ArticlePloS one2017
Fractal Analysis of Brain Blood Oxygenation Level Dependent (BOLD) Signals from Children with Mild Traumatic Brain Injury (mTBI).
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 2 of them syntheses that pooled it.
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Who cites it
17 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A systematic review of brain structural and functional alterations in pediatric mild traumatic brain injury.Frontiers in neuroscience · 2026Pooled it
- Advanced biomarkers of pediatric mild traumatic brain injury: Progress and perils.Neuroscience and biobehavioral reviews · 2018Pooled it
- Resting-State Functional MRI Analyses for Brain Activity Characterization: A Narrative Review of Features and Methods.The European journal of neuroscience · 2025Review
- Correlations Between Morpho-structural Properties of the Brain and Cognitive and Motor Deficits in Individuals with Traumatic Brain Injury.Neurotrauma reports · 2025Article
- Fact or Fiction-Accelerometry Versus Self-Report in Adherence to Pediatric Concussion Protocols: Prospective Longitudinal Cohort Study.JMIR pediatrics and parenting · 2024Article
- Increased regional Hurst exponent reflects response inhibition related neural complexity alterations in pediatric bipolar disorder patients during an emotional Go-Nogo task.Cerebral cortex (New York, N.Y. : 1991) · 2024Article
- The Role of Blood Oxygen Level Dependent Signal Variability in Pediatric Neuroscience: A Systematic Review.Life (Basel, Switzerland) · 2023Review
- Sex-specific differences in resting-state functional brain activity in pediatric concussion.Scientific reports · 2023Article
- A Scoping Review of Magnetic Resonance Modalities Used in Detection of Persistent Postconcussion Symptoms in Pediatric Populations.Journal of child neurology · 2023Article
- Monofractal analysis of functional magnetic resonance imaging: An introductory review.Human brain mapping · 2022Review
- School performance in youth after a concussion.Frontiers in sports and active living · 2022Article
- Model-based stationarity filtering of long-term memory data applied to resting-state blood-oxygen-level-dependent signal.PloS one · 2022Article
- Regional Hurst Exponent Reflects Impulsivity-Related Alterations in Fronto-Hippocampal Pathways Within the Waiting Impulsivity Network.Frontiers in physiology · 2020Article
- Alterations of Parenchymal Microstructure, Neuronal Connectivity, and Cerebrovascular Resistance at Adolescence after Mild-to-Moderate Traumatic Brain Injury in Early Development.Journal of neurotrauma · 2019Article
- Fractal Analysis of BOLD Time Series in a Network Associated With Waiting Impulsivity.Frontiers in physiology · 2018Article
- Temporal fractal analysis of the rs-BOLD signal identifies brain abnormalities in autism spectrum disorder.PloS one · 2017Article
- Does the brain's E:I balance really shape long-range temporal correlations? Lessons learned from 3T MRI.Imaging neuroscience (Cambridge, Mass.)Article
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundConventional imaging techniques are unable to detect abnormalities in the brain following mild traumatic brain injury (mTBI). Yet patients with mTBI typically show delayed response on neuropsychological evaluation. Because fractal geometry represents complexity, we explored its utility in measuring temporal fluctuations of brain resting state blood oxygen level dependent (rs-BOLD) signal. We hypothesized that there could be a detectable difference in rs-BOLD signal complexity between healthy subjects and mTBI patients based on previous studies that associated reduction in signal complexity with disease.
methodsFifteen subjects (13.4 ± 2.3 y/o) and 56 age-matched (13.5 ± 2.34 y/o) healthy controls were scanned using a GE Discovery MR750 3T MRI and 32-channel RF-coil. Axial FSPGR-3D images were used to prescribe rs-BOLD (TE/TR = 35/2000ms), acquired over 6 minutes. Motion correction was performed and anatomical and functional images were aligned and spatially warped to the N27 standard atlas. Fractal analysis, performed on grey matter, was done by estimating the Hurst exponent using de-trended fluctuation analysis and signal summation conversion methods. RESULTS AND
conclusionsVoxel-wise fractal dimension (FD) was calculated for every subject in the control group to generate mean and standard deviation maps for regional Z-score analysis. Voxel-wise validation of FD normality across controls was confirmed, and non-Gaussian voxels (3.05% over the brain) were eliminated from subsequent analysis. For each mTBI patient, regions where Z-score values were at least 2 standard deviations away from the mean (i.e. where |Z| > 2.0) were identified. In individual patients the frequently affected regions were amygdala (p = 0.02), vermis(p = 0.03), caudate head (p = 0.04), hippocampus(p = 0.03), and hypothalamus(p = 0.04), all previously reported as dysfunctional after mTBI, but based on group analysis. It is well known that the brain is best modeled as a complex system. Therefore a measure of complexity using rs-BOLD signal FD could provide an additional method to grade and monitor mTBI. Furthermore, this approach can be personalized thus providing unique patient specific assessment.
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