Are herb-pairs of traditional Chinese medicine distinguishable from others? Pattern analysis and artificial intelligence classification study of traditionally defined herbal properties

被引:83
作者
Ung, Choong Yong
Li, Hu
Cao, Zhi Wei
Li, Yi Xue
Chen, Yu Zong
机构
[1] Natl Univ Singapore, Dept Pharm, Bioinformat & Drug Design Grp, Singapore 117543, Singapore
[2] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Biochem, Singapore 117597, Singapore
[3] Shanghai Ctr Bioinformat Technol, Shanghai 201203, Peoples R China
关键词
artificial intelligent method; herbal medicine; herb pair; herbal property; support vector machine; traditional Chinese medicine;
D O I
10.1016/j.jep.2006.11.037
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Multi-herb prescriptions of traditional Chinese medicine (TCM) often include special herb-pairs for mutual enhancement, assistance, and restraint. These TCM herb-pairs have been assembled and interpreted based on traditionally defined herbal properties (TCM-HPs) without knowledge of mechanism of their assumed synergy. While these mechanisms are yet to be determined, properties of TCM herb-pairs can be investigated to determine if they exhibit features consistent with their claimed unique synergistic combinations. We analyzed distribution patterns of TCM-HPs of TCM herb-pairs to de sect signs indicative of possible synergy and used artificial intelligence (AI) methods to examine whether combination of their TCM-HPs are distinguishable from those of non-TCM herb-pairs assembled by random combinations and by modification of known TCM herb-pairs. Patterns of the majority of 394 known TCM herb-pairs were found to exhibit signs of herb-pair correlation. Three AI systems, trained and tested by using 394 TCM herb-pairs and 2470 non-TCM herb-pairs, correctly classified 72.1-87.9% of TCM herb-pairs and 91.6-97.6% of the non-TCM herb-pairs. The best AI system predicted 96.3% of the 27 known non-TCM herb-pairs and 99.7% of the other 1,065,100 possible herb-pairs as non-TCM herb-pairs. Our studies suggest that TCM-HPs of known TCM herb-pairs contain features distinguishable from those of non-TCM herb-pairs consistent with their claimed synergistic or modulating combinations. (c) 2006 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:371 / 377
页数:7
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