ArticleHuman brain mapping2022
Restoring statistical validity in group analyses of motion-corrupted MRI data.
Article in Human brain mapping, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- Reducing Noise Induced by Cardiac Pulsatility in Brain Maps of RNMR in biomedicine · 2026Article
- ISME-incoherent sampling of multi-echo data to minimize cardiac-induced noise in brain maps ofMagnetic resonance in medicine · 2026Article
- In Vivo Characterization of Magnetic Inclusions in the Subcortex From Nonexponential Transverse Relaxation Decay.NMR in biomedicine · 2025Article
- Thermosensory predictive coding underpins an illusion of pain.Science advances · 2025Article
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- A quantitative multi-parameter mapping protocol standardized for clinical research in multiple sclerosis.Scientific reports · 2024Article
- Characterizing patterns of diffusion tensor imaging variance in aging brains.medRxiv : the preprint server for health sciences · 2024Article
- Characterizing patterns of diffusion tensor imaging variance in aging brains.Journal of medical imaging (Bellingham, Wash.) · 2024Article
- The Neurobiology of Life Course Socioeconomic Conditions and Associated Cognitive Performance in Middle to Late Adulthood.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024Article
- Arterial hypertension and β-amyloid accumulation have spatially overlapping effects on posterior white matter hyperintensity volume: a cross-sectional study.Alzheimer's research & therapy · 2023Article
- Topography of associations between cardiovascular risk factors and myelin loss in the ageing human brain.Communications biology · 2023Article
- Abnormal brain iron accumulation in obstructive sleep apnea: A quantitative MRI study in the HypnoLaus cohort.Journal of sleep research · 2022Article
- GnRH replacement rescues cognition in Down syndrome.Science (New York, N.Y.) · 2022Article
- CYP2C19 expression modulates affective functioning and hippocampal subiculum volume-a large single-center community-dwelling cohort study.Translational psychiatry · 2022Article
- Restoring statistical validity in group analyses of motion-corrupted MRI data.Human brain mapping · 2022Article
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Authors and funding
9 authors.
Funding
Abstract
Motion during the acquisition of magnetic resonance imaging (MRI) data degrades image quality, hindering our capacity to characterise disease in patient populations. Quality control procedures allow the exclusion of the most affected images from analysis. However, the criterion for exclusion is difficult to determine objectively and exclusion can lead to a suboptimal compromise between image quality and sample size. We provide an alternative, data-driven solution that assigns weights to each image, computed from an index of image quality using restricted maximum likelihood. We illustrate this method through the analysis of quantitative MRI data. The proposed method restores the validity of statistical tests, and performs near optimally in all brain regions, despite local effects of head motion. This method is amenable to the analysis of a broad type of MRI data and can accommodate any measure of image quality.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.