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Hodges PW, van den Hoorn W. A vision for the future of wearable sensors in spine care and its challenges: narrative review. JOURNAL OF SPINE SURGERY (HONG KONG) 2022; 8:103-116. [PMID: 35441093 PMCID: PMC8990399 DOI: 10.21037/jss-21-112] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 11/29/2021] [Indexed: 06/14/2023]
Abstract
OBJECTIVE This review aimed to: (I) provide a brief overview of some topical areas of current literature regarding applications of wearable sensors in the management of low back pain (LBP); (II) present a vision for a future comprehensive system that integrates wearable sensors to measure multiple parameters in the real world that contributes data to guide treatment selection (aided by artificial intelligence), uses wearables to aid treatment support, adherence and outcome monitoring, and interrogates the response of the individual patient to the prescribed treatment to guide future decision support for other individuals who present with LBP; and (III) consider the challenges that will need to be overcome to make such a system a reality. BACKGROUND Advances in wearable sensor technologies are opening new opportunities for the assessment and management of spinal conditions. Although evidence of improvements in outcomes for individuals with LBP from the use of sensors is limited, there is enormous future potential. METHODS Narrative review and literature synthesis. CONCLUSIONS Substantial research is underway by groups internationally to develop and test elements of this system, to design innovative new sensors that enable recording of new data in new ways, and to fuse data from multiple sources to provide rich information about an individual's experience of LBP. Together this system, incorporating data from wearable sensors has potential to personalise care in ways that were hitherto thought impossible. The potential is high but will require concerted effort to develop and ultimately will need to be feasible and more effective than existing management.
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Affiliation(s)
- Paul W Hodges
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia
| | - Wolbert van den Hoorn
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia
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An acute bout of controlled subconcussive impacts can alter dynamic cerebral autoregulation indices: a preliminary investigation. Eur J Appl Physiol 2022; 122:1059-1070. [PMID: 35171333 DOI: 10.1007/s00421-022-04908-4] [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: 03/04/2021] [Accepted: 02/01/2022] [Indexed: 11/03/2022]
Abstract
OBJECTIVES There is growing concern repetitive head contacts sustained by soccer players may lead to long-term health ramifications. Therefore, this preliminary investigation examined the impact an acute soccer heading bout has on dynamic cerebral autoregulation (dCA) metrics. METHODS In this preliminary investigation, 40 successful soccer headers were performed in 20 min by 7 male elite soccer players (24.1 ± 1.5 years). Soccer balls were launched at 77.5 ± 3.7 km/h from JUGS soccer machine, located 35 m away from participants. Linear and rotational head accelerations impacts were measured using an accelerometer (xPatch). The SCAT3 indexed concussion symptom score and severity before and after: soccer headers, sham (body contact only), and control conditions. Squat-stand maneuvers were performed at 0.05 Hz and 0.10 Hz to quantity dCA through measures of coherence, phase, and gain. RESULTS Cumulative linear and rotational accelerations during soccer headers were 1574 ± 97.9 g and 313,761 ± 23,966 rads/s2, respectively. SCAT3 symptom severity was elevated after the soccer heading bout (pre 3.7 ± 3.6, post 9.4 ± 7.6: p = 0.030) and five of the seven participants reported an increase in concussion-like symptoms (pre: 2.6 ± 3.0, post: 6.7 ± 6.2; p = 0.078). Phase at 0.10 Hz was elevated following soccer heading (p = 0.008). No other dCA metric differed following the three conditions. CONCLUSION These preliminary results indicate an acute bout of soccer heading resulted in alterations to dCA metrics. Therefore, future research with larger sample sizes is warranted to fully comprehend short- and long-term physiological changes related to soccer heading.
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Peek K, McKay M, Fu A, Meyer T, Oxenham V, Esopenko C, Caccese J, Andersen J. The effect of ball characteristics on head acceleration during purposeful heading in male and female youth football players. SCI MED FOOTBALL 2022; 5:195-203. [PMID: 35077287 DOI: 10.1080/24733938.2021.1897657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objective: The objective of this cross-sectional study was to explore the effects of different ball types and characteristics on head acceleration during purposeful heading in youth football players. Methods: Experienced male and female players (n = 61) aged between 12-17 years completed heading trials with 4 different balls (Ball 1 mass 192 grams (g), pressure 5.0 pounds per square inch (psi); Ball 2 432 g, 5.0 psi; Ball 3 255 g, 5.0 psi; Ball 4 430 g, 10.5 psi) whilst wearing a head-mounted accelerometer and gyroscope. Balls 1, 2 and 4 were size 5 balls; Ball 3 was a size 4 ball.Results: Multivariate analysis of variance and post-hoc univariate analyses revealed a statistically significant difference between ball type and head acceleration during heading for both linear acceleration (adjusted R2 = 0.68; F = 140.90; p = <0.001) and angular velocity (adjusted R2 = 0.28; F = 26.52; p = <0.001). Ball 1 (lightest size 5 ball) and Ball 3 (size 4 ball) demonstrated linear head accelerations up to 59% lower (p = <0.01) when compared with Ball 4 (size 5 regulated match ball).Discussion: Head acceleration during purposeful heading is influenced by changes to ball pressure, ball size and/or ball mass. Changing ball characteristics, particularly in youth football training when heading is being taught, should be an easy strategy to implement.
