1
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Tapper A, Staines WR, Niechwiej-Szwedo E. EEG reveals deficits in sensory gating and cognitive processing in asymptomatic adults with a history of concussion. Brain Inj 2022; 36:1266-1279. [PMID: 36071612 DOI: 10.1080/02699052.2022.2120210] [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: 12/14/2022]
Abstract
OBJECTIVE Individuals with a concussion history tend to perform worse on dual-tasks compared controls but the underlying neural mechanisms contributing to these deficits are not understood. This study used event-related potentials (ERPs) to investigate sensory gating and cognitive processing in athletes with and without a history of concussion while they performed a challenging dual-task. METHODS We recorded sensory (P50, N100) and cognitive (P300) ERPs in 30 athletes (18 no previous concussion; 12 history of concussion) while they simultaneously performed an auditory oddball task and a working memory task that progressively increased in difficulty. RESULTS The concussion group had reduced auditory performance as workload increased compared to the no-concussion group. Sensory gating and cognitive processing were reduced in the concussion group indicating problems with filtering relevant from irrelevant information and appropriately allocating resources. Sensory gating (N100) was positively correlated with cognitive processing (P300) at the hardest workload in the no-concussion group but negatively correlated in the concussion group. CONCLUSION Concussions result in long-term problems in behavioral performance, which may be due to poorer sensory gating that impacts cognitive processing. SIGNIFICANCE Problems effectively gating sensory information may influence the availability or allocation of attention at the cognitive stage in those with a concussion.
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Affiliation(s)
- Anthony Tapper
- Department of Kinesiology, University of Waterloo, Waterloo, Canada
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2
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Mortaheb S, Filippini MM, Kaux JF, Annen J, Lejeune N, Martens G, Calderón MAF, Laureys S, Thibaut A. Neurophysiological Biomarkers of Persistent Post-concussive Symptoms: A Scoping Review. Front Neurol 2021; 12:687197. [PMID: 34566837 PMCID: PMC8459021 DOI: 10.3389/fneur.2021.687197] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 07/28/2021] [Indexed: 11/25/2022] Open
Abstract
Background and Objectives: Persistent post-concussive symptoms (PCS) consist of neurologic and psychological complaints persisting after a mild traumatic brain injury (mTBI). It affects up to 50% of mTBI patients, may cause long-term disability, and reduce patients' quality of life. The aim of this review was to examine the possible use of different neuroimaging modalities in PCS. Methods: Articles from Pubmed database were screened to extract studies that investigated the relationship between any neuroimaging features and symptoms of PCS. Descriptive statistics were applied to report the results. Results: A total of 80 out of 939 papers were included in the final review. Ten examined conventional MRI (30% positive finding), 24 examined diffusion weighted imaging (54.17% positive finding), 23 examined functional MRI (82.61% positive finding), nine examined electro(magneto)encephalography (77.78% positive finding), and 14 examined other techniques (71% positive finding). Conclusion: MRI was the most widely used technique, while functional techniques seem to be the most sensitive tools to evaluate PCS. The common functional patterns associated with symptoms of PCS were a decreased anti-correlation between the default mode network and the task positive network and reduced brain activity in specific areas (most often in the prefrontal cortex). Significance: Our findings highlight the importance to use functional approaches which demonstrated a functional alteration in brain connectivity and activity in most studies assessing PCS.
