Transcription factor and microRNA-regulated network motifs for cancer and signal transduction networks

被引:25
|
作者
Hsieh, Wen-Tsong [1 ]
Tzeng, Ke-Rung [2 ]
Ciou, Jin-Shuei [2 ]
Tsai, Jeffrey J. P. [2 ]
Kurubanjerdjit, Nilubon [3 ]
Huang, Chien-Hung [4 ]
Ng, Ka-Lok [2 ,5 ]
机构
[1] China Med Univ, Dept Pharmacol, Taichung 40402, Taiwan
[2] Asia Univ, Dept Biomed Informat, Taichung 41354, Taiwan
[3] Mae Fah Luang Univ, Sch Informat Technol, Chiang Rai 57100, Thailand
[4] Natl Formosa Univ, Dept Comp Sci & Informat Engn, Huwei Township 632, Yunlin County, Taiwan
[5] China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung 40402, Taiwan
关键词
EXPRESSION; DATABASE; CELLS; IDENTIFICATION; ORGANIZATION; INHIBITION; PATTERNS; THERAPY; PATHWAY; UPDATE;
D O I
10.1186/1752-0509-9-S1-S5
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Molecular networks are the basis of biological processes. Such networks can be decomposed into smaller modules, also known as network motifs. These motifs show interesting dynamical behaviors, in which co-operativity effects between the motif components play a critical role in human diseases. We have developed a motif-searching algorithm, which is able to identify common motif types from the cancer networks and signal transduction networks (STNs). Some of the network motifs are interconnected which can be merged together and form more complex structures, the so-called coupled motif structures (CMS). These structures exhibit mixed dynamical behavior, which may lead biological organisms to perform specific functions. Results: In this study, we integrate transcription factors (TFs), microRNAs (miRNAs), miRNA targets and network motifs information to build the cancer-related TF-miRNA-motif networks (TMMN). This allows us to examine the role of network motifs in cancer formation at different levels of regulation, i.e. transcription initiation (TF --> miRNA), gene-gene interaction (CMS), and post-transcriptional regulation (miRNA --> target genes). Among the cancer networks and STNs we considered, it is found that there is a substantial amount of crosstalking through motif interconnections, in particular, the crosstalk between prostate cancer network and PI3K-Akt STN. Conclusions: To validate the role of network motifs in cancer formation, several examples are presented which demonstrated the effectiveness of the present approach. A web-based platform has been set up which can be accessed at: http://ppi.bioinfo.asia.edu.tw/pathway/. It is very likely that our results can supply very specific CMS missing information for certain cancer types, it is an indispensable tool for cancer biology research.
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页数:12
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