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Beard K, Gauff AK, Pennington AM, Marion DW, Smith J, Sloley S. Biofluid, Imaging, Physiological, and Functional Biomarkers of Mild Traumatic Brain Injury and Subconcussive Head Impacts. J Neurotrauma 2024. [PMID: 38943278 DOI: 10.1089/neu.2024.0136] [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: 07/01/2024] Open
Abstract
Post-concussive symptoms are frequently reported by individuals who sustain mild traumatic brain injuries (mTBIs) and subconcussive head impacts, even when evidence of intracranial pathology is lacking. Current strategies used to evaluate head injuries, which primarily rely on self-report, have a limited ability to predict the incidence, severity, and duration of post-concussive symptoms that will develop in an individual patient. In addition, these self-report measures have little association with the underlying mechanisms of pathology that may contribute to persisting symptoms, impeding advancement in precision treatment for TBI. Emerging evidence suggests that biofluid, imaging, physiological, and functional biomarkers associated with mTBI and subconcussive head impacts may address these shortcomings by providing more objective measures of injury severity and underlying pathology. Interest in the use of biomarker data has rapidly accelerated, which is reflected by the recent efforts of organizations such as the National Institute of Neurological Disorders and Stroke and the National Academies of Sciences, Engineering, and Medicine to prioritize the collection of biomarker data during TBI characterization in acute-care settings. Thus, this review aims to describe recent progress in the identification and development of biomarkers of mTBI and subconcussive head impacts and to discuss important considerations for the implementation of these biomarkers in clinical practice.
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Affiliation(s)
- Kryshawna Beard
- General Dynamics Information Technology Fairfax, Falls Church, Virginia, USA
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
| | - Amina K Gauff
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
- Xynergie Federal, LLC, San Juan, United States Minor Outlying Islands
| | - Ashley M Pennington
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
- Xynergie Federal, LLC, San Juan, United States Minor Outlying Islands
| | - Donald W Marion
- General Dynamics Information Technology Fairfax, Falls Church, Virginia, USA
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
| | - Johanna Smith
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
| | - Stephanie Sloley
- Traumatic Brain Injury Center of Excellence, Silver Spring, Maryland, USA
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Moser N, Popovic MR, Kalsi-Ryan S. Effectiveness of personalized rehabilitation in adults suffering from persistent concussion symptoms as compared to usual care: a randomized control trial protocol. BMC Neurol 2024; 24:239. [PMID: 38987676 PMCID: PMC11234705 DOI: 10.1186/s12883-024-03700-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 05/31/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Symptoms reported by patients who sustain a concussion are non-specific. As such, clinicians are better able to manage patients when a standardized clinical exam is performed to sub-type the driver(s) of symptoms. Aerobic exercise and multimodal rehabilitation have consistently shown to be a possibly effective means to manage this population; however, the optimal training prescription is unclear. Thus, there is a need to further examine the effectiveness of personalized rehabilitative treatments. Our primary aim is to evaluate the response to personalized therapy on recovery, as measured by The Rivermead Post-concussion Symptoms Questionnaire (RPQ) when compared to an active control. METHODS We will conduct a multi-center 12-week case-crossover randomized controlled trial. 50 participants will be recruited from out-patient University Health Network clinics and community-based clinical practices around the greater Toronto area. Participants will be randomized at baseline to Group A: a personalized care program followed by an active control or Group B: an active control followed by a personalized care program. Participants will be included should they be 21 years of age and older and have symptoms that have persisted beyond 4 weeks but less than 1 year. Participants will undergo 6-weeks of care in their respective streams. After 6-weeks, participants will undergo a re-examination. They will then crossover and undertake the alternative treatment for 6 weeks. At the end of 12 weeks, participants will undertake the endpoint examinations. The primary outcome will be the Rivermead Postconcussion Questionnaire (RPQ). The secondary outcomes will be changes in standardized clinical examination, Neck Disability Index (NDI), Patient Health Questionnaire (PHQ-9) and an electroencephalography (EEG) via NeuroCatch™. The statistical analysis to be performed is composed of an adjusted model using an analysis of variance, specifically using an unpaired t-test to test for associations between variables and outcomes. DISCUSSION Given the recommendations from reviews on the topic of rehabilitation for adults with persistent concussion symptoms, we are undertaking a controlled trial. The documented high costs for patients seeking care for persistent symptoms necessitate the need to evaluate the effectiveness of a personalized rehabilitative program compared to the current standard of care. TRIAL REGISTRATION ClinicalTrials.gov ID: NCT06069700.
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Affiliation(s)
- Nicholas Moser
- KITE Research Institute-University Health Network, Toronto, ON, Canada.
- Temerty Faculty of Medicine, Institute of Medical Science, University of Toronto, Toronto, Nicholas, Canada.
| | - Milos R Popovic
- KITE Research Institute-University Health Network, Toronto, ON, Canada
- Temerty Faculty of Medicine, Institute of Medical Science, University of Toronto, Toronto, Nicholas, Canada
- Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, ON, Canada
| | - Sukhvinder Kalsi-Ryan
- KITE Research Institute-University Health Network, Toronto, ON, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, ON, Canada
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Jones KB, Frizzell T, Fickling S, Pawlowski G, Brodie SM, Lakhani B, Venter J, D’Arcy RCN. Brain vital sign monitoring of sleep deprivation detects situational cognitive impairment. Front Hum Neurosci 2024; 18:1358551. [PMID: 38628971 PMCID: PMC11018923 DOI: 10.3389/fnhum.2024.1358551] [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: 12/19/2023] [Accepted: 03/18/2024] [Indexed: 04/19/2024] Open
Abstract
Objective, rapid evaluation of cognitive function is critical for identifying situational impairment due to sleep deprivation. The present study used brain vital sign monitoring to evaluate acute changes in cognitive function for healthy adults. Thirty (30) participants were scanned using portable electroencephalography before and after either a night of regular sleep or a night of total sleep deprivation. Brain vital signs were extracted from three established event-related potential components: (1) the N100 (Auditory sensation); (2) the P300 (Basic attention); and (3) the N400 (Cognitive processing) for all time points. As predicted, the P300 amplitude was significantly reduced in the sleep deprivation group. The findings indicate that it is possible to detect situational cognitive impairment due to sleep deprivation using objective, rapid brain vital sign monitoring.
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Affiliation(s)
| | - Tory Frizzell
- BrainNET, Health and Technology District, Surrey, BC, Canada
| | - Shaun Fickling
- BrainNET, Health and Technology District, Surrey, BC, Canada
| | - Gabriela Pawlowski
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- BrainNET, Health and Technology District, Surrey, BC, Canada
| | - Sonia M. Brodie
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Bimal Lakhani
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Jan Venter
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- Healthcode Ltd, Vancouver, BC, Canada
| | - Ryan C. N. D’Arcy
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- BrainNET, Health and Technology District, Surrey, BC, Canada
- Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada
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Sattari S, Kenny R, Liu CC, Hajra SG, Dumont GA, Virji-Babul N. Blink-related EEG oscillations are neurophysiological indicators of subconcussive head impacts in female soccer players: a preliminary study. Front Hum Neurosci 2023; 17:1208498. [PMID: 37538402 PMCID: PMC10394644 DOI: 10.3389/fnhum.2023.1208498] [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: 04/19/2023] [Accepted: 07/03/2023] [Indexed: 08/05/2023] Open
Abstract
Introduction Repetitive subconcussive head impacts can lead to subtle neural changes and functional consequences on brain health. However, the objective assessment of these changes remains limited. Resting state blink-related oscillations (BROs), recently discovered neurological responses following spontaneous blinking, are explored in this study to evaluate changes in BRO responses in subconcussive head impacts. Methods We collected 5-min resting-state electroencephalography (EEG) data from two cohorts of collegiate athletes who were engaged in contact sports (SC) or non-contact sports (HC). Video recordings of all on-field activities were conducted to determine the number of head impacts during games and practices in the SC group. Results In both groups, we were able to detect a BRO response. Following one season of games and practice, we found a strong association between the number of head impacts sustained by the SC group and increases in delta and beta spectral power post-blink. There was also a significant difference between the two groups in the morphology of BRO responses, including decreased peak-to-peak amplitude of response over left parietal channels and differences in spectral power in delta and alpha frequency range post-blink. Discussion Our preliminary results suggest that the BRO response may be a useful biomarker for detecting subtle neural changes resulting from repetitive head impacts. The clinical utility of this biomarker will need to be validated through further research with larger sample sizes, involving both male and female participants, using a longitudinal design.