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Affiliation(s)
- Sepehr Mortaheb
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium.,Physiology of Cognition Lab., GIGA-Consciousness, University of Liège, Liège, Belgium
| | - Maria Maddalena Filippini
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium.,Neuromotor and Rehabilitation Department, Azienda Unita Sanitaria Locale-Istituto di Ricovero e Cura a Carattere Scientifico (USL-IRCSS) di Reggio Emilia, Reggio Emilia, Italy
| | - Jean-François Kaux
- Physical Medicine and Sport Traumatology Department, Sports, FIFA Medical Centre of Excellence, IOC Research Centre for Prevention of Injury and Protection of Athletes Health, FIMS Collaborative Centre of Sport Medicine, University and University Hospital of Liège, Liège, Belgium
| | - Jitka Annen
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium
| | - Nicolas Lejeune
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium.,Institute of NeuroScience, University of Louvain, Brussels, Belgium
| | - Géraldine Martens
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Physical Medicine and Sport Traumatology Department, Sports, FIFA Medical Centre of Excellence, IOC Research Centre for Prevention of Injury and Protection of Athletes Health, FIMS Collaborative Centre of Sport Medicine, University and University Hospital of Liège, Liège, Belgium
| | | | - Steven Laureys
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium
| | - Aurore Thibaut
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.,Brain Clinic, University Hospital of Liège, Liège, Belgium
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3
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Chen A, Zhang Z, Cao C, Lu J, Wu S, Ma S, Feng Y, Wang S, Xu G, Song J. Altered Attention Network in Paratroopers Exposed to Repetitive Subconcussion: Evidence Based on Behavioral and Event-Related Potential Results. J Neurotrauma 2021; 38:3306-3314. [PMID: 34549595 DOI: 10.1089/neu.2021.0253] [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: 10/20/2022] Open
Abstract
Cognitive impairment caused by repetitive subconcussion has received increasing attention in recent years. Although the dysfunction of attention has been confirmed by neuropsychological research using scales, there is no event-related potentials (ERPs) research. The Attention Network Test (ANT) has been widely used to evaluate the three separate components of attention processing (alerting, orienting, and executive control). Twenty-seven paratroopers exposed to repetitive subconcussion (subconcussion group) and 25 matched healthy control participants (HCs group) were enrolled, and all of them performed the ANT test while continuous scalp electroencephalography data were recorded. On the behavioral performance level, the subconcussion group showed a slower task response, with an especially significant slower reaction time in alerting. Concerning ERP results, reduction amplitudes of cue-N1 in the alerting network were observed, indicating that this group was less able to make efficient use of cues and maintain an alerting state for incoming information. For the orienting network, no difference in N1 amplitude was observed between the two groups. Moreover, there was a reduced P3 amplitude in the executive control network in the subconcussion group compared with the HCs group, suggesting a dysfunction of attentional resource allocation and inhibition control in the former group. This study is, to our knowledge, the first analysis of the altered attention network caused by repetitive subconcussion from the perspectives of behavioral and neuropsychology levels. These preliminary results revealed the possible damage of the alerting and executive control networks and provided a reference for further research on subconcussion cognitive impairment.
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Affiliation(s)
- Aobo Chen
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Zhihao Zhang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Chenglong Cao
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China.,Department of Cognitive Neuroscience, Faculty of Psychology & Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Jinjiang Lu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Shukai Wu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Shenghui Ma
- Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China.,Medical College, Wuhan University of Science and Technology, Wuhan, China
| | - Yu Feng
- Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China.,Medical College, Wuhan University of Science and Technology, Wuhan, China
| | - Shuochen Wang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Guozheng Xu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
| | - Jian Song
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,Department of Neurosurgery, The General Hospital of Chinese PLA Central Theater Command, Wuhan, China
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4
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Rauterkus G, Moncrieff D, Stewart G, Skoe E. Baseline, retest, and post-injury profiles of auditory neural function in collegiate football players. Int J Audiol 2021; 60:650-662. [PMID: 33439060 DOI: 10.1080/14992027.2020.1860261] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
OBJECTIVES Recent retrospective studies report differences in auditory neurophysiology between concussed athletes and uninjured controls using the frequency-following response (FFR). Adopting a prospective design in college football players, we compared FFRs before and after a concussion and evaluated test-retest reliability in non-concussed teammates. DESIGN Testing took place in a locker room. We analysed the FFR to the fundamental frequency (F0) (FFR-F0) of a speech stimulus, previously identified as a potential concussion biomarker. Baseline FFRs were obtained during the football pre-season. In athletes diagnosed with concussions during the season, FFRs were measured days after injury and compared to pre-season baseline. In uninjured controls, comparisons were made between pre- and post-season. STUDY SAMPLE Participants were Tulane University football athletes (n = 65). RESULTS In concussed athletes, there was a significant group-level decrease in FFR-F0 from baseline (26% decrease on average). By contrast, the control group's change from baseline was not statistically significant, and comparisons of pre- and post-season had good repeatability (intraclass correlation coefficient = 0.75). CONCLUSIONS Results converge with previous work to evince suppressed neural function to the FFR-F0 following concussion. This preliminary study paves the way for larger-scale clinical evaluation of the specificity and reliability of the FFR as a concussion diagnostic.HighlightsThis prospective study reveals suppressed neural responses to sound in concussed athletes compared to baseline.Neural responses to sound show good repeatability in uninjured athletes tested in a locker-room setting.Results support the feasibility of recording frequency-following responses in non-laboratory conditions.
