Extending DerSimonian and Laird's methodology to perform multivariate random effects meta-analyses

被引:509
作者
Jackson, Dan [1 ]
White, Ian R. [1 ]
Thompson, Simon G. [1 ]
机构
[1] Inst Publ Hlth, MRC Biostat Unit, Cambridge CB2 0SR, England
基金
英国医学研究理事会;
关键词
multivariate meta-analysis; random effects model; moment estimator; meta-regression; RANDOM-EFFECTS MODEL; HETEROGENEITY VARIANCE; CLINICAL-TRIALS; INFERENCE; TESTS;
D O I
10.1002/sim.3602
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multivariate meta-analysis is increasingly used in medical statistics. In the univariate setting, the non-iterative method proposed by DerSimonian and Laird is a simple and now standard way of performing random effects meta-analyses. We propose a natural and easily implemented multivariate extension of this procedure which is accessible to applied researchers and provides a much less computationally intensive alternative to existing methods. In a simulation study, the proposed procedure performs similarly in almost all ways to the more established iterative restricted maximum likelihood approach. The method is applied to some real data sets and an extension to multivariate meta-regression is described. Copyright (C) 2009 John Wiley & Sons, Ltd.
引用
收藏
页码:1282 / 1297
页数:16
相关论文
共 43 条
[1]   A new approach to outliers in meta-analysis [J].
Baker, Rose ;
Jackson, Dan .
HEALTH CARE MANAGEMENT SCIENCE, 2008, 11 (02) :121-131
[2]  
Biggerstaff BJ, 1997, STAT MED, V16, P753, DOI 10.1002/(SICI)1097-0258(19970415)16:7<753::AID-SIM494>3.0.CO
[3]  
2-G
[4]   Some general points in estimating heterogeneity variance with the DerSimonian-Laird estimator [J].
Böhning, D ;
Malzahn, U ;
Dietz, E ;
Schlattmann, P ;
Viwatwongkasem, C ;
Biggeri, A .
BIOSTATISTICS, 2002, 3 (04) :445-457
[5]   CoPlot: A tool for visualizing multivariate data in medicine [J].
Bravata, Dena M. ;
Shojania, Kaveh G. ;
Olkin, Ingram ;
Raveh, Adi .
STATISTICS IN MEDICINE, 2008, 27 (12) :2234-2247
[6]   A simple method for inference on an overall effect in meta-analysis [J].
Brockwell, Sarah E. ;
Gordon, Ian R. .
STATISTICS IN MEDICINE, 2007, 26 (25) :4531-4543
[7]   Plasma fibrinogen level and the risk of major cardiovascular diseases and nonvascular mortality - An individual participant meta-analysis [J].
Danesh, J ;
Lewington, S ;
Thompson, SG ;
Lowe, GDO ;
Collins, R .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2005, 294 (14) :1799-1809
[8]   METAANALYSIS IN CLINICAL-TRIALS [J].
DERSIMONIAN, R ;
LAIRD, N .
CONTROLLED CLINICAL TRIALS, 1986, 7 (03) :177-188
[9]   Random-effects model for meta-analysis of clinical trials: An update [J].
DerSimonian, Rebecca ;
Kacker, Raghu .
CONTEMPORARY CLINICAL TRIALS, 2007, 28 (02) :105-114
[10]   Valid inference in random effects meta-analysis [J].
Follmann, DA ;
Proschan, MA .
BIOMETRICS, 1999, 55 (03) :732-737