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Affiliation(s)
- Sahar Sattari
- School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada
| | - Rebecca Kenny
- Department of Rehabilitation Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Careesa Chang Liu
- Department of Biomedical Engineering and Science, Florida Institute of Technology, Melbourne, FL, United States
| | - Sujoy Ghosh Hajra
- Department of Biomedical Engineering and Science, Florida Institute of Technology, Melbourne, FL, United States
| | - Guy A. Dumont
- School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada
- Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Naznin Virji-Babul
- Department of Rehabilitation Sciences, The University of British Columbia, Vancouver, BC, Canada
- Department of Physical Therapy, Djavad Mowafaghian Centre for Brain Health, The University of British Columbia, Vancouver, BC, Canada
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Oeur A, Torp WH, Arbogast KB, Master CL, Margulies SS. Altered Auditory and Visual Evoked Potentials following Single and Repeated Low-Velocity Head Rotations in 4-Week-Old Swine. Biomedicines 2023; 11:1816. [PMID: 37509456 PMCID: PMC10376588 DOI: 10.3390/biomedicines11071816] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 06/22/2023] [Accepted: 06/22/2023] [Indexed: 07/30/2023] Open
Abstract
Auditory and visually evoked potentials (EP) have the ability to monitor cognitive changes after concussion. In the literature, decreases in EP are commonly reported; however, a subset of studies shows increased cortical activity after injury. We studied auditory and visual EP in 4-week-old female Yorkshire piglets (N = 35) divided into anesthetized sham, and animals subject to single (sRNR) and repeated (rRNR) rapid non-impact head rotations (RNR) in the sagittal direction. Two-tone auditory oddball tasks and a simple white-light visual stimulus were evaluated in piglets pre-injury, and at days 1, 4- and 7 post injury using a 32-electrode net. Traditional EP indices (N1, P2 amplitudes and latencies) were extracted, and a piglet model was used to source-localize the data to estimate brain regions related to auditory and visual processing. In comparison to each group's pre-injury baselines, auditory Eps and brain activity (but not visual activity) were decreased in sham. In contrast, sRNR had increases in N1 and P2 amplitudes from both stimuli. The rRNR group had decreased visual N1 amplitudes but faster visual P2 latencies. Auditory and visual EPs have different change trajectories after sRNR and rRNR, suggesting that injury biomechanics are an important factor to delineate neurofunctional deficits after concussion.
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Affiliation(s)
- Anna Oeur
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30332, USA; (A.O.); (W.H.T.)
| | - William H. Torp
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30332, USA; (A.O.); (W.H.T.)
| | - Kristy B. Arbogast
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA 19146, USA; (K.B.A.); (C.L.M.)
- Perelman School of Medicine, the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Christina L. Master
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA 19146, USA; (K.B.A.); (C.L.M.)
- Perelman School of Medicine, the University of Pennsylvania, Philadelphia, PA 19104, USA
- Sports Medicine and Performance Center, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Susan S. Margulies
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30332, USA; (A.O.); (W.H.T.)
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Kirby ED, Jones CB, Fickling SD, Pawlowski G, Brodie SM, Boyd LA, Venter J, Moser N, Kalsi-Ryan S, Medvedev G, D’Arcy RCN. Real world evidence of improved attention and cognition during physical therapy paired with neuromodulation: a brain vital signs study. Front Hum Neurosci 2023; 17:1209480. [PMID: 37362950 PMCID: PMC10289164 DOI: 10.3389/fnhum.2023.1209480] [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: 04/20/2023] [Accepted: 05/25/2023] [Indexed: 06/28/2023] Open
Abstract
Background Non-invasive neuromodulation using translingual neurostimulation (TLNS) has been shown to advance rehabilitation outcomes, particularly when paired with physical therapy (PT). Together with motor gains, patient-reported observations of incidental improvements in cognitive function have been noted. Both studies in healthy individuals and case reports in clinical populations have linked TLNS to improvements in attention-related cognitive processes. We investigated if the use of combined TLNS/PT would translate to changes in objective neurophysiological cognitive measures in a real-world clinical sample of patients from two separate rehabilitation clinics. Methods Brain vital signs were derived from event-related potentials (ERPs), specifically auditory sensation (N100), basic attention (P300), and cognitive processing (N400). Additional analyses explored the attention-related N200 response given prior evidence of attention effects from TLNS/PT. The real-world patient sample included a diverse clinical group spanning from mild-to-moderate traumatic brain injury (TBI), stroke, Multiple Sclerosis (MS), Parkinson's Disease (PD), and other neurological conditions. Patient data were also acquired from a standard clinical measure of cognition for comparison. Results Results showed significant N100 variation between baseline and endpoint following TLNS/PT treatment, with further examination showing condition-specific significant improvements in attention processing (i.e., N100 and N200). Additionally, CogBAT composite scores increased significantly from baseline to endpoint. Discussion The current study highlighted real-world neuromodulation improvements in neurophysiological correlates of attention. Overall, the real-world findings support the concept of neuromodulation-related improvements extending beyond physical therapy to include potential attention benefits for cognitive rehabilitation.
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Affiliation(s)
- Eric D. Kirby
- BrainNet, Faculty of Applied Sciences, Simon Fraser University, Vancouver, BC, Canada
| | - Christina B. Jones
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- Brain Behaviour Laboratory, Department of Physical Therapy, Faculty of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Shaun D. Fickling
- BrainNet, Faculty of Applied Sciences, Simon Fraser University, Vancouver, BC, Canada
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | | | - Sonia M. Brodie
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Lara A. Boyd
- Brain Behaviour Laboratory, Department of Physical Therapy, Faculty of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Jan Venter
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- Healthcode, Vancouver, BC, Canada
| | - Nicholas Moser
- KITE Research Institute-UHN, Toronto, ON, Canada
- Temerty Faculty of Medicine, Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Sukhvinder Kalsi-Ryan
- KITE Research Institute-UHN, Toronto, ON, Canada
- Department of Physical Therapy, Rehabilitation Sciences Institute, University of Toronto, Toronto, ON, Canada
| | - George Medvedev
- Royal Columbian Hospital, Fraser Health, Vancouver, BC, Canada
| | - Ryan C. N. D’Arcy
- BrainNet, Faculty of Applied Sciences, Simon Fraser University, Vancouver, BC, Canada
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
- DM Centre for Brain Health, Department of Radiology, The University of British Columbia, Vancouver, BC, Canada
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Echemendia RJ, Burma JS, Bruce JM, Davis GA, Giza CC, Guskiewicz KM, Naidu D, Black AM, Broglio S, Kemp S, Patricios JS, Putukian M, Zemek R, Arango-Lasprilla JC, Bailey CM, Brett BL, Didehbani N, Gioia G, Herring SA, Howell D, Master CL, Valovich McLeod TC, Meehan WP, Premji Z, Salmon D, van Ierssel J, Bhathela N, Makdissi M, Walton SR, Kissick J, Pardini J, Schneider KJ. Acute evaluation of sport-related concussion and implications for the Sport Concussion Assessment Tool (SCAT6) for adults, adolescents and children: a systematic review. Br J Sports Med 2023; 57:722-735. [PMID: 37316213 DOI: 10.1136/bjsports-2022-106661] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/25/2023] [Indexed: 06/16/2023]
Abstract
OBJECTIVES To systematically review the scientific literature regarding the acute assessment of sport-related concussion (SRC) and provide recommendations for improving the Sport Concussion Assessment Tool (SCAT6). DATA SOURCES Systematic searches of seven databases from 2001 to 2022 using key words and controlled vocabulary relevant to concussion, sports, SCAT, and acute evaluation. ELIGIBILITY CRITERIA (1) Original research articles, cohort studies, case-control studies, and case series with a sample of >10; (2) ≥80% SRC; and (3) studies using a screening tool/technology to assess SRC acutely (<7 days), and/or studies containing psychometric/normative data for common tools used to assess SRC. DATA EXTRACTION Separate reviews were conducted involving six subdomains: Cognition, Balance/Postural Stability, Oculomotor/Cervical/Vestibular, Emerging Technologies, and Neurological Examination/Autonomic Dysfunction. Paediatric/Child studies were included in each subdomain. Risk of Bias and study quality were rated by coauthors using a modified SIGN (Scottish Intercollegiate Guidelines Network) tool. RESULTS Out of 12 192 articles screened, 612 were included (189 normative data and 423 SRC assessment studies). Of these, 183 focused on cognition, 126 balance/postural stability, 76 oculomotor/cervical/vestibular, 142 emerging technologies, 13 neurological examination/autonomic dysfunction, and 23 paediatric/child SCAT. The SCAT discriminates between concussed and non-concussed athletes within 72 hours of injury with diminishing utility up to 7 days post injury. Ceiling effects were apparent on the 5-word list learning and concentration subtests. More challenging tests, including the 10-word list, were recommended. Test-retest data revealed limitations in temporal stability. Studies primarily originated in North America with scant data on children. CONCLUSION Support exists for using the SCAT within the acute phase of injury. Maximal utility occurs within the first 72 hours and then diminishes up to 7 days after injury. The SCAT has limited utility as a return to play tool beyond 7 days. Empirical data are limited in pre-adolescents, women, sport type, geographical and culturally diverse populations and para athletes. PROSPERO REGISTRATION NUMBER CRD42020154787.