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Affiliation(s)
- Grant Rauterkus
- Center for Sport, Tulane University School of Medicine, New Orleans, LA, USA
| | - Deborah Moncrieff
- School of Communication Sciences and Disorders, University of Memphis, Memphis, TN, USA
| | - Gregory Stewart
- Department of Orthopaedics, Tulane University School of Medicine, New Orleans, LA, USA
| | - Erika Skoe
- Department of Speech, Language, and Hearing Sciences, Institute for the Brain and Cognitive Sciences, University of Connecticut, Storrs, CT, USA
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5
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Krokhine SN, Ewers NP, Mangold KI, Boshra R, Lin CYA, Connolly JF. N2b Reflects the Cognitive Changes in Executive Functioning After Concussion: A Scoping Review. Front Hum Neurosci 2021; 14:601370. [PMID: 33424568 PMCID: PMC7793768 DOI: 10.3389/fnhum.2020.601370] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 11/23/2020] [Indexed: 11/13/2022] Open
Abstract
Objectives: The N2b is an event-related potential (ERP) component thought to index higher-order executive function. While the impact of concussion on executive functioning is frequently discussed in the literature, limited research has been done on the role of N2b in evaluating executive functioning in patients with concussion. The aims of this review are to consolidate an understanding of the cognitive functions reflected by the N2b and to account for discrepancies in literature findings regarding the N2b and concussion. Methods: A scoping review was conducted on studies that used the N2b to measure cognitive functioning in healthy control populations, as well as in people with concussions. Results: Sixty-six articles that met inclusion criteria demonstrated that the N2b effectively represents stimulus-response conflict management, response selection, and response inhibition. However, the 19 included articles investigating head injury (using terms such as concussion, mild head injury, and mild traumatic brain injury) found widely varied results: some studies found the amplitude of the N2b to be increased in the concussion group, while others found it to be decreased or unchanged. Conclusion: Based on the available evidence, differences in the amplitude of the N2b have been linked to response selection, conflict, and inhibition deficits in concussion. However, due to large variations in methodology across studies, findings about the directionality of this effect remain inconclusive. The results of this review suggest that future research should be conducted with greater standardization and consistency.
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Affiliation(s)
- Sophie N Krokhine
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada
| | - Nathalee P Ewers
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada.,Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, ON, Canada
| | - Kiersten I Mangold
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada.,Neuroscience Graduate Program, McMaster University, Hamilton, ON, Canada
| | - Rober Boshra
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada.,School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada
| | - Chia-Yu A Lin
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada
| | - John F Connolly
- Centre for Advanced Research in Experimental and Applied Linguistics (ARiEAL) Research Centre, McMaster University, Hamilton, ON, Canada.,Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, ON, Canada.,School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada
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6
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Walton SR, Kerr ZY, Brett BL, Chandran A, DeFreese JD, Smith-Ryan AE, Stoner L, Echemendia RJ, McCrea M, Meehan Iii WP, Guskiewicz KM. Health-promoting behaviours and concussion history are associated with cognitive function, mood-related symptoms and emotional-behavioural dyscontrol in former NFL players: an NFL-LONG Study. Br J Sports Med 2021; 55:683-690. [PMID: 33397673 DOI: 10.1136/bjsports-2020-103400] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/16/2020] [Indexed: 11/03/2022]
Abstract
OBJECTIVES To examine the relationships among self-reported sport-related concussion (SRC) history and current health-promoting behaviours (exercise frequency, diet quality and sleep duration) with self-reported measures of brain health (cognitive function, symptoms of depression and anxiety and emotional-behavioural dyscontrol) in former NFL players. METHODS In this cross-sectional study, a questionnaire was sent to former NFL players. Respondents reported SRC history (categorical: 0; 1-2; 3-5; 6-9; 10+ concussions), number of moderate-to-vigorous aerobic and resistance exercise sessions per week, diet quality (Rapid Eating Assessment for Participants-Shortened) and average nightly sleep duration. Outcomes were Patient-Reported Outcomes Measurement Information System Cognitive Function, Depression, and Anxiety, and Neuro-QoL Emotional-Behavioral Dyscontrol domain T-scores. Multivariable linear regression models were fit for each outcome with SRC history, exercise frequency, diet quality and sleep duration as explanatory variables alongside select covariates. RESULTS Multivariable regression models (n=1784) explained approximately 33%-38% of the variance in each outcome. For all outcomes, SRC history (0.144≤|β|≤0.217) was associated with poorer functioning, while exercise frequency (0.064≤|β|≤0.088) and diet quality (0.057≤|β|≤0.086) were associated with better functioning. Sleeping under 6 hours per night (0.061≤|β|≤0.093) was associated with worse depressive symptoms, anxiety and emotional-behavioural dyscontrol. CONCLUSION Several variables appear to be associated with mood and perceived cognitive function in former NFL players. SRC history is non-modifiable in former athletes; however, the effects of increasing postplaying career exercise frequency, making dietary improvements, and obtaining adequate sleep represent important potential opportunities for preventative and therapeutic interventions.
