AsthmaKGxE
AsthmaKGxE integrates genetic, pharmacogenetic, environmental, psychosocial, nutritional, and socio-economic data and literature into a knowledge graph to elucidate asthma-environment interactions.
Key Features:
- Hybrid Methodology for Graph-Based Modeling: Employs a hybrid approach to construct a knowledge graph by integrating genetic and pharmacogenetic data from diverse public databases and scientific literature.
- Focus on Environmental Interactions: Uses natural language processing to extract and catalog environmental, psychological, nutritional, and socio-economic factors from biomedical literature.
- Integration with Knowledge Graph: Integrates the most substantiated findings from the interaction catalog into the knowledge graph to provide environmental context for asthma-related relationships.
- Artificial Intelligence Applications: Supports AI-driven analyses to identify associations such as stress, allergens, and obesity within the knowledge graph.
Scientific Applications:
- Pathophysiology and Etiology Insights: Maps interactions among genetic, pharmacogenetic, and environmental factors to provide insights into asthma mechanisms.
- Research and Development: Serves as a resource for researchers investigating environmental triggers and modifiers to guide targeted intervention development.
- Public Health Strategies: Informs public health analyses aimed at mitigating asthma prevalence through environmental and lifestyle factor assessment.
Methodology:
Hybrid construction of a knowledge graph integrating genetic and pharmacogenetic data from diverse public sources; natural language processing to extract and catalog asthma-environment interactions (environmental, psychological, nutritional, and socio-economic factors) from biomedical literature; integration of the most substantiated catalog findings into the knowledge graph; and support for AI-driven analyses to identify associations such as stress, allergens, and obesity.
Topics
Details
- License:
- Not licensed
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Added:
- 10/5/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Asaad C, Ghogho M. AsthmaKGxE: An asthma–environment interaction knowledge graph leveraging public databases and scientific literature. Computers in Biology and Medicine. 2022;148:105933. doi:10.1016/j.compbiomed.2022.105933. PMID:35963184.