A structure-activity relationship (SAR) study of synthetic neolignans and related compounds with biological activity against Escherichia coli

被引:25
作者
Camargo, AJ
Mercadante, R
Honório, KM
Alves, CN
da Silva, ABF
机构
[1] Univ Sao Paulo, Inst Quim, Dept Quim & Fis Mol, BR-13560970 Sao Carlos, SP, Brazil
[2] Univ Estadual Oeste, Dept Quim, Toledo, PR, Brazil
来源
JOURNAL OF MOLECULAR STRUCTURE-THEOCHEM | 2002年 / 583卷
关键词
Escherichia coli; principal component analysis; hierarchical cluster analysis; K-nearest neighbor;
D O I
10.1016/S0166-1280(01)00802-8
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Structure-activity relationship techniques were employed to classify neolignan compounds and related analogues against Escherichia coli. The AM1 (Austin Model) method was used to calculate a set of molecular descriptors (properties) for 16 synthetic neolignan compounds. The descriptors were further analyzed using the principal component analysis (PCA), hierarchical cluster analysis (HCA) and K-nearest neighbor (KNN) chemometric methods. The PCA and HCA methods showed quite efficient to classify the 16 compounds in two groups (active and inactive) and three descriptors were found to be important in the classification. By using the chemometric results, 14 new neolignan molecules were analyzed through the PCA, HCA and KNN methods and 11 of them are proposed as molecules potentially active against E. coli. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:105 / 116
页数:12
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