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Conformation-Independent QSPR Approach for the Soil Sorption Coefficient of Heterogeneous Compounds

机译:非均质化合物对土壤的吸附系数与构象无关的QSPR方法

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We predict the soil sorption coefficient for a heterogeneous set of 643 organic non-ionic compounds by means of Quantitative Structure-Property Relationships (QSPR). A conformation-independent representation of the chemical structure is established. The 17,538 molecular descriptors derived with PaDEL and EPI Suite softwares are simultaneously analyzed through linear regressions obtained with the Replacement Method variable subset selection technique. The best predictive three-descriptors QSPR is developed on a reduced training set of 93 chemicals, having an acceptable predictive capability on 550 test set compounds. We also establish a model with a single optimal descriptor derived from CORAL freeware. The present approach compares fairly well with a previously reported one that uses Dragon descriptors.
机译:我们通过定量结构-性质关系(QSPR)预测了643种有机非离子化合物的非均质集的土壤吸附系数。建立了构象无关的化学结构表示。通过PaDEL和EPI Suite软件导出的17,538个分子描述符通过使用“替换方法”变量子集选择技术获得的线性回归同时进行了分析。最好的预测三描述符QSPR是在减少的93种化学药品训练集上开发的,对550种测试化合物具有可接受的预测能力。我们还建立了一个模型,该模型具有从CORAL免费软件派生的单个最佳描述符。本方法与先前报道的使用Dragon描述符的方法相比相当好。

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