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2.
SLAS Discov ; 22(8): 995-1006, 2017 Sep.
Article de Anglais | MEDLINE | ID: mdl-28426940

RÉSUMÉ

High-throughput screening (HTS) is a widespread method in early drug discovery for identifying promising chemical matter that modulates a target or phenotype of interest. Because HTS campaigns involve screening millions of compounds, it is often desirable to initiate screening with a subset of the full collection. Subsequently, virtual screening methods prioritize likely active compounds in the remaining collection in an iterative process. With this approach, orthogonal virtual screening methods are often applied, necessitating the prioritization of hits from different approaches. Here, we introduce a novel method of fusing these prioritizations and benchmark it prospectively on 17 screening campaigns using virtual screening methods in three descriptor spaces. We found that the fusion approach retrieves 15% to 65% more active chemical series than any single machine-learning method and that appropriately weighting contributions of similarity and machine-learning scoring techniques can increase enrichment by 1% to 19%. We also use fusion scoring to evaluate the tradeoff between screening more chemical matter initially in lieu of replicate samples to prevent false-positives and find that the former option leads to the retrieval of more active chemical series. These results represent guidelines that can increase the rate of identification of promising active compounds in future iterative screens.


Sujet(s)
Évaluation préclinique de médicament , Heuristique , Interface utilisateur , Apprentissage machine
3.
J Biol Chem ; 285(52): 40604-11, 2010 Dec 24.
Article de Anglais | MEDLINE | ID: mdl-20943652

RÉSUMÉ

We describe here a novel platform technology for the discovery of small molecule mimetics of conformational epitopes on protein antigens. As a model system, we selected mimetics of a conserved hydrophobic pocket within the N-heptad repeat region of the HIV-1 envelope protein, gp41. The human monoclonal antibody, D5, binds to this target and exhibits broadly neutralizing activity against HIV-1. We exploited the antigen-binding property of D5 to select complementary small molecules using a high throughput screen of a diverse chemical collection. The resulting small molecule leads were rendered immunogenic by linking them to a carrier protein and were shown to elicit N-heptad repeat-binding antibodies in a fraction of immunized mice. Plasma from HIV-1-infected subjects shown previously to contain broadly neutralizing antibodies was found to contain antibodies capable of binding to haptens represented in the benzylpiperidine leads identified as a result of the high throughput screen, further validating these molecules as vaccine leads. Our results suggest a new paradigm for vaccine discovery using a medicinal chemistry approach to identify lead molecules that, when optimized, could become vaccine candidates for infectious diseases that have been refractory to conventional vaccine development.


Sujet(s)
Vaccins contre le SIDA/immunologie , Anticorps neutralisants/immunologie , Anticorps antiviraux/immunologie , Protéine d'enveloppe gp41 du VIH/immunologie , Infections à VIH/immunologie , VIH-1 (Virus de l'Immunodéficience Humaine de type 1)/immunologie , Peptidomimétiques/immunologie , Vaccins contre le SIDA/pharmacologie , Animaux , Anticorps neutralisants/sang , Anticorps antiviraux/sang , Femelle , Infections à VIH/sang , Infections à VIH/prévention et contrôle , Haptènes/immunologie , Haptènes/pharmacologie , Humains , Souris , Souris de lignée BALB C , Peptidomimétiques/pharmacologie
4.
Bioorg Med Chem Lett ; 19(4): 1240-4, 2009 Feb 15.
Article de Anglais | MEDLINE | ID: mdl-19155174

RÉSUMÉ

A high throughput screening campaign was designed to identify allosteric inhibitors of Chk1 kinase by testing compounds at high concentration. Activity was then observed at K(m) for ATP and at near-physiological concentrations of ATP. This strategy led to the discovery of a non-ATP competitive thioquinazolinone series which was optimized for potency and stability. An X-ray crystal structure for the complex of our best inhibitor bound to Chk1 was solved, indicating that it binds to an allosteric site approximately 13A from the ATP binding site. Preliminary data is presented for several of these compounds.


