Abstract
BackgroundSmall-study effects and time trends have been identified in meta-analyses of randomized trials. We evaluated whether these effects are also present in meta-analyses of diagnostic test accuracy studies.MethodsA systematic search identified test accuracy meta-analyses published between May and September 2012. In each meta-analysis, the strength of the associations between estimated accuracy of the test (diagnostic odds ratio (DOR), sensitivity, and specificity) and sample size and between accuracy estimates and time since first publication were evaluated using meta-regression models. The regression coefficients over all meta-analyses were summarized using random effects meta-analysis.ResultsForty-six meta-analyses and their corresponding primary studies (N = 859) were included. There was a non-significant relative change in the DOR of 1.01 per 100 additional participants (95% CI 1.00 to 1.03; P = 0.07). In the subgroup of imaging studies, there was a relative increase in sensitivity of 1.13 per 100 additional diseased subjects (95% CI 1.05 to 1.22; P = 0.002). The relative change in DOR with time since first publication was 0.94 per 5 years (95% CI 0.80 to 1.10; P = 0.42). Sensitivity was lower in studies published later (relative change 0.89, 95% CI 0.80 to 0.99; P = 0.04).ConclusionsSmall-study effects and time trends do not seem to be as pronounced in meta-analyses of test accuracy studies as they are in meta-analyses of randomized trials. Small-study effects seem to be reversed in imaging, where larger studies tend to report higher sensitivity.Electronic supplementary materialThe online version of this article (doi:10.1186/s13643-015-0049-8) contains supplementary material, which is available to authorized users.
Highlights
Small-study effects and time trends have been identified in meta-analyses of randomized trials
In this study we aimed to assess whether meta-analyses of diagnostic test accuracy suffer from small-study effects or time trends, using a set of recently published systematic reviews of such studies
The remaining 46 meta-analyses contained a total of 859 primary studies (Additional file 3 contains a list of the reviews)
Summary
Small-study effects and time trends have been identified in meta-analyses of randomized trials We evaluated whether these effects are present in meta-analyses of diagnostic test accuracy studies. The validity and credibility of the results of a systematic review of diagnostic test accuracy studies depend on the methodological quality of the included studies and on the absence of selective reporting [1,2,3]. Larger studies may more likely be submitted, accepted and published regardless of their estimated effect This mechanism, which is called small-study effect, can hamper the validity of a systematic review by overestimating the ‘true’ effect [3,6,7,8]
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