Title :
Functional modularity in a large-scale mammalian molecular interaction network
Author :
Krämer, Andreas ; Richards, Daniel R. ; Bowlby, James O. ; Felciano, Ramon M.
Author_Institution :
Ingenuity Syst., Mountain View, CA, USA
Abstract :
The Ingenuity™ Pathways Knowledge Base (IPKB) contains over one million findings manually curated from the scientific literature. Highly-structured content from the IPKB forms the basis for a large-scale molecular network of direct interactions observed between mammalian orthologs, which is used in Ingenuity´s Pathway Analysis (IPA) system. In this study we explore the relationship between this global network and known functional annotations of genes. In particular we show that (a) subnetworks formed by genes annotated with the same functional category have significantly more edges than equivalent random subnetworks, and (b) highly-interconnected subnetworks are significantly enriched in genes with specific functional annotations.
Keywords :
biology computing; genetics; knowledge based systems; molecular biophysics; Ingenuity pathway analysis system; Ingenuity™ pathways knowledge base system; direct mammalian orthologs interaction; functional modularity; global network; known functional genes annotation; mammalian molecular interaction network; structured content; subnetwork; Algorithm design and analysis; Biological system modeling; Clustering methods; Intelligent networks; Large-scale systems; Probability distribution; Proteins; Random variables; Simulated annealing; Statistical analysis;
Conference_Titel :
Computational Systems Bioinformatics Conference, 2005. Workshops and Poster Abstracts. IEEE
Print_ISBN :
0-7695-2442-7
DOI :
10.1109/CSBW.2005.67