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Affiliation(s)
- Ruben J Echemendia
- Concussion Care Clinic, University Orthopedics, State College, Pennsylvania, USA
- University of Missouri Kansas City, Kansas City, Missouri, USA
| | - Joel S Burma
- Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Jared M Bruce
- Biomedical and Health Informatics, University of Missouri - Kansas City, Kansas City, Missouri, USA
| | - Gavin A Davis
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Cabrini Health, Malvern, Victoria, Australia
| | - Christopher C Giza
- Neurosurgery, UCLA Steve Tisch BrainSPORT Program, Los Angeles, California, USA
- Pediatrics/Pediatric Neurology, Mattel Children's Hospital UCLA, Los Angeles, California, USA
| | - Kevin M Guskiewicz
- Matthew Gfeller Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Dhiren Naidu
- Medicine, University of Alberta, Edmonton, Alberta, Canada
| | | | - Steven Broglio
- Michigan Concussion Center, University of Michigan, Ann Arbor, Michigan, USA
| | - Simon Kemp
- Sports Medicine, Rugby Football Union, London, UK
| | - Jon S Patricios
- Wits Sport and Health (WiSH), School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg-Braamfontein, South Africa
| | | | - Roger Zemek
- Children's Hospital of Eastern Ontario Research Institute, Ottawa, Ontario, Canada
- Department of Pediatrics, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Christopher M Bailey
- Neurology, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
- Neurology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Benjamin L Brett
- Neurosurgery/ Neurology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | | | - Gerry Gioia
- Depts of Pediatrics and Psychiatry & Behavioral Sciences, Children's National Health System, Washington, District of Columbia, USA
| | - Stanley A Herring
- Department of Rehabilitation Medicine, Orthopaedics and Sports Medicine, and Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - David Howell
- Orthopedics, Sports Medicine Center, Children's Hospital Colorado, Aurora, Colorado, USA
| | | | - Tamara C Valovich McLeod
- Department of Athletic Training and School of Osteopathic Medicine in Arizona, A.T. Still University, Mesa, Arizona, USA
| | - William P Meehan
- Sports Medicine, Children's Hospital Boston, Boston, Massachusetts, USA
- Emergency Medicine, Children's Hospital Boston, Boston, Massachusetts, USA
| | - Zahra Premji
- Libraries, University of Victoria, Victoria, British Columbia, Canada
| | | | | | - Neil Bhathela
- UCLA Health Steve Tisch BrainSPORT Program, Los Angeles, California, USA
| | - Michael Makdissi
- Florey Institute of Neuroscience and Mental Health - Austin Campus, Heidelberg, Victoria, Australia
- La Trobe Sport and Exercise Medicine Research Centre, Melbourne, Victoria, Australia
| | - Samuel R Walton
- Department of Physical Medicine and Rehabilitation, School of Medicine, Richmond, Virginia, USA
| | - James Kissick
- Dept of Family Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Jamie Pardini
- Departments of Internal Medicine and Neurology, University of Arizona College of Medicine, Phoenix, Arizona, USA
| | - Kathryn J Schneider
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
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Tabor JB, Brett BL, Nelson L, Meier T, Penner LC, Mayer AR, Echemendia RJ, McAllister T, Meehan WP, Patricios J, Makdissi M, Bressan S, Davis GA, Premji Z, Schneider KJ, Zetterberg H, McCrea M. Role of biomarkers and emerging technologies in defining and assessing neurobiological recovery after sport-related concussion: a systematic review. Br J Sports Med 2023; 57:789-797. [PMID: 37316184 DOI: 10.1136/bjsports-2022-106680] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/05/2023] [Indexed: 06/16/2023]
Abstract
OBJECTIVE Determine the role of fluid-based biomarkers, advanced neuroimaging, genetic testing and emerging technologies in defining and assessing neurobiological recovery after sport-related concussion (SRC). DESIGN Systematic review. DATA SOURCES Searches of seven databases from 1 January 2001 through 24 March 2022 using keywords and index terms relevant to concussion, sports and neurobiological recovery. Separate reviews were conducted for studies involving neuroimaging, fluid biomarkers, genetic testing and emerging technologies. A standardised method and data extraction tool was used to document the study design, population, methodology and results. Reviewers also rated the risk of bias and quality of each study. ELIGIBILITY CRITERIA FOR SELECTING STUDIES Studies were included if they: (1) were published in English; (2) represented original research; (3) involved human research; (4) pertained only to SRC; (5) included data involving neuroimaging (including electrophysiological testing), fluid biomarkers or genetic testing or other advanced technologies used to assess neurobiological recovery after SRC; (6) had a minimum of one data collection point within 6 months post-SRC; and (7) contained a minimum sample size of 10 participants. RESULTS A total of 205 studies met inclusion criteria, including 81 neuroimaging, 50 fluid biomarkers, 5 genetic testing, 73 advanced technologies studies (4 studies overlapped two separate domains). Numerous studies have demonstrated the ability of neuroimaging and fluid-based biomarkers to detect the acute effects of concussion and to track neurobiological recovery after injury. Recent studies have also reported on the diagnostic and prognostic performance of emerging technologies in the assessment of SRC. In sum, the available evidence reinforces the theory that physiological recovery may persist beyond clinical recovery after SRC. The potential role of genetic testing remains unclear based on limited research. CONCLUSIONS Advanced neuroimaging, fluid-based biomarkers, genetic testing and emerging technologies are valuable research tools for the study of SRC, but there is not sufficient evidence to recommend their use in clinical practice. PROSPERO REGISTRATION NUMBER CRD42020164558.
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Affiliation(s)
- Jason B Tabor
- Sport Injury Prevention Research Centre, Faculty of Kinesiology; University of Calgary, Calgary, Alberta, Canada
| | - Benjamin L Brett
- Department of Neurosurgery and Center for Neurotrauma Research, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Lindsay Nelson
- Department of Neurosurgery and Center for Neurotrauma Research, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Timothy Meier
- Department of Neurosurgery and Center for Neurotrauma Research, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Linden C Penner
- Sport Injury Prevention Research Centre, Faculty of Kinesiology; University of Calgary, Calgary, Alberta, Canada
| | - Andrew R Mayer
- The Mind Research Network, University of New Mexico School of Medicine, Albuquerque, New Mexico, USA
| | - Ruben J Echemendia
- Psychology, University of Missouri Kansas City, Kansas City, Missouri, USA
- Psychological and Neurobehavioral Associates, Inc, State College, PA, USA
| | - Thomas McAllister
- Psychiatry, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - William P Meehan
- Micheli Center for Sports Injury Prevention, Boston Children's Hospital, Boston, Massachusetts, USA
- Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jon Patricios
- Wits Sport and Health (WiSH), School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand South, Johannesburg, South Africa
| | - Michael Makdissi
- Florey Institute of Neuroscience and Mental Health - Austin Campus, Heidelberg, Victoria, Australia
- Australian Football League, Melbourne, Victoria, Australia
| | - Silvia Bressan
- Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - Gavin A Davis
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
| | - Zahra Premji
- Libraries, University of Victoria, Victoria, British Columbia, Canada
| | - Kathryn J Schneider
- Sport Injury Prevention Research Centre, Faculty of Kinesiology; University of Calgary, Calgary, Alberta, Canada
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy, University of Gothenburg, Molndal, Sweden
| | - Michael McCrea
- Department of Neurosurgery and Center for Neurotrauma Research, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
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Xiong J, Lv Y, Ma X, Peng G, Wu C, Hou J, Zhang Y, Wu C, Chen-Yi Liu T, Yang L. Neuroprotective Effect of Sub-lethal Hyperthermia Preconditioning in a Rat Model of Repeated Closed Head Injury. Neuroscience 2023; 522:57-68. [PMID: 37164305 DOI: 10.1016/j.neuroscience.2023.04.030] [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: 12/17/2022] [Revised: 03/28/2023] [Accepted: 04/29/2023] [Indexed: 05/12/2023]
Abstract
Repeated mild traumatic brain injury (rTBI), one of the most common forms of traumatic brain injury, is a worldwide severe public health concern. rTBI induces cumulative neuronal injury, neurological dysfunction, and cognitive deficits. Although there are clinical treatment methods, there is still an urgent need to develop preventive approaches for susceptible populations. Using a repeated closed head injury (rCHI) rat model, we interrogate the effect of sub-lethal hyperthermia preconditioning (SHP) on rCHI-induced neuronal injury and behavioral changes. Our study applied the repeated weight-drop model to induce the rCHI. According to the changes of heat shock protein 70 (HSP 70) in the cortex and hippocampus following a single SHP treatment in normal rats, the SHP was delivered to the rats 18 hours before rCHI. We found that HSP significantly alleviated rCHI-induced anxiety-like behaviors and impairments in motor abilities and spatial memory. SHP exerts significant neuroprotection against rCHI-induced neuronal damage, apoptosis, and neuroinflammation. Our findings support the potential use of SHP as a preventative approach for alleviating rCHI-induced brain damage.
