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Understanding heterogeneity in meta-analysis: the role of meta-regression

元回归 医学 荟萃分析 研究异质性 回归分析 统计 内科学 数学
作者
William L. Baker,C Michael White,Joseph C. Cappelleri,Jeffrey Kluger,Craig I Coleman
出处
期刊:International Journal of Clinical Practice [Wiley]
卷期号:63 (10): 1426-1434 被引量:399
标识
DOI:10.1111/j.1742-1241.2009.02168.x
摘要

Background: Meta-regression has grown in popularity in recent years, paralleling the increasing numbers of systematic reviews and meta-analysis published in the biomedical literature. However, many clinicians and decision-makers may be unfamiliar with the underlying principles and assumptions made within meta-regression leading to incorrect interpretation of their results. Aims: This paper reviews the appropriate use and interpretation of meta-regression in the medical literature, including cautions and caveats to its use. Materials & Methods: A literature search of MEDLINE (OVID) from 1966-February 2009 was conducted to identify literature relevant to the topic of heterogeneity and/or meta-regression in systematic reviews and meta-analysis. Results: Meta-analysis, a statistical method of pooling data from studies included in a systematic review, is often compromised by heterogeneity of its results. This could include clinical, methodological or statistical heterogeneity. Meta-regression, said to be a merging of meta-analytic and linear regression principles, is a more sophisticated tool for exploring heterogeneity. It aims to discern whether a linear relationship exists between an outcome measure and on or more covariates. The associations found in a meta-regression should be considered hypothesis generating and not regarded as proof of causality. Conclusions: The current review will enable clinicians and healthcare decision-makers to appropriately interpret the results of meta-regression when used within the constructs of a systematic review, and be able to extend it to their clinical practice.
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