Development of a System for Postmarketing Population Pharmacokinetic and Pharmacodynamic Studies Using Real-World Data From Electronic Health Records.
Adolescent
Adult
Aged
Analgesics, Opioid
/ pharmacokinetics
Data Interpretation, Statistical
Databases, Factual
/ statistics & numerical data
Electronic Health Records
/ statistics & numerical data
Female
Fentanyl
/ pharmacokinetics
Humans
Lamotrigine
/ pharmacokinetics
Male
Middle Aged
Product Surveillance, Postmarketing
/ methods
Tacrolimus
/ pharmacokinetics
Young Adult
Journal
Clinical pharmacology and therapeutics
ISSN: 1532-6535
Titre abrégé: Clin Pharmacol Ther
Pays: United States
ID NLM: 0372741
Informations de publication
Date de publication:
04 2020
04 2020
Historique:
received:
26
09
2019
accepted:
17
12
2019
pubmed:
21
1
2020
medline:
28
10
2020
entrez:
21
1
2020
Statut:
ppublish
Résumé
Postmarketing population pharmacokinetic (PK) and pharmacodynamic (PD) studies can be useful to capture patient characteristics affecting PK or PD in real-world settings. These studies require longitudinally measured dose, outcomes, and covariates in large numbers of patients; however, prospective data collection is cost-prohibitive. Electronic health records (EHRs) can be an excellent source for such data, but there are challenges, including accurate ascertainment of drug dose. We developed a standardized system to prepare datasets from EHRs for population PK/PD studies. Our system handles a variety of tasks involving data extraction from clinical text using a natural language processing algorithm, data processing, and data building. Applying this system, we performed a fentanyl population PK analysis, resulting in comparable parameter estimates to a prior study. This new system makes the EHR data extraction and preparation process more efficient and accurate and provides a powerful tool to facilitate postmarketing population PK/PD studies using information available in EHRs.
Identifiants
pubmed: 31957870
doi: 10.1002/cpt.1787
pmc: PMC7093250
mid: NIHMS1557620
doi:
Substances chimiques
Analgesics, Opioid
0
Lamotrigine
U3H27498KS
Fentanyl
UF599785JZ
Tacrolimus
WM0HAQ4WNM
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
934-943Subventions
Organisme : NIGMS NIH HHS
ID : K23 GM100183
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM124109
Pays : United States
Organisme : NIGMS NIH HHS
ID : P50 GM115305
Pays : United States
Organisme : NIGMS NIH HHS
ID : R35 GM131770
Pays : United States
Organisme : Doris Duke Charitable Foundation
ID : 2017075
Pays : United States
Organisme : NCATS NIH HHS
ID : TL1 TR002244
Pays : United States
Informations de copyright
© 2020 The Authors Clinical Pharmacology & Therapeutics © 2020 American Society for Clinical Pharmacology and Therapeutics.
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