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Coppel D, Barber J, Temkin NR, Mac Donald CL. Longitudinal Assessment of Selective Motor Dysfunction in Service Members With Combat-Related Mild TBI. Mil Med 2024:usae400. [PMID: 39276312 DOI: 10.1093/milmed/usae400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 07/31/2024] [Accepted: 08/07/2024] [Indexed: 09/16/2024] Open
Abstract
INTRODUCTION Evaluations of clinical outcomes in service members with mild traumatic brain injury (TBI) sustained in combat have largely focused on neurobehavioral and somatic symptoms, neurocognitive functioning, and psychological/psychiatric health. Questions remain regarding other domains, such as gross or fine motor abilities, that could be impacted and are mission-critical to functional warfighters. MATERIALS AND METHODS The objective of the current study was to evaluate longitudinal motor function in U.S. Military personnel with and without mild TBI sustained in combat to assess the possible long-term impact. Data from the EValuation Of Longitudinal outcomes in mild TBI active duty military and VEterans (EVOLVE) study were leveraged for analysis. The EVOLVE study has evaluated and followed service members from combat and following medical evacuation with and without blast-related mild TBI, as well as blunt impact mild TBI, and noninjured combat-deployed service members, tracking 1-, 5-, and 10-year outcomes. Longitudinal demographic, neuropsychological, and motor data were leveraged. Cross-sectional differences in outcomes at each year among the 4 injury groups were assessed using rank regression, adjusting for age, education, sex, branch of service (Army vs. other), subsequent head injury exposure, and separation from service. To understand the possible performance impact of time on all the measures, mixed-effects rank regression was employed, assessing time with adjustments for group, age, education, subsequent head injury exposure, and service separation status, followed by Benjamini-Hochberg correction for multiple comparisons. RESULTS Evaluation for cognitive performance across 19 primary measures of interest at 1, 5, and 10 years did not identify any significant differences; however, gross motor function was found to be significantly different across groups at all time points (adjusted P < .001 at 1 year, P = .004 at 5 years, and P < .001 at 10 years) with both TBI groups consistently performing slower on the 25-Foot Walk and Grooved Pegboard than the nonblast control groups. While there were no cross-sectional differences across groups, many cognitive and motor measures were found to have significant changes over time, though not always in the direction of worse performance. Selective motor impairment in both TBI groups was identified compared to nonblast controls, but all groups were also found to exhibit a level of motor slowing when comparing performance at 1- to 10-year follow-ups. CONCLUSIONS Assessment of gross motor function reflected a consistent pattern of significantly slower performances for blast and nonblast TBI groups compared to controls, over all follow-up intervals. Fine motor function performance reflected a similar significant difference pattern at 1- and 5-year follow-up intervals, with a reduced difference from control groups at the 10-year follow-up. Maintenance of high-level motor functions, including overall motor speed, coordination, and reaction time, is a primary component for active warfighters, and any motor-related deficits could create an increased risk for the service member or unit. While the service members in this longitudinal study did not meet criteria for any specific clinical motor-related diagnoses or movement disorders, the finding of motor slowing may reflect a subclinical but significant change that could be a focus for intervention to return to preinjury levels.
