Pierre, Massapihanhoro Ouattara and Kafoumba, Bamba and Kouakou, N’guessan Nobel and Nahossé, Ziao (2019) Determination of Descriptors Which Influence the Toxicity of Organochlorine Compounds Using Qsar Method. Chemical Science International Journal, 27 (1). pp. 1-13. ISSN 2456-706X
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Abstract
Organochlorine Pesticides (OCP) are organic compounds obtained by the chlorination of various unsaturated hydrocarbons. They are very toxic and therefore belong to the family of persistent organic pollutants. If formerly these pesticides were used to fight against certain vectors of diseases and thus improve the productivity of the host, today they are considered as "enemy" of the environment. To understand the origin of the toxicity of organochlorine compounds, we used 73 molecules (test set: 50 and validation: 23) containing at least one chlorine atom and for which the toxicity (LogLC50) against Poecilia reticulata is known to establish QSAR models. Firstly, we used principal component analysis (PCA) to identify the best descriptors. Then, the different models were established using the method of multiple linear regression (MLR). Models established with quantum and physicochemical descriptors only showed satisfactory results. But the best model was determined with the combination of both quantum and physicochemical descriptors. The criteria of this model are as follows:
R2 = 0.939 ; R2ajusted = 0.932 ; Pvalue < 0.0001; α = 0.05
R2CV = 0.935 ; R2 - R2CV = 0.004 ; MCE = 0.073; F = 134.701
These criteria show that the toxicity of organochlorine compounds is well described by the combination of quantum and physicochemical descriptors namely lipophilia (LogP), polarizability (pol), entropy (S), zero-point energy (ZPE) and the number of chlorine atoms (NCl).
Item Type: | Article |
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Subjects: | Science Global Plos > Chemical Science |
Depositing User: | Unnamed user with email support@science.globalplos.com |
Date Deposited: | 14 Apr 2023 11:08 |
Last Modified: | 29 Mar 2024 04:19 |
URI: | http://ebooks.manu2sent.com/id/eprint/448 |