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Using Literature-Based Discovery to Explain Adverse Drug Effects
Dimitar Hristovski1, Andrej Kastrin2, Dejan Dinevski3
1Institute for Biostatistics and Medical Informatics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia. dimitar.hristovski@mf.uni-lj.si.
Literature-based discovery (LBD) aids in explaining adverse drug effects by identifying linking genes or proteins. This research uses LBD to generate novel hypotheses for drug-induced adverse events.
Area of Science:
- Pharmacology
- Genomics
- Biomedical Informatics
Background:
- Adverse drug effects pose significant challenges in patient care and drug development.
- Understanding the molecular mechanisms underlying adverse drug effects is crucial for drug safety.
Purpose of the Study:
- To apply literature-based discovery (LBD) for generating pharmacological and pharmacogenomic explanations of adverse drug effects.
- To identify genes or proteins that link drugs to their reported adverse effects, thereby elucidating causal pathways.
Main Methods:
- Utilizing LBD to systematically analyze scientific literature and relevant databases.
- Developing a method to identify molecular entities (genes/proteins) connecting drugs with adverse events.
- Hypothesis generation through literature mining and data integration.
Main Results:
- The LBD approach successfully identified potential molecular links between drugs and adverse effects.
- Initial findings suggest the method's capability in uncovering mechanisms of drug toxicity.
- The identified genes/proteins offer insights into the biological processes underlying adverse drug reactions.
Conclusions:
- Literature-based discovery is a promising strategy for explaining adverse drug effects.
- This research demonstrates the potential of LBD in advancing pharmacovigilance and drug safety research.
- The identified molecular links can inform future research on drug-induced toxicity.
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