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Affiliation(s)
- David Coppel
- Department of Neurological Surgery, University of Washington, Seattle, WA 98104-2499, USA
| | - Jason Barber
- Department of Neurological Surgery, University of Washington, Seattle, WA 98104-2499, USA
| | - Nancy R Temkin
- Department of Neurological Surgery, University of Washington, Seattle, WA 98104-2499, USA
| | - Christine L Mac Donald
- Department of Neurological Surgery, University of Washington, Seattle, WA 98104-2499, USA
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2
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Ross LK, Lalka A, Keeter C, Hamati MC, Robell K, Howell DR, Zona NE, Hunt KJ. Playing surface and sport contact status modulate time to lower extremity musculoskeletal injury at a greater level than concussion history among collegiate student-athletes. J ISAKOS 2024; 9:628-634. [PMID: 38925353 DOI: 10.1016/j.jisako.2024.06.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 05/17/2024] [Accepted: 06/17/2024] [Indexed: 06/28/2024]
Abstract
OBJECTIVES While previous investigations have demonstrated a positive correlation between previous concussion and risk of subsequent lower extremity musculoskeletal injury (LEMSKI), the effect of sport- and patient-specific factors on time to injury has not been thoroughly described. This study's main objective was to evaluate the relationship between prior concussion and time to LEMSKI among a population of collegiate student-athletes. Secondary objectives were to evaluate the relationship between playing surface, sport contact status, and biologic sex on time to LEMSKI. We hypothesized that those with previous concussions, those competing on synthetic surfaces, and those competing in collision sports would experience decreased latency to LEMSKI overall. METHODS A retrospective observational analysis of National Collegiate Athletic Association (NCAA) Division I student-athletes was conducted utilizing a mixed linear model analysis with contrasts. Inclusion criteria included participation in the Pac-12 Health Analytics Program with a documented LEMSKI between 2017 and 2020. Exclusion criteria included concurrent concussion and LEMSKI, injury resulting in serious morbidity or mortality, and incomplete medical record. Participants were classified by whether they sustained a concussion prior to LEMSKI in each athletic season. RESULTS Of 1179 athletes included, 1140 had no previous concussion and 37 had a previous concussion. There was no observed effect of previous concussion (F = 0.038; p = 0.846) on time to LEMSKI overall. Student-athletes competing on constructed surfaces sustained a subsequent LEMSKI 14.5 days sooner (SE = 5.255; p = 0.045), and those competing on organic surfaces sustained a subsequent LEMSKI 23.5 days sooner (SE = 4.018; p < 0.001) in the season than those competing on synthetic surfaces. Contact sport student-athletes sustained a subsequent LEMSKI 52.1 days sooner than collision sport student-athletes (SE = 5.248; p < 0.001), and limited contact sport student-athletes sustained a subsequent LEMSKI 42.29 days sooner than collision sport student-athletes (SE = 4.463; p < 0.001). There was no observed effect of biologic sex (F = 0.602; p = 0.438) on time to LEMSKI overall. CONCLUSION There was no observed impact of concussion on time on LEMSKI overall in this collegiate athletic population. Contact sports were associated with decreased time to LEMSK, while synthetic surfaces were associated with increased time to LEMSKI in this population. There was no observed impact of biologic sex on time to LEMSKI. LEVEL OF EVIDENCE Case-control, level of evidence III.
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Affiliation(s)
- Lexie K Ross
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
| | - Andy Lalka
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
| | - Carson Keeter
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
| | - Mary C Hamati
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
| | - Kevin Robell
- Pac-12 Health Analytics Program, 12457 Alcosta Blvd, San Ramon, CA, 94583, USA.
| | - David R Howell
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
| | - Nathaniel E Zona
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA
| | - Kenneth J Hunt
- Department of Orthopaedics, University of Colorado School of Medicine, 13001 E. 17th Place, Aurora, CO, 80045, USA.
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3
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Ahuja H, Badhwar S, Edgell H, Litoiu M, Sergio LE. Machine learning algorithms for detection of visuomotor neural control differences in individuals with PASC and ME. Front Hum Neurosci 2024; 18:1359162. [PMID: 38638805 PMCID: PMC11024369 DOI: 10.3389/fnhum.2024.1359162] [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: 12/20/2023] [Accepted: 03/15/2024] [Indexed: 04/20/2024] Open
Abstract
The COVID-19 pandemic has affected millions worldwide, giving rise to long-term symptoms known as post-acute sequelae of SARS-CoV-2 (PASC) infection, colloquially referred to as long COVID. With an increasing number of people experiencing these symptoms, early intervention is crucial. In this study, we introduce a novel method to detect the likelihood of PASC or Myalgic Encephalomyelitis (ME) using a wearable four-channel headband that collects Electroencephalogram (EEG) data. The raw EEG signals are processed using Continuous Wavelet Transform (CWT) to form a spectrogram-like matrix, which serves as input for various machine learning and deep learning models. We employ models such as CONVLSTM (Convolutional Long Short-Term Memory), CNN-LSTM, and Bi-LSTM (Bidirectional Long short-term memory). Additionally, we test the dataset on traditional machine learning models for comparative analysis. Our results show that the best-performing model, CNN-LSTM, achieved an accuracy of 83%. In addition to the original spectrogram data, we generated synthetic spectrograms using Wasserstein Generative Adversarial Networks (WGANs) to augment our dataset. These synthetic spectrograms contributed to the training phase, addressing challenges such as limited data volume and patient privacy. Impressively, the model trained on synthetic data achieved an average accuracy of 93%, significantly outperforming the original model. These results demonstrate the feasibility and effectiveness of our proposed method in detecting the effects of PASC and ME, paving the way for early identification and management of the condition. The proposed approach holds significant potential for various practical applications, particularly in the clinical domain. It can be utilized for evaluating the current condition of individuals with PASC or ME, and monitoring the recovery process of those with PASC, or the efficacy of any interventions in the PASC and ME populations. By implementing this technique, healthcare professionals can facilitate more effective management of chronic PASC or ME effects, ensuring timely intervention and improving the quality of life for those experiencing these conditions.
