Cargando…
Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors
Histone-modifying proteins have been identified as promising targets to treat several diseases including cancer and parasitic ailments. In silico methods have been incorporated within a variety of drug discovery programs to facilitate the identification and development of novel lead compounds. In th...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8125515/ https://www.ncbi.nlm.nih.gov/pubmed/33925246 http://dx.doi.org/10.3390/molecules26092584 |
_version_ | 1783693525895872512 |
---|---|
author | Simoben, Conrad V. Ghazy, Ehab Zeyen, Patrik Darwish, Salma Schmidt, Matthias Romier, Christophe Robaa, Dina Sippl, Wolfgang |
author_facet | Simoben, Conrad V. Ghazy, Ehab Zeyen, Patrik Darwish, Salma Schmidt, Matthias Romier, Christophe Robaa, Dina Sippl, Wolfgang |
author_sort | Simoben, Conrad V. |
collection | PubMed |
description | Histone-modifying proteins have been identified as promising targets to treat several diseases including cancer and parasitic ailments. In silico methods have been incorporated within a variety of drug discovery programs to facilitate the identification and development of novel lead compounds. In this study, we explore the binding modes of a series of benzhydroxamates derivatives developed as histone deacetylase inhibitors of Schistosoma mansoni histone deacetylase (smHDAC) using molecular docking and binding free energy (BFE) calculations. The developed docking protocol was able to correctly reproduce the experimentally established binding modes of resolved smHDAC8–inhibitor complexes. However, as has been reported in former studies, the obtained docking scores weakly correlate with the experimentally determined activity of the studied inhibitors. Thus, the obtained docking poses were refined and rescored using the Amber software. From the computed protein–inhibitor BFE, different quantitative structure–activity relationship (QSAR) models could be developed and validated using several cross-validation techniques. Some of the generated QSAR models with good correlation could explain up to ~73% variance in activity within the studied training set molecules. The best performing models were subsequently tested on an external test set of newly designed and synthesized analogs. In vitro testing showed a good correlation between the predicted and experimentally observed IC(50) values. Thus, the generated models can be considered as interesting tools for the identification of novel smHDAC8 inhibitors. |
format | Online Article Text |
id | pubmed-8125515 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81255152021-05-17 Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors Simoben, Conrad V. Ghazy, Ehab Zeyen, Patrik Darwish, Salma Schmidt, Matthias Romier, Christophe Robaa, Dina Sippl, Wolfgang Molecules Article Histone-modifying proteins have been identified as promising targets to treat several diseases including cancer and parasitic ailments. In silico methods have been incorporated within a variety of drug discovery programs to facilitate the identification and development of novel lead compounds. In this study, we explore the binding modes of a series of benzhydroxamates derivatives developed as histone deacetylase inhibitors of Schistosoma mansoni histone deacetylase (smHDAC) using molecular docking and binding free energy (BFE) calculations. The developed docking protocol was able to correctly reproduce the experimentally established binding modes of resolved smHDAC8–inhibitor complexes. However, as has been reported in former studies, the obtained docking scores weakly correlate with the experimentally determined activity of the studied inhibitors. Thus, the obtained docking poses were refined and rescored using the Amber software. From the computed protein–inhibitor BFE, different quantitative structure–activity relationship (QSAR) models could be developed and validated using several cross-validation techniques. Some of the generated QSAR models with good correlation could explain up to ~73% variance in activity within the studied training set molecules. The best performing models were subsequently tested on an external test set of newly designed and synthesized analogs. In vitro testing showed a good correlation between the predicted and experimentally observed IC(50) values. Thus, the generated models can be considered as interesting tools for the identification of novel smHDAC8 inhibitors. MDPI 2021-04-28 /pmc/articles/PMC8125515/ /pubmed/33925246 http://dx.doi.org/10.3390/molecules26092584 Text en © 2021 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 Simoben, Conrad V. Ghazy, Ehab Zeyen, Patrik Darwish, Salma Schmidt, Matthias Romier, Christophe Robaa, Dina Sippl, Wolfgang Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title | Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title_full | Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title_fullStr | Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title_full_unstemmed | Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title_short | Binding Free Energy (BFE) Calculations and Quantitative Structure–Activity Relationship (QSAR) Analysis of Schistosoma mansoni Histone Deacetylase 8 (smHDAC8) Inhibitors |
title_sort | binding free energy (bfe) calculations and quantitative structure–activity relationship (qsar) analysis of schistosoma mansoni histone deacetylase 8 (smhdac8) inhibitors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8125515/ https://www.ncbi.nlm.nih.gov/pubmed/33925246 http://dx.doi.org/10.3390/molecules26092584 |
work_keys_str_mv | AT simobenconradv bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT ghazyehab bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT zeyenpatrik bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT darwishsalma bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT schmidtmatthias bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT romierchristophe bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT robaadina bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors AT sipplwolfgang bindingfreeenergybfecalculationsandquantitativestructureactivityrelationshipqsaranalysisofschistosomamansonihistonedeacetylase8smhdac8inhibitors |