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Affiliation(s)
- Jing Xiong
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China; Guangzhou Cadre Health Management Center, Guangzhou, China 510006, China
| | - Ying Lv
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Xu Ma
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Guangcong Peng
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Chunyi Wu
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Jun Hou
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Yulan Zhang
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China
| | - Chongyun Wu
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China.
| | - Timon Chen-Yi Liu
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China.
| | - Luodan Yang
- Collage of Physical Education and Sport Science, South China Normal University, Guangzhou, China 510006, China.
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10
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Ledwidge PS, Jones CM, Huston CA, Trenkamp M, Bator B, Laeng J. Electrophysiology reveals cognitive-linguistic alterations after concussion. BRAIN AND LANGUAGE 2022; 233:105166. [PMID: 35970083 DOI: 10.1016/j.bandl.2022.105166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 07/22/2022] [Accepted: 07/28/2022] [Indexed: 06/15/2023]
Abstract
Language deficits and alterations to the N400 ERP are commonly reported in aphasia and moderate-to-severe traumatic brain injury (TBI), but have seldomly been investigated after mild TBI, such as concussion. In the present study, the N400 was recorded from young adults within 1-month after concussion and matched controls during a sentence processing task. The N400 recorded to semantically incongruent sentence-final words was significantly more negative and with a more anterior distribution in the concussion group than control group. Among the concussion group, a weaker N400 was associated with more concussion symptoms, slower response time, and poorer executive functioning. Multiple regression results showed that concussion occurrence and male gender were independently associated with a more negative N400-effect, whereas symptoms were associated with a weaker N400. These findings provide novel evidence that alterations to lexical-semantic networks may occur after concussion and vary based on individual differences in post-concussion symptoms and cognitive function.
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Affiliation(s)
- Patrick S Ledwidge
- Department of Psychology, Baldwin Wallace University, 275 Eastland Rd., Berea, OH 44017, USA.
| | - Christa M Jones
- Department of Communication Sciences & Disorders, Baldwin Wallace University, 275 Eastland Rd., Berea, OH 44017, USA
| | - Chloe A Huston
- Department of Psychology, Baldwin Wallace University, 275 Eastland Rd., Berea, OH 44017, USA
| | - Madison Trenkamp
- Department of Psychology, Baldwin Wallace University, 275 Eastland Rd., Berea, OH 44017, USA
| | - Bryan Bator
- Department of Psychology, Baldwin Wallace University, 275 Eastland Rd., Berea, OH 44017, USA
| | - Jennie Laeng
- Cleveland Clinic, Taussig Cancer Institute, 9500 Euclid Avenue, Cleveland, OH 44195, USA
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11
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Yamanaka S, Morikawa K, Morita H, Huh JY, Yamamura O. Calibration-Free Cuffless Blood Pressure Estimation Based on a Population With a Diverse Range of Age and Blood Pressure. FRONTIERS IN MEDICAL TECHNOLOGY 2022; 3:695356. [PMID: 35047937 PMCID: PMC8757748 DOI: 10.3389/fmedt.2021.695356] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 06/30/2021] [Indexed: 11/23/2022] Open
Abstract
This study presents a new blood pressure (BP) estimation algorithm utilizing machine learning (ML). A cuffless device that can measure BP without calibration would be precious for portability, continuous measurement, and comfortability, but unfortunately, it does not currently exist. Conventional BP measurement with a cuff is standard, but this method has various problems like inaccurate BP measurement, poor portability, and painful cuff pressure. To overcome these disadvantages, many researchers have developed cuffless BP estimation devices. However, these devices are not clinically applicable because they require advanced preparation before use, such as calibration, do not follow international standards (81060-1:2007), or have been designed using insufficient data sets. The present study was conducted to combat these issues. We recruited 127 participants and obtained 878 raw datasets. According to international standards, our diverse data set included participants from different age groups with a wide variety of blood pressures. We utilized ML to formulate a BP estimation method that did not require calibration. The present study also conformed to the method required by international standards while calculating the level of error in BP estimation. Two essential methods were applied in this study: (a) grouping the participants into five subsets based on the relationship between the pulse transit time and systolic BP by a support vector machine ensemble with bagging (b) applying the information from the wavelet transformation of the pulse wave and the electrocardiogram to the linear regression BP estimation model for each group. For systolic BP, the standard deviation of error for the proposed BP estimation results with cross-validation was 7.74 mmHg, which was an improvement from 17.05 mmHg, as estimated by the conventional pulse-transit-time-based methods. For diastolic BP, the standard deviation of error was 6.42 mmHg for the proposed BP estimation, which was an improvement from 14.05mmHg. The purpose of the present study was to demonstrate and evaluate the performance of the newly developed BP estimation ML method that meets the international standard for non-invasive sphygmomanometers in a population with a diverse range of age and BP.
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Affiliation(s)
- Syunsuke Yamanaka
- Department of Emergency Medicine, General Internal Medicine, University of Fukui Hospital, Fukui, Japan
| | | | - Hiroshi Morita
- Department of Emergency Medicine, General Internal Medicine, University of Fukui Hospital, Fukui, Japan
| | - Ji Young Huh
- Emergency and Critical Care Center, Kobe City Medical Center General Hospital, Kobe, Japan
| | - Osamu Yamamura
- Second Department of Internal Medicine, University of Fukui Hospital, Fukui, Japan
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12
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Fickling SD, Poel DN, Dorman JC, D’Arcy RCN, Munce TA. Subconcussive changes in youth football players: objective evidence using brain vital signs and instrumented accelerometers. Brain Commun 2021; 4:fcab286. [PMID: 35291689 PMCID: PMC8914875 DOI: 10.1093/braincomms/fcab286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 10/05/2021] [Accepted: 10/11/2021] [Indexed: 11/25/2022] Open
Abstract
Brain vital signs, measured by EEG, were used for portable, objective,
neurophysiological evaluation of cognitive function in youth tackle football
players. Specifically, we investigated whether previously reported pre- and
post-season subconcussive changes detected in youth ice hockey players were
comparably detected in football. The two objectives were to: (i) replicate
previously published results showing subconcussive cognitive deficits; and (ii)
the relationship between brain vital sign changes and head-impact exposure.
Using a longitudinal design, 15 male football players (age
12.89 ± 0.35 years) were tested pre- and
post-season, with none having a concussion diagnosis during the season. Peak
latencies and amplitudes were quantified for Auditory sensation (N100), Basic
attention (P300) and Cognitive processing (N400). Regression analyses tested the
relationships between these brain vital signs and exposure to head impacts
through both number of impacts sustained, and total sessions (practices and
games) participated. The results demonstrated significant pre/post differences
in N400 latencies, with ∼70 ms delay
(P < 0.01), replicating prior findings.
Regression analysis also showed significant linear relationships between brain
vital signs changes and head impact exposure based on accelerometer data and
games/practices played (highest
R = 0.863, P
< 0.001 for overall sessions). Number of head impacts in youth
football (age 12–14 years) findings corresponded most closely
with prior Junior-A ice hockey (age 16–21 years) findings,
suggesting comparable contact levels at younger ages in football. The predictive
relationship of brain vital signs provided a notable complement to instrumented
accelerometers, with a direct physiological measure of potential individual
exposure to subconcussive impacts.
