Back to Search
Start Over
Modeling dropout from adverse event data: impact of dosing regimens across pregabalin trials in the treatment of generalized anxiety disorder.
- Source :
-
Journal of clinical pharmacology [J Clin Pharmacol] 2011 May; Vol. 51 (5), pp. 706-18. Date of Electronic Publication: 2010 Jul 27. - Publication Year :
- 2011
-
Abstract
- Dizziness represents a major determinant of dropout in the treatment of generalized anxiety disorder with pregabalin. Titration (dose escalation) regimens based on clinical judgment were implemented to mitigate this adverse event and reduce patient dropout across clinical trials. Dropout is an important treatment failure endpoint, which can be analyzed using time-to-event models that incorporate daily dosing or other time-varying information. A parametric discrete-time dropout model with daily dizziness severity score as a covariate afforded a systematic, model-based assessment of titration dosing strategies, with model predictions evaluated against corresponding nonparametric estimates. A Gompertz hazard function adequately described the decreasing dropout hazard over time for individuals with severe or moderate dizziness and a lower, constant hazard for individuals reporting no dizziness or mild dizziness. Predictive performance of the model was adequate based on external validation with an independent trial and other goodness-of-fit criteria. Prospective simulations highlight the utility of this approach in reducing dropout based on examination of untested titration scenarios for future generalized anxiety disorder or other trials.
- Subjects :
- Anti-Anxiety Agents adverse effects
Anti-Anxiety Agents pharmacokinetics
Chi-Square Distribution
Dose-Response Relationship, Drug
Drug Administration Schedule
Female
Humans
Kaplan-Meier Estimate
Likelihood Functions
Male
Markov Chains
Pregabalin
Regression Analysis
Risk Assessment
Risk Factors
Severity of Illness Index
Time Factors
Treatment Outcome
gamma-Aminobutyric Acid administration & dosage
gamma-Aminobutyric Acid adverse effects
gamma-Aminobutyric Acid pharmacokinetics
Anti-Anxiety Agents administration & dosage
Anxiety Disorders drug therapy
Clinical Trials as Topic statistics & numerical data
Computer Simulation
Dizziness chemically induced
Models, Statistical
Patient Dropouts
gamma-Aminobutyric Acid analogs & derivatives
Subjects
Details
- Language :
- English
- ISSN :
- 1552-4604
- Volume :
- 51
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- Journal of clinical pharmacology
- Publication Type :
- Academic Journal
- Accession number :
- 20663989
- Full Text :
- https://doi.org/10.1177/0091270010370973