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Affiliation(s)
- Harit Ahuja
- School of Information Technology, York University, Toronto, ON, Canada
| | - Smriti Badhwar
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
| | - Heather Edgell
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
| | - Marin Litoiu
- School of Information Technology, York University, Toronto, ON, Canada
- Lassonde School of Engineering, York University, Toronto, ON, Canada
| | - Lauren E. Sergio
- School of Information Technology, York University, Toronto, ON, Canada
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
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4
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Wilkerson GB, Fleming LR, Adams VP, Petty RJ, Carlson LM, Hogg JA, Acocello SN. Assessment and Training of Perceptual-Motor Function: Performance of College Wrestlers Associated with History of Concussion. Brain Sci 2024; 14:68. [PMID: 38248283 PMCID: PMC10813796 DOI: 10.3390/brainsci14010068] [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: 11/21/2023] [Revised: 12/01/2023] [Accepted: 01/08/2024] [Indexed: 01/23/2024] Open
Abstract
Concussion may affect sport performance capabilities related to the visual perception of environmental events, rapid decision-making, and the generation of effective movement responses. Immersive virtual reality (VR) offers a means to quantify, and potentially enhance, the speed, accuracy, and consistency of responses generated by integrated neural processes. A cohort of 24 NCAA Division I male wrestlers completed VR assessments before and after a 3-week VR training program designed to improve their perceptual-motor performance. Prior to training, the intra-individual variability (IIV) among 40 successive task trials for perceptual latency (i.e., time elapsed between visual stimulus presentation and the initiation of movement response) demonstrated strong discrimination between 10 wrestlers who self-reported a history of concussion from 14 wrestlers who denied ever having sustained a concussion (Area Under Curve ≥ 0.750 for neck, arm, and step movements). Natural log transformation improved the distribution normality of the IIV values for both perceptual latency and response time (i.e., time elapsed between visual stimulus presentation and the completion of movement response). The repeated measures ANOVA results demonstrated statistically significant (p < 0.05) pre- and post-training differences between groups for the IIV in perceptual latency and the IIV in response time for neck, arm, and step movements. Five of the six IIV metrics demonstrated a statistically significant magnitude of change for both groups, with large effect sizes. We conclude that a VR assessment can detect impairments in perceptual-motor performance among college wrestlers with a history of concussion. Although significant post-training group differences were evident, VR training can yield significant performance improvements in both groups.
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Affiliation(s)
- Gary B. Wilkerson
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Lexi R. Fleming
- Department of Intercollegiate Athletics, Lincoln Memorial University, Harrogate, TN 37752, USA;
| | - Victoria P. Adams
- Sports Medicine Outreach Program, Piedmont Physicians Athens Regional Medical Center, Watkinsville, GA 30677, USA;
| | - Richard J. Petty
- Department of Intercollegiate Athletics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA;
| | - Lynette M. Carlson
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Jennifer A. Hogg
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Shellie N. Acocello
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
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5
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McLoughlin J. Concussion Rehabilitation and the Application of Ten Movement Training Principles. Cureus 2023; 15:e46520. [PMID: 37927640 PMCID: PMC10625311 DOI: 10.7759/cureus.46520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/05/2023] [Indexed: 11/07/2023] Open
Abstract
Concussion awareness continues to grow in all aspects of healthcare, including the areas of prevention, acute care, and ongoing rehabilitation. Most of the concussion research to date has focussed on the challenges around screening and diagnosing what can be a complex mix of brain impairments that overlay with additional pre-existing comorbidities. While we expect further progress in concussion diagnosis, progress also continues to be made around proactive rehabilitation, with the emergence of interventions that can enhance the recovery process, maximise function and independence with a return to study, work, and play. Traditionally, optimal multimodal assessments of concussion have treated the physical, cognitive, and psychological domains of brain injury separately, which supports diagnosis, and informs appropriate follow-up care. Due to the complex nature of brain injury, multimodal assessments direct care toward professionals from many different disciplines including medicine, physiotherapy, psychology, neuropsychology, ophthalmology, and exercise physiology. In addition, these professionals may work in different fields such as sports, neurorehabilitation, vestibular, musculoskeletal, community, vocational, and general practice clinical settings. Rehabilitation interventions for concussions employed in practice are also likely to use a blend of theoretical principles from motor control, cognitive, and psychological sciences. This scale of diversity can make information dissemination, collaboration, and innovation challenging. The Ten Movement Training Principles (MTPs) have been proposed as a usable and relevant concept to guide and support clinical reasoning in neurorehabilitation. When applied to concussion rehabilitation, these same 10 principles provide a comprehensive overview of key rehabilitation strategies for current and future practice. Future collaborations can use these training principles to support clinical and research innovations including the rapid rise of technologies in this growing field of rehabilitation practice.