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Affiliation(s)
- Shaun D Fickling
- Faculty of Sciences and Applied Sciences, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
- BrainNET, Health and Technology District, Surrey, BC V3V 0C6, Canada
- Center for Neurology Studies, HealthTech Connex, Surrey, BC V3V 0C6, Canada
| | - Daniel N Poel
- Sanford Sports Science Institute, Sanford Health, Sioux Falls, SD 57107, USA
- Environmental Influences on Health and Disease Group, Sanford Research, Sioux Falls, SD 57104, USA
| | - Jason C Dorman
- Sanford Sports Science Institute, Sanford Health, Sioux Falls, SD 57107, USA
- Environmental Influences on Health and Disease Group, Sanford Research, Sioux Falls, SD 57104, USA
| | - Ryan C N D’Arcy
- Faculty of Sciences and Applied Sciences, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
- BrainNET, Health and Technology District, Surrey, BC V3V 0C6, Canada
- Center for Neurology Studies, HealthTech Connex, Surrey, BC V3V 0C6, Canada
| | - Thayne A Munce
- Sanford Sports Science Institute, Sanford Health, Sioux Falls, SD 57107, USA
- Environmental Influences on Health and Disease Group, Sanford Research, Sioux Falls, SD 57104, USA
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13
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Event Related Potential Signal Capture Can Be Enhanced through Dynamic SNR-Weighted Channel Pooling. SENSORS 2021; 21:s21217258. [PMID: 34770564 PMCID: PMC8588067 DOI: 10.3390/s21217258] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 10/22/2021] [Accepted: 10/26/2021] [Indexed: 11/17/2022]
Abstract
Background: Electroencephalography (EEG)-derived event-related potentials (ERPs) provide information about a variety of brain functions, but often suffer from low inherent signal-to-noise ratio (SNR). To overcome the low SNR, techniques that pool data from multiple sensors have been applied. However, such pooling implicitly assumes that the SNR among sensors is equal, which is not necessarily valid. This study presents a novel approach for signal pooling that accounts for differential SNR among sensors. Methods: The new technique involves pooling together signals from multiple EEG channels weighted by their respective SNRs relative to the overall SNR of all channels. We compared ERP responses derived using this new technique with those derived using both individual channels as well as traditional averaged-based channel pooling. The outcomes were evaluated in both simulated data and real data from healthy adult volunteers (n = 37). Responses corresponding to a range of ERP components indexing auditory sensation (N100), attention (P300) and language processing (N400) were evaluated. Results: Simulation results demonstrate that, compared to traditional pooling technique, the new SNR-weighted channel pooling technique improved ERP response effect size in cases of unequal noise among channels (p’s < 0.001). Similarly, results from real-world experimental data showed that the new technique resulted in significantly greater ERP effect sizes compared to either traditional pooling or individual channel approach for all three ERP components (p’s < 0.001). Furthermore, the new channel pooling approach also resulted in larger ERP signal amplitudes as well as greater differences among experimental conditions (p’s < 0.001). Conclusion: These results suggest that the new technique improves the capture of ERP responses relative to traditional techniques. As such, SNR-weighted channel pooling can further enable widespread applications of ERP techniques, especially those that require rapid assessments in noisy out-of-laboratory environments.
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14
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D'Arcy RCN, Sandhu JK, Marshall S, Besemann M. Mitigating Long-Term COVID-19 Consequences on Brain Health. Front Neurol 2021; 12:630986. [PMID: 34646224 PMCID: PMC8502890 DOI: 10.3389/fneur.2021.630986] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Accepted: 08/31/2021] [Indexed: 12/13/2022] Open
Abstract
COVID-19 is increasingly being linked to brain health impacts. The emerging situation is consistent with evidence of immunological injury to the brain, which has been described as a resulting "brain fog." The situation need not be medicalized but rather clinically managed in terms of improving resilience for an over-stressed nervous system. Pre-existing comparisons include managing post-concussion syndromes and/or brain fog. The objective evaluation of changes in cognitive functioning will be an important clinical starting point, which is being accelerated through pandemic digital health innovations. Pre-morbid brain health can significantly optimize risk factors and existing clinical frameworks provide useful guidance in managing over-stressed COVID-19 nervous systems.
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Affiliation(s)
- Ryan C N D'Arcy
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada.,Faculty of Applied Sciences, Simon Fraser University, Vancouver, BC, Canada.,DM Centre for Brain Health (Radiology), University of British Columbia, Vancouver, BC, Canada
| | - Jagdeep K Sandhu
- Human Health Therapeutics Research Centre, National Research Council Canada, Ottawa, ON, Canada.,Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON, Canada
| | - Shawn Marshall
- Physical Medicine and Rehabilitation, University of Ottawa, Ottawa, ON, Canada
| | - Markus Besemann
- Physical Medicine and Rehabilitation, University of Ottawa, Ottawa, ON, Canada.,Rehabilitation Medicine, Canadian Forces Health Services, Ottawa, ON, Canada
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15
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Carrick FR, Pagnacco G, Azzolino SF, Hunfalvay M, Oggero E, Frizzell T, Smith CJ, Pawlowski G, Campbell NKJ, Fickling SD, Lakhani B, D'Arcy RCN. Brain Vital Signs in Elite Ice Hockey: Towards Characterizing Objective and Specific Neurophysiological Reference Values for Concussion Management. Front Neurosci 2021; 15:670563. [PMID: 34434084 PMCID: PMC8382572 DOI: 10.3389/fnins.2021.670563] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Accepted: 07/09/2021] [Indexed: 12/02/2022] Open
Abstract
Background: Prior concussion studies have shown that objective neurophysiological measures are sensitive to detecting concussive and subconcussive impairments in youth ice-hockey. These studies monitored brain vital signs at rink-side using a within-subjects design to demonstrate significant changes from pre-season baseline scans. However, practical clinical implementation must overcome inherent challenges related to any dependence on a baseline. This requires establishing the start of normative reference data sets. Methods: The current study collected specific reference data for N = 58 elite, youth, male ice-hockey players and compared these with a general reference dataset from N = 135 of males and females across the lifespan. The elite hockey players were recruited to a select training camp through CAA Hockey, a management agency for players drafted to leagues such as the National Hockey League (NHL). The statistical analysis included a test-retest comparison to establish reliability, and a multivariate analysis of covariance to evaluate differences in brain vital signs between groups with age as a covariate. Findings: Test-retest assessments for brain vital signs evoked potentials showed moderate-to-good reliability (Cronbach’s Alpha > 0.7, Intraclass correlation coefficient > 0.5) in five out of six measures. The multivariate analysis of covariance showed no overall effect for group (p = 0.105), and a significant effect of age as a covariate was observed (p < 0.001). Adjusting for the effect of age, a significant difference was observed in the measure of N100 latency (p = 0.022) between elite hockey players and the heterogeneous control group. Interpretation: The findings support the concept that normative physiological data can be used in brain vital signs evaluation in athletes, and should additionally be stratified for age, skill level, and experience. These can be combined with general norms and/or individual baseline assessments where appropriate and/or possible. The current results allow for brain vital sign evaluation independent of baseline assessment, therefore enabling objective neurophysiological evaluation of concussion management and cognitive performance optimization in ice-hockey.
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Affiliation(s)
- Frederick R Carrick
- University of Central Florida College of Medicine, Orlando, FL, United States.,MGH Institute of Health Professions, Boston, MA, United States.,Centre for Mental Health Research, University of Cambridge, Cambridge, United Kingdom.,Centre for Mental Health Research in Association with University of Cambridge, Cambridge, United Kingdom
| | - Guido Pagnacco
- Centre for Mental Health Research in Association with University of Cambridge, Cambridge, United Kingdom.,Department of Electrical and Computer Engineering, University of Wyoming, Laramie, WY, United States
| | - Sergio F Azzolino
- Centre for Mental Health Research in Association with University of Cambridge, Cambridge, United Kingdom
| | - Melissa Hunfalvay
- Centre for Mental Health Research in Association with University of Cambridge, Cambridge, United Kingdom
| | - Elena Oggero
- Centre for Mental Health Research in Association with University of Cambridge, Cambridge, United Kingdom.,Department of Electrical and Computer Engineering, University of Wyoming, Laramie, WY, United States
| | - Tory Frizzell
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | | | - Gabriela Pawlowski
- BrainNET, Health and Technology District, Vancouver, BC, Canada.,Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Natasha K J Campbell
- BrainNET, Health and Technology District, Vancouver, BC, Canada.,Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Shaun D Fickling
- BrainNET, Health and Technology District, Vancouver, BC, Canada.,Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Bimal Lakhani
- Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada
| | - Ryan C N D'Arcy
- BrainNET, Health and Technology District, Vancouver, BC, Canada.,Centre for Neurology Studies, HealthTech Connex, Vancouver, BC, Canada.,DM Centre for Brain Health, Department of Radiology, University of British Columbia, Vancouver, BC, Canada
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16
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Fickling SD, Smith AM, Stuart MJ, Dodick DW, Farrell K, Pender SC, D'Arcy RCN. Subconcussive brain vital signs changes predict head-impact exposure in ice hockey players. Brain Commun 2021; 3:fcab019. [PMID: 33855296 PMCID: PMC8023684 DOI: 10.1093/braincomms/fcab019] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 12/04/2020] [Accepted: 03/08/2021] [Indexed: 01/09/2023] Open
Abstract
The brain vital signs framework is a portable, objective, neurophysiological evaluation of brain function at point-of-care. We investigated brain vital signs at pre- and post-season for age 14 or under (Bantam) and age 16-20 (Junior-A) male ice hockey players to (i) further investigate previously published brain vital sign results showing subconcussive cognitive deficits and (ii) validate these findings through comparison with head-impact data obtained from instrumented accelerometers. With a longitudinal study design, 23 male ice hockey players in Bantam (n = 13; age 13.63 ± 0.62) and Tier II Junior-A (n = 10; age 18.62 ± 0.86) divisions were assessed at pre- and post-season. None were diagnosed with a concussion during the season. Cognitive evoked potential measures of Auditory sensation (N100), Basic attention (P300) and Cognitive processing (N400) were analysed as changes in peak amplitudes and latencies (six standard scores total). A regression analysis examined the relationship between brain vital signs and the number of head impacts received during the study season. Significant pre/post differences in brain vital signs were detected for both groups. Bantam and Junior-A players also differed in number of head impacts (Bantam: 32.92 ± 17.68; Junior-A: 195.00 ± 61.08; P < 0.001). Importantly, the regression model demonstrated a significant linear relationship between changes in brain vital signs and total head impacts received (R = 0.799, P = 0.007), with clear differences between the Bantam and Junior-A groups. In the absence of a clinically diagnosed concussion, the brain vital sign changes appear to have demonstrated the compounding effects of repetitive subconcussive impacts. The findings underscored the importance of an objective physiological measure of brain function along the spectrum of concussive impacts.
