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Meta-analyses in systematic reviews of randomized controlled trials in perinatal medicine: comparison of fixed and random effects models.

机译:围产期医学随机对照试验系统评价的荟萃分析:固定效应模型和随机效应模型的比较。

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摘要

There is a need for empirical work comparing the random effects model with the fixed effects model in the calculation of a pooled relative risk in the meta-analysis in systematic reviews of randomized controlled trials. Such comparisons are particularly important when trial results are heterogeneous. We considered 84 independent meta-analyses in which each trial included a set of different womenewborns. These meta-analyses were included in systematic reviews published in the Cochrane Library's pregnancy and childbirth module. Twenty-one of these 84 meta-analyses demonstrated statistical heterogeneity at p<0.10. The random effects model estimates showed wider confidence intervals, particularly in those meta-analyses showing heterogeneity in the trial results. The summary relative risk for the random effects model tended to show a larger protective treatment effect than the fixed effects model in the heterogeneous meta-analyses. In this set of meta-analyses, statistical evaluation of publication bias cannot be shown to account for heterogeneity. Our empirical conclusion is that there may be opposing effects if the random effects model is used in the meta-analysis of clinical trials showing heterogeneity in the results: stronger treatment effects reflected in the summary relative risk, but wider confidence intervals about this summary measure. Copyright 2001 John Wiley & Sons, Ltd.
机译:在随机对照试验的系统评价中,在荟萃分析中汇总相对风险的计算中,需要将随机效应模型与固定效应模型进行比较的经验研究。当试验结果不同时,这种比较尤为重要。我们考虑了84项独立的荟萃分析,其中每个试验包括一组不同的妇女/新生儿。这些荟萃分析已纳入Cochrane图书馆的妊娠和分娩模块中发表的系统评价中。这84个荟萃分析中有21个在p <0.10处显示出统计异质性。随机效应模型估计显示出更宽的置信区间,尤其是在那些荟萃分析中显示出试验结果存在异质性的情况下。在异质荟萃分析中,随机效应模型的总体相对风险倾向于显示出比固定效应模型更大的保护性治疗效果。在这套荟萃分析中,无法证明出版物偏倚的统计评估是异质性的原因。我们的经验结论是,如果在临床试验的荟萃分析中使用随机效应模型显示结果存在异质性,则可能会有相反的效应:更强的治疗效果反映在总体相对风险中,但对这一总体指标的置信区间更广。版权所有2001 John Wiley&Sons,Ltd.

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