show that when combined with log P values for the ligand (which can be computed easily) this approach can significantly improve the agreement between computed and measured binding energies. When the approach is applied to lactate dehydrogenase A, it can make quantitative predictions about conformational, tautomeric and protonation state preferences as well as stereoselectivity and even identifies potential errors in structures deposited in the Protein Data Bank for this enzyme. By broadening the evidence base for these structures from only the diffraction data, more chemically realistic structures can be proposed.

2.
SLAS Discov ; 23(1): 11-22, 2018 01.
Article in English | MEDLINE | ID: mdl-28945981

ABSTRACT

A high-throughput screen (HTS) of human 6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 3 (PFKFB3) resulted in several series of compounds with the potential for further optimization. Informatics was used to identify active chemotypes with lead-like profiles and remove compounds that commonly occurred as actives in other HTS screens. The activities were confirmed with IC50 measurements from two orthogonal assay technologies, and further analysis of the Hill slopes and comparison of the ratio of IC50 values at 10 times the enzyme concentration were used to identify artifact compounds. Several series of compounds were rejected as they had both high slopes and poor ratios. A small number of compounds representing the different leading series were assessed using isothermal titration calorimetry, and the X-ray crystal structure of the complex with PFKFB3 was solved. The orthogonal assay technology and isothermal calorimetry were demonstrated to be unreliable in identifying false-positive compounds in this case. Presented here is the discovery of the dihydropyrrolopyrimidinone series of compounds as active and novel inhibitors of PFKFB3, shown by X-ray crystallography to bind to the adenosine triphosphate site. The crystal structures of this series also reveal it is possible to flip the binding mode of the compounds, and the alternative orientation can be driven by a sigma-hole interaction between an aromatic chlorine atom and a backbone carbonyl oxygen. These novel inhibitors will enable studies to explore the role of PFKFB3 in driving the glycolytic phenotype of tumors.


Subject(s)
Antineoplastic Agents/pharmacology , Drug Screening Assays, Antitumor/methods , Enzyme Inhibitors/pharmacology , High-Throughput Screening Assays , Phosphofructokinase-2/antagonists & inhibitors , Antineoplastic Agents/chemistry , Calorimetry/methods , Enzyme Inhibitors/chemistry , Gene Expression Regulation, Neoplastic/drug effects , Humans , Inhibitory Concentration 50 , Ligands , Molecular Docking Simulation , Molecular Dynamics Simulation , Phosphofructokinase-2/chemistry , Phosphofructokinase-2/genetics , Phosphofructokinase-2/metabolism , Quantitative Structure-Activity Relationship , Small Molecule Libraries , Workflow
3.
J Chem Inf Model ; 57(10): 2424-2436, 2017 10 23.
Article in English | MEDLINE | ID: mdl-28967750

ABSTRACT

We have applied the two most commonly used methods for automatic matched pair identification, obtained the optimum settings, and discovered that the two methods are synergistic. A turbocharging approach to matched pair analysis is advocated in which a first round (a conservative categorical approach that uses an analogy with coin flips, heads corresponding to an increase in a measured property, tails to a decrease, and a biased coin to a structural change that reliably causes a change in that property) provides the settings for a second round (which uses the magnitude of the change in properties). Increased chemical specificity allows reliable knowledge to be extracted from smaller sets of pairs, and an assay-specific upper limit can be placed on the number of pairs required before adequate sampling of variability has been achieved.


Subject(s)
Models, Chemical , Drug Design , Molecular Structure , Quantitative Structure-Activity Relationship
4.
Nat Rev Drug Discov ; 10(10): 749-65, 2011 Sep 30.
Article in English | MEDLINE | ID: mdl-21959288

ABSTRACT

Physicochemical properties such as lipophilicity and molecular mass are known to have an important influence on the absorption, distribution, metabolism, excretion and toxicity (ADMET) profile of small-molecule drug candidates. To assess the use of this knowledge in reducing the likelihood of compound-related attrition, the molecular properties of compounds acting at specific drug targets described in patents from leading pharmaceutical companies during the 2000-2010 period were analysed. Over the past decade, there has been little overall change in properties that influence ADMET outcomes, but there are marked differences in molecular properties between organizations, which are maintained when the targets pursued are taken into account. The target-unbiased molecular property differences, which are attributable to divergent corporate drug design strategies, are comparable to the differences between the major drug target classes. On the basis of our analysis, we conclude that a substantial sector of the pharmaceutical industry has not modified its drug design practices and is still producing compounds with suboptimal physicochemical profiles.


