BioNetComp
BioNetComp performs extraction, integration, construction, and comparative analysis of biological interaction networks from omics data to identify topological and functional differences between interactomes representing distinct cellular conditions.
Key Features:
- Network construction: Builds biological networks with nodes representing genes or proteins and edges representing their interactions.
- Omics data extraction and integration: Extracts and integrates omics-derived data to derive interaction networks.
- Pairwise interactome comparison: Compares two distinct biological interactomes to reveal differences between conditions.
- Network metrics: Computes various network metrics to quantify topological differences between interactomes.
- Biological enrichment analysis: Performs enrichment analyses to interpret functional differences between networks.
- Data visualization: Produces advanced data visualizations to elucidate network-level differences.
Scientific Applications:
- Comparative interactomics: Distinguishing differences between interactomes across contrasting biological states using network topology and enrichment results.
- Differential expression time-course analysis: Comparing interactomes derived from differentially expressed genes at two distinct time points during bioethanol fermentation.
- Systems biology investigations: Analyzing molecular interaction changes in systems biology and related studies.
Methodology:
Extraction and integration of omics data; construction of networks with nodes as genes or proteins and edges as interactions; computation of network metrics for pairwise comparison of two interactomes; biological enrichment analysis; and advanced data visualization.
Topics
Details
- License:
- GPL-3.0
- Tool Type:
- command-line tool, library
- Programming Languages:
- Python
- Added:
- 6/14/2021
- Last Updated:
- 8/18/2021
Operations
Publications
Carvalho LM. BioNetComp: a Python package for biological network development and comparison. Unknown Journal. 2021. doi:10.1101/2021.04.14.439897.
Links
Issue tracker
http://github.com/lmigueel/BioNetComp/issues