ChipDB: An interactive database system for high- throughput expression analysis Peter Young, John...
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Transcript of ChipDB: An interactive database system for high- throughput expression analysis Peter Young, John...
ChipDB: An interactive database system for high-
throughput expression analysis
Peter Young, John Barnett, Bing Ren,
Ezra Jennings and Richard Young
Whitehead Institute for Biomedical Research
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Expression analysis
• motivation• objectives• analysis architecture• data mining• platform• future enhancements
http://web.wi.mit.edu/young/chipdb
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Motivation
1) Analyze individual experiments
2) Integrate results across experiments
3) Compare results to external data sources
4) Allow outside users to analyze data
5) Publish findings
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Motivation
LIMS
chipDB
Publication/Web
Public RepositoriesLIMS
chipDB
Publication/Web
Public Repositories
External Analyses
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Objectives
• Accessible:– web-based interface
• Interactive: – iterative analysis process
• Extensible: – “pluggable” tools
• Integrated: – links to external data
• Queryable: – search across datasets
LIMS
chipDB
Publication/Web
Public Repositories
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Analysis Architecture
Rescaled data Primary result
Analysis tool
Search &Comparison
Conclusions
Classifications
Stored results
• Rescaling datasets• Direct analysis• Result storage• Data mining (result search & comparison)
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Analysis Architecture
• Direct analysis– “pluggable” interface
• Analysis has access to samples (inputs)
• Analysis stores parameters into database
• Analysis produces lists of genes and profiles (outputs)
Rescaled data Primary result
Analysis tool
Search &Comparison
Conclusions
Classifications
Stored results
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Analysis Architecture
• Currently supported tools:– GeneCluster self organizing map
• http://www.genome.wi.mit.edu/MPR/
– rule-based analysis
• Future tools:– differential display
– nearest-neighbor analysis
Genecluster output
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Analysis Architecture
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Rescaled data
Analysis tool
Primary result
Search &Comparison
Classifications
Stored results
Data mining
• Querying results
• Multiset comparisons
Conclusions
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Rescaled data
Analysis tool
Primary result
Search &Comparison
Classifications
Stored results
Data mining• Querying results
– by gene– by conditions
• Multiset comparisons
Conclusions
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Conclusions
Classifications
Rescaled data
Analysis tool
Primary result
Search &Comparison
Stored results
– Classifications• MIPS
• User defined
– Primary results• Internal results
• External results
• Querying results
• Multiset comparisons:
Data mining
Conclusions
Classifications
Rescaled data
Analysis tool
Primary result
Search &Comparison
Stored resultsRescaled data Primary result
Analysis tool
Search &Comparison
Conclusions
Classifications
Stored resultsRescaled data
Analysis tool
Primary result
Search &Comparison
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Platform
• Oracle DBMS
• WebDB - Web/Oracle middleware
• Perl
• Java
• Solaris 2.6 on 4 x 400Mhz Sparc
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
chipDB is:
• A Web-based system for interactive analysis and integration of experimental results.
– Flexible normalization scheme
– Extensible analysis framework
– Searching of analysis results
– Web-based public access
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Future Enhancements
• Microarray data
• Human array data
• Additional analysis tools
http://web.wi.mit.edu/young/chipdb.html Whitehead Institute
Acknowledgements
Young Lab
Helen Causton Tony LeeRhonda Harrison
WICGR/MPR
Michael Angelo Pablo TamayoEric Lander
Design & Development
John Barnett Bing RenEzra Jennings
Richard Young