College of Environmental Science and Engineering, Dalian Maritime University, Linghai Road 1, Dalian, 116026, PR China.
College of Environmental Science and Engineering, Dalian Maritime University, Linghai Road 1, Dalian, 116026, PR China.
Chemosphere. 2020 Mar;242:125246. doi: 10.1016/j.chemosphere.2019.125246. Epub 2019 Oct 31.
Temperature-dependent octanol-air partition coefficients (K) are of great importance in assessing the environmental behavior and fate of persistent organic pollutants including polychlorinated biphenyls (PCBs). Due to the tremendous amounts of time, effort and cost needed for the experimental determination of K, it is desirable to develop a rapid and precise predictive method to estimate K just based on molecular structure. In the present study, a predictive model for log K of PCBs at ambient temperatures was developed based on the thermodynamic relationship between K and the solvation free energy from air to octanol (ΔG). For the calculation of ΔG of PCBs, the optimal combination of theoretical method and basis-set was identified to be HF/MIDI!6D for both geometry optimization and energy calculation. Dimer formation could affect the partition behavior and promote the apparent K values of PCBs. After taking the effect of dimer formation into account, the goodness-of-fit, predictive ability, and robustness of the predictive model were significantly improved. Apparent log K values of PCBs at different ambient temperatures ranging from 283.15 to 303.15 K were predicted. Compared with other reported models, the model developed in the present study had not only comparable goodness-of-fit and predictive ability, but also a universal application domain and the relative independency of experimental data. Therefore, the solvation free energy method could be a promising method for the prediction of K.
温度依赖的辛醇-空气分配系数(K)对于评估持久性有机污染物(包括多氯联苯(PCBs))的环境行为和命运具有重要意义。由于实验测定 K 值需要大量的时间、精力和成本,因此需要开发一种快速、准确的预测方法,仅基于分子结构来估计 K 值。在本研究中,基于 K 与辛醇-空气溶剂化自由能(ΔG)之间的热力学关系,开发了一种用于环境温度下 PCB 的 log K 的预测模型。对于 PCB 的 ΔG 的计算,确定了 HF/MIDI!6D 作为几何优化和能量计算的最佳理论方法和基组组合。二聚体形成会影响分配行为并促进 PCB 的表观 K 值增加。在考虑二聚体形成的影响后,预测模型的拟合优度、预测能力和稳健性得到了显著提高。预测了不同环境温度(283.15 至 303.15 K)下 PCB 的表观 log K 值。与其他报道的模型相比,本研究中开发的模型不仅具有相当的拟合优度和预测能力,而且具有通用的应用领域和相对独立的实验数据。因此,溶剂化自由能方法可能是一种有前途的 K 值预测方法。