1
|
Sheldrake E, Nishat E, Wheeler AL, Goldstein BI, Reed N, Scratch SE. Functional network disruptions in youth with concussion using the Adolescent Brain Cognitive Development study. Brain Inj 2025; 39:199-210. [PMID: 39415428 DOI: 10.1080/02699052.2024.2416545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Revised: 09/12/2024] [Accepted: 10/08/2024] [Indexed: 10/18/2024]
Abstract
OBJECTIVE This study aimed to compare psychosocial outcomes and functional neuroimaging among youth with concussion, youth with anxiety, and age- and sex-matched controls. METHODS Using archival data from the Adolescent Brain Cognitive DevelopmentSM Study, we analyzed between-group differences in psychosocial outcomes measured by the Child Behavior Checklist's internalizing and externalizing problem scales, and assessed brain function using resting-state fMRI network-region connectivity (specifically frontoparietal network (FPN) and default mode network (DMN) connectivity with the amygdala). RESULTS Significant differences in psychosocial outcomes were found across all groups, with the anxiety group reporting the most internalizing problems, followed by the concussion group which significantly differed from controls. Additionally, FPN-amygdala connectivity was significantly reduced in the concussion group only; this reduced connectivity did not predict psychosocial outcomes across groups. CONCLUSION This study provided preliminary findings that brain connectivity is reduced exclusively in individuals with concussion. Although disruptions were observed in the concussion group, further investigation is warranted to understand how disruptions may be associated with concussion symptoms. Studies that utilize well-defined control and study groups, and comprehensive cognitive and mental health measures will offer a deeper understanding of the relationship between brain function and psychosocial outcomes.
Collapse
Affiliation(s)
- Elena Sheldrake
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - Eman Nishat
- Program in Neuroscience and Mental Health, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Anne L Wheeler
- Program in Neuroscience and Mental Health, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Benjamin I Goldstein
- Centre for Youth Bipolar Disorder, The Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Nick Reed
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
- Department of Occupational Science & Occupational Therapy, University of Toronto, Toronto, Ontario, Canada
| | - Shannon E Scratch
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
2
|
Amin NR, Nebel MB, Chen HW, Busch TA, Rosenthal ED, Mostofsky S, Suskauer SJ, Svingos A. Patterns of Change in Functional Connectivity and Motor Performance Are Different in Youth Recently Recovered from Concussion. Neurotrauma Rep 2025; 6:53-67. [PMID: 39882312 PMCID: PMC11773176 DOI: 10.1089/neur.2024.0122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2025] Open
Abstract
Adolescents who have sustained a concussion or mild traumatic brain injury (mTBI) are prone to repeat injuries which may be related to subtle motor deficits persisting after clinical recovery. Cross-sectional research has found that these deficits are associated with altered functional connectivity among somatomotor, dorsal attention, and default mode networks. However, our understanding of how these brain-behavior relationships change over time after clinical recovery is limited. In this study, we examined categorical and dimensional trajectories of functional connectivity and subtle motor performance in youth clinically recovered from mTBI and never-injured controls (10-17 years). All participants completed task-based and resting-state functional magnetic resonance imaging scans and the Physical and Neurological Examination of Subtle Signs (PANESS) at initial and 3-month follow-up visits. We examined somatomotor-dorsal attention and somatomotor-default mode network connectivity and their association with PANESS performance. Compared with controls, a larger proportion of youth recovered from mTBI showed increases in somatomotor-dorsal attention functional connectivity over time; in contrast, there were no differences in somatomotor-default mode connectivity trajectories between youth recovered from mTBI and controls. Relative to controls, youth recovered from mTBI who showed greater increases in somatomotor-dorsal attention connectivity over time also completed motor tasks more slowly at the 3-month compared with the initial visit. Collectively, these findings suggest that longitudinal changes in somatomotor-dorsal attention functional connectivity may be associated with lingering motor learning deficits after clinical recovery from pediatric mTBI. Further research is necessary to understand how trajectories of functional connectivity and motor performance can inform individual-level outcomes, for instance, susceptibility to future injuries in both youth who are never injured and those clinically recovered from mTBI.
