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A Protocol for Using Gene Set Enrichment Analysis to Identify the Appropriate Animal Model for Translational Research
Published on: August 16, 2017
GeneSetCart: assembling, augmenting, combining, visualizing, and analyzing gene sets
Giacomo B Marino1, Stephanie Olaiya1, John Erol Evangelista1
1Mount Sinai Center for Bioinformatics, Department of Pharmacological Sciences, Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
GeneSetCart is a web platform for biologists to integrate multiomics data into gene sets. It aids in data management, analysis, and visualization, facilitating knowledge discovery without programming expertise.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Multiomics datasets require effective gene set management for integrated analysis and knowledge discovery.
- Existing tools often lack comprehensive management capabilities for gene sets from diverse sources.
Purpose of the Study:
- To introduce GeneSetCart, an interactive web-based platform for comprehensive gene set management and analysis.
- To enable biologists, regardless of programming expertise, to integrate and analyze multiomics data.
Main Methods:
- GeneSetCart allows gathering gene sets from various sources, augmenting them with coexpression and interaction data.
- It supports set operations (union, intersection, consensus) and visualization using Venn diagrams, heatmaps, UMAP, SuperVenn, and UpSet plots.
- The platform integrates with external tools for enrichment analysis and uses a large language model (LLM) for interpreting overlapping gene sets and generating reports.
Main Results:
- GeneSetCart provides a centralized environment for gene set manipulation, visualization, and analysis.
- It facilitates the identification of similarities and overlaps between gene sets from different sources.
- The platform successfully demonstrated its utility through two use cases, including LLM-assisted interpretation of gene set overlaps.
Conclusions:
- GeneSetCart empowers biologists to perform complex gene set analyses, promoting data integration and hypothesis generation.
- The platform enhances accessibility to advanced bioinformatics tools for researchers without coding skills.
- GeneSetCart serves as a valuable resource for advancing biological research through integrated multiomics data analysis.
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