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1.
J Biomol Screen ; 21(10): 1075-1089, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27601436

ABSTRACT

One of the central questions in the characterization of enzyme inhibitors is determining the mode of inhibition (MOI). Classically, this is done with a number of low-throughput methods in which inhibition models are fitted to the data. The ability to rapidly characterize the MOI for inhibitors arising from high-throughput screening in which hundreds to thousands of primary inhibitors may need to be characterized would greatly help in lead selection efforts. Here we describe a novel method for determining the MOI of a compound without the need for curve fitting of the enzyme inhibition data. We provide experimental data to demonstrate the utility of this new high-throughput MOI classification method based on nonparametric analysis of the activity derived from a small matrix of substrate and inhibitor concentrations (e.g., from a 4S × 4I matrix). Lists of inhibitors from four different enzyme assays are studied, and the results are compared with the previously described IC50-shift method for MOI classification. The MOI results from this method are in good agreement with the known MOI and compare favorably with those from the IC50-shift method. In addition, we discuss some advantages and limitations of the method and provide recommendations for utilization of this MOI classification method.


Subject(s)
Enzyme Inhibitors/chemistry , Enzymes/chemistry , High-Throughput Screening Assays/methods , Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/classification , Humans
2.
J Biomol Screen ; 19(5): 651-60, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24246376

ABSTRACT

Pilot testing of an assay intended for high-throughput screening (HTS) with small compound sets is a necessary but often time-consuming step in the validation of an assay protocol. When the initial testing concentration is less than optimal, this can involve iterative testing at different concentrations to further evaluate the pilot outcome, which can be even more time-consuming. Quantitative HTS (qHTS) enables flexible and rapid collection of assay performance statistics, hits at different concentrations, and concentration-response curves in a single experiment. Here we describe the qHTS process for pilot testing in which eight-point concentration-response curves are produced using an interplate asymmetric dilution protocol in which the first four concentrations are used to represent the range of typical HTS screening concentrations and the last four concentrations are added for robust curve fitting to determine potency/efficacy values. We also describe how these data can be analyzed to predict the frequency of false-positives, false-negatives, hit rates, and confirmation rates for the HTS process as a function of screening concentration. By taking into account the compound pharmacology, this pilot-testing paradigm enables rapid assessment of the assay performance and choosing the optimal concentration for the large-scale HTS in one experiment.


Subject(s)
High-Throughput Screening Assays/methods , Biological Assay , Cell Line , Dose-Response Relationship, Drug , False Positive Reactions , Genes, Reporter , Humans , Pilot Projects , Reproducibility of Results , Software
3.
J Med Pract Manage ; 23(6): 329-31, 2008.
Article in English | MEDLINE | ID: mdl-18615995

ABSTRACT

Technological advances, patient demands, pressures from payors, and change driven by hospitals or competing group practices combine to create a very dynamic practice management environment. For practice executives, these changes are focusing more attention on strategic and long-term planning, raising the question of continuing as independent private practices or considering other alternatives. There are several macro trends that impact the future of group practice. Understanding these general trends can serve as a starting point for practices to develop their specific roadmap to the future.


Subject(s)
Group Practice/economics , Practice Management, Medical/economics , Demography , Group Practice/organization & administration , Humans , Practice Management, Medical/organization & administration , United States
4.
Structure ; 16(5): 798-808, 2008 May.
Article in English | MEDLINE | ID: mdl-18462684

ABSTRACT

The phosphorylation of IkappaB by the IKK complex targets it for degradation and releases NF-kappaB for translocation into the nucleus to initiate the inflammatory response, cell proliferation, or cell differentiation. The IKK complex is composed of the catalytic IKKalpha/beta kinases and a regulatory protein, NF-kappaB essential modulator (NEMO; IKKgamma). NEMO associates with the unphosphorylated IKK kinase C termini and activates the IKK complex's catalytic activity. However, detailed structural information about the NEMO/IKK interaction is lacking. In this study, we have identified the minimal requirements for NEMO and IKK kinase association using a variety of biophysical techniques and have solved two crystal structures of the minimal NEMO/IKK kinase associating domains. We demonstrate that the NEMO core domain is a dimer that binds two IKK fragments and identify energetic hot spots that can be exploited to inhibit IKK complex formation with a therapeutic agent.


Subject(s)
I-kappa B Kinase/chemistry , Amino Acid Sequence , Binding Sites , Biophysics/methods , Dimerization , Escherichia coli/genetics , Humans , Hydrophobic and Hydrophilic Interactions , I-kappa B Kinase/isolation & purification , I-kappa B Kinase/metabolism , Inclusion Bodies/chemistry , Models, Molecular , Molecular Sequence Data , Nuclear Magnetic Resonance, Biomolecular , Protein Binding , Protein Conformation , Protein Folding , Protein Structure, Tertiary , Sequence Homology, Amino Acid , Spectrum Analysis, Raman
5.
Arterioscler Thromb Vasc Biol ; 28(4): 665-71, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18202322

