KGEV
KGEV enables exploration, visualization, and interactive analysis of biomedical knowledge graphs to support structured navigation of literature-derived relationships and hypothesis generation.
Key Features:
- Five-stage Construction Process: Constructs knowledge graphs via a five-stage pipeline: Triple Extraction, Triple Filtration, Metadata Preparation, Knowledge Integration, and Graph Database Preparation.
- Graph querying and analysis tools: Provides node and edge search and filtering, data source filtering, neighborhood retrieval, and shortest-path calculation for graph interrogation.
- Fast retrieval of supporting texts: Enables rapid access to source texts that support graph relationships for human review and validation.
Scientific Applications:
- COVID-19 knowledge graph construction and navigation: Used to generate a comprehensive knowledge graph incorporating heterogeneous information from the CORD-19 dataset and eight other data repositories to facilitate structured navigation of COVID-19 literature.
- Phenotype and disease analysis with HPO: Applied to study clinical phenotypic presentations using the Human Phenotype Ontology (HPO) and to explore gene-phenotype-disease-drug relationships interactively.
Methodology:
KGEV queries a backend graph database to support efficient data handling and retrieval and integrates and visualizes heterogeneous datasets.
Topics
Details
- License:
- Not licensed
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python
- Added:
- 9/7/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Peng J, Xu D, Lee R, Xu S, Zhou Y, Wang K. Expediting knowledge acquisition by a web framework for Knowledge Graph Exploration and Visualization (KGEV): case studies on COVID-19 and Human Phenotype Ontology. BMC Medical Informatics and Decision Making. 2022;22(S2). doi:10.1186/s12911-022-01848-z. PMID:35655307. PMCID:PMC9161770.
PMID: 35655307
PMCID: PMC9161770
Funding: - National Institutes of Health: LM012895
- University of Pennsylvania: Penn Undergraduate Research Mentoring Program
Downloads
- Container filehttps://hub.docker.com/u/genomicslab/kgev-backend
- Container filehttps://hub.docker.com/u/genomicslab/kgev-frontend