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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...

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Detalles Bibliográficos
Autores principales: Alves, Vinicius M., Muratov, Eugene, Fourches, Denis, Strickland, Judy, Kleinstreuer, Nicole, Andrade, Carolina H., Tropsha, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
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.
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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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