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PMID: 15231545 Published · ppublish English Comparative Study Evaluation Study Journal Article Research Support, Non-U.S. Gov't Validation Study

New methods for joint analysis of biological networks and expression data.

Bioinformatics (Oxford, England) ·Vol. 20 ·No. 10 ·2004-07-10 ·Pages 1517-21

Sohler F, Hanisch D, Zimmer R

Abstract

Biological networks, such as protein interaction, regulatory or metabolic networks, derived from public databases, biological experiments or text mining can be useful for the analysis of high-throughput experimental data. We present two algorithms embedded in the ToPNet application that show promising performance in analyzing expression data in the context of such networks. First, the Significant Area Search algorithm detects subnetworks consisting of significantly regulated genes. These subnetworks often provide hints on which biological processes are affected in the measured conditions. Second, Pathway Queries allow detection of networks including molecules that are not necessarily significantly regulated, such as transcription factors or signaling proteins. Moreover, using these queries, the user can formulate biological hypotheses and check their validity with respect to experimental data. All resulting networks and pathways can be explored further using the interactive analysis tools provided by ToPNet program.

MeSH Terms
Algorithms Computer Graphics Computer Simulation Database Management Systems Databases, Factual Gene Expression Profiling/methods Gene Expression Regulation/physiology Information Storage and Retrieval/methods Models, Biological Signal Transduction/physiology User-Computer Interface
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Sohler Florian
Institut für Informatik, Ludwig-Maximilians-Universität München, Amalienstrasse 17, 80333 München, Germany. [email protected]
Hanisch Daniel
Zimmer Ralf
Article Info
Journal
Bioinformatics (Oxford, England)
Abbr.
Bioinformatics
ISSN
1367-4803
Published
2004-07-10
Pages
1517-21
Language
English
Region
England
NLM ID
9808944
Subset
IM
Analysis Services
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