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Affiliation(s)
- Samuel R Walton
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Zachary Y Kerr
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Benjamin L Brett
- Neurosurgery/Neurology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Avinash Chandran
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- NCAA Injury Surveillance Program, Datalys Center for Sports Injury Research and Prevention, Indianapolis, Indiana, USA
| | - J D DeFreese
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Abbie E Smith-Ryan
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Lee Stoner
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Ruben J Echemendia
- Psychology, University of Missouri Kansas City, Kansas City, Missouri, USA
- Neuropsychology, University Orthopedics Center Concussion Clinic, State College, PA, USA
| | - Michael McCrea
- Neurosurgery/Neurology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - William P Meehan Iii
- Sports Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
- Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Kevin M Guskiewicz
- Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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7
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Ruiter KI, Boshra R, DeMatteo C, Noseworthy M, Connolly JF. Neurophysiological markers of cognitive deficits and recovery in concussed adolescents. Brain Res 2020; 1746:146998. [PMID: 32574566 DOI: 10.1016/j.brainres.2020.146998] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 05/29/2020] [Accepted: 06/16/2020] [Indexed: 11/17/2022]
Abstract
OBJECTIVE The present study sought to determine: 1) whether concussed adolescents exhibited deficits in neurocognitive functioning as reflected by neurophysiological alterations; 2) if neurophysiological alterations could be linked to supplementary data such as the number of previous concussions and days since injury; and 3) if deficits in psychological health and behavioural tests increased during diagnosis duration. METHODS Twenty-six concussed adolescents were compared to twenty-eight healthy controls with no prior concussions. Self-report inventories evaluated depressive and concussive symptomatology, while behavioral tests evaluated cognitive ability qualitatively. To assess neurophysiological markers of cognitive function, two separate auditory oddball tasks were employed: 1) an active oddball task measuring executive control and attention as reflected by the N2b and P300, respectively; and 2) a passive oddball task assessing the early, automatic pre-conscious awareness processes as reflected by the MMN. RESULTS Concussed adolescents displayed delayed N2b and attenuated P300 responses relative to controls; showed elevated levels of depressive and concussive symptomatology; scored average-to- low-average in behavioral tests; and exhibited N2b response latencies that correlated with number of days since injury. CONCLUSION These findings demonstrate that concussed adolescents exhibit clear deficiencies in neurocognitive function, and that N2b response latency may be a marker of concussion recovery.
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Affiliation(s)
- Kyle I Ruiter
- McMaster University - ARiEAL Research Centre, L.R. Wilson Hall, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4M2, Canada; McMaster University - Department of Linguistics and Languages, Canada.
| | - Rober Boshra
- McMaster University - ARiEAL Research Centre, L.R. Wilson Hall, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4M2, Canada; McMaster University - School of Biomedical Engineering, McMaster University, ETB-406, 1280 Main St., West, Hamilton, ON L8S 4K1, Canada; MaRS Centre - Vector Institute, Canada.
| | - Carol DeMatteo
- McMaster University - School of Rehabilitation Sciences, Faculty of Health Sciences, McMaster University, Institute of Applied Health Sciences, Room 403, 1400 Main St. W., Hamilton, ON L8S 1C7, Canada.