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Affiliation(s)
- James McLoughlin
- College of Nursing and Health Sciences, Flinders University, Adelaide, AUS
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6
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Hurtubise JM, Gorbet DJ, Hynes L, Macpherson AK, Sergio LE. Cortical and cerebellar structural correlates of cognitive-motor integration performance in females with and without persistent concussion symptoms. Brain Inj 2023; 37:397-411. [PMID: 36548113 DOI: 10.1080/02699052.2022.2158231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
INTRODUCTION Fifteen percent of individuals who sustain a concussion develop persistent concussion symptoms (PCS). Recent literature has demonstrated atrophy of the frontal, parietal, and cerebellar regions following acute concussive injury. The frontoparietal-cerebellar network is essential for the performance of visuomotor transformation tasks requiring cognitive-motor integration (CMI), important for daily function. PURPOSE We investigated cortical and subcortical structural differences and how these differences are associated with CMI performance in those with PCS versus healthy controls. METHODS Twenty-six age-matched female participants (13 PCS, 13 healthy) completed four visuomotor tasks. Additionally, MR-images were analyzed for cortical thickness and volume, and cerebellar lobule volume. RESULTS No statistically significant group differences were found in CMI performance. However, those with PCS demonstrated a significantly thicker and larger precuneus, and significantly smaller cerebellar lobules (VIIIa, VIIIb, X) compared to controls. When groups were combined, volumes of both the cerebellar lobules and cortical regions were associated with CMI task performance. CONCLUSION The lack of behavioral differences combined with the structural differences may reflect a compensatory mechanism for those with PCS. In addition, this study highlights the effectiveness of CMI tasks in estimating the structural integrity of the frontoparietal-cerebellar network and is among the first to demonstrate structural correlates of PCS.
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Affiliation(s)
- Johanna M Hurtubise
- School of Kinesiology and Health Science, York University, Toronto, Canada
- Centre for Sport and Exercise Education, Camosun College, Victoria, Canada
| | - Diana J Gorbet
- School of Kinesiology and Health Science, York University, Toronto, Canada
| | - Loriann Hynes
- School of Kinesiology and Health Science, York University, Toronto, Canada
| | | | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, Toronto, Canada
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7
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Smeha N, Kalkat R, Sergio LE, Hynes LM. Sex-related differences in visuomotor skill recovery following concussion in working-aged adults. BMC Sports Sci Med Rehabil 2022; 14:72. [PMID: 35443693 PMCID: PMC9022305 DOI: 10.1186/s13102-022-00466-6] [Citation(s) in RCA: 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: 09/07/2021] [Accepted: 04/06/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND The ability to perform visually-guided motor tasks requires the transformation of visual information into programmed motor outputs. When the guiding visual information does not align spatially with the motor output, the brain processes rules to integrate somatosensory information into an appropriate motor response. Performance on such rule-based, "cognitive-motor integration" tasks is affected in concussion. Here, we investigate the relationship between visuomotor skill performance, concussion history, and sex during the course of a post-concussion management program. METHODS Fifteen acutely concussed working-aged adults, 11 adults with a history of concussion, and 17 healthy controls all completed a recovery program over the course of 4 weeks. Prior to, mid-way, and following the program, all participants were tested on their visuomotor skills. RESULTS We observed an overall change in visuomotor behaviour in all groups, as participants completed the tasks faster and more accurately. Specifically, we observed significant visuomotor skill improvement between the first and final sessions in participants with a concussion history compared to no-concussion-history controls. Notably, we observed a stronger recovery of these skills in females. CONCLUSIONS Our findings indicate that (1) concussion impairs visuomotor skill performance, (2) the performance of complex, rule-based tasks showed improvement over the course of a recovery program, and (3) stronger recovery in females suggests sex-related differences in the brain networks controlling skilled performance, and the effect of injury on these networks.
