Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna

Simplex representation of molecular structure is employed for consensus QSAR analysis of toxicity towards Daphnia magna of sodium salts of α-alkoxycarbonylsulfuric acids, aliphatic n-alcohols, phenols and their binary mixtures. The structure of a mixture is represented both using descriptors of indi...

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Main Authors: Ekaterina V. Varlamova, Viktor Е. Kuz’min, Nail N. Muratov, Valeriy А. Shapkin
Format: Article
Language:English
Published: Odessa National Polytechnic University 2015-03-01
Series:Trudy Odesskogo Politehničeskogo Universiteta
Subjects:
Online Access:http://pratsi.opu.ua/articles/show/1163
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author Ekaterina V. Varlamova
Viktor Е. Kuz’min
Nail N. Muratov
Valeriy А. Shapkin
author_facet Ekaterina V. Varlamova
Viktor Е. Kuz’min
Nail N. Muratov
Valeriy А. Shapkin
author_sort Ekaterina V. Varlamova
collection DOAJ
description Simplex representation of molecular structure is employed for consensus QSAR analysis of toxicity towards Daphnia magna of sodium salts of α-alkoxycarbonylsulfuric acids, aliphatic n-alcohols, phenols and their binary mixtures. The structure of a mixture is represented both using descriptors of individual compounds included in the mixture and using novel specific mixture parameters termed unconnected simplexes. The studied dataset included 15 single compounds and 20 mixtures. The logarithm of EC50 (mmole/l) is used as a target function. Aims of the research are the determination of molecular fragments with positive or negative influence on the toxicity and developing QSAR models capable to predict properly the toxicity of new compounds and mixtures from their structure and composition. Successful consensus model based on forty best QSAR models (R2=0,86…0,97; Q2=0,74…0,96; R2test=0,86…0,99) is obtained using different training and test sets.
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spelling doaj.art-f47d202cf60e4513b0fa46d86ac8b9832022-12-22T01:37:47ZengOdessa National Polytechnic UniversityTrudy Odesskogo Politehničeskogo Universiteta2076-24292223-38142015-03-012015117117510.15276/opu.1.45.2015.28Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia MagnaEkaterina V. Varlamova0Viktor Е. Kuz’min1Nail N. Muratov2Valeriy А. Shapkin3A. V. Bogatsky Physico-Chemical Institute of the National Academy of Sciences of UkraineA. V. Bogatsky Physico-Chemical Institute of the National Academy of Sciences of UkraineOdessa National Polytechnic UniversityOdessa National Polytechnic UniversitySimplex representation of molecular structure is employed for consensus QSAR analysis of toxicity towards Daphnia magna of sodium salts of α-alkoxycarbonylsulfuric acids, aliphatic n-alcohols, phenols and their binary mixtures. The structure of a mixture is represented both using descriptors of individual compounds included in the mixture and using novel specific mixture parameters termed unconnected simplexes. The studied dataset included 15 single compounds and 20 mixtures. The logarithm of EC50 (mmole/l) is used as a target function. Aims of the research are the determination of molecular fragments with positive or negative influence on the toxicity and developing QSAR models capable to predict properly the toxicity of new compounds and mixtures from their structure and composition. Successful consensus model based on forty best QSAR models (R2=0,86…0,97; Q2=0,74…0,96; R2test=0,86…0,99) is obtained using different training and test sets.http://pratsi.opu.ua/articles/show/1163QSARsimplex representation of compounds mixturesmixture descriptorstoxicityDaphnia magna
spellingShingle Ekaterina V. Varlamova
Viktor Е. Kuz’min
Nail N. Muratov
Valeriy А. Shapkin
Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
Trudy Odesskogo Politehničeskogo Universiteta
QSAR
simplex representation of compounds mixtures
mixture descriptors
toxicity
Daphnia magna
title Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
title_full Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
title_fullStr Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
title_full_unstemmed Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
title_short Influence of components structure and composition of binary mixtures of organic compounds on toxicity towards Daphnia Magna
title_sort influence of components structure and composition of binary mixtures of organic compounds on toxicity towards daphnia magna
topic QSAR
simplex representation of compounds mixtures
mixture descriptors
toxicity
Daphnia magna
url http://pratsi.opu.ua/articles/show/1163
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AT nailnmuratov influenceofcomponentsstructureandcompositionofbinarymixturesoforganiccompoundsontoxicitytowardsdaphniamagna
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