| | - Michael Noseworthy
- McMaster University - School of Biomedical Engineering, McMaster University, ETB-406, 1280 Main St., West, Hamilton, ON L8S 4K1, Canada.
| | - John F Connolly
- McMaster University - ARiEAL Research Centre, L.R. Wilson Hall, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4M2, Canada; McMaster University - Department of Linguistics and Languages, Canada; McMaster University - School of Biomedical Engineering, McMaster University, ETB-406, 1280 Main St., West, Hamilton, ON L8S 4K1, Canada; McMaster University - Department of Psychology, Neuroscience and Behaviour, Canada; MaRS Centre - Vector Institute, Canada.
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8
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Boshra R, Ruiter KI, Dhindsa K, Sonnadara R, Reilly JP, Connolly JF. On the time-course of functional connectivity: theory of a dynamic progression of concussion effects. Brain Commun 2020; 2:fcaa063. [PMID: 32954320 PMCID: PMC7491441 DOI: 10.1093/braincomms/fcaa063] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 04/15/2020] [Accepted: 04/24/2020] [Indexed: 12/27/2022] Open
Abstract
The current literature presents a discordant view of mild traumatic brain injury and its effects on the human brain. This dissonance has often been attributed to heterogeneities in study populations, aetiology, acuteness, experimental paradigms and/or testing modalities. To investigate the progression of mild traumatic brain injury in the human brain, the present study employed data from 93 subjects (48 healthy controls) representing both acute and chronic stages of mild traumatic brain injury. The effects of concussion across different stages of injury were measured using two metrics of functional connectivity in segments of electroencephalography time-locked to an active oddball task. Coherence and weighted phase-lag index were calculated separately for individual frequency bands (delta, theta, alpha and beta) to measure the functional connectivity between six electrode clusters distributed from frontal to parietal regions across both hemispheres. Results show an increase in functional connectivity in the acute stage after mild traumatic brain injury, contrasted with significantly reduced functional connectivity in chronic stages of injury. This finding indicates a non-linear time-dependent effect of injury. To understand this pattern of changing functional connectivity in relation to prior evidence, we propose a new model of the time-course of the effects of mild traumatic brain injury on the brain that brings together research from multiple neuroimaging modalities and unifies the various lines of evidence that at first appear to be in conflict.
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Affiliation(s)
- Rober Boshra
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,School of Biomedical Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada.,Vector Institute, Toronto, ON M5G 1M1, Canada
| | - Kyle I Ruiter
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,Linguistics and Languages, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - Kiret Dhindsa
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,Vector Institute, Toronto, ON M5G 1M1, Canada.,Department of Surgery, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - Ranil Sonnadara
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,Vector Institute, Toronto, ON M5G 1M1, Canada.,Department of Surgery, McMaster University, Hamilton, ON L8S 4K1, Canada.,Department of Psychology, Neuroscience & Behaviour, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - James P Reilly
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,School of Biomedical Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada.,Vector Institute, Toronto, ON M5G 1M1, Canada.,Department of Electrical & Computer Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - John F Connolly
- ARiEAL Research Centre, McMaster University, Hamilton, ON L8S 4K1, Canada.,School of Biomedical Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada.,Vector Institute, Toronto, ON M5G 1M1, Canada.,Linguistics and Languages, McMaster University, Hamilton, ON L8S 4K1, Canada.,Department of Psychology, Neuroscience & Behaviour, McMaster University, Hamilton, ON L8S 4K1, Canada
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9
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Boshra R, Ruiter KI, DeMatteo C, Reilly JP, Connolly JF. Neurophysiological Correlates of Concussion: Deep Learning for Clinical Assessment. Sci Rep 2019; 9:17341. [PMID: 31758044 PMCID: PMC6874583 DOI: 10.1038/s41598-019-53751-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2019] [Accepted: 11/04/2019] [Indexed: 01/16/2023] Open
Abstract
Concussion has been shown to leave the afflicted with significant cognitive and neurobehavioural deficits. The persistence of these deficits and their link to neurophysiological indices of cognition, as measured by event-related potentials (ERP) using electroencephalography (EEG), remains restricted to population level analyses that limit their utility in the clinical setting. In the present paper, a convolutional neural network is extended to capitalize on characteristics specific to EEG/ERP data in order to assess for post-concussive effects. An aggregated measure of single-trial performance was able to classify accurately (85%) between 26 acutely to post-acutely concussed participants and 28 healthy controls in a stratified 10-fold cross-validation design. Additionally, the model was evaluated in a longitudinal subsample of the concussed group to indicate a dissociation between the progression of EEG/ERP and that of self-reported inventories. Concordant with a number of previous studies, symptomatology was found to be uncorrelated to EEG/ERP results as assessed with the proposed models. Our results form a first-step towards the clinical integration of neurophysiological results in concussion management and motivate a multi-site validation study for a concussion assessment tool in acute and post-acute cases.
