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Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution

[Image: see text] Steered molecular dynamics (SMD) simulation is a powerful method in computer-aided drug design as it can be used to access the relative binding affinity with high precision but with low computational cost. The success of SMD depends on the choice of the direction along which the li...

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Autores principales: Nguyen, Hoang Linh, Thai, Nguyen Quoc, Li, Mai Suan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9202309/
https://www.ncbi.nlm.nih.gov/pubmed/35512104
http://dx.doi.org/10.1021/acs.jctc.1c01158
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author Nguyen, Hoang Linh
Thai, Nguyen Quoc
Li, Mai Suan
author_facet Nguyen, Hoang Linh
Thai, Nguyen Quoc
Li, Mai Suan
author_sort Nguyen, Hoang Linh
collection PubMed
description [Image: see text] Steered molecular dynamics (SMD) simulation is a powerful method in computer-aided drug design as it can be used to access the relative binding affinity with high precision but with low computational cost. The success of SMD depends on the choice of the direction along which the ligand is pulled from the receptor-binding site. In most simulations, the unidirectional pathway was used, but in some cases, this choice resulted in the ligand colliding with the complex surface of the exit tunnel. To overcome this difficulty, several variants of SMD with multidirectional pulling have been proposed, but they are not completely devoid of disadvantages. Here, we have proposed to determine the direction of pulling with a simple scoring function that minimizes the receptor–ligand interaction, and an optimization algorithm called differential evolution is used for energy minimization. The effectiveness of our protocol was demonstrated by finding expulsion pathways of Huperzine A and camphor from the binding site of Torpedo California acetylcholinesterase and P450cam proteins, respectively, and comparing them with the previous results obtained using memetic sampling and random acceleration molecular dynamics. In addition, by applying this protocol to a set of ligands bound with LSD1 (lysine specific demethylase 1), we obtained a much higher correlation between the work of pulling force and experimental data on the inhibition constant IC50 compared to that obtained using the unidirectional approach based on minimal steric hindrance.
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spelling pubmed-92023092022-06-17 Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution Nguyen, Hoang Linh Thai, Nguyen Quoc Li, Mai Suan J Chem Theory Comput [Image: see text] Steered molecular dynamics (SMD) simulation is a powerful method in computer-aided drug design as it can be used to access the relative binding affinity with high precision but with low computational cost. The success of SMD depends on the choice of the direction along which the ligand is pulled from the receptor-binding site. In most simulations, the unidirectional pathway was used, but in some cases, this choice resulted in the ligand colliding with the complex surface of the exit tunnel. To overcome this difficulty, several variants of SMD with multidirectional pulling have been proposed, but they are not completely devoid of disadvantages. Here, we have proposed to determine the direction of pulling with a simple scoring function that minimizes the receptor–ligand interaction, and an optimization algorithm called differential evolution is used for energy minimization. The effectiveness of our protocol was demonstrated by finding expulsion pathways of Huperzine A and camphor from the binding site of Torpedo California acetylcholinesterase and P450cam proteins, respectively, and comparing them with the previous results obtained using memetic sampling and random acceleration molecular dynamics. In addition, by applying this protocol to a set of ligands bound with LSD1 (lysine specific demethylase 1), we obtained a much higher correlation between the work of pulling force and experimental data on the inhibition constant IC50 compared to that obtained using the unidirectional approach based on minimal steric hindrance. American Chemical Society 2022-05-05 2022-06-14 /pmc/articles/PMC9202309/ /pubmed/35512104 http://dx.doi.org/10.1021/acs.jctc.1c01158 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Nguyen, Hoang Linh
Thai, Nguyen Quoc
Li, Mai Suan
Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title_full Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title_fullStr Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title_full_unstemmed Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title_short Determination of Multidirectional Pathways for Ligand Release from the Receptor: A New Approach Based on Differential Evolution
title_sort determination of multidirectional pathways for ligand release from the receptor: a new approach based on differential evolution
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9202309/
https://www.ncbi.nlm.nih.gov/pubmed/35512104
http://dx.doi.org/10.1021/acs.jctc.1c01158
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