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
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