Quality adjusted survival analysis with repeated quality of life measures
- 15 June 1998
- journal article
- research article
- Published by Wiley in Statistics in Medicine
- Vol. 17 (11) , 1215-1229
- https://doi.org/10.1002/(sici)1097-0258(19980615)17:11<1215::aid-sim844>3.0.co;2-y
Abstract
One way of examining trade‐offs between quantity and quality of life (QOL) is to combine them into a single measure such as quality‐adjusted life year (QALY). If censoring occurs, then estimation presents some difficulties. One approach, known as Q‐TWiST, is to define a series of health states, use a ‘partitioned’ survival analysis to calculate the average time in each state, and then weight each state according to its quality of life to calculate QALYs. Such health‐state models, however, are unhelpful when the transitions between health states are unclear or if they do not adequately reflect variations in quality of life. We therefore examine an alternative analysis to be used when repeated measures of quality of life are available from individual patients in a clinical trial. The method proceeds by separating quality of life and survival, that is, dQALY/dt=S(t)Q(t), where S(t) is the survival curve, estimated from the standard Kaplan–Meier method, and Q(t) is the quality of life function, derived from individual repeated measures of quality of life. We derive single health‐state (QALY) and multiple health‐state (Q‐TWiST) models and illustrate the approach by comparing different durations of adjuvant chemotherapy for breast cancer. © 1998 John Wiley & Sons, Ltd.Keywords
This publication has 22 references indexed in Scilit:
- Quality-of-life-adjusted survival analysis of interferon alfa-2b adjuvant treatment of high-risk resected cutaneous melanoma: an Eastern Cooperative Oncology Group study.Journal of Clinical Oncology, 1996
- A Quality-Adjusted Time Without Symptoms or Toxicity (Q-TWiST) Analysis of Adjuvant Radiation Therapy and Chemotherapy for Resectable Rectal CancerJNCI Journal of the National Cancer Institute, 1996
- Parametric Approaches to Quality-Adjusted Survival AnalysisPublished by JSTOR ,1994
- Parametric extrapolation of survival estimates with applications to quality of life evaluation of treatmentsControlled Clinical Trials, 1993
- Cox regression models for quality adjusted survival analysisStatistics in Medicine, 1993
- Quality-of-Life Evaluation in a Clinical Trial of Zidovudine Therapy in Patients with Mildly Symptomatic HIV InfectionAnnals of Internal Medicine, 1992
- Quality-of-Life Assessment: Can We Keep It Simple?Journal of the Royal Statistical Society Series A: Statistics in Society, 1992
- Quality adjusted survival analysisStatistics in Medicine, 1990
- Costs and benefits of adjuvant therapy in breast cancer: a quality-adjusted survival analysis.Journal of Clinical Oncology, 1989
- Utility Functions for Life Years and Health StatusOperations Research, 1980