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Affiliation(s)
- Shaun D Fickling
- Faculty of Science and Applied Sciences, Simon Fraser University, Metro Vancouver, BC V5A1S6, Canada.,Center for Neurology Studies, HealthTech Connex, Metro Vancouver, BC V3V0C6, Canada.,BrainNET, Health and Technology District, Surrey, BC V3V0C6, Canada
| | - Aynsley M Smith
- Department of Physical Medicine and Rehabilitation, Sports Medicine Center, Mayo Clinic, Rochester, MN 55905, USA.,Department of Orthopedic Surgery, Sports Medicine Center, Mayo Clinic, Rochester, MN 55905, USA
| | - Michael J Stuart
- Department of Orthopedic Surgery, Sports Medicine Center, Mayo Clinic, Rochester, MN 55905, USA
| | - David W Dodick
- Department of Neurology, Mayo Clinic, Phoenix, AZ 85259, USA
| | - Kyle Farrell
- Creighton University School of Medicine, Omaha, Nebraska 68178, USA
| | - Sara C Pender
- School of Medicine, University College Dublin, Dublin D04 V1W8, Ireland
| | - Ryan C N D'Arcy
- Faculty of Science and Applied Sciences, Simon Fraser University, Metro Vancouver, BC V5A1S6, Canada.,Center for Neurology Studies, HealthTech Connex, Metro Vancouver, BC V3V0C6, Canada.,BrainNET, Health and Technology District, Surrey, BC V3V0C6, Canada.,DM Centre for Brain Health, Radiology, University of British Columbia, Metro Vancouver, BC V6T1Z4, Canada
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17
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Neural silences can be localized rapidly using noninvasive scalp EEG. Commun Biol 2021; 4:429. [PMID: 33785813 PMCID: PMC8010113 DOI: 10.1038/s42003-021-01768-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 01/28/2021] [Indexed: 02/01/2023] Open
Abstract
A rapid and cost-effective noninvasive tool to detect and characterize neural silences can be of important benefit in diagnosing and treating many disorders. We propose an algorithm, SilenceMap, for uncovering the absence of electrophysiological signals, or neural silences, using noninvasive scalp electroencephalography (EEG) signals. By accounting for the contributions of different sources to the power of the recorded signals, and using a hemispheric baseline approach and a convex spectral clustering framework, SilenceMap permits rapid detection and localization of regions of silence in the brain using a relatively small amount of EEG data. SilenceMap substantially outperformed existing source localization algorithms in estimating the center-of-mass of the silence for three pediatric cortical resection patients, using fewer than 3 minutes of EEG recordings (13, 2, and 11mm vs. 25, 62, and 53 mm), as well for 100 different simulated regions of silence based on a real human head model (12 ± 0.7 mm vs. 54 ± 2.2 mm). SilenceMap paves the way towards accessible early diagnosis and continuous monitoring of altered physiological properties of human cortical function.
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18
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Krigolson OE, Hammerstrom MR, Abimbola W, Trska R, Wright BW, Hecker KG, Binsted G. Using Muse: Rapid Mobile Assessment of Brain Performance. Front Neurosci 2021; 15:634147. [PMID: 33584194 PMCID: PMC7876403 DOI: 10.3389/fnins.2021.634147] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 01/11/2021] [Indexed: 11/13/2022] Open
Abstract
The advent of mobile electroencephalography (mEEG) has created a means for large scale collection of neural data thus affording a deeper insight into cognitive phenomena such as cognitive fatigue. Cognitive fatigue - a neural state that is associated with an increased incidence of errorful performance - is responsible for accidents on a daily basis which at times can cost human lives. To gain better insight into the neural signature of cognitive fatigue in the present study we used mEEG to examine the relationship between perceived cognitive fatigue and human-event related brain potentials (ERPs) and electroencephalographic (EEG) oscillations in a sample of 1,000 people. As a secondary goal, we wanted to further demonstrate the capability of mEEG to accurately measure ERP and EEG data. To accomplish these goals, participants performed a standard visual oddball task on an Apple iPad while EEG data were recorded from a Muse EEG headband. Counter to traditional EEG studies, experimental setup and data collection was completed in less than seven minutes on average. An analysis of our EEG data revealed robust N200 and P300 ERP components and neural oscillations in the delta, theta, alpha, and beta bands. In line with previous findings we observed correlations between ERP components and EEG power and perceived cognitive fatigue. Further, we demonstrate here that a linear combination of ERP and EEG features is a significantly better predictor of perceived cognitive fatigue than any ERP or EEG feature on its own. In sum, our results provide validation of mEEG as a viable tool for research and provide further insight into the impact of cognitive fatigue on the human brain.
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Affiliation(s)
- Olave E Krigolson
- Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | | | - Wande Abimbola
- Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | - Robert Trska
- Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | - Bruce W Wright
- Division of Medical Sciences, University of Victoria, Victoria, BC, Canada
| | - Kent G Hecker
- Faculty of Veterinary Medicine, University of Calgary, Calgary, AB, Canada
| | - Gordon Binsted
- Faculty of Health and Social Development, University of British Columbia Okanagan, Kelowna, BC, Canada
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19
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Follmer B, Varga AA, Zehr EP. Understanding concussion knowledge and behavior among mixed martial arts, boxing, kickboxing, and Muay Thai athletes and coaches. PHYSICIAN SPORTSMED 2020; 48:417-423. [PMID: 32067547 DOI: 10.1080/00913847.2020.1729668] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Objectives: In combat sports, strikes to the head are not just incidental but a deliberate and clear determinant of success. Concussion is a complex injury that is poorly understood and inappropriate practices are often observed among athletes and coaches. The purpose of this study was to investigate concussion knowledge and behavior as well as address recommendations for combat sports athletes and coaches. Methods: 70 athletes and 35 coaches from combat sports disciplines completed an online-validated survey and a personal questionnaire about concussion knowledge, training experience, and knowledge translation. Athletes were divided into subgroups for analysis according to sex (male n = 55, female n = 15), skill level (amateur n = 52, professional n = 18), and weight classes (<66.2 kg: n = 25, 66.6 to 77.5 kg: n = 30, and >78 kg: n = 15). Results: The likely absence of health-care professionals during training was confirmed by 68.5% of coaches, and athletes declared that self-diagnosis (79%) and coaches' diagnosis (43.3%) were the most used method of suspected concussion assessment. Merely 5.7% of coaches properly recognized the level of traumatic brain injury a concussion represents, 68.8% were unfamiliar with any sideline assessment tools, and only 14.3% often seek out concussion knowledge. Athletes who were aware of the level of brain injury a concussion represents performed fewer sparring sessions per week (mild: 1.27 ± 1.1; severe: 3.17 ± 2.81; p = .05, d = .89) and had a greater likelihood of reporting concussive episodes. Most professional (55.5%), female (54.5%), and under 66.2 kg (50%) athletes returned to full practice within 1 week following a concussion diagnosis. Conclusions: Relevant key gaps of knowledge and behavior were verified in combat sports athletes and coaches. The awareness of basic concepts may improve injury reporting and safer behavior in athletes. Knowledge translation strategies with accessible language are recommended for coaches, in particular on how to identify acute symptoms and perform basic assessment.
