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Updated: Aug 11, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
ARAX: a graph-based modular reasoning tool for translational biomedicine
Amy K Glen1, Chunyu Ma2, Luis Mendoza3
1School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR 97331, USA.
Researchers developed ARAX, a novel reasoning system for translational biomedicine. This system integrates knowledge across sources to answer complex biomedical questions, improving data analysis and discovery.
Area of Science:
- Biomedical Informatics
- Computational Biology
- Translational Medicine
Background:
- Increasing biomedical data necessitates advanced computational reasoning methods.
- Existing tools lack an expressive workflow language and a federated reasoning engine for translational research.
Purpose of the Study:
- Introduce ARAX, a new reasoning system for translational biomedicine.
- Enable encoding of translational questions and integration of knowledge across diverse sources.
Main Methods:
- Developed novel approaches for query planning, knowledge gathering, reasoning, and result ranking.
- Dynamically integrated knowledge providers for comprehensive biomedical question answering.
- Created a web browser user interface and an application programming interface (API).
Main Results:
- ARAX provides a system for encoding and answering translational biomedical questions.
- Demonstrated ARAX's utility through several disease-specific use-case examples.
- Successfully integrated knowledge across multiple sources to facilitate query answering and result exploration.
Conclusions:
- ARAX offers a powerful new tool for computational reasoning in translational biomedicine.
- The system's design supports dynamic knowledge integration and user-friendly exploration of results.
- ARAX has the potential to accelerate biomedical research by improving knowledge discovery.
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