QSAR analysis of tyrosine kinase inhibitor using modified ant colony optimization and multiple linear regression

被引:33
作者
Shi, Wei-min
Shen, Qi [1 ]
Kong, Wei
Ye, Bao-xian
机构
[1] Zhengzhou Univ, Dept Chem, Zhengzhou 450052, Peoples R China
[2] Hunan Univ, State Key Lab Chemo Biosensing & Chemometr, Coll Chem & Chem Engn, Changsha 410082, Peoples R China
基金
中国国家自然科学基金;
关键词
epidermal growth factor receptor (EGFR); QSAR; ant colony optimization; tyrosine kinase;
D O I
10.1016/j.ejmech.2006.08.001
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Quantitative structure-activity relationship (QSAR) models of inhibiting action of some analogues of 4-(3-bromoanilino)-6,7-dimethoxyquinazoline on epidermal growth factor receptor tyrosine kinase were constructed using modified ant colony optimization (ACO) method. As a comparison to this method, the evolutionary algorithm (EA) was also tested. It has been demonstrated that the modified ACO is a useful tool for variable selection comparable to EA. In the selected descriptors, electronic descriptor sigma(Y) over bar is the most important descriptor in predicting EGFR inhibitory activity. Electron-donating groups such as Y-substituents enhance the activity as evident by negative sigma(Y) over bar. In addition, for quinazoline substituents, nitro group has a large deactivating effect. (c) 2006 Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:81 / 86
页数:6
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