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A Generally Applicable Computer Algorithm Based on the Group Additivity Method for the Calculation of Seven Molecular Descriptors: Heat of Combustion LogPO/W LogS Refractivity Polarizability Toxicity and LogBB of Organic Compounds; Scope and Limits of Applicability

机译:一种基于基团加和法的通用计算机算法用于计算七个分子描述符:有机化合物的燃烧热LogPO / WLogS折射率极化率毒性和LogBB;适用范围

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摘要

A generally applicable computer algorithm for the calculation of the seven molecular descriptors heat of combustion, logPoctanol/water, logS (water solubility), molar refractivity, molecular polarizability, aqueous toxicity (protozoan growth inhibition) and logBB (log (cblood/cbrain)) is presented. The method, an extendable form of the group-additivity method, is based on the complete break-down of the molecules into their constituting atoms and their immediate neighbourhood. The contribution of the resulting atom groups to the descriptor values is calculated using the Gauss-Seidel fitting method, based on experimental data gathered from literature. The plausibility of the method was tested for each descriptor by means of a k-fold cross-validation procedure demonstrating good to excellent predictive power for the former six descriptors and low reliability of logBB predictions. The goodness of fit (Q2) and the standard deviation of the 10-fold cross-validation calculation was >0.9999 and 25.2 kJ/mol, respectively, (based on N = 1965 test compounds) for the heat of combustion, 0.9451 and 0.51 (N = 2640) for logP, 0.8838 and 0.74 (N = 1419) for logS, 0.9987 and 0.74 (N = 4045) for the molar refractivity, 0.9897 and 0.77 (N = 308) for the molecular polarizability, 0.8404 and 0.42 (N = 810) for the toxicity and 0.4709 and 0.53 (N = 383) for logBB. The latter descriptor revealing a very low Q2 for the test molecules (R2 was 0.7068 and standard deviation 0.38 for N = 413 training molecules) is included as an example to show the limits of the group-additivity method. An eighth molecular descriptor, the heat of formation, was indirectly calculated from the heat of combustion data and correlated with published experimental heat of formation data with a correlation coefficient R2 of 0.9974 (N = 2031).
机译:一种通用的计算机算法,用于计算七个分子描述符:燃烧热,logP辛醇/水,logS(水溶性),摩尔折射率,分子极化率,水毒性(原生动物生长抑制)和logBB(log(血/脑))被表达。该方法是基团加和方法的可扩展形式,它是基于分子完全分解成其组成原子和它们的近邻的结果。基于从文献中收集到的实验数据,使用高斯-塞德尔(Gauss-Seidel)拟合方法来计算所得原子组对描述符值的贡献。通过k倍交叉验证程序对每个描述符测试了该方法的合理性,该程序证明了前六个描述符的预测能力强到极好,并且logBB预测的可靠性低。该化合物的拟合优度(Q 2 )和10倍交叉验证计算的标准偏差分别为> 0.9999和25.2 kJ / mol(基于N = 1965测试化合物)。燃烧热,logP为0.9451和0.51(N = 2640),logS为0.8838和0.74(N = 1419),摩尔折射率为0.9987和0.74(N = 4045),分子为0.9897和0.77(N = 308)极化率,毒性为0.8404和0.42(N = 810),logBB为0.4709和0.53(N = 383)。以后一个描述词为例,该描述词显示了测试分子的Q 2 非常低(R 2 为0.7068,N = 413个训练分子的标准偏差为0.38),以显示组可加方法的局限性。从燃烧热数据间接计算出第八个分子描述词,即地层热,并与已发表的实验性地层数据进行关联,相关系数R 2 为0.9974(N = 2031)。

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