clusterProfiler

clusterProfiler performs automated biological-term classification, enrichment analysis, and visualization of gene clusters in an R/Bioconductor framework to interpret quantitative transcriptomics and proteomics data.


Key Features:

  • R/Bioconductor package: Implemented as an R package distributed within the Bioconductor ecosystem.
  • Automated biological-term classification and enrichment analysis: Automates classification and enrichment workflows for sets of gene clusters.
  • GO and KEGG pathway detection: Identifies over-represented Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways.
  • Analysis and visualization modules: Provides integrated analysis and visualization modules within a reusable workflow.
  • Supports transcriptomics and proteomics: Processes quantitative data derived from transcriptomics and proteomics studies.
  • Species support and extensibility: Includes built-in support for humans, mice, and yeast and is extensible to additional species and ontologies.

Scientific Applications:

  • Functional enrichment of gene clusters: Interprets functional profiles associated with clustered gene sets.
  • Pathway analysis: Detects biologically relevant pathways via GO and KEGG enrichment.
  • Interpretation of omics data: Applies to quantitative transcriptomics and proteomics datasets for functional interpretation.
  • Cross-species functional comparisons: Enables comparative analyses across human, mouse, and yeast datasets and can be adapted to other species.

Methodology:

Automates biological-term classification and enrichment analysis to identify over-represented GO terms and KEGG pathways and supplies integrated analysis and visualization modules applied to gene clusters derived from quantitative transcriptomics and proteomics data.

Topics

Collections

Details

License:
Artistic-2.0
Cost:
Free of charge
Tool Type:
command-line tool, library
Operating Systems:
Linux, Windows, Mac
Programming Languages:
R
Added:
1/17/2017
Last Updated:
4/15/2021

Operations

Data Inputs & Outputs

Publications

Yu G, Wang L, Han Y, He Q. clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters. OMICS: A Journal of Integrative Biology. 2012;16(5):284-287. doi:10.1089/omi.2011.0118. PMID:22455463. PMCID:PMC3339379.

Documentation

Downloads

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