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.

PMID: 35963184
Funding: - Vlaamse Interuniversitaire Raad: MA2017TEA446A101