Klein C D, Hopfinger A J
Laboratory of Molecular Modeling and Design, M/C 781, College of Pharmacy, University of Illinois at Chicago 60612-7231, USA.
Pharm Res. 1998 Feb;15(2):303-11. doi: 10.1023/a:1011983005813.
This study was done to explore the relationships of both macroscopic and molecular level physicochemical properties to in-vivo antiarrhythmic activity and interactions with phospholipid membranes for a set of cationic-amphiphilic analogs.
The 4D-QSAR method, recently developed by Hopfinger and co-workers (1), was employed to establish 3D-QSAR/QSPR models. Molecular dynamics simulations provided the set of conformational ensembles which were analyzed using partial least squares regression in combination with the Genetic Function Approximation algorithm to construct QSAR and QSPR models.
Significant QSAR models for in-vivo antiarrhythmic activity were constructed in which logP (the partition coefficient), and specific grid cell occupancy (spatial) descriptors are the main activity correlates. LogP is the most significant QSAR descriptor. 4D-QSPR models were also developed for two analog-membrane interaction properties, the change in a membrane transition temperature and the ability of the analogs to displace adsorbed Ca(2+)-ions from phosphatidylserine monolayers.
Spatial features, represented by grid cell occupancy descriptors, supplement partition coefficient, which is the most important determinant of in-vivo antiarrhythmic activity, to provide a comprehensive model for drug action. The QSPR models are less significant in statistical measures, and limited to interpretation of possible molecular mechanisms of action.
本研究旨在探讨一组阳离子两亲性类似物的宏观和分子水平物理化学性质与体内抗心律失常活性以及与磷脂膜相互作用之间的关系。
采用Hopfinger及其同事最近开发的4D-QSAR方法(1)建立3D-QSAR/QSPR模型。分子动力学模拟提供了构象集合,使用偏最小二乘回归结合遗传函数逼近算法对其进行分析,以构建QSAR和QSPR模型。
构建了体内抗心律失常活性的显著QSAR模型,其中logP(分配系数)和特定网格单元占有率(空间)描述符是主要的活性相关因素。LogP是最显著的QSAR描述符。还针对两种类似物-膜相互作用性质开发了4D-QSPR模型,即膜转变温度的变化以及类似物从磷脂酰丝氨酸单层中置换吸附的Ca(2+)离子的能力。
由网格单元占有率描述符表示的空间特征补充了分配系数,分配系数是体内抗心律失常活性的最重要决定因素,从而为药物作用提供了一个全面的模型。QSPR模型在统计指标上不太显著,并且仅限于对可能的分子作用机制的解释。