4.0 Article

A structure-activity relationship (SAR) study of neolignan compounds with anti-schistosomiasis activity

期刊

JOURNAL OF THE BRAZILIAN CHEMICAL SOCIETY
卷 13, 期 3, 页码 300-307

出版社

SOC BRASILEIRA QUIMICA
DOI: 10.1590/S0103-50532002000300003

关键词

PM3; neolignans; anti-schistosomiasis; principal component analysis; hierarchical cluster analysis; discriminant analysis; Kth nearest neighbor

向作者/读者索取更多资源

A set of eighteen neolignan derivative compounds with anti-schistosomiasis activity was studied by using the quantum mechanical semi-empirical method PM3 and other theoretical methods in order to calculate selected molecular properties (variables or descriptors) to be correlated to their biological activities. Exploratory data analysis (principal component analysis, PCA, and hierarchical cluster analysis, HCA), discriminant analysis (DA) and the Kth nearest neighbor (KNN) method were employed for obtaining possible relationships between the calculated descriptors and the biological activities studied and predicting the anti-schistosomiasis activity of new compounds from a test set. The molecular descriptors responsible for the separation between active and inactive compounds were: hydration energy (HE), molecular refractivity (MR) and charge on the C19 carbon atom (Q(19)). These descriptors give information on the kind of interaction that can occur between the compounds and their respective biological receptor. The prediction study was done with a new set of ten derivative compounds by using the PCA, HCA, DA and KNN methods and only five of them were predicted as active against schistosomiasis.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.0
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据