ABSTRACT

OBJECTIVE: TGF-beta plays a significant role in vascular injury-induced stenosis. This study evaluates the efficacy of a novel, small molecule inhibitor of ALK5/ALK4 kinase, in the rat carotid injury model of vascular fibrosis. METHODS AND RESULTS: The small molecule, SM16, was shown to bind with high affinity to ALK5 kinase ATP binding site using a competitive binding assay and biacore analysis. SM16 blocked TGF-beta and activin-induced Smad2/3 phosphorylation and TGF-beta-induced plasminogen activator inhibitor (PAI)-luciferase activity in cells. Good overall selectivity was demonstrated in a large panel of kinase assays, but SM16 also showed nanomolar inhibition of ALK4 and weak (micromolar) inhibition of Raf and p38. In the rat carotid injury model, SM16 dosed once daily orally at 15 or 30 mg/kg SM16 for 14 days caused significant inhibition of neointimal thickening and lumenal narrowing. SM16 also prevented induction of adventitial smooth muscle alpha-actin-positive myofibroblasts and the production of intimal collagen, but did not decrease the percentage of proliferative cells. CONCLUSIONS: These results are the first to demonstrate the efficacy of an orally active, small-molecule ALK5/ALK4 inhibitor in a vascular fibrosis model and suggest the potential therapeutic application of these inhibitors in vascular fibrosis.


Subject(s)
Azabicyclo Compounds/pharmacology , Carotid Artery Injuries/drug therapy , Protein Kinase Inhibitors/pharmacology , Protein Serine-Threonine Kinases/antagonists & inhibitors , Receptors, Transforming Growth Factor beta/antagonists & inhibitors , Activin Receptors, Type I/antagonists & inhibitors , Adenosine Triphosphate/metabolism , Administration, Oral , Animals , Azabicyclo Compounds/administration & dosage , Azabicyclo Compounds/metabolism , Binding Sites , Carotid Artery Injuries/pathology , Carotid Artery Injuries/physiopathology , Cell Line , Fibroblasts/drug effects , Fibroblasts/pathology , Fibrosis , Humans , Male , Myoblasts, Smooth Muscle/drug effects , Myoblasts, Smooth Muscle/pathology , Protein Kinase Inhibitors/administration & dosage , Protein Kinase Inhibitors/metabolism , Rats , Rats, Sprague-Dawley , Receptor, Transforming Growth Factor-beta Type I , Transforming Growth Factor beta/physiology
6.
J Biomol Screen ; 11(7): 828-35, 2006 Oct.
Article in English | MEDLINE | ID: mdl-16956997

ABSTRACT

A subset of the compound repository for lead identification at Biogen Idec was characterized for its chemical stability over a 3-year period. Compounds were stored at 4 degrees C as 10 mM DMSO stocks, and a small subset of compounds was stored as lyophilized dry films. Compound integrity of 470 discrete compounds (Compound Set I) and 1917 combinatorial chemistry-derived compounds (Compound Set II) was evaluated by liquid chromatography/mass spectrometry from the time of acquisition into the library collection and after 3 years of storage. Loss of compound integrity over the 3 years of storage was observed across the 2 subsets tested. Of Compound Set I, 63% of samples retained > 80% purity, whereas 57% of samples from Compound Set II had purity greater than 60%. The stability of the lyophilized samples was superior to the samples stored as DMSO solution. Although storage at 4 degrees C as DMSO solution was adequate for the majority of compounds, the authors observed and quantified the level of degradation within the compound collection. Their study provides general insight into compound storage and selection of library subsets for future lead identification activities.


Subject(s)
Combinatorial Chemistry Techniques/methods , Pharmaceutical Preparations/analysis , Pharmaceutical Preparations/standards , Chromatography, Liquid , Drug Stability , Drug Storage , Mass Spectrometry , Pharmaceutical Preparations/chemistry , Quality Control , Time Factors
7.
Chem Biol Drug Des ; 67(6): 385-94, 2006 Jun.
Article in English | MEDLINE | ID: mdl-16882313

ABSTRACT

Lead identification by high-throughput screening of large compound libraries has been supplemented with virtual screening and focused compound libraries. To complement existing approaches for lead identification at Biogen Idec, a kinase-focused compound collection was designed, developed and validated. Two strategies were adopted to populate the compound collection: a ligand shape-based virtual screening and a receptor-based approach (structural interaction fingerprint). Compounds selected with the two approaches were cherry-picked from an existing high-throughput screening compound library, ordered from suppliers and supplemented with specific medicinal compounds from internal programs. Promising hits and leads have been generated from the kinase-focused compound collection against multiple kinase targets. The principle of the collection design and screening strategy was validated and the use of the kinase-focused compound collection for lead identification has been added to existing strategies.