Collapse
Affiliation(s)
- Nishta R. Amin
- Brain Injury Clinical Research Center, Kennedy Krieger Institute, Baltimore, Maryland, USA
| | | | - Hsuan-Wei Chen
- Brain Injury Clinical Research Center, Kennedy Krieger Institute, Baltimore, Maryland, USA
| | - Tyler A. Busch
- Brain Injury Clinical Research Center, Kennedy Krieger Institute, Baltimore, Maryland, USA
| | - Elizabeth D. Rosenthal
- Brain Injury Clinical Research Center, Kennedy Krieger Institute, Baltimore, Maryland, USA
| | | | - Stacy J. Suskauer
- Brain Injury Clinical Research Center, Kennedy Krieger Institute, Baltimore, Maryland, USA
- Department of Physical Medicine and Rehabilitation, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Adrian Svingos
- Department of Physical Medicine and Rehabilitation, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
3
|
Griffith O, Fornini R, Walter AE, Wilkes J, Bai X, Slobounov SM. Comorbidity of concussion and depression alters brain functional connectivity in collegiate student-athletes. Brain Res 2024; 1845:149200. [PMID: 39197571 DOI: 10.1016/j.brainres.2024.149200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Revised: 08/19/2024] [Accepted: 08/25/2024] [Indexed: 09/01/2024]
Abstract
Depression and concussion are highly prevalent neuropsychological disorders that often occur simultaneously. However, due to the high degree of symptom overlap between the two events, including but not limited to headache, sleep disturbances, appetite changes, fatigue, and difficulty concentrating, they may be treated in isolation. Thus, clinical awareness of additive symptom load may be missed. This study measures neuropsychological and electroencephalography (EEG) alpha band coherence differences in collegiate student-athletes with history of comorbid depression and concussion, in comparison to those with a single morbidity and healthy controls (HC). 35 collegiate athletes completed neuropsychological screenings and EEG measures. Participants were grouped by concussion and depression history. Differences in alpha band coherence were calculated using two-way ANOVA with post hoc correction for multiple comparisons. Comorbid participants scored significantly worse on neuropsychological screening, BDI-FS, and PCSS than those with a single morbidity and HC. Two-way ANOVA by group revealed significant main effects of alpha band coherence for concussion, depression, and their interaction term. Post-hoc analysis showed that comorbid participants had more abnormal alpha band coherence than single morbidity, when compared to HC. Comorbidity of concussion and depression increased symptom reporting and revealed more altered alpha band coherence than single morbidity, compared to HC. The abnormalities of the comorbid group exclusively showed decreased alpha band coherence in comparison to healthy controls. The comorbidity of depression and SRC has a compounding effect on depression symptoms, post-concussion symptoms, and brain functional connectivity. This research demonstrates a promising objective measure in comorbid individuals, previously only measured via subjective symptom reporting.
Collapse
Affiliation(s)
- Owen Griffith
- Department of Kinesiology, Penn State University, 19 Recreation Building, University Park, PA 16802, USA.
| | - Robert Fornini
- College of Osteopathic Medicine, University of New England, 11 Hills Beach Road, Biddeford, ME 04005, USA.
| | - Alexa E Walter
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Boulevard, Building 421, Philadelphia, PA 19103, USA.
| | - James Wilkes
- Department of Kinesiology, Penn State University, 19 Recreation Building, University Park, PA 16802, USA.
| | - Xiaoxiao Bai
- Social, Life, and Engineering Sciences Imaging Center, Social Science Research Institute, Penn State University, 120F Chandlee Laboratory, University Park, PA 16802, USA.
| | - S M Slobounov
- Department of Kinesiology, Penn State University, 19 Recreation Building, University Park, PA 16802, USA.
| |
Collapse
|
4
|
Kashou AW, Frees DM, Kang K, Parks CO, Harralson H, Fischer JT, Rosenbaum PE, Baham M, Sheridan C, Bickart KC. Drivers of resting-state fMRI heterogeneity in traumatic brain injury across injury characteristics and imaging methods: a systematic review and semiquantitative analysis. Front Neurol 2024; 15:1487796. [PMID: 39664747 PMCID: PMC11631856 DOI: 10.3389/fneur.2024.1487796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Accepted: 10/23/2024] [Indexed: 12/13/2024] Open
Abstract
Traumatic brain injury (TBI) is common and costly. Although neuroimaging modalities such as resting-state functional MRI (rsfMRI) promise to differentiate injured from healthy brains and prognosticate long-term outcomes, the field suffers from heterogeneous findings. To assess whether this heterogeneity stems from variability in the TBI populations studied or the imaging methods used, and to determine whether a consensus exists in this literature, we performed the first systematic review of studies comparing rsfMRI functional connectivity (FC) in patients with TBI to matched controls for seven canonical brain networks across injury severity, age, chronicity, population type, and various imaging methods. Searching PubMed, Web of Science, Google Scholar, and ScienceDirect, 1,105 manuscripts were identified, 50 fulfilling our criteria. Across these manuscripts, 179 comparisons were reported between a total of 1,397 patients with TBI and 1,179 matched controls. Collapsing across injury characteristics, imaging methods, and networks, there were roughly equal significant to null findings and increased to decreased connectivity differences reported. Whereas most factors did not explain these mixed findings, stratifying across severity and chronicity, separately, showed a trend of increased connectivity at higher severities and greater chronicities of TBI. Among methodological factors, studies were more likely to find connectivity differences when scans were longer than 360 s, custom image processing pipelines were used, and when patients kept their eyes open versus closed during scans. We offer guidelines to address this variability, focusing on aspects of study design and rsfMRI acquisition to move the field toward reproducible results with greater potential for clinical translation.