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Affiliation(s)
- Bruno Follmer
- School of Exercise Science, Physical, and Health Education, University of Victoria , Victoria, Canada.,Rehabilitation Neuroscience Laboratory, University of Victoria , Victoria, Canada
| | | | - E Paul Zehr
- School of Exercise Science, Physical, and Health Education, University of Victoria , Victoria, Canada.,Rehabilitation Neuroscience Laboratory, University of Victoria , Victoria, Canada.,Human Discovery Science, International Collaboration on Repair Discoveries (ICORD) , Vancouver, Canada.,Centre for Biomedical Research, University of Victoria , Victoria, Canada.,Division of Medical Sciences, University of Victoria , Victoria, Canada.,Division of Neurology, Department of Medicine, Faculty of Medicine, University of British Columbia , Victoria, Canada
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20
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Smith CJ, Livingstone A, Fickling SD, Tannouri P, Campbell NKJ, Lakhani B, Danilov Y, Sackier JM, D'Arcy RCN. Brain Vital Signs Detect Information Processing Differences When Neuromodulation Is Used During Cognitive Skills Training. Front Hum Neurosci 2020; 14:358. [PMID: 33117138 PMCID: PMC7521129 DOI: 10.3389/fnhum.2020.00358] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 08/06/2020] [Indexed: 11/13/2022] Open
Abstract
Background: Neuromodulation through translingual neurostimulation (TLNS) has been shown to initiate long-lasting processes of neuronal reorganization with a variety of outcomes (i.e., neuroplasticity). Non-invasive TLNS is increasingly accessible through the Portable Neuromodulation Stimulator (PoNS®), a medical device that delivers electrical stimulation to the tongue to activate the trigeminal (V) and facial (VII) cranial nerves. Anecdotal reports from previous clinical studies have suggested incidental improvements in cognitive function. To objectively explore this observation, we examined TLNS-related effects on the semantic N400 brain vital sign cognitive response during cognitive skills training in healthy individuals. Methods: Thirty-seven healthy volunteers were randomized to receive simultaneous TLNS (treatment) or no TLNS (control) while undergoing cognitive skills training. Cognitive training was conducted for two 20-min sessions (morning and afternoon/evening) over 3 consecutive days. Brain vital signs were evaluated at baseline, Day 1, and Day 3. Analyses focused on cognitive processing as measured by N400 changes in amplitude and latency. Results: Over the 3-day course of cognitive training, the N400 amplitude decreased significantly in the control group due to habituation (p = 0.028). In contrast, there was no significant change in the TLNS treatment group. Conclusion: TLNS led to a sustained N400 response during cognitive skills training, as measured by the brain's vital signs framework. The study findings suggest differential learning effects due to neuromodulation, consistent with increased attention and cognitive vigilance.
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Affiliation(s)
- Christopher J Smith
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
| | - Ashley Livingstone
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
| | - Shaun D Fickling
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
| | - Pamela Tannouri
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
| | | | - Bimal Lakhani
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
| | - Yuri Danilov
- Pavlov Institute of Physiology, Russian Academy of Science, Saint Petersburg, Russia
| | - Jonathan M Sackier
- Helius Medical Technologies, Newtown, PA, United States.,Nuffield Department of Surgical Sciences, Oxford University, Oxford, United Kingdom
| | - Ryan C N D'Arcy
- Centre for Neurology Studies, HealthTech Connex, Metro-Vancouver, BC, Canada
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21
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Pender SC, Smith AM, Finnoff JT, Huston J, Stuart MJ. Concussions in Ice Hockey - Moving Toward Objective Diagnoses and Point-of-care Treatment: A Review. Curr Sports Med Rep 2020; 19:380-386. [PMID: 32925378 DOI: 10.1249/jsr.0000000000000752] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The incidence of sport-related concussion coupled with a doubling of the participation rate in youth hockey over the past two decades provides impetus for the review of the most promising concussion treatment options. This narrative review summarizes the future treatment options for sport-related concussions in ice hockey, while acknowledging their generalizability to concussion in all sports. Symptom assessment, sign observation, as well as cognitive and balance testing, have historically been used to diagnose a concussion. These methods continue to improve, but the need for effective treatments is clear. Pharmacologic, transcranial light, and nutritional supplement treatment options for concussion warranting further investigation have been identified. Dimethyl fumarate is an immunomodulatory compound thought to trigger antioxidant gene expression. Memantine reduces apoptosis and astrogliosis by inhibiting the calcium influx into cells normally caused by glutamate's activation of N-methyl-D-aspartate receptors. Thioredoxin-mimetic peptides and transcranial photobiomodulation temper the effects of the energy crisis by acting as free radical scavengers. In addition, seven neuroprotective nutritional supplements have been identified: berberine, creatine, curcumin, melatonin, omega-3 fatty acids, resveratrol, and vitamins. An estimated US $1.1 billion has been spent on unsuccessful traumatic brain injury clinical trials. As our ability to accurately diagnose concussion improves, dimethyl fumarate, memantine, thioredoxin-mimetic peptides, transcranial photobiomodulation, and nutritional supplements (berberine, creatine, curcumin, melatonin, omega-3 fatty acids, resveratrol, and vitamins) warrant further preclinical and clinical examination in advancing the treatment of sport-related concussions.
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Affiliation(s)
- Sara C Pender
- School of Medicine, University College Dublin, Dublin, IRELAND
| | | | - Jonathan T Finnoff
- Department of Physical Medicine and Rehabilitation, Mayo Clinic College of Medicine and Science, Rochester, MN
| | - John Huston
- Department of Radiology, Mayo Clinic College of Medicine and Science, Rochester, MN
| | - Michael J Stuart
- Department of Orthopedic Surgery, Mayo Clinic College of Medicine and Science, Rochester, MN
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22
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Fickling SD, Greene T, Greene D, Frehlick Z, Campbell N, Etheridge T, Smith CJ, Bollinger F, Danilov Y, Rizzotti R, Livingstone AC, Lakhani B, D’Arcy RCN. Brain Vital Signs Detect Cognitive Improvements During Combined Physical Therapy and Neuromodulation in Rehabilitation From Severe Traumatic Brain Injury: A Case Report. Front Hum Neurosci 2020; 14:347. [PMID: 33132868 PMCID: PMC7513585 DOI: 10.3389/fnhum.2020.00347] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 08/04/2020] [Indexed: 12/19/2022] Open
Abstract
Using a longitudinal case study design, we have tracked the recovery of motor function following severe traumatic brain injury (TBI) through a multimodal neuroimaging approach. In 2006, Canadian Soldier Captain (retired) Trevor Greene (TG) was attacked with an axe to the head while on tour in Afghanistan. TG continues intensive daily rehabilitation, which recently included the integration of physical therapy (PT) with neuromodulation using translingual neurostimulation (TLNS) to facilitate neuroplasticity. Recent findings with PT + TLNS demonstrated that recovery of motor function occurred beyond conventional time limits, currently extending past 14-years post-injury. To investigate whether PT + TLNS similarly resulted in associated cognitive function improvements, we examined event-related potentials (ERPs) with the brain vital signs framework. In parallel with motor function improvements, brain vital signs detected significant increases in basic attention (as measured by P300 response amplitude) and cognitive processing (as measured by contextual N400 response amplitude). These objective cognitive improvements corresponded with TG's self-reported improvements, including a noteworthy and consistent reduction in ongoing symptoms of post-traumatic stress disorder (PTSD). The findings provide valuable insight into the potential importance of non-invasive neuromodulation in cognitive rehabilitation, in addition to initial indications for physical rehabilitation.
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Affiliation(s)
- Shaun D. Fickling
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
- Applied Sciences and Sciences, Simon Fraser University, Vancouver, BC, Canada
| | - Trevor Greene
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Debbie Greene
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Zack Frehlick
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Natasha Campbell
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Tori Etheridge
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Christopher J. Smith
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Fabio Bollinger
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Yuri Danilov
- Department of Kinesiology, University of Wisconsin-Madison, Madison, AL, United States
- Pavlov Institute of Physiology, Russian Academy of Sciences, Saint Petersburg, Russia
| | - Rowena Rizzotti
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
- Centre of Excellence in Mental and Physical Rehabilitation, Legion Veteran’s Village, Surrey, BC, Canada
| | - Ashley C. Livingstone
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Bimal Lakhani
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
| | - Ryan C. N. D’Arcy
- Centre for Neurology Studies, HealthTech Connex Inc., Vancouver, BC, Canada
- BrainNET, Health and Technology District, Vancouver, BC, Canada
- Applied Sciences and Sciences, Simon Fraser University, Vancouver, BC, Canada
- Centre for Brain Health (Radiology), University of British Columbia, Vancouver, BC, Canada
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23
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Fickling SD, Bollinger FH, Gurm S, Pawlowski G, Liu CC, Hajra SG, Song X, D'Arcy RCN. Distant Sensor Prediction of Event-Related Potentials. IEEE Trans Biomed Eng 2020; 67:2916-2924. [PMID: 32070941 DOI: 10.1109/tbme.2020.2973617] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
OBJECTIVE The ability to measure event-related potentials (ERPs) as practical, portable brain vital signs is limited by the physical locations of electrodes. Standard electrode locations embedded within the hair result in challenges to obtaining quality signals in a rapid manner. Moreover, these sites require electrode gel, which can be inconvenient. As electrical activity in the brain is spatially volume distributed, it should be possible to predict ERPs from distant sensor locations at easily accessible mastoid and forehead scalp regions. METHODS An artificial neural network was trained on ERP signals recorded from below hairline electrode locations (Tp9, Tp10, Af7, Af8 referenced to Fp1, Fp2) to predict signals recorded at the ideal Cz location. RESULTS The model resulted in mean improvements in intraclass correlation coefficient relative to control for all stimulus types (Standard Tones: +9.74%, Deviant Tones: +3.23%, Congruent Words: +15.25%, Incongruent Words: +25.43%) and decreases in RMS Error (Standard Tones: -26.72%, Deviant Tones: -17.80%, Congruent Words: -28.78%, Incongruent Words: -29.61%) compared to the individual distant channels. Measured vs predicted ERP amplitudes were highly and significantly correlated with control for the N100 (R = 0.5, padj < 0.05), P300 (R = 0.75, padj < 0.01), and N400 (R = 0.75, padj < 0.01) ERPs. CONCLUSION ERP waveforms at distant channels can be combined using a neural network autoencoder to model the control channel features with better precision than those at individual distant channels. This is the first demonstration of feasibility of predicting evoked potentials and brain vital signs using signals recorded from more distant, practical locations. SIGNIFICANCE This solves a key engineering challenge for applications that require portability, comfort, and speed of measurement as design priorities for measurement of event-related potentials across a range of individuals, settings, and circumstances.
