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Updated: Jan 31, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Identifying Principles for the Construction of an Ontology-Based Knowledge Base: A Case Study Approach
Xia Jing1, Nicholas R Hardiker2, Stephen Kay3
1Department of Social and Public Health, College of Health Sciences and Professions, Ohio University, Athens, OH, United States.
This study developed an Ontology-based Knowledge Base for Cystic Fibrosis (OntoKBCF) to provide computable molecular and health information via electronic health record (EHR) interfaces, advancing precision medicine. The OntoKBCF principles can be applied to other genetic disease knowledge bases.
Area of Science:
- Bioinformatics
- Medical Informatics
- Genetics
Background:
- Ontologies are crucial for the Semantic Web and information sharing.
- The Web Ontology Language (OWL) standardizes ontology representation.
Purpose of the Study:
- To build an Ontology-based Knowledge Base for Cystic Fibrosis (OntoKBCF) to supply customizable molecular and health information via electronic health record (EHR) interfaces for precision medicine.
- To detail the construction principles, approaches, applications, and challenges in developing OntoKBCF.
- To establish a reusable framework for other ontology-based domain knowledge bases.
Main Methods:
- Defined OntoKBCF scope for molecular and clinical cystic fibrosis information needs.
- Selected knowledge sources and employed top-to-bottom and bottom-up construction methods.
- Utilized Protégé-OWL for construction and HermiT reasoner for consistency checking.
Main Results:
- Successfully constructed OntoKBCF with 408 classes and 35 properties.
- OntoKBCF integrates atomic and complex concepts, enabling automated, usable molecular and health data via EHR prototypes.
- Identified challenges in representing diverse patient groups, uncertain knowledge, and complex molecular pathways.
Conclusions:
- OntoKBCF provides a foundation for extending knowledge bases to other topics, particularly human monogenetic diseases.
- The development principles are reusable for constructing similar ontology-based knowledge bases.
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