Subject(s)
Drug Evaluation, Preclinical/methods , Phosphotransferases/metabolism , Combinatorial Chemistry Techniques , Databases, Protein , Inhibitory Concentration 50 , Ligands , Models, Molecular , Phosphotransferases/antagonists & inhibitors , Reproducibility of Results , Structure-Activity Relationship
8.
J Invest Dermatol ; 126(8): 1733-44, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16741519

ABSTRACT

Fibrosis, the hallmark of scleroderma, is characterized by excessive synthesis of collagen and extracellular matrix proteins and accumulation of myofibroblasts. Transforming growth factor-beta (TGF-beta), a potent inducer of collagen synthesis, cytokine production, and myofibroblast transdifferentiation, is implicated in fibrosis. Profibrotic TGF-beta responses are induced primarily via the type I activin-like receptor kinase 5 (ALK5) TGF-beta receptor coupled to Smad signal transducers. Here, we investigated the effect of blocking ALK5 function with SM305, a novel small-molecule kinase inhibitor, on fibrotic TGF-beta responses. In normal dermal fibroblasts, SM305 abrogated the ligand-induced phosphorylation, nuclear import, and DNA-binding activity of Smad2/3 and Smad4, and inhibited Smad2/3-dependent transcriptional responses. Furthermore, SM305 blocked TGF-beta-induced extracellular matrix gene expression, cytokine production, and myofibroblast transdifferentiation. In unstimulated scleroderma fibroblasts, SM305 caused a variable and modest reduction in type I collagen levels, and failed to abrogate constitutive nuclear accumulation of Smad2/3, or alter the proportion of smooth muscle actin stress fiber-positive fibroblasts. In vivo, SM305 prevented TGF-beta-induced Smad2/3 phosphorylation type I collagen (COL1)A2 promoter activation in dermal fibroblasts. Taken together, these results indicate that SM305 inhibits intracellular TGF-beta signaling through selective interference with ALK5-mediated Smad activation, resulting in marked suppression of profibrotic responses induced by TGF-beta in vivo and in vitro.


Subject(s)
Protein Kinase Inhibitors/pharmacology , Pyrazoles/pharmacology , Quinolines/pharmacology , Receptors, Transforming Growth Factor beta/antagonists & inhibitors , Scleroderma, Systemic/drug therapy , Scleroderma, Systemic/metabolism , Smad Proteins/metabolism , Animals , Biopsy , Cell Division/drug effects , Cells, Cultured , Dermis/cytology , Fibroblasts/cytology , Fibroblasts/metabolism , Humans , In Vitro Techniques , Mice , Mice, Transgenic , Receptors, Transforming Growth Factor beta/metabolism , Scleroderma, Systemic/pathology , Smad2 Protein/metabolism , Smad3 Protein/metabolism , Smad4 Protein/metabolism
9.
J Biomol Screen ; 10(5): 508-16, 2005 Aug.
Article in English | MEDLINE | ID: mdl-16093560

ABSTRACT

The authors assess the equivalence of 2 assays and put forward a general approach for assay agreement analysis that can be applied during drug discovery. Data sets generated by different assays are routinely compared to each other during the process of drug discovery. For a given target, the assays used for high-throughput screening and structure-activity relationship studies will most likely differ in their assay reagents, assay conditions, and/or detection technology, which makes the interpretation of data between assays difficult, particularly as most assays are used to measure quantitative changes in compound potency against the target. To better quantify the relationship of data sets from different assays for the same target, the authors evaluated the agreement between results generated by 2 different assays that measure the activity of compounds against the same protein, ALK5. The authors show that the agreement between data sets can be quantified using correlation and Bland-Altman plots, and the precision of the assays can be used to define the expectations of agreement between 2 assays. They propose a scheme for addressing issues of assay data equivalence, which can be applied to address questions of how data sets compare during the lead identification and lead optimization processes in which assays are frequently added and changed.


Subject(s)
Activin Receptors, Type I/chemistry , Drug Design , Drug Evaluation, Preclinical/methods , Receptors, Transforming Growth Factor beta/chemistry , Technology, Pharmaceutical/methods , Adenosine Triphosphate/chemistry , Data Interpretation, Statistical , Humans , Inhibitory Concentration 50 , Kinetics , Ligands , Models, Statistical , Pharmaceutical Preparations , Phosphorylation , Protein Binding , Protein Serine-Threonine Kinases , Receptor, Transforming Growth Factor-beta Type I , Reproducibility of Results , Structure-Activity Relationship , Therapeutic Equivalency
10.
Bioorg Med Chem Lett ; 13(24): 4355-9, 2003 Dec 15.
Article in English | MEDLINE | ID: mdl-14643325

ABSTRACT

We describe the discovery, using shape-based virtual screening, of a potent, ATP site-directed inhibitor of the TbetaRI kinase, an important and novel drug target for fibrosis and cancer. The first detailed report of a TbetaRI kinase small molecule co-complex confirms the predicted binding interactions of our small molecule inhibitor, which stabilizes the inactive kinase conformation. Our results validate shape-based screening as a powerful tool to discover useful leads against a new drug target.


Subject(s)
Enzyme Inhibitors/chemical synthesis , Protein Serine-Threonine Kinases/antagonists & inhibitors , Adenosine Triphosphate/metabolism , Antineoplastic Agents/chemical synthesis , Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Binding Sites , Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Kinetics , Molecular Conformation , Phosphorylation , Protein Conformation , Receptor, Transforming Growth Factor-beta Type I , Receptors, Transforming Growth Factor beta , User-Computer Interface
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