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Transcript
Modeling Functional Genomics
Datasets
CVM8890-101
Lessons 4&5
10 July 2007 Bindu Nanduri
Lesson 4: Introduction to
pathways analysis. Theory
and strategies for pathway
analysis modeling in different
species.
Lesson 5: Tools for pathway
analysis. Ingenuity, Pathway
Studio, etc.
Networks and pathways
A network is a collection of interactions
Pathways are a subset of networks
All pathways are networks of interactions
not all networks are pathways
Young et. al: Transcriptional Regulatory Networks in
Saccharomyces cerevisiae; Science 2002
A network is a collection of interactions
Pathways are a subset of networks
All pathways are networks of interactions, however not all
networks are pathways!
Pathway is a biological network that corresponds to
a specific physiological process or phenotype
Biological pathways
Biological components interacting with each other
over time to bring about a single biological effect
Pathways can be broken down sub-pathways
Some common pathways: signal transduction
metabolic pathways, gene regulatory pathways
Entities in one pathway can be found in others
3 types of interactions that can be mapped into
pathways
protein (enzyme) – metabolite (ligand)
metabolic pathways
protein – protein
cell signaling pathways, protein complexes
protein – gene
genetic networks
Available resources
KEGG
http://www.genome.jp/kegg/
BioCyc
http://www.biocyc.org/
Reactome http://www.reactome.org/
GenMAPP http://www.genmapp.org/
BioCarta
http://www.biocarta.com/
TransPATH http://www.biobaseinternational.com/pages/index.php?id=transpathda
tabases
Pathguide – the pathway resource list
http://www.pathguide.org/
Network Topology
(PPI)
Network analysis and visualization tools
Databases for analysis
Text mining algorithms (e.g., natural language processing (NLP))
technologies
Expert human curation
Ingenuity Pathway Analysis
http://www.ingenuity.com/products/pathways_analysis.html
PathwayStudio
http://www.ariadnegenomics.com/products/pathway-studio/
PathwayArchitect
http://www.selectscience.net
Cytoscape
http://www.cytoscape.org/
Biological Networks
http://biologicalnetworks.net/
GeneGO
http://www.genego.com/
Nanduri etal (unpublished)
GO term enrichment
Nanduri etal (unpublished)
Nanduri etal (unpublished)
Nanduri etal (unpublished)
Nanduri etal (unpublished)