Collapse
Affiliation(s)
- Alexander W. Kashou
- Department of Radiology, Loma Linda University School of Medicine, Loma Linda, CA, United States
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
| | - Daniel M. Frees
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Statistics, Stanford University, Stanford, CA, United States
| | - Kaylee Kang
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Statistics, Stanford University, Stanford, CA, United States
| | - Christian O. Parks
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
| | - Hunter Harralson
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
| | - Jesse T. Fischer
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Kinesiology, Occidental College, Los Angeles, CA, United States
| | - Philip E. Rosenbaum
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United States
| | - Michael Baham
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- School of Medicine, University of California, Irvine, Irvine, CA, United States
| | - Christopher Sheridan
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Kevin C. Bickart
- UCLA Steve Tisch BrainSPORT Program, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United States
| |
Collapse
|
5
|
Lima Santos JP, Jia-Richards M, Kontos AP, Collins MW, Versace A. Emotional Regulation and Adolescent Concussion: Overview and Role of Neuroimaging. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6274. [PMID: 37444121 PMCID: PMC10341732 DOI: 10.3390/ijerph20136274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/16/2023] [Accepted: 06/29/2023] [Indexed: 07/15/2023]
Abstract
Emotional dysregulation symptoms following a concussion are associated with an increased risk for emotional dysregulation disorders (e.g., depression and anxiety), especially in adolescents. However, predicting the emergence or worsening of emotional dysregulation symptoms after concussion and the extent to which this predates the onset of subsequent psychiatric morbidity after injury remains challenging. Although advanced neuroimaging techniques, such as functional magnetic resonance imaging and diffusion magnetic resonance imaging, have been used to detect and monitor concussion-related brain abnormalities in research settings, their clinical utility remains limited. In this narrative review, we have performed a comprehensive search of the available literature regarding emotional regulation, adolescent concussion, and advanced neuroimaging techniques in electronic databases (PubMed, Scopus, and Google Scholar). We highlight clinical evidence showing the heightened susceptibility of adolescents to experiencing emotional dysregulation symptoms following a concussion. Furthermore, we describe and provide empirical support for widely used magnetic resonance imaging modalities (i.e., functional and diffusion imaging), which are utilized to detect abnormalities in circuits responsible for emotional regulation. Additionally, we assess how these abnormalities relate to the emotional dysregulation symptoms often reported by adolescents post-injury. Yet, it remains to be determined if a progression of concussion-related abnormalities exists, especially in brain regions that undergo significant developmental changes during adolescence. We conclude that neuroimaging techniques hold potential as clinically useful tools for predicting and, ultimately, monitoring the treatment response to emotional dysregulation in adolescents following a concussion.
Collapse
Affiliation(s)
- João Paulo Lima Santos
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; (M.J.-R.); (A.V.)
| | - Meilin Jia-Richards
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; (M.J.-R.); (A.V.)
| | - Anthony P. Kontos
- Department of Orthopaedic Surgery, UPMC Sports Concussion Program, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.P.K.); (M.W.C.)
| | - Michael W. Collins
- Department of Orthopaedic Surgery, UPMC Sports Concussion Program, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.P.K.); (M.W.C.)
| | - Amelia Versace
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; (M.J.-R.); (A.V.)
| |
Collapse
|
6
|
Thompson RC, Vaughn D, Hirst RB, Murley R, Baldini D. Back from the sideline, but back to baseline? A pediatric case study examining neuropsychological functioning after sustaining multiple sport-related concussions. Neurocase 2023; 29:29-36. [PMID: 38678304 DOI: 10.1080/13554794.2024.2343154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 04/09/2024] [Indexed: 04/29/2024]
Abstract
Most individuals recover quickly from a concussion; however, youth who sustain multiple concussions may be at risk for long-term cognitive impairments. This case study examines the neuropsychological performance of a 13-year-old malewith five head injuries. After his first concussion during study participation (fourth injury overall), several improvements were observed, likely due to practice effects, yet after sustaining another concussion <2 years later,declines were observed in visuoconstruction, verbal memory, and intellectual functioning. Across serial re-evaluation, his vocabulary knowledge declined, and fewer improvements were observed than anticipated when accounting for serial practice effects, highlighting the possible cumulative impact of multiple concussions.
Collapse
Affiliation(s)
- Ryan C Thompson
- Department of Psychology, Palo Alto University, Palo Alto, CA, USA
| | - Dylan Vaughn
- Department of Psychology, Palo Alto University, Palo Alto, CA, USA
| | - Rayna B Hirst
- Department of Psychology, Palo Alto University, Palo Alto, CA, USA
| | - Rachel Murley
- Department of Psychology, Palo Alto University, Palo Alto, CA, USA
| | - Daniel Baldini
- Department of Psychology, Palo Alto University, Palo Alto, CA, USA
| |
Collapse
|
7
|
Sheldrake E, Lam B, Al-Hakeem H, Wheeler AL, Goldstein BI, Dunkley BT, Ameis S, Reed N, Scratch SE. A Scoping Review of Magnetic Resonance Modalities Used in Detection of Persistent Postconcussion Symptoms in Pediatric Populations. J Child Neurol 2023; 38:85-102. [PMID: 36380680 PMCID: PMC10061627 DOI: 10.1177/08830738221120741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 07/07/2022] [Accepted: 08/03/2022] [Indexed: 11/17/2022]
Abstract
Up to 30% of youth with concussion experience PPCSs (PPCS) lasting 4 weeks or longer, and can significantly impact quality of life. Magnetic resonance imaging (MRI) has the potential to increase understanding of causal mechanisms underlying PPCS. However, there are no clear modalities to assist in detecting PPCS. This scoping review aims to synthesize findings on utilization of MRI among children and youth with PPCS, and summarize progress and limitations. Thirty-six studies were included from 4907 identified papers. Many studies used multiple modalities, including (1) structural (n = 27) such as T1-weighted imaging, diffusion weighted imaging, and susceptibility weighted imaging; and (2) functional (n = 23) such as functional MRI and perfusion-weighted imaging. Findings were heterogeneous among modalities and regions of interest, which warrants future reviews that report on the patterns and potential advancements in the field. Consideration of modalities that target PPCS prediction and sensitive modalities that can supplement a biopsychosocial approach to PPCS would benefit future research.