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Affiliation(s)
- Kerry Peek
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Marnee McKay
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Allan Fu
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Medical Faculty, Saarland University, Saarbrücken, Germany
| | - Vincent Oxenham
- Department of Psychology, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, NSW, Australia.,Department of Neurology, Royal North Shore Hospital, Sydney, Australia
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Sciences, Rutgers Biomedical Health Sciences, Newark, USA
| | - Jaclyn Caccese
- School of Health and Rehabilitation Sciences, The Ohio State University College of Medicine, Columbus, USA
| | - Jordan Andersen
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
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Head Impact Exposure and Biomechanics in University Varsity Women's Soccer. Ann Biomed Eng 2022; 50:1461-1472. [PMID: 35041117 PMCID: PMC8765100 DOI: 10.1007/s10439-022-02914-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 01/01/2022] [Indexed: 11/17/2022]
Abstract
Soccer is a unique sport where players purposefully and voluntarily use their unprotected heads to manipulate the direction of the ball. There are limited soccer head impact exposure data to further study brain injury risks. The objective of the current study was to combine validated mouthpiece sensors with comprehensive video analysis methods to characterize head impact exposure and biomechanics in university varsity women’s soccer. Thirteen female soccer athletes were instrumented with mouthpiece sensors to record on-field head impacts during practices, scrimmages, and games. Multi-angle video was obtained and reviewed for all on-field activity to verify mouthpiece impacts and identify contact scenarios. We recorded 1307 video-identified intentional heading impacts and 1011 video-verified sensor impacts. On average, athletes experienced 1.83 impacts per athlete-exposure, with higher exposure in practices than games/scrimmages. Median and 95th percentile peak linear and peak angular accelerations were 10.0, 22.2 g, and 765, 2296 rad/s2, respectively. Long kicks, top of the head impacts and jumping headers resulted in the highest impact kinematics. Our results demonstrate the importance of investigating and monitoring head impact exposure during soccer practices, as well as the opportunity to limit high-kinematics impact exposure through heading technique training and reducing certain contact scenarios.
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55
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Tooby J, Weaving D, Al-Dawoud M, Tierney G. Quantification of Head Acceleration Events in Rugby League: An Instrumented Mouthguard and Video Analysis Pilot Study. SENSORS (BASEL, SWITZERLAND) 2022; 22:584. [PMID: 35062545 PMCID: PMC8781372 DOI: 10.3390/s22020584] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Revised: 12/23/2021] [Accepted: 12/28/2021] [Indexed: 05/31/2023]
Abstract
Instrumented mouthguards (iMG) were used to collect head acceleration events (HAE) in men's professional rugby league matches. Peak linear acceleration (PLA), peak angular acceleration (PAA) and peak change in angular velocity (ΔPAV) were collected using custom-fit iMG set with a 5 g single iMG-axis recording threshold. iMG were fitted to ten male Super League players for thirty-one player matches. Video analysis was conducted on HAE to identify the contact event; impacted player; tackle stage and head loading type. A total of 1622 video-verified HAE were recorded. Approximately three-quarters of HAE (75.7%) occurred below 10 g. Most (98.2%) HAE occurred during tackles (59.3% to tackler; 40.7% to ball carrier) and the initial collision stage of the tackle (43.9%). The initial collision stage resulted in significantly greater PAA and ΔPAV than secondary contact and play the ball tackle stages (p < 0.001). Indirect HAE accounted for 29.8% of HAE and resulted in significantly greater ΔPAV (p < 0.001) than direct HAE, but significantly lower PLA (p < 0.001). Almost all HAE were sustained in the tackle, with the majority occurring during the initial collision stage, making it an area of focus for the development of player protection strategies for both ball carriers and tacklers. League-wide and community-level implementation of iMG could enable a greater understanding of head acceleration exposure between playing positions, cohorts, and levels of play.
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Affiliation(s)
- James Tooby
- School of Biomedical Sciences, University of Leeds, Leeds LS2 9JT, UK
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds LS1 3HE, UK; (D.W.); (G.T.)
| | - Dan Weaving
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds LS1 3HE, UK; (D.W.); (G.T.)
- Leeds Rhinos Rugby League Club, Leeds LS5 3BW, UK;
| | | | - Gregory Tierney
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds LS1 3HE, UK; (D.W.); (G.T.)
