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UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1

MOTIVATION: Using molecular similarity to discover bioactive small molecules with novel chemical scaffolds can be computationally demanding. We describe Ultra-fast Shape Recognition with Atom Types (UFSRAT), an efficient algorithm that considers both the 3D distribution (shape) and electrostatics of...

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Autores principales: Shave, Steven, Blackburn, Elizabeth A., Adie, Jillian, Houston, Douglas R., Auer, Manfred, Webster, Scott P., Taylor, Paul, Walkinshaw, Malcolm D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4319890/
https://www.ncbi.nlm.nih.gov/pubmed/25659145
http://dx.doi.org/10.1371/journal.pone.0116570
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author Shave, Steven
Blackburn, Elizabeth A.
Adie, Jillian
Houston, Douglas R.
Auer, Manfred
Webster, Scott P.
Taylor, Paul
Walkinshaw, Malcolm D.
author_facet Shave, Steven
Blackburn, Elizabeth A.
Adie, Jillian
Houston, Douglas R.
Auer, Manfred
Webster, Scott P.
Taylor, Paul
Walkinshaw, Malcolm D.
author_sort Shave, Steven
collection PubMed
description MOTIVATION: Using molecular similarity to discover bioactive small molecules with novel chemical scaffolds can be computationally demanding. We describe Ultra-fast Shape Recognition with Atom Types (UFSRAT), an efficient algorithm that considers both the 3D distribution (shape) and electrostatics of atoms to score and retrieve molecules capable of making similar interactions to those of the supplied query. RESULTS: Computational optimization and pre-calculation of molecular descriptors enables a query molecule to be run against a database containing 3.8 million molecules and results returned in under 10 seconds on modest hardware. UFSRAT has been used in pipelines to identify bioactive molecules for two clinically relevant drug targets; FK506-Binding Protein 12 and 11β-hydroxysteroid dehydrogenase type 1. In the case of FK506-Binding Protein 12, UFSRAT was used as the first step in a structure-based virtual screening pipeline, yielding many actives, of which the most active shows a K(D, app) of 281 µM and contains a substructure present in the query compound. Success was also achieved running solely the UFSRAT technique to identify new actives for 11β-hydroxysteroid dehydrogenase type 1, for which the most active displays an IC50 of 67 nM in a cell based assay and contains a substructure radically different to the query. This demonstrates the valuable ability of the UFSRAT algorithm to perform scaffold hops. AVAILABILITY AND IMPLEMENTATION: A web-based implementation of the algorithm is freely available at http://opus.bch.ed.ac.uk/ufsrat/.
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spelling pubmed-43198902015-02-18 UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1 Shave, Steven Blackburn, Elizabeth A. Adie, Jillian Houston, Douglas R. Auer, Manfred Webster, Scott P. Taylor, Paul Walkinshaw, Malcolm D. PLoS One Research Article MOTIVATION: Using molecular similarity to discover bioactive small molecules with novel chemical scaffolds can be computationally demanding. We describe Ultra-fast Shape Recognition with Atom Types (UFSRAT), an efficient algorithm that considers both the 3D distribution (shape) and electrostatics of atoms to score and retrieve molecules capable of making similar interactions to those of the supplied query. RESULTS: Computational optimization and pre-calculation of molecular descriptors enables a query molecule to be run against a database containing 3.8 million molecules and results returned in under 10 seconds on modest hardware. UFSRAT has been used in pipelines to identify bioactive molecules for two clinically relevant drug targets; FK506-Binding Protein 12 and 11β-hydroxysteroid dehydrogenase type 1. In the case of FK506-Binding Protein 12, UFSRAT was used as the first step in a structure-based virtual screening pipeline, yielding many actives, of which the most active shows a K(D, app) of 281 µM and contains a substructure present in the query compound. Success was also achieved running solely the UFSRAT technique to identify new actives for 11β-hydroxysteroid dehydrogenase type 1, for which the most active displays an IC50 of 67 nM in a cell based assay and contains a substructure radically different to the query. This demonstrates the valuable ability of the UFSRAT algorithm to perform scaffold hops. AVAILABILITY AND IMPLEMENTATION: A web-based implementation of the algorithm is freely available at http://opus.bch.ed.ac.uk/ufsrat/. Public Library of Science 2015-02-06 /pmc/articles/PMC4319890/ /pubmed/25659145 http://dx.doi.org/10.1371/journal.pone.0116570 Text en © 2015 Shave et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Shave, Steven
Blackburn, Elizabeth A.
Adie, Jillian
Houston, Douglas R.
Auer, Manfred
Webster, Scott P.
Taylor, Paul
Walkinshaw, Malcolm D.
UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title_full UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title_fullStr UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title_full_unstemmed UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title_short UFSRAT: Ultra-Fast Shape Recognition with Atom Types –The Discovery of Novel Bioactive Small Molecular Scaffolds for FKBP12 and 11βHSD1
title_sort ufsrat: ultra-fast shape recognition with atom types –the discovery of novel bioactive small molecular scaffolds for fkbp12 and 11βhsd1
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4319890/
https://www.ncbi.nlm.nih.gov/pubmed/25659145
http://dx.doi.org/10.1371/journal.pone.0116570
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