Collapse
Affiliation(s)
- Elena Sheldrake
- Bloorview Research Institute, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - Brendan Lam
- Bloorview Research Institute, Toronto, Ontario, Canada
| | | | - Anne L. Wheeler
- Neuroscience and Mental Health Program, Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Benjamin I. Goldstein
- Centre for Addiction and Mental Health, Toronto, Toronto, Ontario, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Benjamin T. Dunkley
- Neuroscience and Mental Health Program, Hospital for Sick Children, Toronto, Ontario, Canada
- Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Ameis
- Centre for Addiction and Mental Health, Toronto, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada
| | - Nick Reed
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - Shannon E. Scratch
- Bloorview Research Institute, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
8
|
So I, Meusel LAC, Sharma B, Monette GA, Colella B, Wheeler AL, Rabin JS, Mikulis DJ, Green REA. Longitudinal Patterns of Functional Connectivity in Moderate-to-Severe Traumatic Brain Injury. J Neurotrauma 2023; 40:665-682. [PMID: 36367163 DOI: 10.1089/neu.2022.0242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Longitudinal neuroimaging studies aid our understanding of recovery mechanisms in moderate-to-severe traumatic brain injury (TBI); however, there is a dearth of longitudinal functional connectivity research. Our aim was to characterize longitudinal functional connectivity patterns in two clinically important brain networks, the frontoparietal network (FPN) and the default mode network (DMN), in moderate-to-severe TBI. This inception cohort study of prospectively collected longitudinal data used resting-state functional magnetic resonance imaging (fMRI) to characterize functional connectivity patterns in the FPN and DMN. Forty adults with moderate-to-severe TBI (mean ± standard deviation [SD]; age = 39.53 ± 16.49 years, education = 13.92 ± 3.20 years, lowest Glasgow Coma Scale score = 6.63 ± 3.24, sex = 70% male) were scanned at approximately 0.5, 1-1.5, and 3+ years post-injury. Seventeen healthy, uninjured participants (mean ± SD; age = 38.91 ± 15.57 years, education = 15.11 ± 2.71 years, sex = 29% male) were scanned at baseline and approximately 11 months afterwards. Group independent component analyses and linear mixed-effects modeling with linear splines that contained a knot at 1.5 years post-injury were employed to investigate longitudinal network changes, and associations with covariates, including age, sex, and injury severity. In patients with TBI, functional connectivity in the right FPN increased from approximately 0.5 to 1.5 years post-injury (unstandardized estimate = 0.19, standard error [SE] = 0.07, p = 0.009), contained a slope change in the opposite direction, from positive to negative at 1.5 years post-injury (estimate = -0.21, SE = 0.11, p = 0.009), and marginally declined afterwards (estimate = -0.10, SE = 0.06, p = 0.079). Functional connectivity in the DMN increased from approximately 0.5 to 1.5 years (estimate = 0.15, SE = 0.05, p = 0.006), contained a slope change in the opposite direction, from positive to negative at 1.5 years post-injury (estimate = -0.19, SE = 0.08, p = 0.021), and was estimated to decline from 1.5 to 3+ years (estimate = -0.04, SE = 0.04, p = 0.303). Similarly, the left FPN increased in functional connectivity from approximately 0.5 to 1.5 years post-injury (estimate = 0.15, SE = 0.05, p = 0.002), contained a slope change in the opposite direction, from positive to negative at 1.5 years post-injury (estimate = -0.18, SE = 0.07, p = 0.008), and was estimated to decline thereafter (estimate = -0.04, SE = 0.03, p = 0.254). At approximately 0.5 years post-injury, patients showed hypoconnectivity compared with healthy, uninjured participants at baseline. Covariates were not significantly associated in any of the models. Findings of early improvement but a tapering and possible decline in connectivity thereafter suggest that compensatory effects are time-limited. These later reductions in connectivity mirror growing evidence of behavioral and structural decline in chronic moderate-to-severe TBI. Targeting such declines represents a novel avenue of research and offers potential for improving clinical outcomes.