- Sport and Exercise Sciences Research Institute, School of Sport, Faculty of Life and Health Sciences, Ulster University, Belfast BT15 1ED, UK
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Peek K, Andersen J, McKay MJ, Versteegh T, Gilchrist IA, Meyer T, Gardner A. The Effect of the FIFA 11 + with Added Neck Exercises on Maximal Isometric Neck Strength and Peak Head Impact Magnitude During Heading: A Pilot Study. Sports Med 2022; 52:655-668. [PMID: 34590247 PMCID: PMC8480461 DOI: 10.1007/s40279-021-01564-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/05/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Higher neck strength has been postulated to reduce head impact magnitude during purposeful heading in football. OBJECTIVES This pilot trial explored the effect of a neck exercise programme on (1) neck strength and (2) head impact magnitude during heading in male and female adolescent football players. METHODS Boys and girls (aged 12-17 years) were randomised by team to the intervention (5 weeks of supervised neuromuscular neck exercises integrated into part 2 of the FIFA 11 + , completed three times per week) or the control group (usual part 2 of the FIFA 11 + , no neck exercises). Outcomes included isometric neck strength and head impact magnitude (peak linear acceleration and peak angular velocity) during standardised heading from a throw-in (at baseline and 6 weeks) plus completion of an evaluation survey by intervention players and coaches. RESULTS In total, 52 players (n = 31 intervention; n = 21 control) completed the study. Mixed-model analysis of variance (ANOVA) revealed significant differences in neck strength variables (p < 0.001), peak linear acceleration (p = 0.04) and peak angular velocity (p = 0.04) between the intervention and control groups over time. Intervention players demonstrated increases in mean composite neck strength (53.8% intervention vs 15.6% control) as well as decreases in mean peak linear head acceleration during heading (- 11.8% vs - 5.0%) from baseline to follow-up. Reduction in peak angular velocity was more pronounced in girls (- 27.7%) than boys (- 11.5%) in the intervention group. The addition of neck exercises into part 2 of the FIFA 11 + was feasible and accepted by players and coaches. CONCLUSION On average, players who completed neck exercises demonstrated an increase in isometric neck strength and a decrease in head impact magnitude during heading. These exercises were easily incorporated into usual training. Australian New Zealand Clinical Trials Registry (no: ACTRN12619001375145).
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Affiliation(s)
- Kerry Peek
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Susan Wakil Health Building, Camperdown, Sydney, NSW, Australia.
| | - Jordan Andersen
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW Australia
| | - Marnee J. McKay
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Susan Wakil Health Building, Camperdown, Sydney, NSW Australia
| | - Theo Versteegh
- School of Physical Therapy, Western University, London, ON Canada
| | - Ian A. Gilchrist
- School of Kinesiology and Health Studies, Queen’s University, Kingston, ON Canada
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Medical Faculty, Saarland University, Saarbrücken, Germany
| | - Andrew Gardner
- Priority Research Centre for Stroke and Brain Injury, School of Medicine and Public Health, The University of Newcastle, Newcastle, NSW Australia ,Hunter New England Local Health District Sports Concussion Research Program, Calvary Mater Hospital, Waratah, NSW Australia
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Tierney G. Concussion biomechanics, head acceleration exposure and brain injury criteria in sport: a review. Sports Biomech 2021:1-29. [PMID: 34939531 DOI: 10.1080/14763141.2021.2016929] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 12/05/2021] [Indexed: 10/19/2022]
Abstract
There are mounting concerns surrounding the risk of neurodegenerative diseases and complications associated with concussion incidence and repetitive head acceleration events (HAE) in sport. The aim of this review is to provide an overview of concussion biomechanics, head acceleration exposure and brain injury criteria in sport. Rotational head motion appears to be the primary contributor to brain injury risk due to the unique mechanical properties of the brain and its location within the body. There is a growing evidence base of different biomechanical brain injury mechanisms, including those involving repetitive HAE. Historically, many studies on concussion biomechanics, head acceleration exposure and brain injury criteria in sport have been limited by validity of the biomechanical approaches undertaken. Biomechanical approaches such as instrumented mouthguards and subject-specific finite element (FE) brain models provide a unique opportunity to develop greater brain injury criteria and aid in on-field athlete removal. Implementing these approaches on a large-scale can gain insight into potential risk factors within sports and certain athletes/cohorts who sustain a greater number and/or severity of HAE throughout their playing career. These findings could play a key role in the development of concussion prevention strategies and techniques that mitigate the severity of HAE in sport.
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Affiliation(s)
- Gregory Tierney
- Sport and Exercise Sciences Research Institute, School of Sport, Faculty of Life and Health Sciences, Ulster University, Belfast, UK
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58
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Characterization of Head Impact Exposure in Women's Collegiate Soccer. J Appl Biomech 2021; 38:2-11. [PMID: 34911036 DOI: 10.1123/jab.2020-0304] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 08/25/2021] [Accepted: 09/29/2021] [Indexed: 11/18/2022]
Abstract
Soccer players are regularly exposed to head impacts by intentionally heading the ball. Evidence suggests repetitive subconcussive head impacts may affect the brain, and females may be more vulnerable to brain injury than males. This study aimed to characterize head impact exposure among National Collegiate Athletic Association women's soccer players using a previously validated mouthpiece-based sensor. Sixteen players were instrumented during 72 practices and 24 games. Head impact rate and rate of risk-weighted cumulative exposure were compared across session type and player position. Head kinematics were compared across session type, impact type, player position, impact location, and ball delivery method. Players experienced a mean (95% confidence interval) head impact rate of 0.468 (0.289 to 0.647) head impacts per hour, and exposure rates varied by session type and player position. Headers accounted for 89% of head impacts and were associated with higher linear accelerations and rotational accelerations than nonheader impacts. Headers in which the ball was delivered by a long kick had greater peak kinematics (all P < .001) than headers in which the ball was delivered by any other method. Results provide increased understanding of head impact frequency and magnitude in women's collegiate soccer and may help inform efforts to prevent brain injury.
