Prediction of herg K+ blocking potency:: Application of structural knowledge

被引:44
作者
Aptula, AO [1 ]
Cronin, MTD [1 ]
机构
[1] Liverpool John Moores Univ, Sch Pharm & Chem, Liverpool L3 3AF, Merseyside, England
关键词
hERG channel; QT; QSAR; MLR; maximum diameter of molecules;
D O I
10.1080/10629360412331297353
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Modelling of QT-prolongation has been performed using data for 19 structurally diverse hERG K+ channel blocking drugs taken from literature. The modelling used hydrophobicity corrected for ionisation (log D) and various 2D and 3D physico-chemical molecular descriptors. Stepwise regression produced a two parameter, interpretable and transparent QSAR with good statistical fit, including log D and the maximum diameter of molecules (D-max). Two strategies were applied for model validation: (i) a scrambling procedure, i.e., training the total set of 19 chemicals after randomising the hERG K+ channel blocking activity data and (ii) use of external validation sets. Validation of the models showed them to be stable and statistically significant. The effect of molecular size on QT-prolongation side effect is discussed.
引用
收藏
页码:399 / 411
页数:13
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