Collapse
Affiliation(s)
- Isis So
- Institute of Medical Science, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.,KITE Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario, Canada
| | - Liesel-Ann C Meusel
- KITE Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario, Canada
| | - Bhanu Sharma
- KITE Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario, Canada.,Department of Medical Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Georges A Monette
- Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
| | - Brenda Colella
- KITE Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario, Canada
| | - Anne L Wheeler
- Neurosciences and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Jennifer S Rabin
- Harquail Centre for Neuromodulation, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada.,Department of Medicine (Neurology), Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.,Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - David J Mikulis
- Institute of Medical Science, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Imaging, Toronto Western Hospital-University Health Network, Toronto, Ontario, Canada
| | - Robin E A Green
- Institute of Medical Science, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.,KITE Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario, Canada.,Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
9
|
Adolescents with a concussion have altered brain network functional connectivity one month following injury when compared to adolescents with orthopedic injuries. Neuroimage Clin 2022; 36:103211. [PMID: 36182818 PMCID: PMC9668608 DOI: 10.1016/j.nicl.2022.103211] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 09/15/2022] [Accepted: 09/26/2022] [Indexed: 12/14/2022]
Abstract
Concussion is a mild traumatic brain injury (mTBI) with increasing prevalence among children and adolescents. Functional connectivity (FC) within and between the default mode network (DMN), central executive network (CEN) and salience network (SN) has been shown to be altered post-concussion. Few studies have investigated connectivity within and between these 3 networks following a pediatric concussion. The present study explored whether within and between-network FC differs between a pediatric concussion and orthopedic injury (OI) group aged 10-18. Participants underwent a resting-state functional magnetic resonance imaging (rs-fMRI) scan at 4 weeks post-injury. One-way ANCOVA analyses were conducted between groups with the seed-based FC of the 3 networks. A total of 55 concussion and 27 OI participants were included in the analyses. Increased within-network FC of the CEN and decreased between-network FC of the DMN-CEN was found in the concussion group when compared to the OI group. Secondary analyses using spherical SN regions of interest revealed increased within-network FC of the SN and increased between-network FC of the DMN-SN and CEN-SN in the concussion group when compared to the OI group. This study identified differential connectivity patterns following a pediatric concussion as compared to an OI 4 weeks post-injury. These differences indicate potential adaptive brain mechanisms that may provide insight into recovery trajectories and appropriate timing of treatment within the first month following a concussion.
Collapse
|
10
|
Wu T, Rifkin JA, Rayfield AC, Anderson ED, Panzer MB, Meaney DF. Concussion Prone Scenarios: A Multi-Dimensional Exploration in Impact Directions, Brain Morphology, and Network Architectures Using Computational Models. Ann Biomed Eng 2022; 50:1423-1436. [PMID: 36125606 DOI: 10.1007/s10439-022-03085-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 09/11/2022] [Indexed: 11/30/2022]
Abstract
While individual susceptibility to traumatic brain injury (TBI) has been speculated, past work does not provide an analysis considering how physical features of an individual's brain (e.g., brain size, shape), impact direction, and brain network features can holistically contribute to the risk of suffering a TBI from an impact. This work investigated each of these features simultaneously using computational modeling and analyses of simulated functional connectivity. Unlike the past studies that assess the severity of TBI based on the quantification of brain tissue damage (e.g., principal strain), we approached the brain as a complex network in which neuronal oscillations orchestrate to produce normal brain function (estimated by functional connectivity) and, to this end, both the anatomical damage location and its topological characteristics within the brain network contribute to the severity of brain function disruption and injury. To represent the variations in the population, we analyzed a publicly available database of brain imaging data and selected five distinct network architectures, seven different brain sizes, and three uniaxial head rotational conditions to study the consequences of 74 virtual impact scenarios. Results show impact direction produces the most significant change in connections across brain areas (structural connectome) and the functional coupling of activity across these brain areas (functional connectivity). Axial rotations were more injurious than those with sagittal and coronal rotations when the head kinematics were the same for each condition. When the impact direction was held constant, brain network architecture showed a significantly different vulnerability across axial and sagittal, but not coronal rotations. As expected, brain size significantly affected the expected change in structural and functional connectivity after impact. Together, these results provided groupings of predicted vulnerability to impact-a subgroup of male brain architectures exposed to axial impacts were most vulnerable, while a subgroup of female brain architectures was the most tolerant to the sagittal impacts studied. These findings lay essential groundwork for subject-specific analyses of concussion and provide invaluable guidance for designing personalized protection equipment.
