A simple method for inference on an overall effect in meta-analysis

被引:40
|
作者
Brockwell, Sarah E.
Gordon, Ian R. [1 ]
机构
[1] Univ Melbourne, Dept Math & Stat, Ctr Stat Consulting, Melbourne, Vic 3010, Australia
[2] Univ Pittsburgh, Grad Sch Publ Hlth, Pittsburgh, PA 15261 USA
关键词
meta-analysis; random effects; coverage properties; ACUTE MYOCARDIAL-INFARCTION; HETEROGENEITY; MAGNESIUM; TRIALS; CANCER;
D O I
10.1002/sim.2883
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The random effects approach in meta-analysis due to DerSimonian and Laird is well established and used pervasively. It has been established by Brockwell and Gordon that this method, when used for confidence intervals, leads to coverage probabilities lower than the nominal value. A number of alternatives have been proposed, but these either have the defect of iterative and complicated calculation, or deficient coverage. In this paper we propose a new approach, which is simple to use, and has coverage probabilities better than the alternatives, based on extensive simulation. We call this approach the 'quantile approximation' method. Copyright (C) 2007 John Wiley & Sons, Ltd.
引用
收藏
页码:4531 / 4543
页数:13
相关论文
共 50 条
  • [1] Inference for meta-analysis with a suspected temporal trend
    Baker, Rose
    Jackson, Dan
    BIOMETRICAL JOURNAL, 2010, 52 (04) : 538 - 551
  • [2] A unified method for improved inference in random effects meta-analysis
    Sugasawa, Shonosuke
    Noma, Hisashi
    BIOSTATISTICS, 2021, 22 (01) : 114 - 130
  • [3] Statistical inference and meta-analysis
    Berk R.
    Journal of Experimental Criminology, 2007, 3 (3) : 247 - 270
  • [4] Bayesian inference for heterogeneity in meta-analysis
    Bodnar, Olha
    Muhumuza, Rebecca Nalule
    Possolo, Antonio
    METROLOGIA, 2020, 57 (06)
  • [5] An alternative method for meta-analysis
    Hartung, J
    BIOMETRICAL JOURNAL, 1999, 41 (08) : 901 - 916
  • [6] No Effect of Energy Intake Overall on Risk of Endometrial Cancers: a Meta-analysis
    Chu, Ke-Tan
    Song, Yang
    Zhou, Jian-Hong
    ASIAN PACIFIC JOURNAL OF CANCER PREVENTION, 2014, 15 (23) : 10293 - 10298
  • [7] Methods for estimating between-study variance and overall effect in meta-analysis of odds ratios
    Bakbergenuly, Ilyas
    Hoaglin, David C.
    Kulinskaya, Elena
    RESEARCH SYNTHESIS METHODS, 2020, 11 (03) : 426 - 442
  • [9] Interval estimation of the overall treatment effect in a meta-analysis of a few small studies with zero events
    Pateras, Konstantinos
    Nikolakopoulos, Stavros
    Mavridis, Dimitris
    Roes, Kit C. B.
    CONTEMPORARY CLINICAL TRIALS COMMUNICATIONS, 2018, 9 : 98 - 107
  • [10] Overall heritability in popcorn estimated by meta-analysis
    Clovis, Luiz Rafael
    Barth Pinto, Ronald Jose
    Uhdre, Renan Santos
    Rosa, Jocimar Costa
    Neto, Hugo Zeni
    Vivas, Marcelo
    do Amaral, Antonio Teixeira, Jr.
    ACTA SCIENTIARUM-AGRONOMY, 2021, 43