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59
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Jansen AE, McGrath M, Samorezov S, Johnston J, Bartsch A, Alberts J. Characterizing Head Impact Exposure in Men and Women During Boxing and Mixed Martial Arts. Orthop J Sports Med 2021; 9:23259671211059815. [PMID: 34901294 PMCID: PMC8664317 DOI: 10.1177/23259671211059815] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 08/24/2021] [Indexed: 11/16/2022] Open
Abstract
Background: The accumulation of subconcussive impacts has been implicated in permanent neurological impairment. A gap in understanding the relationship between head impacts and neurological function is the lack of precise characterization and quantification of forces that individuals experience during sports training and competition. Purpose: To characterize impact exposure during training and competition among male and female athletes participating in boxing and mixed martial arts (MMA) via an instrumented custom-fit Impact Monitoring Mouthguard (IMM). Study Design: Cross-sectional study; Level of evidence, 3. Methods: Twenty-three athletes (n = 4 women) were provided a custom-fit IMM. The IMM monitored impacts during sparring and competition. All training and competition sessions were videotaped. Video and IMM data were synchronized for post hoc data verification of true positives and substantiation of impact location. IMM data were collected from boxing and MMA athletes at a collaborating site. For each true-positive impact, peak linear acceleration and peak angular acceleration were calculated. Wilcoxon rank sum tests were used to evaluate potential differences in sport, activity type, and sex with respect to each outcome. Differences in impact location were assessed via Kruskal-Wallis tests. Results: IMM data were collected from 53 amateur training sessions and 6 competitions (session range, 5-20 minutes). A total of 896 head impacts (men, n = 786; women, n = 110) were identified using IMM data and video verification: 827 in practice and 69 during competition. MMA and boxers experienced a comparable number of impacts per practice session or competition. In general, MMA impacts produced significantly higher peak angular acceleration than did boxing impacts (P < .001) and were more varied in impact location on the head during competitions. In terms of sex, men experienced a greater number of impacts than women per practice session. However, there was no significant difference between men and women in terms of impact magnitude. Conclusion: Characteristic profiles of head impact exposure differed between boxing and MMA athletes; however, the impact magnitudes were not significantly different for male and female athletes.
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Affiliation(s)
- A Elizabeth Jansen
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA
| | - Morgan McGrath
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA
| | - Sergey Samorezov
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA
| | - Joshua Johnston
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA
| | | | - Jay Alberts
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA.,Neurological Institute, Cleveland Clinic, Cleveland, Ohio, USA
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60
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Wang T, Kenny R, Wu LC. Head Impact Sensor Triggering Bias Introduced by Linear Acceleration Thresholding. Ann Biomed Eng 2021; 49:3189-3199. [PMID: 34622314 DOI: 10.1007/s10439-021-02868-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 09/24/2021] [Indexed: 12/24/2022]
Abstract
Contact sports players frequently sustain head impacts, most of which are mild impacts exhibiting 10-30 g peak head center-of-gravity (CG) linear acceleration. Wearable head impact sensors are commonly used to measure exposure and typically detect impacts using a linear acceleration threshold. However, linear acceleration across the head can substantially vary during 6-degree-of-freedom motion, leading to triggering biases that depend on sensor location and impact condition. We conducted an analytical investigation with impact characteristics extracted from on-field American football and soccer data. We assumed typical mouthguard sensor locations and evaluated whether simulated multi-directional impacts would trigger recording based on per-axis or resultant acceleration thresholding. Across 1387 impact directions, a 10g peak CG linear acceleration impact would trigger at only 24.7% and 31.8% of directions based on a 10 g per-axis and resultant acceleration threshold, respectively. Anterior impact locations had lower trigger rates and even a 30 g impact would not trigger recording in some directions. Such triggering biases also varied by sensor location and linear-rotational head kinematics coupling. Our results show that linear acceleration-based impact triggering could lead to considerable bias in head impact exposure measurements. We propose a set of recommendations to consider for sensor manufacturers and researchers to mitigate this potential exposure measurement bias.
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Affiliation(s)
- Timothy Wang
- Department of Mechanical Engineering, The University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada
| | - Rebecca Kenny
- Faculty of Medicine, The University of British Columbia, 2194 Health Sciences Mall, Vancouver, BC, Canada
| | - Lyndia C Wu
- Department of Mechanical Engineering, The University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada.
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Comparison of Video-Identified Head Contacts and Sensor-Recorded Events in High School Soccer. J Appl Biomech 2021; 37:573-577. [PMID: 34784581 DOI: 10.1123/jab.2021-0191] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 09/08/2021] [Accepted: 09/16/2021] [Indexed: 11/18/2022]
Abstract
Field studies have evaluated the accuracy of sensors to measure head impact exposure using video analysis, but few have studied false negatives. Therefore, the aim of the current study was to investigate the proportion of potential false negatives in high school soccer head impact data. High school athletes (23 females and 31 males) wore headband-mounted Smart Impact Monitor-G impact sensors during competitive soccer games. Video footage from 41 varsity games was analyzed by 2 independent reviewers to identify head contact events, which were defined as visually observed contact to the head. Of the 1991 video-identified head contact events for which sensors were functioning and worn by the players, 1094 (55%) were recorded by the sensors. For female players, 45% of video-identified head contact events were recorded by the sensor compared with 59% for male players. For both females and males, sensitivity varied by impact mechanism. By quantifying the proportion of potential false negatives, the sensitivity of a sensor can be characterized, which can inform the interpretation of previous studies and the design of future studies using head impact sensors. Owing to the difficulty in obtaining ground truth labels of head impacts, video review should be considered a complementary tool to head impact sensors.
