GO-Figure
GO-Figure generates semantic-similarity-based visualizations of Gene Ontology (GO) term enrichments in Python to summarize redundancy-reduced GO term lists for functional genomics analyses.
Key Features:
- Semantic similarity scatterplots: Generates scatterplots that position GO terms in a two-dimensional semantic space using information content and semantic similarity metrics.
- Adjustable grouping thresholds: Provides adjustable grouping thresholds to control how GO terms are grouped based on semantic similarity.
- Redundancy reduction: Performs redundancy reduction by selecting representative GO terms to simplify and summarize enrichment results.
- Graphical customization: Enables customization of plotting attributes for visual summaries.
- Multiple dataset comparisons: Supports comparison of GO term enrichments across multiple datasets.
Scientific Applications:
- Functional enrichment interpretation: Identifies overrepresented annotated functions within subsets of genes from large-scale assays.
- Comparative functional analysis: Compares functional profiles across multiple datasets to reveal similarities or differences.
- Hypothesis formulation and testing: Supports formulation and testing of biological hypotheses based on patterns of enriched GO terms.
- Biological and evolutionary insight: Contributes to discoveries about the biology or evolution of study systems by summarizing functional enrichments.
- Bias mitigation in interpretation: Provides visual summaries that clarify results and help mitigate interpretation biases.
Methodology:
Computes semantic similarity using information content and semantic similarity metrics, performs redundancy reduction to select representative GO terms, and plots representative terms in a two-dimensional semantic space with adjustable grouping thresholds.
Topics
Details
- Tool Type:
- command-line tool
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 1/25/2021
Operations
Publications
Reijnders MJ, Waterhouse RM. Summary Visualisations of Gene Ontology Terms with GO-Figure!. Unknown Journal. 2020. doi:10.1101/2020.12.02.408534.