A sub-pathway-based approach for identifying drug response principal network

被引:34
作者
Chen, Xiujie [1 ]
Xu, Jiankai [1 ,2 ]
Huang, Bangqing [1 ]
Li, Jin [1 ]
Wu, Xin [3 ]
Ma, Ling [1 ]
Jia, Xiaodong [1 ]
Bian, Xiusen [1 ]
Tan, Fujian [1 ]
Liu, Lei [1 ]
Chen, Sheng [1 ]
Li, Xia [1 ]
机构
[1] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin, Peoples R China
[2] Harbin Med Univ, Dept Pharmacol, Harbin, Peoples R China
[3] Harbin Med Univ, Affiliated Hosp 3, Harbin, Peoples R China
基金
中国国家自然科学基金;
关键词
PROSTATE-CANCER; DEXAMETHASONE; DESIGNS; TOOLS; MECHANISM; RECEPTOR; GROWTH; GENES;
D O I
10.1093/bioinformatics/btq714
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: The high redundancy of and high degree of crosstalk between biological pathways hint that a sub-pathway may respond more effectively or sensitively than the whole pathway. However, few current pathway enrichment analysis methods account for the sub-pathways or structures of the tested pathways. We present a sub-pathway-based enrichment approach for identifying a drug response principal network, which takes into consideration the quantitative structures of the pathways. Result: We validated this new approach on a microarray experiment that captures the transcriptional profile of dexamethasone (DEX)-treated human prostate cancer PC3 cells. Compared with GeneTrail and DAVID, our approach is more sensitive to the DEX response pathways. Specifically, not only pathways but also the principal components of sub-pathways and networks related to prostate cancer and DEX response could be identified and verified by literature retrieval.
引用
收藏
页码:649 / 654
页数:6
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