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62
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Filben TM, Pritchard NS, Miller LE, Miles CM, Urban JE, Stitzel JD. Header biomechanics in youth and collegiate female soccer. J Biomech 2021; 128:110782. [PMID: 34656012 DOI: 10.1016/j.jbiomech.2021.110782] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 09/24/2021] [Accepted: 09/27/2021] [Indexed: 11/17/2022]
Abstract
Concerns about the effects of intentional heading in soccer have led to regulatory restrictions on headers for youth players. However, there is limited data describing how header exposure varies across age levels, and few studies have attempted to compare head impact exposure across different levels of play with the same sensor. Additionally, little is known about the biomechanical response of the brain to header impacts. The objective of this study was to evaluate head kinematics and the resulting tissue-level brain strain associated with intentional headers among youth and collegiate female soccer players. Six youth and 13 collegiate participants were instrumented with custom mouthpiece-based sensors measuring six-degree-of-freedom head kinematics of headers during practices and games. Kinematics of film-verified headers were used to drive impact simulations with a detailed brain finite element model to estimate tissue-level strain. Linear and rotational head kinematics and strain metrics, specifically 95th percentile maximum principal strain (ε1,95) and the area under the cumulative strain damage measure curve (VSM1), were compared across levels of play (i.e., youth vs. collegiate) while adjusting for session type and ball delivery method. A total of 483 headers (n = 227 youth, n = 256 collegiate) were analyzed. Level of play was significantly associated with linear acceleration, rotational acceleration, rotational velocity, ε1,95, and VSM1. Headers performed by collegiate players had significantly greater mean head kinematics and strain metrics compared to those performed by youth players (all p < .001). Targeted interventions aiming to reduce head impact magnitude in soccer should consider factors associated with the level of play.
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Affiliation(s)
- Tanner M Filben
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - N Stewart Pritchard
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA.
| | - Logan E Miller
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Christopher M Miles
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; Department of Family and Community Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jillian E Urban
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Joel D Stitzel
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
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63
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Williams EMP, Petrie FJ, Pennington TN, Powell DRL, Arora H, Mackintosh KA, Greybe DG. Sex differences in neck strength and head impact kinematics in university rugby union players. Eur J Sport Sci 2021; 22:1649-1658. [PMID: 34463209 DOI: 10.1080/17461391.2021.1973573] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Globally, over three million women participate in rugby union, yet injury prevention and training strategies are predominantly based on androcentric data. These strategies may have limited generalisability to females, given the cervical spine is more susceptible to whiplash and less adept at resisting inertial loading. A total of 53 university rugby union players (25 female, 28 male, 20.7 ± 1.8 years) had their isometric neck strength measured. Bespoke instrumented mouthguards were used to record the magnitude of head impact events in six female and seven male competitive matches. Mean female maximal isometric neck strength was 47% lower than male. Independent samples Mann-Whitney U tests showed no significant differences for peak linear head acceleration (female: median 11.7 g, IQR 7.9 g; male: median 12.5 g, IQR 7.0 g p=.23) or peak rotational head acceleration (female: median 800.2 rad·s-2, IQR 677.7 rad·s-2; male: median 849.4 rad·s-2, IQR 479.8 rad·s-2; p=.76), despite the mean male body mass being 24% greater than female. Coded video analysis revealed substantial differences in head-impact mechanisms; uncontrolled whiplash dominated >50% of all recorded female impact events and <0.5% in males. Direct head-to-ground impacts comprised 26.1% of female and 9.7% of male impacts, with whiplash occurring in 78.0% and 0.5%, respectively. Overall, the data provided in this study do not support the generalisation of male-derived training and injury-prevention data to female rugby athletes. These results suggest a considerable research effort is required to identify specific weakness of female rugby players and derive appropriate training, injury prevention and return to play protocols.
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Affiliation(s)
- Elisabeth M P Williams
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
| | - Freja J Petrie
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
| | - Thomas N Pennington
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
| | - David R L Powell
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
| | - Hari Arora
- ZCCE, Faculty of Science and Engineering, Swansea University, Wales, UK
| | - Kelly A Mackintosh
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
| | - Desney G Greybe
- Applied Sports, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, Wales, UK
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Head Impact Research Using Inertial Sensors in Sport: A Systematic Review of Methods, Demographics, and Factors Contributing to Exposure. Sports Med 2021; 52:481-504. [PMID: 34677820 DOI: 10.1007/s40279-021-01574-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/23/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND The number and magnitude of head impacts have been assessed in-vivo using inertial sensors to characterise the exposure in various sports and to help understand their potential relationship to concussion. OBJECTIVES We aimed to provide a comprehensive review of the field of in-vivo sensor acceleration event research in sports via the summary of data collection and processing methods, population demographics and factors contributing to an athlete's exposure to sensor acceleration events. METHODS The systematic search resulted in 185 cohort or cross-sectional studies that recorded sensor acceleration events in-vivo during sport participation. RESULTS Approximately 5800 participants were studied in 20 sports using 18 devices that included instrumented helmets, headbands, skin patches, mouthguards and earplugs. Female and youth participants were under-represented and ambiguous results were reported for these populations. The number and magnitude of sensor acceleration events were affected by a variety of contributing factors, suggesting sport-specific analyses are needed. For collision sports, being male, being older, and playing in a game (as opposed to a practice), all contributed to being exposed to more sensor acceleration events. DISCUSSION Several issues were identified across the various sensor technologies, and efforts should focus on harmonising research methods and improving the accuracy of kinematic measurements and impact classification. While the research is more mature for high-school and collegiate male American football players, it is still in its early stages in many other sports and for female and youth populations. The information reported in the summarised work has improved our understanding of the exposure to sport-related head impacts and has enabled the development of prevention strategies, such as rule changes. CONCLUSIONS Head impact research can help improve our understanding of the acute and chronic effects of head impacts on neurological impairments and brain injury. The field is still growing in many sports, but technological improvements and standardisation of processes are needed.