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Affiliation(s)
- Nicole Smeha
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada.,Centre for Vision Research, York University, Toronto, Canada
| | - Ravneet Kalkat
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada
| | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada. .,York University Sport Medicine Team, York University, Toronto, Canada. .,Centre for Vision Research, York University, Toronto, Canada.
| | - Loriann M Hynes
- School of Kinesiology and Health Science, York University, 357 Bethune College, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada.,York University Sport Medicine Team, York University, Toronto, Canada
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8
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Chaudhary M, Adams MS, Mukhopadhyay S, Litoiu M, Sergio LE. Sabotage Detection Using DL Models on EEG Data From a Cognitive-Motor Integration Task. Front Hum Neurosci 2021; 15:662875. [PMID: 34690715 PMCID: PMC8531592 DOI: 10.3389/fnhum.2021.662875] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 08/31/2021] [Indexed: 11/13/2022] Open
Abstract
Objective clinical tools, including cognitive-motor integration (CMI) tasks, have the potential to improve concussion rehabilitation by helping to determine whether or not a concussion has occurred. In order to be useful, however, an individual must put forth their best effort. In this study, we have proposed a novel method to detect the difference in cortical activity between best effort (no-sabotage) and willful under-performance (sabotage) using a deep learning (DL) approach on the electroencephalogram (EEG) signals. The EEG signals from a wearable four-channel headband were acquired during a CMI task. Each participant completed sabotage and no-sabotage conditions in random order. A multi-channel convolutional neural network with long short term memory (CNN-LSTM) model with self-attention has been used to perform the time-series classification into sabotage and no-sabotage, by transforming the time-series into two-dimensional (2D) image-based scalogram representations. This approach allows the inspection of frequency-based, and temporal features of EEG, and the use of a multi-channel model facilitates in capturing correlation and causality between different EEG channels. By treating the 2D scalogram as an image, we show that the trained CNN-LSTM classifier based on automated visual analysis can achieve high levels of discrimination and an overall accuracy of 98.71% in case of intra-subject classification, as well as low false-positive rates. The average intra-subject accuracy obtained was 92.8%, and the average inter-subject accuracy was 86.15%. These results indicate that our proposed model performed well on the data of all subjects. We also compare the scalogram-based results with the results that we obtained by using raw time-series, showing that scalogram-based gave better performance. Our method can be applied in clinical applications such as baseline testing, assessing the current state of injury and recovery tracking and industrial applications like monitoring performance deterioration in workplaces.
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Affiliation(s)
- Mahima Chaudhary
- Lassonde School of Engineering, York University, Toronto, ON, Canada
| | - Meaghan S Adams
- Faculty of Health, York University, Toronto, ON, Canada.,KITE - Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada
| | | | - Marin Litoiu
- Lassonde School of Engineering, York University, Toronto, ON, Canada
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9
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Wilkerson GB, Nabhan DC, Perry TS. A Novel Approach to Assessment of Perceptual-Motor Efficiency and Training-Induced Improvement in the Performance Capabilities of Elite Athletes. Front Sports Act Living 2021; 3:729729. [PMID: 34661098 PMCID: PMC8517233 DOI: 10.3389/fspor.2021.729729] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 08/31/2021] [Indexed: 11/13/2022] Open
Abstract
Standard clinical assessments of mild traumatic brain injury are inadequate to detect subtle abnormalities that can be revealed by sophisticated diagnostic technology. An association has been observed between sport-related concussion (SRC) and subsequent musculoskeletal injury, but the underlying neurophysiological mechanism is not currently understood. A cohort of 16 elite athletes (10 male, 6 female), which included nine individuals who reported a history of SRC (5 male, 4 female) that occurred between 4 months and 8 years earlier, volunteered to participate in a 12-session program for assessment and training of perceptual-motor efficiency. Performance metrics derived from single- and dual-task whole-body lateral and diagonal reactive movements to virtual reality targets in left and right directions were analyzed separately and combined in various ways to create composite representations of global function. Intra-individual variability across performance domains demonstrated very good SRC history classification accuracy for the earliest 3-session phase of the program (Reaction Time Dispersion AUC = 0.841; Deceleration Dispersion AUC = 0.810; Reaction Time Discrepancy AUC = 0.825, Deceleration Discrepancy AUC = 0.794). Good earliest phase discrimination was also found for Composite Asymmetry between left and right movement directions (AUC = 0.778) and Excursion Average distance beyond the minimal body displacement necessary for virtual target deactivation (AUC = 0.730). Sensitivity derived from Youden's Index for the 6 global factors ranged from 67 to 89% and an identical specificity value of 86% for all of them. Median values demonstrated substantial improvement from the first 3-session phase to the last 3-session phase for Composite Asymmetry and Excursion Average. The results suggest that a Composite Asymmetry value ≥ 0.15 and an Excursion Average value ≥ 7 m, provide reasonable qualitative approximations for clinical identification of suboptimal perceptual-motor performance. Despite acknowledged study limitations, the findings support a hypothesized relationship between whole-body reactive agility performance and functional connectivity among brain networks subserving sensory perception, cognitive decision-making, and motor execution. A complex systems approach appears to perform better than traditional data analysis methods for detection of subtle perceptual-motor impairment, which has the potential to advance both clinical management of SRC and training for performance enhancement.
