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
Gene-set enrichment analysis
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.