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Rational design of novel coumarins: A potential trend for antioxidants in cosmetics

Coumarins are well-known for their antioxidant effect and aromatic property, thus, they are one of ingredients commonly added in cosmetics and personal care products. Quantitative structure-activity relationships (QSAR) modeling is an in silico method widely used to facilitate rational design and st...

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Autores principales: Worachartcheewan, Apilak, Prachayasittikul, Veda, Prachayasittikul, Supaluk, Tantivit, Visanu, Yeeyahya, Chareef, Prachayasittikul, Virapong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Leibniz Research Centre for Working Environment and Human Factors 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7105943/
https://www.ncbi.nlm.nih.gov/pubmed/32256267
http://dx.doi.org/10.17179/excli2019-1903
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author Worachartcheewan, Apilak
Prachayasittikul, Veda
Prachayasittikul, Supaluk
Tantivit, Visanu
Yeeyahya, Chareef
Prachayasittikul, Virapong
author_facet Worachartcheewan, Apilak
Prachayasittikul, Veda
Prachayasittikul, Supaluk
Tantivit, Visanu
Yeeyahya, Chareef
Prachayasittikul, Virapong
author_sort Worachartcheewan, Apilak
collection PubMed
description Coumarins are well-known for their antioxidant effect and aromatic property, thus, they are one of ingredients commonly added in cosmetics and personal care products. Quantitative structure-activity relationships (QSAR) modeling is an in silico method widely used to facilitate rational design and structural optimization of novel drugs. Herein, QSAR modeling was used to elucidate key properties governing antioxidant activity of a series of the reported coumarin-based antioxidant agents (1-28). Several types of descriptors (calculated from 4 softwares i.e., Gaussian 09, Dragon, PaDEL and Mold(2 )softwares) were used to generate three multiple linear regression (MLR) models with preferable predictive performance (Q(2)(LOO-CV) = 0.813-0.908; RMSE(LOO-CV) = 0.150-0.210; Q(2)(Ext) = 0.875-0.952; RMSE(Ext) = 0.104-0.166). QSAR analysis indicated that number of secondary amines (nArNHR), polarizability (G2p), electronegativity (D467, D580, SpMin2_Bhe, and MATS8e), van der Waals volume (D491 and D461), and H-bond potential (SHBint4) are important properties governing antioxidant activity. The constructed models were also applied to guide in silico rational design of an additional set of 69 structurally modified coumarins with improved antioxidant activity. Finally, a set of 9 promising newly design compounds were highlighted for further development. Structure-activity analysis also revealed key features required for potent activity which would be useful for guiding the future rational design. In overview, our findings demonstrated that QSAR modeling could possibly be a facilitating tool to enhance successful development of bioactive compounds for health and cosmetic applications.
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spelling pubmed-71059432020-03-31 Rational design of novel coumarins: A potential trend for antioxidants in cosmetics Worachartcheewan, Apilak Prachayasittikul, Veda Prachayasittikul, Supaluk Tantivit, Visanu Yeeyahya, Chareef Prachayasittikul, Virapong EXCLI J Original Article Coumarins are well-known for their antioxidant effect and aromatic property, thus, they are one of ingredients commonly added in cosmetics and personal care products. Quantitative structure-activity relationships (QSAR) modeling is an in silico method widely used to facilitate rational design and structural optimization of novel drugs. Herein, QSAR modeling was used to elucidate key properties governing antioxidant activity of a series of the reported coumarin-based antioxidant agents (1-28). Several types of descriptors (calculated from 4 softwares i.e., Gaussian 09, Dragon, PaDEL and Mold(2 )softwares) were used to generate three multiple linear regression (MLR) models with preferable predictive performance (Q(2)(LOO-CV) = 0.813-0.908; RMSE(LOO-CV) = 0.150-0.210; Q(2)(Ext) = 0.875-0.952; RMSE(Ext) = 0.104-0.166). QSAR analysis indicated that number of secondary amines (nArNHR), polarizability (G2p), electronegativity (D467, D580, SpMin2_Bhe, and MATS8e), van der Waals volume (D491 and D461), and H-bond potential (SHBint4) are important properties governing antioxidant activity. The constructed models were also applied to guide in silico rational design of an additional set of 69 structurally modified coumarins with improved antioxidant activity. Finally, a set of 9 promising newly design compounds were highlighted for further development. Structure-activity analysis also revealed key features required for potent activity which would be useful for guiding the future rational design. In overview, our findings demonstrated that QSAR modeling could possibly be a facilitating tool to enhance successful development of bioactive compounds for health and cosmetic applications. Leibniz Research Centre for Working Environment and Human Factors 2020-02-26 /pmc/articles/PMC7105943/ /pubmed/32256267 http://dx.doi.org/10.17179/excli2019-1903 Text en Copyright © 2020 Worachartcheewan et al. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (http://creativecommons.org/licenses/by/4.0/) You are free to copy, distribute and transmit the work, provided the original author and source are credited.
spellingShingle Original Article
Worachartcheewan, Apilak
Prachayasittikul, Veda
Prachayasittikul, Supaluk
Tantivit, Visanu
Yeeyahya, Chareef
Prachayasittikul, Virapong
Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title_full Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title_fullStr Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title_full_unstemmed Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title_short Rational design of novel coumarins: A potential trend for antioxidants in cosmetics
title_sort rational design of novel coumarins: a potential trend for antioxidants in cosmetics
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7105943/
https://www.ncbi.nlm.nih.gov/pubmed/32256267
http://dx.doi.org/10.17179/excli2019-1903
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