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A Web Tool for Generating High Quality Machine-readable Biological Pathways
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Reactome pathway analysis: a high-performance in-memory approach.

Antonio Fabregat1,2, Konstantinos Sidiropoulos1, Guilherme Viteri1

  • 1European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK.

BMC Bioinformatics
|March 3, 2017
PubMed
Summary
This summary is machine-generated.

Reactome offers a faster pathway analysis service using optimized in-memory data structures. This enables rapid analysis of large genome-wide datasets, supporting systems biology and biomedical research.

Keywords:
Data structuresOver-representation analysisPathway analysis

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Area of Science:

  • Bioinformatics
  • Systems Biology
  • Computational Biology

Background:

  • Reactome provides bioinformatics tools for pathway knowledge analysis.
  • Pathway analysis is crucial for physiological and biomedical research.
  • Increasing data sample sizes pose performance challenges for analysis methods.

Purpose of the Study:

  • To present a high-performance, in-memory implementation of the over-representation analysis method.
  • To optimize pathway analysis for large datasets.

Main Methods:

  • Implemented over-representation analysis in four steps using specialized data structures.
  • Utilized a radix tree for efficient identifier lookup.
  • Employed a graph for modeling biological entities and complexes.
  • Used a double-linked tree for result aggregation and statistical calculation.

Main Results:

  • Achieved stable, high-performance pathway analysis.
  • Enabled analysis of genome-wide datasets within seconds.
  • Minimized memory footprint through optimized data structures.

Conclusions:

  • Reactome's optimized approach facilitates interactive exploration of high-throughput data.
  • The pathway analysis service is accessible via AnalysisService and PathwayBrowser.
  • Reactome is an open-source project with all code available on GitHub.