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Development and evaluation of MTLSER and QSAR models for predicting polyethylene-water partition coefficients

机译:预测聚乙烯-水分配系数的MTLSER和QSAR模型的开发和评估

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Current study was aimed to make further improvements in measuring low density polyethylene (LDPE) -water partition coefficient (KPE-w) for organic chemicals. Modified theoretical linear solvation energy relationship (MTLSER) model and quantitative structure activity relationship (QSAR) model were developed for predicting K(PE-w)( )values from chemical descriptors. With the MTLSER model, alpha (average molecular polarizability), mu (dipole moment) and q(-) (net charge of the most negative atoms) as significant variables were screened. With the QSAR model, main control factors of KPE-w values, such as CrippenLogP (Crippen octanol-water partition coefficient), CICO (neighborhood symmetry of 0-order) and GATS2p (Geary autocorrelation-lag2/weighted by polarizabilities) were studied. As per our best knowledge, this is the first attempt to predict polymer-water partition coefficient using the MTLSER model. Statistical parameters, correlation coefficient (R-2) and cross-validation coefficients (Q(2)) were ranging from 0.811 to 0.951 and 0.761 to 0.949, respectively, which indicated that the models appropriately fit the results, and also showed robustness and predictive capacity. Mechanism interpretation suggested that the main factors governing the partition process between LDPE and water were the molecular polarizability and hydrophobicity. The results of this study provide an excellent tool for predicting log KPE-w values of most common hydrophobic organic compounds, within the applicability domains to reduce experimental cost and time for innovation.
机译:当前的研究旨在在测量有机化学品的低密度聚乙烯(LDPE)-水分配系数(KPE-w)方面进行进一步的改进。建立了改进的理论线性溶剂化能量关系(MTLSER)模型和定量结构活度关系(QSAR)模型,用于从化学描述符中预测K(PE-w)()值。使用MTLSER模型,筛选了α(平均分子极化率),mu(偶极矩)和q(-)(最负原子的净电荷)作为重要变量。使用QSAR模型研究了KPE-w值的主要控制因素,例如CrippenLogP(克里普烯辛醇-水分配系数),CICO(0阶邻域对称性)和GATS2p(Geary自相关滞后量2 /极化率加权)。据我们所知,这是使用MTLSER模型预测聚合物-水分配系数的首次尝试。统计参数,相关系数(R-2)和交叉验证系数(Q(2))的范围分别为0.811至0.951和0.761至0.949,这表明模型适当地拟合了结果,并且还显示了鲁棒性和预测性容量。机理解释表明,决定LDPE与水之间分配过程的主要因素是分子极化率和疏水性。这项研究的结果为预测适用范围内最常见的疏水性有机化合物的log KPE-w值提供了一个极好的工具,可减少创新的实验成本和时间。

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