KeyPathwayMiner 4.0: Condition-specific pathway analysis by combining multiple omics studies and networks with Cytoscape

Nicolas Alcaraz, Josch Pauling, Richa Batra, Eudes Barbosa, Alexander Junge, Anne G.L. Christensen, Vasco Azevedo, Henrik J. Ditzel, Jan Baumbach

Research output: Contribution to journalArticlepeer-review

56 Scopus citations

Abstract

Background: Over the last decade network enrichment analysis has become popular in computational systems biology to elucidate aberrant network modules. Traditionally, these approaches focus on combining gene expression data with protein-protein interaction (PPI) networks. Nowadays, the so-called omics technologies allow for inclusion of many more data sets, e.g. protein phosphorylation or epigenetic modifications. This creates a need for analysis methods that can combine these various sources of data to obtain a systems-level view on aberrant biological networks. Results: We present a new release of KeyPathwayMiner (version 4.0) that is not limited to analyses of single omics data sets, e.g. gene expression, but is able to directly combine several different omics data types. Version 4.0 can further integrate existing knowledge by adding a search bias towards sub-networks that contain (avoid) genes provided in a positive (negative) list. Finally the new release now also provides a set of novel visualization features and has been implemented as an app for the standard bioinformatics network analysis tool: Cytoscape. Conclusion: With KeyPathwayMiner 4.0, we publish a Cytoscape app for multi-omics based sub-network extraction. It is available in Cytoscape's app store http://apps.cytoscape.org/apps/keypathwaymineror via http://keypathwayminer.mpi-inf.mpg.de.

Original languageEnglish
Article number99
JournalBMC Systems Biology
Volume8
Issue number1
DOIs
StatePublished - 19 Aug 2014
Externally publishedYes

Keywords

  • Key pathways
  • Multi-omics
  • Network enrichment
  • Protein-protein interaction

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