DocumentCode :
2153685
Title :
Study on membrane protein interaction network based on ensemble intelligent method
Author :
Shen, Yi-Zhen ; Ding, Yong-Sheng
Author_Institution :
Coll. of Inf. Sci. & Technol., Donghua Univ., Shanghai, China
Volume :
3
fYear :
2010
fDate :
26-28 Feb. 2010
Firstpage :
364
Lastpage :
368
Abstract :
Membrane protein and its interaction network has become a novel research direction in bioinformatics. Multiple researches on these interactions can improve our understanding of diseases and provide the basis to revolutionize therapeutic treatments. In this paper, a novel membrane protein interaction network simulator is proposed for system biology studies by ensemble intelligent method including spectrum analysis and fuzzy KNN algorithm. We consider biological system as a set of active computational components interacting with each other and an external environment. Then we can use the network simulator to construct membrane protein interaction networks. Based on the proposed approach, we find out that the membrane protein interaction network almost has the some dynamic and collective characters, such as small-world network, topological character, and hierarchical module structure. These characters of the membrane protein interaction network will be valuable for its relatively biological and medical studies.
Keywords :
bioinformatics; diseases; fuzzy set theory; membranes; proteins; software agents; bioinformatics; biological system; disease; ensemble intelligent method; fuzzy KNN algorithm; hierarchical module structure; intelligent agent; membrane protein interaction network; network simulator; revolutionize therapeutic treatment; small-world network; spectrum analysis; system biology; topological character; Analytical models; Bioinformatics; Biological system modeling; Biomembranes; Computational intelligence; Computational modeling; Diseases; Intelligent networks; Proteins; Systems biology; ensemble intelligent method; fuzzy KNN algorithm; hierarchical module structure; intelligent agents; membrane protein interaction network; small-world network; spectrum analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5585-0
Electronic_ISBN :
978-1-4244-5586-7
Type :
conf
DOI :
10.1109/ICCAE.2010.5451394
Filename :
5451394
Link To Document :
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