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Affiliation(s)
- Gary B Wilkerson
- Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN, United States
| | - Dustin C Nabhan
- Oslo Sports Trauma Research Center, Norwegian School of Sport Science, Oslo, Norway
| | - Tyler S Perry
- Orthopedics and Sports Medicine, Emory Healthcare, Atlanta, GA, United States
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10
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Vartanian O, Tenn C, Rhind SG, Nakashima A, Di Battista AP, Sergio LE, Gorbet DJ, Fraser DD, Colantonio A, King K, Lam Q, Saunders D, Jetly R. Blast in Context: The Neuropsychological and Neurocognitive Effects of Long-Term Occupational Exposure to Repeated Low-Level Explosives on Canadian Armed Forces' Breaching Instructors and Range Staff. Front Neurol 2020; 11:588531. [PMID: 33343492 PMCID: PMC7744759 DOI: 10.3389/fneur.2020.588531] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 11/09/2020] [Indexed: 11/21/2022] Open
Abstract
Currently, there is strong interest within the military to better understand the effects of long-term occupational exposure to repeated low-level blast on health and performance. To gain traction on the chronic sequelae of blast, we focused on breaching—a tactical technique for gaining entry into closed/blocked spaces by placing explosives and maintaining a calculated safe distance from the detonation. Using a cross-sectional design, we compared the neuropsychological and neurocognitive profiles of breaching instructors and range staff to sex- and age-matched Canadian Armed Forces (CAF) controls. Univariate tests demonstrated that breaching was associated with greater post-concussive symptoms (Rivermead Post Concussion Symptoms Questionnaire) and lower levels of energy (RAND SF-36). In addition, breaching instructors and range staff were slower on a test that requires moving and thinking simultaneously (i.e., cognitive-motor integration). Next, using a multivariate approach, we explored the impact of other possible sources of injury, including concussion and prior war-zone deployment on the same outcomes. Concussion history was associated with higher post-concussive scores and musculoskeletal problems, whereas deployment was associated with higher post-concussive scores, but lower energy and greater PTSD symptomatology (using PCL-5). Our results indicate that although breaching, concussion, and deployment were similarly correlated with greater post-concussive symptoms, concussion history appears to be uniquely associated with altered musculoskeletal function, whereas deployment history appears to be uniquely associated with lower energy and risk of PTSD. We argue that the broader injury context must, therefore, be considered when studying the impact of repetitive low-level explosives on health and performance in military members.
