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Model-Based Methodology for Analyzing Incomplete Quality-of-Life Data and Integrating Them into the Q-Twist Framework
- Source :
- Medical Decision Making. 23:54-66
- Publication Year :
- 2003
- Publisher :
- SAGE Publications, 2003.
-
Abstract
- Background. The standard Q-TWiST approach defines a series of health states and weights each state’s duration according to its quality of life (QOL) to calculate quality-adjusted lifetimes. However, a fixed weight may not adequately reflect time variations in QOL. Methods. To account for measurements derived from irregular visits and informative missing data, the authors estimated the mean QOL profile using a mixed-effect growth curve model for the response, combined with a logistic regression model for the drop-out process. Results. Using data from a clinical study of lymphoma patients, the authors demonstrated better readaptation to normal life for patients younger than 30. Sensitivity analyses and computer simulations demonstrated that modeling the drop-out probability as a function of the QOL measurements is necessary if conditioning by health state is not possible. Conclusion. Our model-based approach is useful to analyze studies with incomplete QOL data, especially when approximate QOL assessment by...
- Subjects :
- Adult
Longitudinal study
Patient Dropouts
Health Status
Logistic regression
Growth curve (statistics)
Clinical study
03 medical and health sciences
0302 clinical medicine
Quality of life
Statistics
Econometrics
Humans
Medicine
Computer Simulation
Longitudinal Studies
030212 general & internal medicine
Clinical Trials as Topic
Models, Statistical
business.industry
030503 health policy & services
Health Policy
Age Factors
Missing data
Hodgkin Disease
Survival Analysis
humanities
Quality-adjusted life year
Logistic Models
Quality of Life
Quality-Adjusted Life Years
Time variations
0305 other medical science
business
Subjects
Details
- ISSN :
- 1552681X and 0272989X
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- Medical Decision Making
- Accession number :
- edsair.doi.dedup.....2fb350e0ba38862fdc6ef974913f3279
- Full Text :
- https://doi.org/10.1177/0272989x02239650