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Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives
Sulfur-containing compounds are considered as attractive pharmacophores for discovery of new drugs regarding their versatile properties to interact with various biological targets. Quantitative structure-activity relationship (QSAR) modeling is one of well-recognized in silico tools for successful d...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389185/ https://www.ncbi.nlm.nih.gov/pubmed/35991984 http://dx.doi.org/10.1016/j.heliyon.2022.e10067 |
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author | Pingaew, Ratchanok Prachayasittikul, Veda Worachartcheewan, Apilak Thongnum, Anusit Prachayasittikul, Supaluk Ruchirawat, Somsak Prachayasittikul, Virapong |
author_facet | Pingaew, Ratchanok Prachayasittikul, Veda Worachartcheewan, Apilak Thongnum, Anusit Prachayasittikul, Supaluk Ruchirawat, Somsak Prachayasittikul, Virapong |
author_sort | Pingaew, Ratchanok |
collection | PubMed |
description | Sulfur-containing compounds are considered as attractive pharmacophores for discovery of new drugs regarding their versatile properties to interact with various biological targets. Quantitative structure-activity relationship (QSAR) modeling is one of well-recognized in silico tools for successful drug discovery. In this work, a set of 38 sulfur-containing derivatives (Types I–VI) were evaluated for their in vitro anticancer activities against 6 cancer cell lines. In vitro findings indicated that compound 13 was the most potent cytotoxic agent toward HuCCA-1 cell line (IC(50) = 14.47 μM). Compound 14 exhibited the most potent activities against 3 investigated cell lines (i.e., HepG2, A549, and MDA-MB-231: IC(50) range = 1.50–16.67 μM). Compound 10 showed the best activity for MOLT-3 (IC(50) = 1.20 μM) whereas compound 22 was noted for T47D (IC(50) = 7.10 μM). Subsequently, six QSAR models were built using multiple linear regression (MLR) algorithm. All constructed QSAR models provided reliable predictive performance (training sets: R(tr) range = 0.8301–0.9636 and RMSE(tr) = 0.0666–0.2680; leave-one-out cross validation sets: R(CV) range = 0.7628–0.9290 and RMSE(CV) = 0.0926–0.3188). From QSAR modeling, chemical properties such as mass, polarizability, electronegativity, van der Waals volume, octanol-water partition coefficient, as well as frequency/presence of C–N, F–F, and N–N bonds in the molecule are essential key predictors for anticancer activities of the compounds. In summary, a series of promising fluoro-thiourea derivatives (10, 13, 14, 22) were suggested as potential molecules for future development as anticancer agents. Key structure-activity knowledge obtained from the QSAR modeling was suggested to be advantageous for suggesting the effective rational design of the related sulfur-containing anticancer compounds with improved bioactivities and properties. |
format | Online Article Text |
id | pubmed-9389185 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-93891852022-08-20 Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives Pingaew, Ratchanok Prachayasittikul, Veda Worachartcheewan, Apilak Thongnum, Anusit Prachayasittikul, Supaluk Ruchirawat, Somsak Prachayasittikul, Virapong Heliyon Research Article Sulfur-containing compounds are considered as attractive pharmacophores for discovery of new drugs regarding their versatile properties to interact with various biological targets. Quantitative structure-activity relationship (QSAR) modeling is one of well-recognized in silico tools for successful drug discovery. In this work, a set of 38 sulfur-containing derivatives (Types I–VI) were evaluated for their in vitro anticancer activities against 6 cancer cell lines. In vitro findings indicated that compound 13 was the most potent cytotoxic agent toward HuCCA-1 cell line (IC(50) = 14.47 μM). Compound 14 exhibited the most potent activities against 3 investigated cell lines (i.e., HepG2, A549, and MDA-MB-231: IC(50) range = 1.50–16.67 μM). Compound 10 showed the best activity for MOLT-3 (IC(50) = 1.20 μM) whereas compound 22 was noted for T47D (IC(50) = 7.10 μM). Subsequently, six QSAR models were built using multiple linear regression (MLR) algorithm. All constructed QSAR models provided reliable predictive performance (training sets: R(tr) range = 0.8301–0.9636 and RMSE(tr) = 0.0666–0.2680; leave-one-out cross validation sets: R(CV) range = 0.7628–0.9290 and RMSE(CV) = 0.0926–0.3188). From QSAR modeling, chemical properties such as mass, polarizability, electronegativity, van der Waals volume, octanol-water partition coefficient, as well as frequency/presence of C–N, F–F, and N–N bonds in the molecule are essential key predictors for anticancer activities of the compounds. In summary, a series of promising fluoro-thiourea derivatives (10, 13, 14, 22) were suggested as potential molecules for future development as anticancer agents. Key structure-activity knowledge obtained from the QSAR modeling was suggested to be advantageous for suggesting the effective rational design of the related sulfur-containing anticancer compounds with improved bioactivities and properties. Elsevier 2022-08-02 /pmc/articles/PMC9389185/ /pubmed/35991984 http://dx.doi.org/10.1016/j.heliyon.2022.e10067 Text en © 2022 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Pingaew, Ratchanok Prachayasittikul, Veda Worachartcheewan, Apilak Thongnum, Anusit Prachayasittikul, Supaluk Ruchirawat, Somsak Prachayasittikul, Virapong Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title | Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title_full | Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title_fullStr | Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title_full_unstemmed | Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title_short | Anticancer activity and QSAR study of sulfur-containing thiourea and sulfonamide derivatives |
title_sort | anticancer activity and qsar study of sulfur-containing thiourea and sulfonamide derivatives |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389185/ https://www.ncbi.nlm.nih.gov/pubmed/35991984 http://dx.doi.org/10.1016/j.heliyon.2022.e10067 |
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