Sujet(s)
Inhibiteurs de protéines kinases/synthèse chimique , Inhibiteurs de protéines kinases/pharmacologie , Protein kinases/effets des médicaments et des substances chimiques , Quinazolines/synthèse chimique , Quinazolines/pharmacologie , Sites de fixation , Checkpoint kinase 1 , Techniques de chimie combinatoire , Cristallographie aux rayons X , Humains , Conformation moléculaire , Structure moléculaire , Inhibiteurs de protéines kinases/composition chimique , Protein kinases/composition chimique , Protein kinases/métabolisme , Quinazolines/composition chimique
5.
Anal Biochem ; 368(2): 239-49, 2007 Sep 15.
Article de Anglais | MEDLINE | ID: mdl-17601482

RÉSUMÉ

Cholesteryl ester transfer protein (CETP) is a serum component responsible for both cholesteryl ester and triglyceride trafficking between high-density lipoprotein (HDL) and the apolipoprotein B (apoB)-containing very low-density lipoprotein (VLDL) and low-density lipoprotein (LDL). Several fluorescence-based assays that monitor these transfers have been reported, but to date such assays have suffered from a low signal/background (S/B) ratio and have been described for use only in relatively purified in vitro systems. We have modified the more advanced of these assays to incorporate a noninterfering, nondiffusable fluorescence quencher into previously described cosonicate particles, often referred to as microemulsions. This simple improvement resulted in particles that had an average threefold enhanced S/B window over particles without quenchers but that continued to show the essential properties of a catalytic assay, including catalysis to a single endpoint, excellent linearity with protein and particle concentration, and an appropriate sensitivity to inhibition. This reduced assay noise allowed the subsequent development of protocols for the direct measure of cholesteryl ester (CE) transfer activity resident in human and animal serum as well as the development of 384- and 3456-well screening protocols with good precision and accuracy. Thus, by expanding the dynamic response window of the assay, we have created an assay generalizable to many settings.


Sujet(s)
Dosage biologique/méthodes , Protéines de transfert des esters de cholestérol/sang , Colorants fluorescents/composition chimique , Spectrométrie de fluorescence/méthodes , Animaux , Cellules CHO , Protéines de transfert des esters de cholestérol/métabolisme , Cholestérol ester/métabolisme , Cricetinae , Cricetulus , Transfert d'énergie par résonance de fluorescence , Humains , Modèles biologiques , Facteurs temps , Transfection
6.
J Biol Chem ; 280(18): 17792-7, 2005 May 06.
Article de Anglais | MEDLINE | ID: mdl-15737955

RÉSUMÉ

Extracellular deposits of aggregated amyloid-beta (Abeta) peptides are a hallmark of Alzheimer disease; thus, inhibition of Abeta production and/or aggregation is an appealing strategy to thwart the onset and progression of this disease. The release of Abeta requires processing of the amyloid precursor protein (APP) by both beta- and gamma-secretase. Using an assay that incorporates full-length recombinant APP as a substrate for beta-secretase (BACE), we have identified a series of compounds that inhibit APP processing, but do not affect the cleavage of peptide substrates by BACE1. These molecules also inhibit the processing of APP and Abeta by BACE2 and selectively inhibit the production of Abeta(42) species by gamma-secretase in assays using CTF99. The compounds bind directly to APP, likely within the Abeta domain, and therefore, unlike previously described inhibitors of the secretase enzymes, their mechanism of action is mediated through APP. These studies demonstrate that APP binding agents can affect its processing through multiple pathways, providing proof of concept for novel strategies aimed at selectively modulating Abeta production.


Sujet(s)
Maladie d'Alzheimer/traitement médicamenteux , Maladie d'Alzheimer/métabolisme , Peptides bêta-amyloïdes/antagonistes et inhibiteurs , Peptides bêta-amyloïdes/métabolisme , Précurseur de la protéine bêta-amyloïde/métabolisme , Maturation post-traductionnelle des protéines/effets des médicaments et des substances chimiques , Amyloid precursor protein secretases , Aspartic acid endopeptidases/métabolisme , Sites de fixation/effets des médicaments et des substances chimiques , Sites de fixation/physiologie , Relation dose-effet des médicaments , Endopeptidases , Cellules HeLa , Humains , Inhibiteurs de protéases/métabolisme , Inhibiteurs de protéases/pharmacologie , Inhibiteurs de protéases/usage thérapeutique
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