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Affiliation(s)
- Rober Boshra
- ARiEAL Research Centre, McMaster University, Hamilton, Canada.
- School of Biomedical Engineering, McMaster University, Hamilton, Canada.
- Vector Institute, MaRS Centre, Toronto, Canada.
| | - Kyle I Ruiter
- ARiEAL Research Centre, McMaster University, Hamilton, Canada
- Linguistics and Languages, McMaster University, Hamilton, Canada
| | - Carol DeMatteo
- School of Rehabilitation Sciences, McMaster University, Hamilton, Canada
| | - James P Reilly
- ARiEAL Research Centre, McMaster University, Hamilton, Canada
- School of Biomedical Engineering, McMaster University, Hamilton, Canada
- Vector Institute, MaRS Centre, Toronto, Canada
- Electrical and Computer Engineering, McMaster University, Hamilton, Canada
| | - John F Connolly
- ARiEAL Research Centre, McMaster University, Hamilton, Canada.
- School of Biomedical Engineering, McMaster University, Hamilton, Canada.
- Vector Institute, MaRS Centre, Toronto, Canada.
- Linguistics and Languages, McMaster University, Hamilton, Canada.
- Psychology, Neuroscience & Behaviour, McMaster University, Hamilton, Canada.
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10
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Long-Term Cognitive Performance of Retired Athletes with Sport-Related Concussion: A Systematic Review and Meta-Analysis. Brain Sci 2019; 9:brainsci9080199. [PMID: 31412586 PMCID: PMC6721785 DOI: 10.3390/brainsci9080199] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2019] [Revised: 08/07/2019] [Accepted: 08/10/2019] [Indexed: 01/07/2023] Open
Abstract
Objective: The purpose of this systematic review is to quantitatively estimate (or invest) the impacts of sports-related concussions (SRCs) on cognitive performance among retired athletes more than 10 years after retirement. Methods: Six databases including (MEDLINE, Scopus, Web of Science, SPORTDiscus, CINAHL, and PsycArtilces) were employed to retrieve the related studies. Studies that evaluate the association between cognitive function and the SRC of retired athletes sustaining more than 10 years were included. Results: A total of 11 studies that included 792 participants (534 retired athletes with SRC) were identified. The results indicated that the retired athletes with SRCs, compared to the non-concussion group, had significant cognitive deficits in verbal memory (SMD = -0.29, 95% CI -0.59 to -0.02, I2 = 52.8%), delayed recall (SMD = -0.30, 95% CI -0.46 to 0.07, I2 = 27.9%), and attention (SMD = -0.33, 95% CI -0.59 to -0.06, I2 = 0%). Additionally, meta-regression demonstrated that the period of time between testing and the last concussion is significantly associated with reduced verbal memory (β = -0.03681, p = 0.03), and increasing age is significantly associated with the verbal memory (β = -0.03767, p = 0.01), immediate recall (β = -0.08684, p = 0.02), and delay recall (β = -0.07432, p = 0.02). Conclusion: The retired athletes who suffered from SRCs during their playing career had declined cognitive performance in partial domains (immediate recall, visuospatial ability, and reaction time) later in life.
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Boshra R, Dhindsa K, Boursalie O, Ruiter KI, Sonnadara R, Samavi R, Doyle TE, Reilly JP, Connolly JF. From Group-Level Statistics to Single-Subject Prediction: Machine Learning Detection of Concussion in Retired Athletes. IEEE Trans Neural Syst Rehabil Eng 2019; 27:1492-1501. [DOI: 10.1109/tnsre.2019.2922553] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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