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A Data-Driven Reference Standard for Adverse Drug Reaction (RS-ADR) Signal Assessment: Development and Validation
Suehyun Lee1, Jeong Hoon Lee2, Grace Juyun Kim2
1Department of Biomedical Informatics, College of Medicine, Konyang University, Daejeon, Republic of Korea.
This study developed a reference standard for adverse drug reactions (ADRs) using real-world data from electronic health records. This standard helps validate drug-ADR signals, improving pharmacovigilance and patient safety.
Area of Science:
- Pharmacovigilance and Drug Safety
- Real-World Data Analysis
- Computational Epidemiology
Background:
- Real-world data (RWD), including multicenter electronic health records (EHRs), generate numerous adverse drug reaction (ADR) signals.
- Lack of a validated reference standard hinders the assessment of computationally detected ADR signals.
Purpose of the Study:
- To develop a comprehensive reference standard for ADRs (RS-ADR).
- To facilitate systematic detection, assessment, and understanding of drug-ADR associations from RWD.
Main Methods:
- Integrated established drug-ADR reference sets (e.g., Side Effect Resource, OMOP, EU-ADR).
- Developed a pharmacovigilance dictionary and annotated EHR data.
- Utilized MetaLAB, MetaNurse, and FDA Adverse Event Reporting System (FAERS) data for cross-institutional validation.
Main Results:
- The RS-ADR includes 1344 drugs, 4485 ADRs, and over 6 million drug-ADR pairs with consensus votes.
- Successfully validated novel ADR signals, such as famotidine-related hepatic dysfunction.
- A web-based interface is available for querying RS-ADRs.
Conclusions:
- The RS-ADR, enhanced by pharmacovigilance dictionaries and RWD, can streamline ADR signal detection and evaluation.
- This standard is crucial for improving the causality assessment of ADRs identified through computational methods.
- Future iterations will improve with increased RWD participation and advanced algorithms.
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