Akkdeniz University, Faculty of Education, Department of Mathematics and Sciences Education, Dumlupinar Bulvarı, 07058, Antalya, Turkey.
Comput Biol Chem. 2019 Jun;80:307-313. doi: 10.1016/j.compbiolchem.2019.04.011. Epub 2019 Apr 30.
In this study, we present four multilinear regression quantitative structure-activity relationship (QSAR) models, the first of which tackles the experimental CA IX isozyme inhibitory activities of a mixed set of 59 compounds (coumarins and sulfocoumarins), while the second and the third ones are local models for coumarins (42 compounds) and sulfocoumarins (17 compounds) for the same endpoint respectively. The fourth model deals with the selective inhibitory activity of 29 compounds on CA II and CA IX isozymes which was defined as differences of inhibition constants between CA II and CA IX (ΔpK=pK_CAII- pK_CAIX) in logarithmic scale. All presented models are statistically significant, robust and internally and externally validated. Most of the descriptors involved in these models are DFT-based physically-interpretable ones. Existence of the eigenvalues of chemical reactivity-related orbitals such as HOMO-1 Energy and LUMO Energy in the models allow us to speculate that the hydrolyzing reactions of the coumarins and sulfocoumarins in the active pocket of CA isozymes play a critical role in (or modulate) the binding free energy of the ligand-isozyme complexes. We believe that presented models may be used to design new virtual analogues of existing compounds with desired activity and selectivity towards CA IX or CA II.
在这项研究中,我们提出了四个多线性回归定量构效关系(QSAR)模型,第一个模型解决了 59 种化合物(香豆素和磺基香豆素)的实验性 CAIX 同工酶抑制活性,而第二和第三个模型分别是针对相同终点的香豆素(42 种化合物)和磺基香豆素(17 种化合物)的局部模型。第四个模型处理了 29 种化合物对 CA II 和 CA IX 同工酶的选择性抑制活性,该活性被定义为 CA II 和 CA IX 之间抑制常数的差异(ΔpK=pK_CAII-pK_CAIX),以对数标度表示。所有呈现的模型在统计学上都是显著的、稳健的,并且经过了内部和外部验证。这些模型中涉及的大多数描述符都是基于 DFT 的可解释的物理描述符。模型中存在与化学反应性相关轨道的本征值,如 HOMO-1 能量和 LUMO 能量,这使我们推测香豆素和磺基香豆素在 CA 同工酶的活性口袋中的水解反应在(或调节)配体-同工酶复合物的结合自由能中起着关键作用。我们相信,所提出的模型可以用于设计具有所需活性和对 CA IX 或 CA II 的选择性的现有化合物的新虚拟类似物。