کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6308734 1618860 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
TyPol - A new methodology for organic compounds clustering based on their molecular characteristics and environmental behavior
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم محیط زیست شیمی زیست محیطی
پیش نمایش صفحه اول مقاله
TyPol - A new methodology for organic compounds clustering based on their molecular characteristics and environmental behavior
چکیده انگلیسی


- An innovative methodology, TyPol, was developed to classify organic compounds.
- The classification is based on environmental behavior and molecular descriptors.
- It relies on partial least squares analysis and hierarchical clustering.
- The degradation products of organic compounds are considered.
- The environmental behavior of a “new” compound can be assessed from its affiliation to one cluster.

Following legislation, the assessment of the environmental risks of 30 000-100 000 chemical substances is required for their registration dossiers. However, their behavior in the environment and their transfer to environmental components such as water or atmosphere are studied for only a very small proportion of the chemical in laboratory tests or monitoring studies because it is time-consuming and/or cost prohibitive. Therefore, the objective of this work was to develop a new methodology, TyPol, to classify organic compounds, and their degradation products, according to both their behavior in the environment and their molecular properties. The strategy relies on partial least squares analysis and hierarchical clustering. The calculation of molecular descriptors is based on an in silico approach, and the environmental endpoints (i.e. environmental parameters) are extracted from several available databases and literature. The classification of 215 organic compounds inputted in TyPol for this proof-of-concept study showed that the combination of some specific molecular descriptors could be related to a particular behavior in the environment. TyPol also provided an analysis of similarities (or dissimilarities) between organic compounds and their degradation products. Among the 24 degradation products that were inputted, 58% were found in the same cluster as their parents. The robustness of the method was tested and shown to be good. TyPol could help to predict the environmental behavior of a “new” compound (parent compound or degradation product) from its affiliation to one cluster, but also to select representative substances from a large data set in order to answer some specific questions regarding their behavior in the environment.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Chemosphere - Volume 111, September 2014, Pages 613-622
نویسندگان
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