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Affiliation(s)
- Oshin Vartanian
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada.,Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Catherine Tenn
- Defence Research and Development Canada, Suffield Research Centre, Medicine Hat, AB, Canada
| | - Shawn G Rhind
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada.,Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, ON, Canada
| | - Ann Nakashima
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada
| | - Alex P Di Battista
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada.,Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, ON, Canada
| | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
| | - Diana J Gorbet
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
| | - Douglas D Fraser
- Department of Clinical Neurological Sciences, Western University, London, ON, Canada
| | | | - Kristen King
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada
| | - Quan Lam
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada
| | - Doug Saunders
- Defence Research and Development Canada, Toronto Research Centre, Toronto, ON, Canada
| | - Rakesh Jetly
- Canadian Forces Health Services, Ottawa, ON, Canada
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11
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Reilly N, Prebor J, Moxey J, Schussler E. Chronic impairments of static postural stability associated with history of concussion. Exp Brain Res 2020; 238:2783-2793. [DOI: 10.1007/s00221-020-05934-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 09/24/2020] [Indexed: 01/20/2023]
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12
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Sergio LE, Gorbet DJ, Adams MS, Dobney DM. The Effects of Mild Traumatic Brain Injury on Cognitive-Motor Integration for Skilled Performance. Front Neurol 2020; 11:541630. [PMID: 33041992 PMCID: PMC7525090 DOI: 10.3389/fneur.2020.541630] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 08/12/2020] [Indexed: 01/01/2023] Open
Abstract
Adults exposed to blast and blunt impact often experience mild traumatic brain injury, affecting neural functions related to sensory, cognitive, and motor function. In this perspective article, we will review the effects of impact and blast exposure on functional performance that requires the integration of these sensory, cognitive, and motor control systems. We describe cognitive-motor integration and how it relates to successfully navigating skilled activities crucial for work, duty, sport, and even daily life. We review our research on the behavioral effects of traumatic impact and blast exposure on cognitive-motor integration in both younger and older adults, and the neural networks that are involved in these types of skills. Overall, we have observed impairments in rule-based skilled performance as a function of both physical impact and blast exposure. The extent of these impairments depended on the age at injury and the sex of the individual. It appears, however, that cognitive-motor integration deficits can be mitigated by the level of skill expertise of the affected individual, suggesting that such experience imparts resiliency in the brain networks that underly the control of complex visuomotor performance. Finally, we discuss the next steps needed to comprehensively understand the impact of trauma and blast exposure on functional movement control.
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Affiliation(s)
- Lauren E. Sergio
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Centre for Vision Research, York University, Toronto, ON, Canada
| | - Diana J. Gorbet
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Centre for Vision Research, York University, Toronto, ON, Canada
| | - Meaghan S. Adams
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Vision-Science to Application (VISTA) Program, York University, Toronto, ON, Canada
- Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada
| | - Danielle M. Dobney
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Vision-Science to Application (VISTA) Program, York University, Toronto, ON, Canada
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13
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Adams MS, Niechwiej-Szwedo E, McIlroy WE, Staines WR. A History of Concussion Affects Relevancy-Based Modulation of Cortical Responses to Tactile Stimuli. Front Integr Neurosci 2020; 14:33. [PMID: 32719591 PMCID: PMC7350857 DOI: 10.3389/fnint.2020.00033] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Accepted: 05/28/2020] [Indexed: 11/13/2022] Open
Abstract
Modulating cortical excitability based on a stimulus’ relevance to the task at hand is a component of sensory gating, and serves to protect higher cortical centers from being overwhelmed with irrelevant information (McIlroy et al., 2003; Kumar et al., 2005; Wasaka et al., 2005). This study examined relevancy-based modulation of cortical excitability, and corresponding behavioral responses, in the face of distracting stimuli in participants with and without a history of concussion (mean age 22 ± 3 SD years; most recent concussion 39.1 ± 30 SD months). Participants were required to make a scaled motor response to the amplitudes of visual and tactile stimuli presented individually or concurrently. Task relevance was manipulated, and stimuli were occasionally presented with irrelevant distractors. Electroencephalography (EEG) and task accuracy data were collected from participants with and without a history of concussion. The somatosensory-evoked N70 event-related potential (ERP) was significantly modulated by task relevance in the control group but not in those with a history of concussion, and there was a significantly greater cost to task accuracy in the concussion history group when relevant stimuli were presented with an irrelevant distractor. This study demonstrated that relevancy-based modulation of electrophysiological responses and behavioral correlates of sensory gating differ in people with and without a history of concussion, even after patients were symptom-free and considered recovered from their injuries.
