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Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version

The KAshinhou Tool for Ecotoxicity (KATE) system, including ecotoxicity quantitative structure–activity relationship (QSAR) models, was developed by the Japanese National Institute for Environmental Studies (NIES) using the database of aquatic toxicity results gathered by the Japanese Ministry of th...

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Autores principales: Furuhama, A., Toida, T., Nishikawa, N., Aoki, Y., Yoshioka, Y., Shiraishi, H.
Formato: Texto
Lenguaje:English
Publicado: Taylor & Francis 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2946238/
https://www.ncbi.nlm.nih.gov/pubmed/20818579
http://dx.doi.org/10.1080/1062936X.2010.501815
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author Furuhama, A.
Toida, T.
Nishikawa, N.
Aoki, Y.
Yoshioka, Y.
Shiraishi, H.
author_facet Furuhama, A.
Toida, T.
Nishikawa, N.
Aoki, Y.
Yoshioka, Y.
Shiraishi, H.
author_sort Furuhama, A.
collection PubMed
description The KAshinhou Tool for Ecotoxicity (KATE) system, including ecotoxicity quantitative structure–activity relationship (QSAR) models, was developed by the Japanese National Institute for Environmental Studies (NIES) using the database of aquatic toxicity results gathered by the Japanese Ministry of the Environment and the US EPA fathead minnow database. In this system chemicals can be entered according to their one-dimensional structures and classified by substructure. The QSAR equations for predicting the toxicity of a chemical compound assume a linear correlation between its log P value and its aquatic toxicity. KATE uses a structural domain called C-judgement, defined by the substructures of specified functional groups in the QSAR models. Internal validation by the leave-one-out method confirms that the QSAR equations, with r(2)>0.7, RMSE ≤0.5, and n>5, give acceptable q(2) values. Such external validation indicates that a group of chemicals with an in-domain of KATE C-judgements exhibits a lower root mean square error (RMSE). These findings demonstrate that the KATE system has the potential to enable chemicals to be categorised as potential hazards.
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spelling pubmed-29462382010-09-28 Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version Furuhama, A. Toida, T. Nishikawa, N. Aoki, Y. Yoshioka, Y. Shiraishi, H. SAR QSAR Environ Res Article The KAshinhou Tool for Ecotoxicity (KATE) system, including ecotoxicity quantitative structure–activity relationship (QSAR) models, was developed by the Japanese National Institute for Environmental Studies (NIES) using the database of aquatic toxicity results gathered by the Japanese Ministry of the Environment and the US EPA fathead minnow database. In this system chemicals can be entered according to their one-dimensional structures and classified by substructure. The QSAR equations for predicting the toxicity of a chemical compound assume a linear correlation between its log P value and its aquatic toxicity. KATE uses a structural domain called C-judgement, defined by the substructures of specified functional groups in the QSAR models. Internal validation by the leave-one-out method confirms that the QSAR equations, with r(2)>0.7, RMSE ≤0.5, and n>5, give acceptable q(2) values. Such external validation indicates that a group of chemicals with an in-domain of KATE C-judgements exhibits a lower root mean square error (RMSE). These findings demonstrate that the KATE system has the potential to enable chemicals to be categorised as potential hazards. Taylor & Francis 2010-09-06 2010 /pmc/articles/PMC2946238/ /pubmed/20818579 http://dx.doi.org/10.1080/1062936X.2010.501815 Text en © 2010 Taylor & Francis http://www.informaworld.com/mpp/uploads/iopenaccess_tcs.pdf This is an open access article distributed under the Supplemental Terms and Conditions for iOpenAccess articles published in Taylor & Francis journals (http://www.informaworld.com/mpp/uploads/iopenaccess_tcs.pdf) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Furuhama, A.
Toida, T.
Nishikawa, N.
Aoki, Y.
Yoshioka, Y.
Shiraishi, H.
Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title_full Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title_fullStr Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title_full_unstemmed Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title_short Development of an ecotoxicity QSAR model for the KAshinhou Tool for Ecotoxicity (KATE) system, March 2009 version
title_sort development of an ecotoxicity qsar model for the kashinhou tool for ecotoxicity (kate) system, march 2009 version
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2946238/
https://www.ncbi.nlm.nih.gov/pubmed/20818579
http://dx.doi.org/10.1080/1062936X.2010.501815
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