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Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources
OBJECTIVE: Real-world data (RWD) are increasingly used for pharmacoepidemiology and regulatory innovation. Our objective was to compare adverse drug event (ADE) rates determined from two RWD sources, electronic health records and administrative claims data, among children treated with drugs for pulm...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7025334/ https://www.ncbi.nlm.nih.gov/pubmed/31769835 http://dx.doi.org/10.1093/jamia/ocz194 |
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author | Geva, Alon Abman, Steven H Manzi, Shannon F Ivy, Dunbar D Mullen, Mary P Griffin, John Lin, Chen Savova, Guergana K Mandl, Kenneth D |
author_facet | Geva, Alon Abman, Steven H Manzi, Shannon F Ivy, Dunbar D Mullen, Mary P Griffin, John Lin, Chen Savova, Guergana K Mandl, Kenneth D |
author_sort | Geva, Alon |
collection | PubMed |
description | OBJECTIVE: Real-world data (RWD) are increasingly used for pharmacoepidemiology and regulatory innovation. Our objective was to compare adverse drug event (ADE) rates determined from two RWD sources, electronic health records and administrative claims data, among children treated with drugs for pulmonary hypertension. MATERIALS AND METHODS: Textual mentions of medications and signs/symptoms that may represent ADEs were identified in clinical notes using natural language processing. Diagnostic codes for the same signs/symptoms were identified in our electronic data warehouse for the patients with textual evidence of taking pulmonary hypertension-targeted drugs. We compared rates of ADEs identified in clinical notes to those identified from diagnostic code data. In addition, we compared putative ADE rates from clinical notes to those from a healthcare claims dataset from a large, national insurer. RESULTS: Analysis of clinical notes identified up to 7-fold higher ADE rates than those ascertained from diagnostic codes. However, certain ADEs (eg, hearing loss) were more often identified in diagnostic code data. Similar results were found when ADE rates ascertained from clinical notes and national claims data were compared. DISCUSSION: While administrative claims and clinical notes are both increasingly used for RWD-based pharmacovigilance, ADE rates substantially differ depending on data source. CONCLUSION: Pharmacovigilance based on RWD may lead to discrepant results depending on the data source analyzed. Further work is needed to confirm the validity of identified ADEs, to distinguish them from disease effects, and to understand tradeoffs in sensitivity and specificity between data sources. |
format | Online Article Text |
id | pubmed-7025334 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-70253342020-02-21 Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources Geva, Alon Abman, Steven H Manzi, Shannon F Ivy, Dunbar D Mullen, Mary P Griffin, John Lin, Chen Savova, Guergana K Mandl, Kenneth D J Am Med Inform Assoc Research and Applications OBJECTIVE: Real-world data (RWD) are increasingly used for pharmacoepidemiology and regulatory innovation. Our objective was to compare adverse drug event (ADE) rates determined from two RWD sources, electronic health records and administrative claims data, among children treated with drugs for pulmonary hypertension. MATERIALS AND METHODS: Textual mentions of medications and signs/symptoms that may represent ADEs were identified in clinical notes using natural language processing. Diagnostic codes for the same signs/symptoms were identified in our electronic data warehouse for the patients with textual evidence of taking pulmonary hypertension-targeted drugs. We compared rates of ADEs identified in clinical notes to those identified from diagnostic code data. In addition, we compared putative ADE rates from clinical notes to those from a healthcare claims dataset from a large, national insurer. RESULTS: Analysis of clinical notes identified up to 7-fold higher ADE rates than those ascertained from diagnostic codes. However, certain ADEs (eg, hearing loss) were more often identified in diagnostic code data. Similar results were found when ADE rates ascertained from clinical notes and national claims data were compared. DISCUSSION: While administrative claims and clinical notes are both increasingly used for RWD-based pharmacovigilance, ADE rates substantially differ depending on data source. CONCLUSION: Pharmacovigilance based on RWD may lead to discrepant results depending on the data source analyzed. Further work is needed to confirm the validity of identified ADEs, to distinguish them from disease effects, and to understand tradeoffs in sensitivity and specificity between data sources. Oxford University Press 2019-11-26 /pmc/articles/PMC7025334/ /pubmed/31769835 http://dx.doi.org/10.1093/jamia/ocz194 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contactjournals.permissions@oup.com |
spellingShingle | Research and Applications Geva, Alon Abman, Steven H Manzi, Shannon F Ivy, Dunbar D Mullen, Mary P Griffin, John Lin, Chen Savova, Guergana K Mandl, Kenneth D Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title | Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title_full | Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title_fullStr | Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title_full_unstemmed | Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title_short | Adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
title_sort | adverse drug event rates in pediatric pulmonary hypertension: a comparison of real-world data sources |
topic | Research and Applications |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7025334/ https://www.ncbi.nlm.nih.gov/pubmed/31769835 http://dx.doi.org/10.1093/jamia/ocz194 |
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