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Tierney G, Weaving D, Tooby J, Al-Dawoud M, Hendricks S, Phillips G, Stokes KA, Till K, Jones B. Quantifying head acceleration exposure via instrumented mouthguards (iMG): a validity and feasibility study protocol to inform iMG suitability for the TaCKLE project. BMJ Open Sport Exerc Med 2021; 7:e001125. [PMID: 34603742 PMCID: PMC8438841 DOI: 10.1136/bmjsem-2021-001125] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/17/2021] [Indexed: 11/04/2022] Open
Abstract
Instrumented mouthguards (iMGs) have the potential to quantify head acceleration exposures in sport. The Rugby Football League is looking to deploy iMGs to quantify head acceleration exposures as part of the Tackle and Contact Kinematics, Loads and Exposure (TaCKLE) project. iMGs and associated software platforms are novel, thus limited validation studies exist. The aim of this paper is to describe the methods that will determine the validity (ie, laboratory validation of kinematic measures and on-field validity) and feasibility (ie, player comfort and wearability and practitioner considerations) of available iMGs for quantifying head acceleration events in rugby league. Phase 1 will determine the reliability and validity of iMG kinematic measures (peak linear acceleration, peak rotational velocity, peak rotational acceleration), based on laboratory criterion standards. Players will have three-dimensional dental scans and be provided with available iMGs for phase 2 and phase 3. Phase 2 will determine the on-field validity of iMGs (ie, identifying true positive head acceleration events during a match). Phase 3 will evaluate player perceptions of fit (too loose, too tight, bulky, small/thin, held mouth open, held teeth apart, pain in jaw muscles, uneven bite), comfort (on lips, gum, tongue, teeth) and function (speech, swallowing, dry mouth). Phase 4 will evaluate the practical feasibility of iMGs, as determined by practitioners using the system usability scale (preparing iMG system and managing iMG data). The outcome will provide a systematic and robust assessment of a range of iMGs, which will help inform the suitability of each iMG system for the TaCKLE project.
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Affiliation(s)
- Gregory Tierney
- Sport and Exercise Science Research Institute, Ulster University, Belfast, UK.,Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK
| | - Daniel Weaving
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,Leeds Rhinos Rugby League Club, Leeds, UK
| | - James Tooby
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK
| | - Marwan Al-Dawoud
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,Leeds Rhinos Rugby League Club, Leeds, UK
| | - Sharief Hendricks
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,Division of Exercise Science and Sports Medicine, Department of Human Biology, University of Cape Town, Rondebosch, South Africa
| | - Gemma Phillips
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,England Performance Unit, Rugby Football League, Leeds, UK
| | - Keith A Stokes
- Department for Health, University of Bath, Bath, UK.,Rugby Football Union, Twickenham, UK
| | - Kevin Till
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,Leeds Rhinos Rugby League Club, Leeds, UK
| | - Ben Jones
- Carnegie Applied Rugby Research (CARR) Centre, Leeds Beckett University, Leeds, UK.,Leeds Rhinos Rugby League Club, Leeds, UK.,Division of Exercise Science and Sports Medicine, Department of Human Biology, University of Cape Town, Rondebosch, South Africa.,England Performance Unit, Rugby Football League, Leeds, UK.,School of Science and Technology, University of New England, Armidale, NSW, Australia
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66
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Gabler LF, Dau NZ, Park G, Miles A, Arbogast KB, Crandall JR. Development of a Low-Power Instrumented Mouthpiece for Directly Measuring Head Acceleration in American Football. Ann Biomed Eng 2021; 49:2760-2776. [PMID: 34263384 DOI: 10.1007/s10439-021-02826-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 06/28/2021] [Indexed: 01/04/2023]
Abstract
Instrumented mouthpieces (IM) offer a means of measuring head impacts that occur in sport. Direct measurement of angular head kinematics is preferential for accuracy; however, existing IMs measure angular velocity and differentiate the measurement to calculate angular acceleration, which can limit bandwidth and consume more power. This study presents the development and validation of an IM that uses new, low-power accelerometers for direct measurement of linear and angular acceleration over a broad range of head impact conditions in American football. IM sensor accuracy for measuring six-degree-of-freedom head kinematics was assessed using two helmeted headforms instrumented with a custom-fit IM and reference sensor instrumentation. Head impacts were performed at 10 locations and 6 speeds representative of the on-field conditions associated with injurious and non-injurious impacts in American football. Sensor measurements from the IM were highly correlated with those from the reference instrumentation located at the maxilla and skull center of gravity. Based on pooled data across headform and impact location, R2 ≥ 0.94, mean absolute error (AE) ≤ 7%, and mean relative impact angle ≤ 11° for peak linear and angular acceleration and angular velocity while R2 ≥ 0.90 and mean AE ≤ 7% for kinematic-based injury metrics used in helmet tests.
