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Updated: Mar 1, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Literature evidence in open targets - a target validation platform
Şenay Kafkas1,2, Ian Dunham3,4, Johanna McEntyre3,4
1European Molecular Biology Laboratory (EMBL-EBI), European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, CB10 1SD, UK. kafkas@ebi.ac.uk.
The Open Targets literature component identifies target-disease associations from millions of scientific articles. This aids drug discovery by providing validated evidence for target identification and validation.
Area of Science:
- Biomedical Informatics
- Computational Biology
- Drug Discovery
Background:
- The Open Targets platform integrates diverse evidence for drug target identification and validation.
- The Europe PMC literature component specifically extracts target-disease associations from scientific documents.
- This component utilizes expert-defined rules and heuristic information to rank document relevance for target validation.
Purpose of the Study:
- To present the Europe PMC literature component of the Open Targets platform.
- To detail the methodology for identifying and ranking target-disease associations from scientific literature.
- To highlight the value of literature-derived evidence in drug target validation.
Main Methods:
- Text mining of over 26 million PubMed abstracts and 1.2 million Open Access full-text articles.
- Rule-based system utilizing expert-provided heuristic information for confidence scoring.
- Ranking of documents based on their credibility and relevance to specific target-disease associations.
Main Results:
- Identification of 1,168,365 distinct target-disease associations.
- Over 850,000 associations were exclusively identified through literature mining, underscoring its unique contribution.
- The component has continuously provided updated data since December 2015.
Conclusions:
- The literature component delivers highly relevant scientific literature for specific targets and diseases.
- It enhances the Open Targets platform by incorporating crucial text-mining evidence.
- Users can explore this data visually or download it for further analysis.
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