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Classifying and visualizing medication use in the Adolescent Brain Cognitive Development (ABCD) Study
Daniel A Lopez1,2, L Nate Overholtzer3, Kyung E Rhee4
1Department of Psychiatry, Oregon Health and Science University, Portland, Oregon, United States of America.
This study standardized adolescent medication data in the Adolescent Brain Cognitive Development (ABCD) Study. A new framework helps researchers analyze medication use and its effects on adolescent development and neurocognition.
Area of Science:
- Neuroscience
- Developmental Psychology
- Pharmacology
Background:
- Adolescent medication use is crucial for understanding health trends.
- Analyzing medication data is challenging due to complex labeling.
- Standardization is needed for consistent research findings.
Purpose of the Study:
- To develop a reproducible framework for standardizing medication categorization in the ABCD Study.
- To improve analytic consistency and reliability of medication use data in adolescents.
- To enable better examination of medication effects on adolescent neurocognitive development.
Main Methods:
- Harmonized parent-reported prescription and OTC medication data from the ABCD Study (baseline to Year 6).
- Employed the Anatomical Therapeutic Chemical (ATC) Classification System, AI, and clinical expertise for categorization.
- Utilized a case study on antidepressant use and internalizing symptoms (BPM-Y) to demonstrate the framework's utility.
Main Results:
- Consolidated over 6,300 unique medication entries into 95 clinically meaningful categories.
- Identified cold/flu/allergy and acne treatments as the most common medication types.
- Adolescents using antidepressants showed significant reductions in internalizing symptoms over time.
Conclusions:
- Introduced a standardized, reproducible classification system for adolescent medication use in the ABCD Study.
- The framework, dashboard, and code support research on medication exposure and developmental outcomes.
- Facilitates novel investigations into the relationship between medication and adolescent brain, neurocognition, and behavior.
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