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Affiliation(s)
- Lee F Gabler
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA.
| | - Nathan Z Dau
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - Gwansik Park
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - Alex Miles
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - Kristy B Arbogast
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA, 19146, USA
| | - Jeff R Crandall
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
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67
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Liu Y, Domel AG, Cecchi NJ, Rice E, Callan AA, Raymond SJ, Zhou Z, Zhan X, Li Y, Zeineh MM, Grant GA, Camarillo DB. Time Window of Head Impact Kinematics Measurement for Calculation of Brain Strain and Strain Rate in American Football. Ann Biomed Eng 2021; 49:2791-2804. [PMID: 34231091 DOI: 10.1007/s10439-021-02821-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 06/22/2021] [Indexed: 01/04/2023]
Abstract
Wearable devices have been shown to effectively measure the head's movement during impacts in sports like American football. When a head impact occurs, the device is triggered to collect and save the kinematic measurements during a predefined time window. Then, based on the collected kinematics, finite element (FE) head models can calculate brain strain and strain rate, which are used to evaluate the risk of mild traumatic brain injury. To find a time window that can provide a sufficient duration of kinematics for FE analysis, we investigated 118 on-field video-confirmed football head impacts collected by the Stanford Instrumented Mouthguard. The simulation results based on the kinematics truncated to a shorter time window were compared with the original to determine the minimum time window needed for football. Because the individual differences in brain geometry influence these calculations, we included six representative brain geometries and found that larger brains need a longer time window of kinematics for accurate calculation. Among the different sizes of brains, a pre-trigger time of 40 ms and a post-trigger time of 70 ms were found to yield calculations of brain strain and strain rate that were not significantly different from calculations using the original 200 ms time window recorded by the mouthguard. Therefore, approximately 110 ms is recommended for complete modeling of impacts for football.
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Affiliation(s)
- Yuzhe Liu
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA.
| | - August G Domel
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Nicholas J Cecchi
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Eli Rice
- Stanford Center for Clinical Research, Stanford University, Stanford, CA, 94305, USA
| | - Ashlyn A Callan
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Samuel J Raymond
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Zhou Zhou
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Xianghao Zhan
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
| | - Yiheng Li
- Department of Biomedical Informatics, Stanford University, Stanford, CA, 94305, USA
| | - Michael M Zeineh
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA
| | - Gerald A Grant
- Department of Neurosurgery, Stanford University, Stanford, CA, 94305, USA
- Department of Neurology, Stanford University, Stanford, CA, 94305, USA
| | - David B Camarillo
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA
- Department of Neurosurgery, Stanford University, Stanford, CA, 94305, USA
- Department of Mechanical Engineering, Stanford University, Stanford, CA, 94305, USA
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68
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Potential Mechanisms of Acute Standing Balance Deficits After Concussions and Subconcussive Head Impacts: A Review. Ann Biomed Eng 2021; 49:2693-2715. [PMID: 34258718 DOI: 10.1007/s10439-021-02831-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 06/29/2021] [Indexed: 01/04/2023]
Abstract
Standing balance deficits are prevalent after concussions and have also been reported after subconcussive head impacts. However, the mechanisms underlying such deficits are not fully understood. The objective of this review is to consolidate evidence linking head impact biomechanics to standing balance deficits. Mechanical energy transferred to the head during impacts may deform neural and sensory components involved in the control of standing balance. From our review of acute balance-related changes, concussions frequently resulted in increased magnitude but reduced complexity of postural sway, while subconcussive studies showed inconsistent outcomes. Although vestibular and visual symptoms are common, potential injury to these sensors and their neural pathways are often neglected in biomechanics analyses. While current evidence implies a link between tissue deformations in deep brain regions including the brainstem and common post-concussion balance-related deficits, this link has not been adequately investigated. Key limitations in current studies include inadequate balance sampling duration, varying test time points, and lack of head impact biomechanics measurements. Future investigations should also employ targeted quantitative methods to probe the sensorimotor and neural components underlying balance control. A deeper understanding of the specific injury mechanisms will inform diagnosis and management of balance deficits after concussions and subconcussive head impact exposure.
