Bayesian estimation of cost-effectiveness from censored data

被引:19
作者
Heitjan, DF
Kim, CY
Li, HL
机构
[1] Univ Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
[2] Columbia Univ, Dept Biostat, New York, NY USA
关键词
Bayesian inference; clinical trials; cost-effectiveness ratios; importance sampling; net monetary benefit;
D O I
10.1002/sim.1740
中图分类号
Q [生物科学];
学科分类号
07 [理学]; 0710 [生物学]; 09 [农学];
摘要
We describe a Bayesian methodology for estimating the cost-effectiveness of a new treatment compared to a standard in a clinical trial, when censoring of survival, the effectiveness variable, induces censoring of total cost. The statistical model assumes that survival follows a Weibull distribution and that total health care cost follows a gamma distribution whose mean has a linear regression on survival time. We summarize the posterior distributions of key parameters by importance sampling. We illustrate the method with an analysis of data from a randomized clinical trial of a treatment for cardiovascular disease. Copyright (C) 2004 John Wiley Sons, Ltd.
引用
收藏
页码:1297 / 1309
页数:13
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