ArticleHuman brain mapping2018
Reproducibility of R-fMRI metrics on the impact of different strategies for multiple comparison correction and sample sizes.
Article in Human brain mapping, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 191 papers, 5 of them syntheses that pooled it.
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Who cites it
191 citing papers in PubMed, 5 syntheses or guidelines pooled it.
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- Evaluation of thresholding methods for activation likelihood estimation meta-analysis via large-scale simulations.Human brain mapping · 2022Pooled it
- Consistent decreased activity in the putamen in Parkinson's disease: a meta-analysis and an independent validation of resting-state fMRI.GigaScience · 2018Pooled it
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- Assessment of cerebrovascular reactivity in middle cerebral artery stenosis using non-hypercapnic resting-state fMRI: a potential biomarker for hemodynamic alterations.BMC medical imaging · 2026Article
- Comparing local brain activity and distant functional connectivity in transgender women compared to cisgender controls.Scientific reports · 2026Article
- Aberrant dynamic functional architecture in major depressive disorder: Vertex-Wise large-sample fMRI analyses reveal network-specific alterations and symptom associations.Translational psychiatry · 2026Article
- Acute taVNS modulates lateralized hypoactivity in the right cerebral hemisphere in individuals with subjective cognitive decline.Frontiers in neuroscience · 2026Article
- Altered brain function associated with non-suicidal self-injury in adolescents with major depressive disorder: An rs-fMRI study.PloS one · 2026Article
- Distinct patterns of spontaneous brain activity in mild cognitive impairment patients stratified by cerebrospinal fluid biomarkers.Frontiers in aging neuroscience · 2026Article
131 more citing papers are in PubMed but not listed here.
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Authors and funding
3 authors.
Funding
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Abstract
Concerns regarding reproducibility of resting-state functional magnetic resonance imaging (R-fMRI) findings have been raised. Little is known about how to operationally define R-fMRI reproducibility and to what extent it is affected by multiple comparison correction strategies and sample size. We comprehensively assessed two aspects of reproducibility, test-retest reliability and replicability, on widely used R-fMRI metrics in both between-subject contrasts of sex differences and within-subject comparisons of eyes-open and eyes-closed (EOEC) conditions. We noted permutation test with Threshold-Free Cluster Enhancement (TFCE), a strict multiple comparison correction strategy, reached the best balance between family-wise error rate (under 5%) and test-retest reliability/replicability (e.g., 0.68 for test-retest reliability and 0.25 for replicability of amplitude of low-frequency fluctuations (ALFF) for between-subject sex differences, 0.49 for replicability of ALFF for within-subject EOEC differences). Although R-fMRI indices attained moderate reliabilities, they replicated poorly in distinct datasets (replicability < 0.3 for between-subject sex differences, < 0.5 for within-subject EOEC differences). By randomly drawing different sample sizes from a single site, we found reliability, sensitivity and positive predictive value (PPV) rose as sample size increased. Small sample sizes (e.g., < 80 [40 per group]) not only minimized power (sensitivity < 2%), but also decreased the likelihood that significant results reflect "true" effects (PPV < 0.26) in sex differences. Our findings have implications for how to select multiple comparison correction strategies and highlight the importance of sufficiently large sample sizes in R-fMRI studies to enhance reproducibility. Hum Brain Mapp 39:300-318, 2018. © 2017 Wiley Periodicals, Inc.
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