The performance of tests of publication bias and other sample size effects in systematic reviews of diagnostic test accuracy was assessed

被引:2275
作者
Deeks, JJ [1 ]
Macaskill, P [1 ]
Irwig, L [1 ]
机构
[1] Univ Sydney, Sch Publ Hlth, Screening & Test Evaluat Program, Sydney, NSW 2006, Australia
基金
英国医学研究理事会;
关键词
publication bias; diagnostic test accuracy; funnel plots; systematic reviews; meta-analyses; sensitivity; specificity;
D O I
10.1016/j.jclinepi.2005.01.016
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background and Objective: Publication bias and other sample size effects are issues for meta-analyses of test accuracy, as for randomized trials. We investigate limitations of standard funnel plots and tests when applied to meta-analyses of test accuracy and look for improved methods. Methods: Type I and type II error rates for existing and alternative tests of sample size effects were estimated and compared in simulated meta-analyses of test accuracy. Results: Type I error rates for the Begg, Egger, and Macaskill tests are inflated for typical diagnostic odds ratios (DOR), when disease prevalence differs from 50% and when thresholds favor sensitivity over specificity or vice versa. Regression and correlation tests based on functions of effective sample size are valid, if occasionally conservative, tests for sample size effects. Empirical evidence suggests that they have adequate power to be useful tests. When DORs are heterogeneous, however, all tests of funnel plot asymmetry have low power. Conclusion: Existing tests that use standard errors of odds ratios are likely to be seriously misleading if applied to meta-analyses of test accuracy. The effective sample size funnel plot and associated regression test of asymmetry should be used to detect publication bias and other sample size related effects. (c) 2005 Elsevier Inc. All rights reserved.
引用
收藏
页码:882 / 893
页数:12
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