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24
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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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25
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Rosburg T, Mager R. P300 amplitudes after concussions are usually decreased not increased. Brain 2019; 142:e32. [PMID: 31203370 DOI: 10.1093/brain/awz145] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Timm Rosburg
- University Psychiatric Clinics Basel, Forensic Department, Basel, Switzerland
| | - Ralph Mager
- University Psychiatric Clinics Basel, Forensic Department, Basel, Switzerland
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26
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Fickling SD, Smith AM, Ghosh Hajra S, Liu CC, Song X, Stuart MJ, D'Arcy RCN. Reply: P300 amplitudes after concussions are usually decreased not increased. Brain 2019; 142:e33. [PMID: 31203375 DOI: 10.1093/brain/awz147] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Shaun D Fickling
- Faculty of Applied Sciences, Simon Fraser University, Metro Vancouver, BC, Canada
| | - Aynsley M Smith
- Department of Physical Medicine and Rehabilitation, Sports Medicine Center, Mayo Clinic, Rochester, MN, USA.,Department of Orthopedic Surgery, Mayo Clinic Sports Medicine Center, Mayo Clinic, Rochester, MN, USA
| | - Sujoy Ghosh Hajra
- Faculty of Applied Sciences, Simon Fraser University, Metro Vancouver, BC, Canada
| | - Careesa C Liu
- Faculty of Applied Sciences, Simon Fraser University, Metro Vancouver, BC, Canada
| | - Xiaowei Song
- Faculty of Applied Sciences, Simon Fraser University, Metro Vancouver, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Metro Vancouver, BC, Canada
| | - Michael J Stuart
- Department of Orthopedic Surgery, Mayo Clinic Sports Medicine Center, Mayo Clinic, Rochester, MN, USA
| | - Ryan C N D'Arcy
- Faculty of Applied Sciences, Simon Fraser University, Metro Vancouver, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Metro Vancouver, BC, Canada.,HealthTech Connex Inc, Surrey, BC, Canada
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27
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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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28
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Liu CC, Ghosh Hajra S, Fickling SD, Pawlowski G, Song X, D'Arcy RCN. Novel Signal Processing Technique for Capture and Isolation of Blink-Related Oscillations Using a Low-Density Electrode Array for Bedside Evaluation of Consciousness. IEEE Trans Biomed Eng 2019; 67:453-463. [PMID: 31059425 DOI: 10.1109/tbme.2019.2915185] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Blink-related oscillations derived from electroencephalography (EEG) have recently emerged as an important measure of awareness. Combined with portable EEG hardware with low-density electrode arrays, this neural marker may crucially augment the existing bedside assessments of consciousness in unresponsive patients. Nonetheless, the close relationship between signal characteristics of the neural response of interest and blink-induced oculomotor artifacts poses particular challenges when measuring blink-related oscillations using a point-of-care platform. This study presents a novel denoising approach based on time-frequency (TF) filtering that exploits the differential temporal and spectral features to isolate the neural response from ocular artifact in a low-density array. METHODS We investigated the effectiveness of the TF filtering technique using 64-channel EEG data collected in healthy adults, with focal analysis of the Pz and POz channels. RESULTS TF filtering showed comparable performance in denoising the signal relative to the established gold-standard independent component analysis approach, with strong similarities in morphological characteristics as measured by intraclass correlations (p < 0.001), extent of artifact rejection based on the ocular contamination index (p < 0.006), as well as time- and frequency-domain signal capture (p < 0.05). Results are robust at the individual and group levels, and are crucially validated using raw data from only four electrodes comprising Pz, POz, Fp2, and T7. CONCLUSION These results demonstrate for the first time that TF filtering enables the successful capture and isolation of the blink-related oscillations response using a four-electrode array. SIGNIFICANCE This significantly advances the translation of the blink-related oscillations marker to a point-of-care platform for eventual bedside applications.
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29
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Pawlowski GM, Ghosh-Hajra S, Fickling SD, Liu CC, Song X, Robinovitch S, Doesburg SM, D'Arcy RCN. Brain Vital Signs: Expanding From the Auditory to Visual Modality. Front Neurosci 2019; 12:968. [PMID: 30713487 PMCID: PMC6346702 DOI: 10.3389/fnins.2018.00968] [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: 08/24/2018] [Accepted: 12/04/2018] [Indexed: 01/25/2023] Open
Abstract
The critical need for rapid objective, physiological evaluation of brain function at point-of-care has led to the emergence of brain vital signs-a framework encompassing a portable electroencephalography (EEG) and an automated, quick test protocol. This framework enables access to well-established event-related potential (ERP) markers, which are specific to sensory, attention, and cognitive functions in both healthy and patient populations. However, all our applications to-date have used auditory stimulation, which have highlighted application challenges in persons with hearing impairments (e.g., aging, seniors, dementia). Consequently, it has become important to translate brain vital signs into a visual sensory modality. Therefore, the objectives of this study were to: 1) demonstrate the feasibility of visual brain vital signs; and 2) compare and normalize results from visual and auditory brain vital signs. Data were collected from 34 healthy adults (33 ± 13 years) using a 64-channel EEG system. Visual and auditory sequences were kept as comparable as possible to elicit the N100, P300, and N400 responses. Visual brain vital signs were elicited successfully for all three responses across the group (N100: F = 29.8380, p < 0.001; P300: F = 138.8442, p < 0.0001; N400: F = 6.8476, p = 0.01). Initial auditory-visual comparisons across the three components showed attention processing (P300) was found to be the most transferrable across modalities, with no group-level differences and correlated peak amplitudes (rho = 0.7, p = 0.0001) across individuals. Auditory P300 latencies were shorter than visual (p < 0.0001) but normalization and correlation (r = 0.5, p = 0.0033) implied a potential systematic difference across modalities. Reduced auditory N400 amplitudes compared to visual (p = 0.0061) paired with normalization and correlation across individuals (r = 0.6, p = 0.0012), also revealed potential systematic modality differences between reading and listening language comprehension. This study provides an initial understanding of the relationship between the visual and auditory sequences, while importantly establishing a visual sequence within the brain vital signs framework. With both auditory and visual stimulation capabilities available, it is possible to broaden applications across the lifespan.
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Affiliation(s)
- Gabriela M Pawlowski
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Biomedical Physiology and Kinesiology, Faculty of Science, Simon Fraser University, Burnaby, BC, Canada
| | - Sujoy Ghosh-Hajra
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Surrey, BC, Canada
| | - Shaun D Fickling
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Surrey, BC, Canada
| | - Careesa C Liu
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Surrey, BC, Canada
| | - Xiaowei Song
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Surrey, BC, Canada
| | - Stephen Robinovitch
- Biomedical Physiology and Kinesiology, Faculty of Science, Simon Fraser University, Burnaby, BC, Canada
| | - Sam M Doesburg
- Biomedical Physiology and Kinesiology, Faculty of Science, Simon Fraser University, Burnaby, BC, Canada
| | - Ryan C N D'Arcy
- NeuroTech Laboratory, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada.,Biomedical Physiology and Kinesiology, Faculty of Science, Simon Fraser University, Burnaby, BC, Canada.,Health Sciences and Innovation, Surrey Memorial Hospital, Fraser Health, Surrey, BC, Canada
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