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Bias in Peripheral Depression Biomarkers
journal contribution
posted on 2016-02-01, 00:00 authored by A F Carvalho, C A Köhler, A R Brunoni, K W Miskowiak, N Herrmann, K L Lanctôt, T N Hyphantis, J Quevedo, Brisa Simoes Fernandes, Michael BerkMichael BerkBackground: To aid in the differentiation of individuals with major depressive disorder (MDD) from healthy controls, numerous peripheral biomarkers have been proposed. To date, no comprehensive evaluation of the existence of bias favoring the publication of significant results or inflating effect sizes has been conducted. Methods: Here, we performed a comprehensive review of meta-analyses of peripheral nongenetic biomarkers that could discriminate individuals with MDD from nondepressed controls. PubMed/MEDLINE, EMBASE, and PsycINFO databases were searched through April 10, 2015. Results: From 15 references, we obtained 31 eligible meta-analyses evaluating biomarkers in MDD (21,201 cases and 78,363 controls). Twenty meta-analyses reported statistically significant effect size estimates. Heterogeneity was high (I2 ≥50%) in 29 meta-analyses. We plausibly assumed that the true effect size for a meta-analysis would equal the one of its largest study. A significant summary effect size estimate was observed for 20 biomarkers. We observed an excess of statistically significant studies in 21 meta-analyses. The summary effect size of the meta-analysis was higher than the effect of its largest study in 25 meta-analyses, while 11 meta-analyses had evidence of small-study effects. Conclusions: Our findings suggest that there is an excess of studies with statistically significant results in the literature of peripheral biomarkers for MDD. The selective publication of ‘positive studies' and the selective reporting of outcomes are possible mechanisms. Effect size estimates of meta-analyses may be inflated in this literature.
History
Journal
Psychotherapy and PsychosomaticsVolume
85Issue
2Pagination
81 - 90Publisher
KARGERLocation
SwitzerlandPublisher DOI
ISSN
0033-3190eISSN
1423-0348Language
EnglishPublication classification
C Journal article; C1 Refereed article in a scholarly journalCopyright notice
2016, S. Karger AG, BaselUsage metrics
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