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Affiliation(s)
- Meaghan S Adams
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | | | - William E McIlroy
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - William R Staines
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
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14
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Hurtubise JM, Gorbet DJ, Hynes LM, Macpherson AK, Sergio LE. White Matter Integrity and Its Relationship to Cognitive-Motor Integration in Females with and without Post-Concussion Syndrome. J Neurotrauma 2020; 37:1528-1536. [PMID: 31928154 DOI: 10.1089/neu.2019.6765] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Fifteen percent of individuals who sustain a concussion go on to develop post-concussion syndrome (PCS). These persistent symptoms are believed to be attributed to damage to white matter tracts and impaired neurotransmission. Specifically, declines in white matter integrity after concussion have been found along the long-coursing axons underlying the frontoparietal network. This network is essential for the performance of visuomotor transformation tasks requiring cognitive-motor integration (CMI). We have previously observed deficits in performance on CMI-based tasks in those who have a history of concussion, but were asymptomatic. The aim of this study was to investigate performance on a CMI task, as well as white matter integrity differences along frontoparietal-cerebellar white matter tracts, in those with PCS compared to healthy controls. We hypothesized an association between the behavioral and brain structural measures. Twenty-six female participants (13 with PCS for ≥6 months and 13 healthy controls) completed four computer-based visuomotor CMI tasks. In addition, diffusion tensor images (DTIs) were acquired. No statistically significant differences were found in CMI performance between groups (p > 0.05). Further, there were no statistically significant differences between groups on any DTI metrics (p > 0.05). However, examination of the data collapsed across participants revealed significant associations between performance on a CMI task and white matter integrity. Further investigation into additional causes of symptoms in those with PCS (including psychological and cervicogenic factors) will strengthen our understanding of this diverse group. Nonetheless, this study demonstrates that white matter integrity is related to levels of performance in tasks that require rule-based movement control.
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Affiliation(s)
- Johanna M Hurtubise
- Centre for Sport and Exercise Education, Camosun College, Victoria, British Columbia, Canada
| | - Diana J Gorbet
- School of Kinesiology and Health Science, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada.,Centre for Vision Research, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada
| | - Loriann M Hynes
- School of Kinesiology and Health Science, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada
| | - Alison K Macpherson
- School of Kinesiology and Health Science, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada
| | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada.,Centre for Vision Research, York University, Sherman Health Science Research Centre, Toronto, Ontario, Canada
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15
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Dalecki M, Usand J, Van Gemmert AWA, Sergio LE. Motor Deficits in Youth with Concussion History: Issues with Task Novelty or Task Demand? Int J Sports Med 2020; 41:688-695. [PMID: 32485775 DOI: 10.1055/a-1144-3217] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The present study expands previous work on eye-hand decoupling deficits in youth with concussion history. It examines whether deficits can be linked to difficulties adapting to new task constraints or meeting ongoing task demands. Data from 59 youth with concussion history (M=11 months post-concussion) and 55 no history controls were analyzed. All 114 participants (M=12.5 yrs.) performed two touchscreen-based eye-hand coordination tasks: A standard task with vision and motor action in alignment, and an eye-hand decoupling task with both spatially decoupled, with twenty trials per task condition. First (trial 1-4), middle (trial 9-12), and last (trial 17-20) trial blocks were analyzed in each condition across groups, as well as first and last blocks only. The latter analysis showed in the first block longer response times in the concussion history group in the eye-hand decoupling condition due to a general slowdown of the reaction times across blocks and a trend for higher movement times. Our findings suggest that youth with concussion history have difficulty to adapt to new task constraints associated with complex skill performance during a short series of trials. These results are relevant for athletic trainers, therapists and coaches who work with youth with concussion history.
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Affiliation(s)
- Marc Dalecki
- School of Kinesiology, Louisiana State University, Baton Rouge, United States
| | - Jessica Usand
- School of Kinesiology, Louisiana State University, Baton Rouge, United States
| | | | - Lauren E Sergio
- School of Kinesiology and Health Science, York University, Toronto, Canada
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16
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Dalecki M, Gorbet DJ, Macpherson A, Sergio LE. Sport experience is correlated with complex motor skill recovery in youth following concussion. Eur J Sport Sci 2019; 19:1257-1266. [DOI: 10.1080/17461391.2019.1584249] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Marc Dalecki
- School of Kinesiology, Louisiana State University, Baton Rouge, LA, USA
| | - Diana J. Gorbet
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Centre for Vision Research, York University, Toronto, ON, Canada
| | - Alison Macpherson
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
| | - Lauren E. Sergio
- School of Kinesiology and Health Science, York University, Toronto, ON, Canada
- Centre for Vision Research, York University, Toronto, ON, Canada
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17
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Gorbet DJ, Sergio LE. Looking up while reaching out: the neural correlates of making eye and arm movements in different spatial planes. Exp Brain Res 2018; 237:57-70. [DOI: 10.1007/s00221-018-5395-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2018] [Accepted: 10/04/2018] [Indexed: 10/28/2022]
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18
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The long-term outcomes of sport-related concussion in pediatric populations. Int J Psychophysiol 2018; 132:14-24. [DOI: 10.1016/j.ijpsycho.2018.04.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Revised: 03/08/2018] [Accepted: 04/04/2018] [Indexed: 12/14/2022]
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