Subject(s)
Drug Discovery/standards , Drug Industry/standards , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/standards , Absorption/physiology , Animals , Chemical Phenomena , Drug Discovery/methods , Drug Industry/methods , Humans , Solubility
5.
J Chem Inf Model ; 50(8): 1350-7, 2010 Aug 23.
Article in English | MEDLINE | ID: mdl-20690655

ABSTRACT

An algorithm to automatically identify and extract matched molecular pairs from a collection of compounds has been developed, allowing the learning associated with each molecular transformation to be readily exploited in drug discovery projects. Here, we present the application to an example data set of 11 histone deacetylase inhibitors. The matched pairs were identified, and corresponding differences in activity and lipophilicity were recorded. These property differences were associated with the chemical transformations encoded in the SMIRKS reaction notation. The transformations identified a subseries with the optimal balance of these two parameters. Enumeration of a virtual library of compounds using the extracted transformations identified two additional compounds initially excluded from the analysis with an accurate estimation of their biological activity. We describe how the WizePairZ system can be used to archive and apply medicinal chemistry knowledge from one drug discovery project to another as well as identify common bioisosteres.


Subject(s)
Algorithms , Drug Design , Histone Deacetylase Inhibitors/chemistry , Chemistry, Pharmaceutical/methods , Histone Deacetylase Inhibitors/pharmacology , Histone Deacetylases/metabolism , Molecular Structure
6.
Nat Chem Biol ; 4(11): 700-7, 2008 Nov.
Article in English | MEDLINE | ID: mdl-18849972

ABSTRACT

Nitric oxide synthase (NOS) enzymes synthesize nitric oxide, a signal for vasodilatation and neurotransmission at low concentrations and a defensive cytotoxin at higher concentrations. The high active site conservation among all three NOS isozymes hinders the design of selective NOS inhibitors to treat inflammation, arthritis, stroke, septic shock and cancer. Our crystal structures and mutagenesis results identified an isozyme-specific induced-fit binding mode linking a cascade of conformational changes to a new specificity pocket. Plasticity of an isozyme-specific triad of distant second- and third-shell residues modulates conformational changes of invariant first-shell residues to determine inhibitor selectivity. To design potent and selective NOS inhibitors, we developed the anchored plasticity approach: anchor an inhibitor core in a conserved binding pocket, then extend rigid bulky substituents toward remote specificity pockets, which become accessible upon conformational changes of flexible residues. This approach exemplifies general principles for the design of selective enzyme inhibitors that overcome strong active site conservation.


Subject(s)
Drug Design , Enzyme Inhibitors , Inflammation/drug therapy , Inflammation/enzymology , Nitric Oxide Synthase/antagonists & inhibitors , Amino Acid Sequence , Aminopyridines/chemistry , Aminopyridines/pharmacology , Animals , Cattle , Crystallography, X-Ray , Disease Models, Animal , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Gene Expression , Humans , Isoenzymes/antagonists & inhibitors , Male , Mice , Models, Molecular , Molecular Sequence Data , Molecular Structure , Mutation , Nitric Oxide Synthase/genetics , Nitric Oxide Synthase/metabolism , Quinazolines/chemistry , Quinazolines/pharmacology , Rats
8.
J Med Chem ; 50(2): 254-63, 2007 Jan 25.
Article in English | MEDLINE | ID: mdl-17228867

ABSTRACT

We have previously described a novel series of potent blockers of the monocarboxylate transporter, MCT1, which show potent immunomodulatory activity in an assay measuring inhibition of PMA/ionomycin-induced human PBMC proliferation. However, the preferred compounds had the undesirable property of existing as a mixture of slowly interconverting rotational isomers. Here we show that variable temperature NMR is an effective method of monitoring how alteration to the nature of the amide substituent can modulate the rate of isomer exchange. This led to the design of compounds with increased rates of rotamer interconversion. Moreover, some of these compounds also showed improved potency and provided a route to further optimization.


Subject(s)
Isoxazoles/chemical synthesis , Monocarboxylic Acid Transporters/antagonists & inhibitors , Monocarboxylic Acid Transporters/chemistry , Naphthalenes/chemical synthesis , Pyrrolidines/chemical synthesis , Quinolines/chemical synthesis , Symporters/antagonists & inhibitors , Symporters/chemistry , Thiazolidines/chemical synthesis , Isomerism , Isoxazoles/chemistry , Kinetics , Magnetic Resonance Spectroscopy , Molecular Conformation , Naphthalenes/chemistry , Pyrrolidines/chemistry , Quinolines/chemistry , Thiazolidines/chemistry
9.
J Med Chem ; 47(12): 3320-3, 2004 Jun 03.
Article in English | MEDLINE | ID: mdl-15163211

ABSTRACT

4-Methylaminopyridine (4-MAP) (5) is a potent but nonselective nitric oxide synthase (NOS) inhibitor. While simple N-methylation in this series results in poor activity, more elaborate N-substitution such as with 4-piperidine carbamate or amide results in potent and selective inducible NOS inhibition. Evidently, a flipping of the pyridine ring between these new inhibitors allows the piperidine to interact with different residues and confer excellent selectivity.


Subject(s)
Aminopyridines/chemical synthesis , Nitric Oxide Synthase/antagonists & inhibitors , Aminopyridines/chemistry , Animals , Crystallography, X-Ray , Mice , Models, Molecular , Nitric Oxide Synthase/chemistry , Nitric Oxide Synthase Type II
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