an integrated computational framework for systems biology ram samudrala university of washington how...
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An Integrated Computational Framework for Systems BiologyRam Samudrala
University of Washington
How does the genome of an organism specify its behaviour and characteristics?
Proteome – all proteins of a particular system
Modelling proteomes – understand the structure of individual proteins
Modelling proteomes – understand their individual functions
Modelling proteomes – understand their expression
Modelling proteomes – understand their interactions
Integrated structural and functional annotation of proteomes
structure based methodsmicroenvironment analysis
zinc binding site?
structure comparison
homology function?
sequence based methods
sequence comparisonmotif searches
phylogenetic profilesdomain fusion analyses
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*Bioverse
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assign function toentire protein space
experimental datasingle molecule + genomic/proteomic
+EXPRESSION
+INTERACTION
}
Bioverse – explore relationships among molecules and systems
Jason McDermott/Michal Guerquin/Zach Frazier
http://bioverse.compbio.washington.edu
Bioverse – explore relationships among molecules and systems
Jason McDermott/Michal Guerquin/Zach Frazier
http://bioverse.compbio.washington.edu
Bioverse – explore relationships among molecules and systems
Jason McDermott/Michal Guerquin/Zach Frazier
http://bioverse.compbio.washington.edu
Bioverse – explore relationships among molecules and systems
Jason McDermott/Michal Guerquin/Zach Frazier
http://bioverse.compbio.washington.edu
Bioverse – prediction of protein interaction networks
Jason McDermott
Interacting protein database
protein α
protein β
experimentallydeterminedinteraction
Target proteome
protein A85%
predictedinteraction
protein B90%
Assign confidence based on similarity and strength of interaction
Bioverse – E. coli predicted protein interaction network
Jason McDermott
Bioverse – M. tuberculosis predicted protein interaction network
Jason McDermott
Bioverse – C. elegans predicted protein interaction network
Jason McDermott
Bioverse – H. sapiens predicted protein interaction network
Jason McDermott
Bioverse – network-based annotation for C. elegans
Jason McDermott
Jason McDermottArticulation point proteins
Bioverse – identifying key proteins on the anthrax predicted network
Jason McDermott
Bioverse – identification of virulence factors
Bioverse - Integrator
Aaron Chang
Take home message
Prediction of protein structure, function, and networks may be used to model whole genomes to
understand organismal function and evolution
Acknowledgements
Aaron ChangChuck MaderDavid NickleEkachai JenwitheesukGong ChengJason McDermottKai Wang
Ling-Hong HungMike InouyeMichal GuerquinStewart MoughonShing-Chung NganTianyun LiuZach Frazier
National Institutes of HealthNational Science Foundation
Searle Scholars Program (Kinship Foundation)UW Advanced Technology Initiative in Infectious Diseases
http://bioverse.compbio.washington.eduhttp://protinfo.compbio.washington.edu