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首页> 外文期刊>International Journal of Quantum Chemistry >Modeling the octanol-water partition coefficient of substituted phenols by the use of structure information
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Modeling the octanol-water partition coefficient of substituted phenols by the use of structure information

机译:利用结构信息模拟取代酚的辛醇-水分配系数

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This work presents the abilities in estimation and prediction of the octanol-water partition coefficient of some para-substituted phenols through the integration of complex structures information by the use of an original molecular descriptors family on the structure-property relationship approach. The proposed approach uses the complex information obtained from para-substituted phenols structure in order to generate and calculate the molecular descriptors family. The structure-property relationship models were built based on the generated descriptors. The obtained multi-varied models (model with two and four descriptors, respectively) were validated through the assessment of the cross-validation leave-one-out score. The comparison between the multi-varied model with two and four descriptors was performed using Steiger's Z-test. The analysis of the statistical characteristics of the obtained models demonstrated that the model with four descriptors has greater ability to estimate and predict compared with the model with two descriptors. This observation was also sustained by the results of correlated-correlation analysis. The multi-varied model with four descriptors revealed that the octanol-water partition coefficient of studied para-substituted phenols is likely to be of geometry nature, it is strongly dependent on the partial charges of compounds and group electronegativity, and it is in relation to the elastic force. (c) 2007 Wiley Periodicals, Inc.
机译:这项工作提出了通过使用结构-属性关系方法上的原始分子描述符族,通过复杂结构信息的集成来估计和预测某些对位取代酚的辛醇-水分配系数的能力。所提出的方法使用从对位取代的苯酚结构获得的复杂信息来生成和计算分子描述符家族。基于生成的描述符建立了结构-属性关系模型。通过评估交叉验证留一法评分,验证了所获得的多变量模型(分别具有两个和四个描述符的模型)。使用Steiger的Z检验对带有两个和四个描述符的多变量模型进行比较。对获得的模型的统计特征的分析表明,与具有两个描述符的模型相比,具有四个描述符的模型具有更大的估计和预测能力。相关性分析的结果也支持了这一观察结果。具有四个描述符的多变量模型显示,所研究的对位取代酚的辛醇-水分配系数很可能具有几何性质,它强烈依赖于化合物的部分电荷和基团电负性,并且与弹力。 (c)2007年Wiley Periodicals,Inc.

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