A Robust Structure-Activity Relationship (SAR) Model for Esters that Cause Skin Irritation in Humans

A structure-activity relationship (SAR) model has been developed to discriminate skin irritant from nonirritant esters. The model is based on the physicochemical properties of 42 esters that were tested in humans for skin irritation. Nineteen physicochemical parameters that represent transport, elec...

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Veröffentlicht in:Toxicological sciences 2000-05, Vol.55 (1), p.215-222
Hauptverfasser: Smith, Jeffrey S., Macina, Orest T., Sussman, Nancy B., Luster, Michael I., Karol, Meryl H.
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container_start_page 215
container_title Toxicological sciences
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creator Smith, Jeffrey S.
Macina, Orest T.
Sussman, Nancy B.
Luster, Michael I.
Karol, Meryl H.
description A structure-activity relationship (SAR) model has been developed to discriminate skin irritant from nonirritant esters. The model is based on the physicochemical properties of 42 esters that were tested in humans for skin irritation. Nineteen physicochemical parameters that represent transport, electronic, and steric properties were calculated for each chemical. Best subsets regression analysis indicated candidate models for further analysis. Regression analyses identified significant models (p < 0.05) that had variables that were also significant (p < 0.05). These candidate models were evaluated using linear discriminant analysis to determine if the irritant esters could be discriminated from nonirritant esters. The stability of the model was evident from the consistency of parameters among ten submodels generated using multiple random sampling of the database. The sensitivity of the ten models, evaluated by “leave-one-out” cross-validation, ranged from 0.846 to 0.923, with a mean of 0.885 ± 0.025 (95% CI). The specificity ranged from 0.615 to 0.923, with a mean of 0.738 ± 0.06 (CI). Compared with nonirritant esters, irritant esters had lower density, lower water solubility, lower sum of partial positive charges, higher Hansen hydrogen bonding parameter, and higher Hansen dispersion parameter. The results indicate that physicochemical features of esters contribute to their ability to cause skin irritation in humans, and that chemical partitioning into the epidermis and intermolecular reactions are likely important components of the response. This model is applicable for prediction of human irritation of esters yet untested.
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Sci</addtitle><description>A structure-activity relationship (SAR) model has been developed to discriminate skin irritant from nonirritant esters. The model is based on the physicochemical properties of 42 esters that were tested in humans for skin irritation. Nineteen physicochemical parameters that represent transport, electronic, and steric properties were calculated for each chemical. Best subsets regression analysis indicated candidate models for further analysis. Regression analyses identified significant models (p &lt; 0.05) that had variables that were also significant (p &lt; 0.05). These candidate models were evaluated using linear discriminant analysis to determine if the irritant esters could be discriminated from nonirritant esters. The stability of the model was evident from the consistency of parameters among ten submodels generated using multiple random sampling of the database. The sensitivity of the ten models, evaluated by “leave-one-out” cross-validation, ranged from 0.846 to 0.923, with a mean of 0.885 ± 0.025 (95% CI). The specificity ranged from 0.615 to 0.923, with a mean of 0.738 ± 0.06 (CI). Compared with nonirritant esters, irritant esters had lower density, lower water solubility, lower sum of partial positive charges, higher Hansen hydrogen bonding parameter, and higher Hansen dispersion parameter. The results indicate that physicochemical features of esters contribute to their ability to cause skin irritation in humans, and that chemical partitioning into the epidermis and intermolecular reactions are likely important components of the response. 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Sci</addtitle><date>2000-05-01</date><risdate>2000</risdate><volume>55</volume><issue>1</issue><spage>215</spage><epage>222</epage><pages>215-222</pages><issn>1096-6080</issn><issn>1096-0929</issn><eissn>1096-0929</eissn><abstract>A structure-activity relationship (SAR) model has been developed to discriminate skin irritant from nonirritant esters. The model is based on the physicochemical properties of 42 esters that were tested in humans for skin irritation. Nineteen physicochemical parameters that represent transport, electronic, and steric properties were calculated for each chemical. Best subsets regression analysis indicated candidate models for further analysis. Regression analyses identified significant models (p &lt; 0.05) that had variables that were also significant (p &lt; 0.05). These candidate models were evaluated using linear discriminant analysis to determine if the irritant esters could be discriminated from nonirritant esters. The stability of the model was evident from the consistency of parameters among ten submodels generated using multiple random sampling of the database. The sensitivity of the ten models, evaluated by “leave-one-out” cross-validation, ranged from 0.846 to 0.923, with a mean of 0.885 ± 0.025 (95% CI). The specificity ranged from 0.615 to 0.923, with a mean of 0.738 ± 0.06 (CI). Compared with nonirritant esters, irritant esters had lower density, lower water solubility, lower sum of partial positive charges, higher Hansen hydrogen bonding parameter, and higher Hansen dispersion parameter. The results indicate that physicochemical features of esters contribute to their ability to cause skin irritation in humans, and that chemical partitioning into the epidermis and intermolecular reactions are likely important components of the response. This model is applicable for prediction of human irritation of esters yet untested.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>10788576</pmid><doi>10.1093/toxsci/55.1.215</doi><tpages>8</tpages></addata></record>
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source MEDLINE; Oxford University Press Journals All Titles (1996-Current); Alma/SFX Local Collection; Free Full-Text Journals in Chemistry
subjects Chemical Phenomena
Chemistry, Physical
computational model
Databases, Factual
Esters - chemistry
Esters - toxicity
Humans
Irritants - chemistry
Irritants - toxicity
Models, Molecular
organic esters
physicochemical parameters
Predictive Value of Tests
Regression Analysis
Skin - drug effects
skin irritation
Structure-Activity Relationship
title A Robust Structure-Activity Relationship (SAR) Model for Esters that Cause Skin Irritation in Humans
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