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用于预测多氯联苯的发生器柱衍生正辛醇/水和正辛醇/空气分配系数的定量构效关系模型。

QSPR models for predicting generator-column-derived octanol/water and octanol/air partition coefficients of polychlorinated biphenyls.

作者信息

Yuan Jintao, Yu Shuling, Zhang Ting, Yuan Xuejie, Cao Yunyuan, Yu Xingchen, Yang Xuan, Yao Wu

机构信息

School of Public Health, Zhengzhou University, Zhengzhou 450001, China; Key Laboratory of Environmental Medicine Engineering of Ministry of Education, Southeast University, Nanjing 210009, China.

Key Laboratory of Natural Medicine and Immune-Engineering of Henan Province, Henan University, Kaifeng 475004, China.

出版信息

Ecotoxicol Environ Saf. 2016 Jun;128:171-80. doi: 10.1016/j.ecoenv.2016.02.022. Epub 2016 Mar 1.

Abstract

Octanol/water (K(OW)) and octanol/air (K(OA)) partition coefficients are two important physicochemical properties of organic substances. In current practice, K(OW) and K(OA) values of some polychlorinated biphenyls (PCBs) are measured using generator column method. Quantitative structure-property relationship (QSPR) models can serve as a valuable alternative method of replacing or reducing experimental steps in the determination of K(OW) and K(OA). In this paper, two different methods, i.e., multiple linear regression based on dragon descriptors and hologram quantitative structure-activity relationship, were used to predict generator-column-derived log K(OW) and log K(OA) values of PCBs. The predictive ability of the developed models was validated using a test set, and the performances of all generated models were compared with those of three previously reported models. All results indicated that the proposed models were robust and satisfactory and can thus be used as alternative models for the rapid assessment of the K(OW) and K(OA) of PCBs.

摘要

正辛醇/水分配系数(K(OW))和正辛醇/空气分配系数(K(OA))是有机物质的两个重要物理化学性质。在当前实践中,一些多氯联苯(PCBs)的K(OW)和K(OA)值是使用发生器柱法测量的。定量结构-性质关系(QSPR)模型可以作为一种有价值的替代方法,用于在K(OW)和K(OA)的测定中替代或减少实验步骤。本文采用两种不同的方法,即基于Dragon描述符的多元线性回归和全息定量结构-活性关系,来预测多氯联苯的发生器柱衍生log K(OW)和log K(OA)值。使用测试集验证了所开发模型的预测能力,并将所有生成模型的性能与之前报道的三个模型进行了比较。所有结果表明,所提出的模型是稳健且令人满意的,因此可以用作快速评估多氯联苯K(OW)和K(OA)的替代模型。

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