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Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization
Skin permeability is widely considered to be mechanistically implicated in chemically-induced skin sensitization. Although many chemicals have been identified as skin sensitizers, there have been very few reports analyzing the relationships between molecular structure and skin permeability of sensit...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4408226/ https://www.ncbi.nlm.nih.gov/pubmed/25560673 http://dx.doi.org/10.1016/j.taap.2014.12.013 |
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author | Alves, Vinicius M. Muratov, Eugene Fourches, Denis Strickland, Judy Kleinstreuer, Nicole Andrade, Carolina H. Tropsha, Alexander |
author_facet | Alves, Vinicius M. Muratov, Eugene Fourches, Denis Strickland, Judy Kleinstreuer, Nicole Andrade, Carolina H. Tropsha, Alexander |
author_sort | Alves, Vinicius M. |
collection | PubMed |
description | Skin permeability is widely considered to be mechanistically implicated in chemically-induced skin sensitization. Although many chemicals have been identified as skin sensitizers, there have been very few reports analyzing the relationships between molecular structure and skin permeability of sensitizers and non-sensitizers. The goals of this study were to: (i) compile, curate, and integrate the largest publicly available dataset of chemicals studied for their skin permeability; (ii) develop and rigorously validate QSAR models to predict skin permeability; and (iii) explore the complex relationships between skin sensitization and skin permeability. Based on the largest publicly available dataset compiled in this study, we found no overall correlation between skin permeability and skin sensitization. In addition, cross-species correlation coefficient between human and rodent permeability data was found to be as low as R(2)=0.44. Human skin permeability models based on the random forest method have been developed and validated using OECD-compliant QSAR modeling workflow. Their external accuracy was high (Q(2)(ext) = 0.73 for 63% of external compounds inside the applicability domain). The extended analysis using both experimentally-measured and QSAR-imputed data still confirmed the absence of any overall concordance between skin permeability and skin sensitization. This observation suggests that chemical modifications that affect skin permeability should not be presumed a priori to modulate the sensitization potential of chemicals. The models reported herein as well as those developed in the companion paper on skin sensitization suggest that it may be possible to rationally design compounds with the desired high skin permeability but low sensitization potential. |
format | Online Article Text |
id | pubmed-4408226 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
spelling | pubmed-44082262016-04-15 Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization Alves, Vinicius M. Muratov, Eugene Fourches, Denis Strickland, Judy Kleinstreuer, Nicole Andrade, Carolina H. Tropsha, Alexander Toxicol Appl Pharmacol Article Skin permeability is widely considered to be mechanistically implicated in chemically-induced skin sensitization. Although many chemicals have been identified as skin sensitizers, there have been very few reports analyzing the relationships between molecular structure and skin permeability of sensitizers and non-sensitizers. The goals of this study were to: (i) compile, curate, and integrate the largest publicly available dataset of chemicals studied for their skin permeability; (ii) develop and rigorously validate QSAR models to predict skin permeability; and (iii) explore the complex relationships between skin sensitization and skin permeability. Based on the largest publicly available dataset compiled in this study, we found no overall correlation between skin permeability and skin sensitization. In addition, cross-species correlation coefficient between human and rodent permeability data was found to be as low as R(2)=0.44. Human skin permeability models based on the random forest method have been developed and validated using OECD-compliant QSAR modeling workflow. Their external accuracy was high (Q(2)(ext) = 0.73 for 63% of external compounds inside the applicability domain). The extended analysis using both experimentally-measured and QSAR-imputed data still confirmed the absence of any overall concordance between skin permeability and skin sensitization. This observation suggests that chemical modifications that affect skin permeability should not be presumed a priori to modulate the sensitization potential of chemicals. The models reported herein as well as those developed in the companion paper on skin sensitization suggest that it may be possible to rationally design compounds with the desired high skin permeability but low sensitization potential. 2015-01-03 2015-04-15 /pmc/articles/PMC4408226/ /pubmed/25560673 http://dx.doi.org/10.1016/j.taap.2014.12.013 Text en © 2014 Published by Elsevier Inc. http://creativecommons.org/licenses/by-nc/4.0/ This manuscript version is made available under the CC BY-NC-ND 4.0 license. |
spellingShingle | Article Alves, Vinicius M. Muratov, Eugene Fourches, Denis Strickland, Judy Kleinstreuer, Nicole Andrade, Carolina H. Tropsha, Alexander Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title | Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title_full | Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title_fullStr | Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title_full_unstemmed | Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title_short | Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization |
title_sort | predicting chemically-induced skin reactions. part ii: qsar models of skin permeability and the relationships between skin permeability and skin sensitization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4408226/ https://www.ncbi.nlm.nih.gov/pubmed/25560673 http://dx.doi.org/10.1016/j.taap.2014.12.013 |
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