Collapse
Affiliation(s)
- Taotao Wu
- Department of Bioengineering, University of Pennsylvania, 240 Skirkanich Hall, 210 S 33rd St, Philadelphia, PA, 19104, USA
| | - Jared A Rifkin
- Department of Mechanical and Aerospace Engineering, University of Virginia, Charlottesville, VA, USA
| | - Adam C Rayfield
- Department of Bioengineering, University of Pennsylvania, 240 Skirkanich Hall, 210 S 33rd St, Philadelphia, PA, 19104, USA
| | - Erin D Anderson
- Department of Bioengineering, University of Pennsylvania, 240 Skirkanich Hall, 210 S 33rd St, Philadelphia, PA, 19104, USA
| | - Matthew B Panzer
- Department of Mechanical and Aerospace Engineering, University of Virginia, Charlottesville, VA, USA.,Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA
| | - David F Meaney
- Department of Bioengineering, University of Pennsylvania, 240 Skirkanich Hall, 210 S 33rd St, Philadelphia, PA, 19104, USA. .,Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.
| |
Collapse
|
11
|
Cox E, Tseng J, Bells S, Dockstader C, Laughlin S, Bouffet E, de Medeiros C, Mabbott DJ. Neural and cognitive function in a pediatric brain injury model: The impact of task complexity. Cortex 2022; 155:307-321. [DOI: 10.1016/j.cortex.2022.05.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 03/26/2022] [Accepted: 05/23/2022] [Indexed: 11/03/2022]
|
12
|
Sharma B, Obeid J, DeMatteo C, Noseworthy MD, Timmons BW. Exploring the relationship between resting state intra-network connectivity and accelerometer-measured physical activity in pediatric concussion: A cohort study. Appl Physiol Nutr Metab 2022; 47:1014-1022. [PMID: 35858484 DOI: 10.1139/apnm-2022-0085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Our objective was to explore the association between resting state functional connectivity and accelerometer-measured physical activity in pediatric concussion. Fourteen children with concussion (aged 14.54 ± 2.39 years, 8 female) were included in this secondary data analysis of a larger study. Participants had neuroimaging at 15.3 ± 6.7 days post-injury and subsequently a mean of 11.1 ± 5.0 days of accelerometer data. Intra-network connectivity of the default mode network (DMN), sensorimotor network (SMN), salience network (SN), and fronto-parietal network (FPN) was computed using resting state functional MRI. We found that per general linear models, only intra-network connectivity of the DMN was associated with physical activity levels. More specifically, increased intra-network connectivity of the DMN was significantly associated with higher levels of subsequent accelerometer-measured light physical activity (F(2, 11) = 7.053, p = 0.011, Ra2 = 0.562; β = 0.469), moderate physical activity (F(2, 11) = 7.053, p = 0.011, Ra2 = 0.562; β = 0.725), and vigorous physical activity (F(2, 11) = 10.855, p = 0.002, Ra2 = 0.664; β = 0.79). Intra-network connectivity of the DMN did not significantly predict sedentary time. Therefore, these preliminary findings suggest that there is a positive association between the intra-network connectivity of the DMN and device-measured physical activity in children with concussion.
Collapse
Affiliation(s)
- Bhanu Sharma
- McMaster University, 3710, Department of Pediatrics, Hamilton, Canada;
| | - Joyce Obeid
- McMaster University, Kinesiology, Hamilton, Ontario, Canada;
| | | | - Michael D Noseworthy
- McMaster University, Electrical and Computer Engineering, Hamilton, Ontario, Canada;
| | | |
Collapse
|
13
|
Botchway E, Kooper CC, Pouwels PJW, Bruining H, Engelen M, Oosterlaan J, Königs M. Resting-state network organisation in children with traumatic brain injury. Cortex 2022; 154:89-104. [PMID: 35763900 DOI: 10.1016/j.cortex.2022.05.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 04/15/2022] [Accepted: 05/23/2022] [Indexed: 11/03/2022]
Abstract
Children with traumatic brain injury are at risk of neurocognitive and behavioural impairment. Although there is evidence for abnormal brain activity in resting-state networks after TBI, the role of resting-state network organisation in paediatric TBI outcome remains poorly understood. This study is the first to investigate the impact of paediatric TBI on resting-state network organisation using graph theory, and its relevance for functional outcome. Participants were 8-14 years and included children with (i) mild TBI and risk factors for complicated TBI (mildRF+, n = 20), (ii) moderate/severe TBI (n = 15), and (iii) trauma control injuries (n = 27). Children underwent resting-state functional magnetic resonance imaging (fMRI), neurocognitive testing, and behavioural assessment at 2.8 years post-injury. Graph theory was applied to fMRI timeseries to evaluate the impact of TBI on global and local organisation of the resting-state network, and relevance for neurocognitive and behavioural functioning. Children with TBI showed atypical global network organisation as compared to the trauma control group, reflected by lower modularity (mildRF + TBI and moderate/severe TBI), higher smallworldness (mildRF + TBI) and lower assortativity (moderate/severe TBI ps < .04, Cohen's ds: > .6). Regarding local network organisation, the relative importance of hub regions in the network did not differ between groups. Regression analyses showed relationships between global as well as local network parameters with neurocognitive functioning (i.e., working memory, memory encoding; R2 = 23.3 - 38.5%) and behavioural functioning (i.e., externalising problems, R2 = 36.1%). Findings indicate the impact of TBI on global functional network organisation, and the relevance of both global and local network organisation for long-term neurocognitive and behavioural outcome after paediatric TBI. The results suggest potential prognostic value of resting-state network organisation for outcome after paediatric TBI.
