Random-effects model for meta-analysis of clinical trials: An update

被引:1915
作者
DerSimonian, Rebecca
Kacker, Raghu
机构
[1] NIAID, Biostat Res Branch, Div Clin Res, Bethesda, MD 20892 USA
[2] Natl Inst Stand & Technol, Div Math & Comp Sci, Gaithersburg, MD 20899 USA
关键词
clinical trials; meta-analysis; random effects model; restricted maximum likelihood; variance components; MYOCARDIAL-INFARCTION; VARIANCE;
D O I
10.1016/j.cct.2006.04.004
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
The random-effects model is often used for meta-analysis of clinical studies. The method explicitly accounts for the heterogeneity of studies through a statistical parameter representing the inter-study variation. We discuss several iterative and non-iterative alternative methods for estimating the inter-study variance and hence the overall population treatment effect. We show that the leading methods for estimating the inter-study variance are special cases of a general method-of-moments estimate of the inter-study variance. The general method suggests two new two-step methods. The iterative estimate is statistically optimal and it can be easily calculated on a spreadsheet program, such as Microsoft Excel, available on the desktop of most researchers. The two-step methods approximate the optimal iterative method better than the earlier one-step non-iterative methods. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:105 / 114
页数:10
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