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ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening

Electrostatic interactions drive biomolecular interactions and associations. Computational modeling of electrostatics in biomolecular systems, such as protein-ligand, protein–protein, and protein-DNA, has provided atomistic insights into the binding process. In drug discovery, finding biologically p...

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Detalles Bibliográficos
Autores principales: Issa, Naiem T., Byers, Stephen W., Dakshanamurthy, Sivanesan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736079/
https://www.ncbi.nlm.nih.gov/pubmed/36499162
http://dx.doi.org/10.3390/ijms232314830
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author Issa, Naiem T.
Byers, Stephen W.
Dakshanamurthy, Sivanesan
author_facet Issa, Naiem T.
Byers, Stephen W.
Dakshanamurthy, Sivanesan
author_sort Issa, Naiem T.
collection PubMed
description Electrostatic interactions drive biomolecular interactions and associations. Computational modeling of electrostatics in biomolecular systems, such as protein-ligand, protein–protein, and protein-DNA, has provided atomistic insights into the binding process. In drug discovery, finding biologically plausible ligand-protein target interactions is challenging as current virtual screening and adjuvant techniques such as docking methods do not provide optimal treatment of electrostatic interactions. This study describes a novel electrostatics-driven virtual screening method called ‘ES-Screen’ that performs well across diverse protein target systems. ES-Screen provides a unique treatment of electrostatic interaction energies independent of total electrostatic free energy, typically employed by current software. Importantly, ES-Screen uses initial ligand pose input obtained from a receptor-based pharmacophore, thus independent of molecular docking. ES-Screen integrates individual polar and nonpolar replacement energies, which are the energy costs of replacing the cognate ligand for a target with a query ligand from the screening. This uniquely optimizes thermodynamic stability in electrostatic and nonpolar interactions relative to an experimentally determined stable binding state. ES-Screen also integrates chemometrics through shape and other physicochemical properties to prioritize query ligands with the greatest physicochemical similarities to the cognate ligand. The applicability of ES-Screen is demonstrated with in vitro experiments by identifying novel targets for many drugs. The present version includes a combination of many other descriptor components that, in a future version, will be purely based on electrostatics. Therefore, ES-Screen is a first-in-class unique electrostatics-driven virtual screening method with a unique implementation of replacement electrostatic interaction energies with broad applicability in drug discovery.
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spelling pubmed-97360792022-12-11 ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening Issa, Naiem T. Byers, Stephen W. Dakshanamurthy, Sivanesan Int J Mol Sci Article Electrostatic interactions drive biomolecular interactions and associations. Computational modeling of electrostatics in biomolecular systems, such as protein-ligand, protein–protein, and protein-DNA, has provided atomistic insights into the binding process. In drug discovery, finding biologically plausible ligand-protein target interactions is challenging as current virtual screening and adjuvant techniques such as docking methods do not provide optimal treatment of electrostatic interactions. This study describes a novel electrostatics-driven virtual screening method called ‘ES-Screen’ that performs well across diverse protein target systems. ES-Screen provides a unique treatment of electrostatic interaction energies independent of total electrostatic free energy, typically employed by current software. Importantly, ES-Screen uses initial ligand pose input obtained from a receptor-based pharmacophore, thus independent of molecular docking. ES-Screen integrates individual polar and nonpolar replacement energies, which are the energy costs of replacing the cognate ligand for a target with a query ligand from the screening. This uniquely optimizes thermodynamic stability in electrostatic and nonpolar interactions relative to an experimentally determined stable binding state. ES-Screen also integrates chemometrics through shape and other physicochemical properties to prioritize query ligands with the greatest physicochemical similarities to the cognate ligand. The applicability of ES-Screen is demonstrated with in vitro experiments by identifying novel targets for many drugs. The present version includes a combination of many other descriptor components that, in a future version, will be purely based on electrostatics. Therefore, ES-Screen is a first-in-class unique electrostatics-driven virtual screening method with a unique implementation of replacement electrostatic interaction energies with broad applicability in drug discovery. MDPI 2022-11-27 /pmc/articles/PMC9736079/ /pubmed/36499162 http://dx.doi.org/10.3390/ijms232314830 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Issa, Naiem T.
Byers, Stephen W.
Dakshanamurthy, Sivanesan
ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title_full ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title_fullStr ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title_full_unstemmed ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title_short ES-Screen: A Novel Electrostatics-Driven Method for Drug Discovery Virtual Screening
title_sort es-screen: a novel electrostatics-driven method for drug discovery virtual screening
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736079/
https://www.ncbi.nlm.nih.gov/pubmed/36499162
http://dx.doi.org/10.3390/ijms232314830
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