Collapse
Affiliation(s)
- Edith Botchway
- School of Psychology, Faculty of Health at the Deakin University, Burwood, Australia
| | - Cece C Kooper
- Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Department of Pediatrics, Emma Neuroscience Group, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Reproduction and Development Research Institute, Amsterdam, the Netherlands; Amsterdam Neuroscience Research Institute, Amsterdam, the Netherlands.
| | - Petra J W Pouwels
- Amsterdam Neuroscience Research Institute, Amsterdam, the Netherlands; Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Radiology and Nuclear Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Hilgo Bruining
- Amsterdam Reproduction and Development Research Institute, Amsterdam, the Netherlands; Amsterdam Neuroscience Research Institute, Amsterdam, the Netherlands; Emma Children's Hospital, Amsterdam UMC location Vrije Universiteit Amsterdam, N=You Centre, Amsterdam, the Netherlands
| | - Marc Engelen
- Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Department of Pediatric Neurology, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Leukodystrophy Center, Amsterdam, the Netherlands
| | - Jaap Oosterlaan
- Amsterdam Reproduction and Development Research Institute, Amsterdam, the Netherlands; Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Department of Pediatrics, Emma Children's Hospital Amsterdam UMC Follow-Me program & Emma Neuroscience Group, Meibergdreef 9, Amsterdam, the Netherlands
| | - Marsh Königs
- Amsterdam Reproduction and Development Research Institute, Amsterdam, the Netherlands; Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Department of Pediatrics, Emma Children's Hospital Amsterdam UMC Follow-Me program & Emma Neuroscience Group, Meibergdreef 9, Amsterdam, the Netherlands
| |
Collapse
|
14
|
Smeha N, Kalkat R, Sergio LE, Hynes LM. Sex-related differences in visuomotor skill recovery following concussion in working-aged adults. BMC Sports Sci Med Rehabil 2022; 14:72. [PMID: 35443693 PMCID: PMC9022305 DOI: 10.1186/s13102-022-00466-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 04/06/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND The ability to perform visually-guided motor tasks requires the transformation of visual information into programmed motor outputs. When the guiding visual information does not align spatially with the motor output, the brain processes rules to integrate somatosensory information into an appropriate motor response. Performance on such rule-based, "cognitive-motor integration" tasks is affected in concussion. Here, we investigate the relationship between visuomotor skill performance, concussion history, and sex during the course of a post-concussion management program. METHODS Fifteen acutely concussed working-aged adults, 11 adults with a history of concussion, and 17 healthy controls all completed a recovery program over the course of 4 weeks. Prior to, mid-way, and following the program, all participants were tested on their visuomotor skills. RESULTS We observed an overall change in visuomotor behaviour in all groups, as participants completed the tasks faster and more accurately. Specifically, we observed significant visuomotor skill improvement between the first and final sessions in participants with a concussion history compared to no-concussion-history controls. Notably, we observed a stronger recovery of these skills in females. CONCLUSIONS Our findings indicate that (1) concussion impairs visuomotor skill performance, (2) the performance of complex, rule-based tasks showed improvement over the course of a recovery program, and (3) stronger recovery in females suggests sex-related differences in the brain networks controlling skilled performance, and the effect of injury on these networks.
Collapse
Affiliation(s)
- Nicole Smeha
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada.,Centre for Vision Research, York University, Toronto, Canada
| | - Ravneet Kalkat
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada
| | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada. .,York University Sport Medicine Team, York University, Toronto, Canada. .,Centre for Vision Research, York University, Toronto, Canada.
| | - Loriann M Hynes
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada.,York University Sport Medicine Team, York University, Toronto, Canada
| |
Collapse
|
15
|
Virani S, Barton A, Goodyear BG, Yeates KO, Brooks BL. Susceptibility-Weighted Magnetic Resonance Imaging (MRI) of Microbleeds in Pediatric Concussion. J Child Neurol 2021; 36:867-874. [PMID: 33966537 PMCID: PMC8438780 DOI: 10.1177/08830738211002946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The long-term consequences of pediatric concussion on brain structure are poorly understood. This study aimed to evaluate the presence and clinical significance of cerebral microbleeds several years after pediatric concussion. METHODS Children and adolescents 8-19 years of age with either a history of concussion (n = 35), or orthopedic injury (n = 20) participated. Mean time since injury for the sample was 30.4 months (SD = 19.6). Participants underwent susceptibility-weighted imaging, rated their depression and postconcussion symptoms, and completed cognitive testing. Parents of participants also completed symptom ratings for their child. Hypointensities in susceptibility-weighted images indicative of cerebral microbleeds were calculated as a measure of hypointensity burden. RESULTS Hypointensity burden did not differ significantly between participants with a history of concussion and those with a history of orthopedic injury. Depression ratings (self and parent report), postconcussion symptom ratings (self and parent report), and cognitive performance did not significantly correlate with hypointensity burden in the concussion group. CONCLUSIONS These findings suggest that at approximately 2.5 years postinjury, children and adolescents with prior concussion do not have a greater amount of cerebral microbleeds compared to those with orthopedic injury. Future research should use longitudinal study designs and investigate children with persistent postconcussive symptoms to gain better insight into the long-term effects of concussion on cerebral microbleeds.
