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Meta-analysis of Voxel-Based Neuroimaging Studies using Seed-based d Mapping with Permutation of Subject Images (SDM-PSI)
Published on: November 27, 2019
Publication bias in neuroimaging research: implications for meta-analyses
Robin G Jennings1, John D Van Horn
1Department of Biostatistics, University of California Los Angeles, 635 Charles Young Drive South, Suite 225, Los Angeles, CA, 90095, USA. rgjennings@ucla.edu
Neuroinformatics
|June 7, 2011
Summary
Publication bias affects neuroimaging research, particularly functional magnetic resonance imaging (fMRI) studies of working memory. This bias was confirmed across frontal lobe regions, impacting meta-analyses of brain imaging databases.
Area of Science:
- Neuroimaging
- Cognitive Neuroscience
- Neuroscience
Background:
- Neuroimaging and neuroscience databases facilitate meta-analysis of activation results.
- Publication bias, the tendency for studies with significant findings to be published over those with null results, has not been adequately addressed in neuroimaging meta-analysis.
- This bias can skew the interpretation of collective research findings.
Purpose of the Study:
- To investigate the presence and extent of publication bias in functional magnetic resonance imaging (fMRI) studies of working memory.
- To examine this bias specifically within frontal lobe regions (Brodmann Areas 4, 6, 8, 9, 10, 37, 45, 46, and 47).
Main Methods:
- Selected 74 studies on working memory fMRI in the frontal lobes.
- Calculated Pearson's r correlation coefficient and Cohen's d effect sizes for each study's activation.
- Employed regression-based techniques, including Egger's regression, Macaskill's regression, and the 'Trim and Fill' method, to assess publication bias by comparing effect sizes to study sample sizes.
Main Results:
- Significant evidence of publication bias was identified across the analyzed body of literature (p < 0.01 for all tests).
- The identified publication bias was not dependent on specific working memory tasks or frontal lobe sub-regions.
- These findings suggest a generalizable issue within the broader brain imaging literature.
Conclusions:
- Publication bias is a significant concern in neuroimaging research, particularly in fMRI studies of working memory.
- The identified bias can influence the accuracy of meta-analyses and the interpretation of collective findings.
- Researchers and database curators should consider and account for potential publication bias when synthesizing neuroimaging data.

