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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Leibniz Research Centre for Working Environment and Human Factors
2020
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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. |
format | Online Article Text |
id | pubmed-7105943 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Leibniz Research Centre for Working Environment and Human Factors |
record_format | MEDLINE/PubMed |
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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