Collapse
Affiliation(s)
- Shane Virani
- Department of Pediatrics, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada,Department of Pediatrics, Neurosciences Program, Alberta Children’s Hospital, Calgary, Alberta, Canada
| | - Alexander Barton
- Department of Radiology, University of Calgary, Calgary, Alberta, Canada
| | - Bradley G. Goodyear
- Department of Radiology, University of Calgary, Calgary, Alberta, Canada,Department of Psychiatry, University of Calgary, Calgary, Alberta, Canada,Hotchkiss Brain Institute, Calgary, Alberta, Canada,Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada
| | - Keith Owen Yeates
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada,Hotchkiss Brain Institute, Calgary, Alberta, Canada,Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada,Department of Psychology, University of Calgary, Calgary, Alberta, Canada,Alberta Children’s Hospital Research Institute, Calgary, Alberta, Canada
| | - Brian L. Brooks
- Department of Pediatrics, Neurosciences Program, Alberta Children’s Hospital, Calgary, Alberta, Canada,Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada,Hotchkiss Brain Institute, Calgary, Alberta, Canada,Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada,Department of Psychology, University of Calgary, Calgary, Alberta, Canada,Alberta Children’s Hospital Research Institute, Calgary, Alberta, Canada,Brian L. Brooks, PhD, Alberta Children’s Hospital, 28 Oki Drive NW, Calgary, Alberta, Canada T3B 6A8.
| |
Collapse
|
16
|
Ofoghi Z, Rohr CS, Dewey D, Bray S, Yeates KO, Noel M, Barlow KM. Functional connectivity of the anterior cingulate cortex with pain-related regions in children with post-traumatic headache. CEPHALALGIA REPORTS 2021. [DOI: 10.1177/25158163211009477] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Introduction: Post-traumatic headaches (PTH) are common following mild traumatic brain injury (mTBI). There is evidence of altered central pain processing in adult PTH; however, little is known about how children with PTH process pain. The anterior cingulate cortex (ACC) plays a critical role in descending central pain modulation. In this study, we explored whether the functional connectivity (FC) of the ACC is altered in children with PTH. Methods: In this case-control study, we investigated resting-state FC of 5 ACC seeds (caudal, dorsal, rostral, perigenual, and subgenual) in children with PTH ( n = 73) and without PTH ( n = 29) following mTBI, and healthy controls ( n = 27). Post-concussion symptoms were assessed using the Post-Concussion Symptom Inventory and the Child Health Questionnaire. Resting-state functional Magnetic Resonance Imaging (fMRI) data were used to generate maps of ACC FC. Group-level comparisons were performed within a target mask comprised of pain-related regions using FSL Randomise. Results: We found decreased FC between the right perigenual ACC and the left cerebellum, and increased FC between the right subgenual ACC and the left dorsolateral prefrontal cortex in children with PTH compared to healthy controls. The ACC FC in children without PTH following mTBI did not differ from the group with PTH or healthy controls. FC between rostral and perigenual ACC seeds and the cerebellum was increased in children with PTH with pre-injury headaches compared to those with PTH without pre-injury headaches. There was a positive relationship between PTH severity and rostral ACC FC with the bilateral thalamus, right hippocampus and periaqueductal gray. Conclusions: Central pain processing is altered in children with PTH. Pre-existing headaches help to drive this process. Trial registration: The PlayGame Trial was registered in ClinicalTrials.gov database ( ClinicalTrials.gov Identifier: NCT01874847).
Collapse
Affiliation(s)
- Zahra Ofoghi
- Department of Neuroscience, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Christiane S Rohr
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Child and Adolescent Imaging Research Program, University of Calgary, Calgary, Alberta, Canada
| | - Deborah Dewey
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Paediatrics, Cumming School of Medicine University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Owerko Centre at the Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Signe Bray
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Child and Adolescent Imaging Research Program, University of Calgary, Calgary, Alberta, Canada
| | - Keith Owen Yeates
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Melanie Noel
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Karen M Barlow
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Department of Paediatrics, Cumming School of Medicine University of Calgary, Calgary, Alberta, Canada
- Paediatric Neurology Child Health Research Centre, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| |
Collapse
|
17
|
Iyer KK, Zalesky A, Cocchi L, Barlow KM. Neural Correlates of Sleep Recovery following Melatonin Treatment for Pediatric Concussion: A Randomized Controlled Trial. J Neurotrauma 2020; 37:2647-2655. [DOI: 10.1089/neu.2020.7200] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Kartik K. Iyer
- Faculty of Medicine, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
| | - Andrew Zalesky
- Melbourne Neuropsychiatry Centre and Department of Biomedical Engineering, The University of Melbourne, Melbourne, Victoria, Australia
| | - Luca Cocchi
- QIMR Berghofer Medical Research Institute, Clinical Brain Networks Group, Brisbane, Queensland, Australia
| | - Karen M. Barlow
- Faculty of Medicine, Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
- Department of Neurology, Queensland Children's Hospital, Brisbane, Queensland, Australia
- Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
- University of Calgary, Calgary, Alberta, Canada
| |
Collapse
|