ibh
ibh calculates Interaction Based Homogeneity (IBH) to evaluate the fitness of gene lists within interaction networks for assessing clustering results and gene list coherence.
Key Features:
- Interaction Based Homogeneity (IBH) calculation: Computes the IBH metric to quantify how well a gene set aligns with an interaction network.
- BioGRID integration: Leverages BioGRID protein-protein and genetic interaction data as a default interaction resource.
- Custom interaction support: Accepts user-supplied interaction datasets in place of or alongside BioGRID.
- Gene list and clustering evaluation: Assesses the fitness and coherence of gene lists and clustering results within interaction networks.
- R/Bioconductor implementation: Provided as an R package within the Bioconductor ecosystem.
Scientific Applications:
- Clustering validation: Validates gene clustering results by measuring network coherence with the IBH metric.
- Gene list analysis: Evaluates functional coherence of gene lists relative to interaction networks and biological pathways.
- Network-based assessment: Uses BioGRID or custom interactions to contextualize gene sets within protein-protein and genetic interaction networks.
- Genomics and molecular biology research: Applies network coherence metrics to genomic and molecular datasets for downstream analysis.
Methodology:
Computes the Interaction Based Homogeneity (IBH) metric using interaction edges from BioGRID or user-supplied interaction datasets; implemented as an R package within Bioconductor.
Topics
Collections
Details
- License:
- GPL-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M. Orchestrating high-throughput genomic analysis with Bioconductor. Nature Methods. 2015;12(2):115-121. doi:10.1038/nmeth.3252. PMID:25633503. PMCID:PMC4509590.