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69
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Carey L, Terry DP, McIntosh AS, Stanwell P, Iverson GL, Gardner AJ. Video Analysis and Verification of Direct Head Impacts Recorded by Wearable Sensors in Junior Rugby League Players. SPORTS MEDICINE - OPEN 2021; 7:66. [PMID: 34529180 PMCID: PMC8446122 DOI: 10.1186/s40798-021-00353-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 08/02/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND Rugby league is a high-intensity collision sport that carries a risk of concussion. Youth athletes are considered to be more vulnerable and take longer to recover from concussion than adult athletes. PURPOSE To review head impact events in elite-level junior representative rugby league and to verify and describe characteristics of X-patchTM-recorded impacts via video analysis. STUDY DESIGN Observational case series. METHODS The X-patchTM was used on twenty-one adolescent players (thirteen forwards and eight backs) during a 2017 junior representative rugby league competition. Game-day footage, recorded by a trained videographer from a single camera, was synchronised with X-patchTM-recorded timestamped events. Impacts were double verified by video review. Impact rates, playing characteristics, and gameplay situations were described. RESULTS The X-patchTM-recorded 624 impacts ≥ 20g between game start and finish, of which 564 (90.4%) were verified on video. Upon video review, 413 (73.2%) of all verified impacts ≥ 20g where determined to be direct head impacts. Direct head impacts ≥ 20g occurred at a rate of 5.2 impacts per game hour; 7.6 for forwards and 3.0 for backs (range = 0-18.2). A defender's arm directly impacting the head of the ball carrier was the most common event, accounting for 21.3% (n = 120) of all impacts, and 46.7% of all "hit-up" impacts. There were no medically diagnosed concussions during the competition. CONCLUSION The majority (90.4%) of head impacts ≥ 20g recorded by the X-patchTM sensor were verified by video. Double verification of direct head impacts in addition to cross-verification of sensor-recorded impacts using a secondary source such as synchronised video review can be used to ensure accuracy and validation of data.
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Affiliation(s)
- Lauchlan Carey
- Centre for Stroke and Brain Injury, School of Health Sciences, Faculty of Health, University of Newcastle, Callaghan, New South Wales, Australia
| | - Douglas P Terry
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
- Spaulding Rehabilitation Hospital, Boston, Massachusetts, USA
- MassGeneral Hospital for Children™ Sports Concussion Program, Boston, Massachusetts, USA
- Home Base, A Red Sox Foundation and Massachusetts General Hospital Program, Charlestown, Massachusetts, USA
| | - Andrew S McIntosh
- School of Engineering and Australian Collaboration for Research into Injury in Sport and its Prevention, Edith Cowan University, Perth, Australia
| | - Peter Stanwell
- Centre for Stroke and Brain Injury, School of Health Sciences, Faculty of Health, University of Newcastle, Callaghan, New South Wales, Australia
| | - Grant L Iverson
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
- Spaulding Rehabilitation Hospital, Boston, Massachusetts, USA
- MassGeneral Hospital for Children™ Sports Concussion Program, Boston, Massachusetts, USA
- Home Base, A Red Sox Foundation and Massachusetts General Hospital Program, Charlestown, Massachusetts, USA
| | - Andrew J Gardner
- Centre for Stroke and Brain Injury, School of Health Sciences, Faculty of Health, University of Newcastle, Callaghan, New South Wales, Australia.
- Hunter New England Local Health District Sports Concussion Program, Waratah, NSW, Australia.
- Priority Research Centre for Stroke and Brain Injury, School of Medicine and Public Health, Callaghan, NSW, Australia.
- Hunter Medical Research Institute, New Lambtom Height, NSW, Australia.
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70
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Stitt D, Draper N, Alexander K, Kabaliuk N. Laboratory Validation of Instrumented Mouthguard for Use in Sport. SENSORS 2021; 21:s21186028. [PMID: 34577235 PMCID: PMC8472105 DOI: 10.3390/s21186028] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 09/03/2021] [Accepted: 09/03/2021] [Indexed: 11/16/2022]
Abstract
Concussion is an inherent risk of participating in contact, combat, or collision sports, within which head impacts are numerous. Kinematic parameters such as peak linear and rotational acceleration represent primary measures of concussive head impacts. The ability to accurately measure and categorise such impact parameters in real time is important in health and sports performance contexts. The purpose of this study was to assess the accuracy of the latest HitIQ Nexus A9 instrumented mouthguard (HitIQ Pty. Ltd. Melbourne Australia) against reference sensors in an aluminium headform. The headform underwent drop testing at various impact intensities across the NOCSAE-defined impact locations, comparing the peak linear and rotational acceleration (PLA and PRA) as well as the shapes of the acceleration time-series traces for each impact. Mouthguard PLA and PRA measurements strongly correlated with (R2 = 0.996 and 0.994 respectively), and strongly agreed with (LCCC = 0.997) the reference sensors. The root mean square error between the measurement devices was 1 ± 0.6g for linear acceleration and 47.4 ± 35 rad/s2 for rotational acceleration. A Bland-Altman analysis found a systematic bias of 1% for PRA, with no significant bias for PLA. The instrumented mouthguard displayed high accuracy when measuring head impact kinematics in a laboratory setting.
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Affiliation(s)
- Danyon Stitt
- Department of Mechanical Engineering, University of Canterbury, Christchurch 8041, New Zealand; (D.S.); (K.A.); (N.K.)
| | - Nick Draper
- School of Health Sciences, University of Canterbury Christchurch, Christchurch 8041, New Zealand
- Correspondence: ; Tel.: +64-3-369-3878
| | - Keith Alexander
- Department of Mechanical Engineering, University of Canterbury, Christchurch 8041, New Zealand; (D.S.); (K.A.); (N.K.)
| | - Natalia Kabaliuk
- Department of Mechanical Engineering, University of Canterbury, Christchurch 8041, New Zealand; (D.S.); (K.A.); (N.K.)
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71
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Wright F, Docherty PD, Williams E, Greybe D, Arora H, Kabaliuk N. An in-silico study of the effect of non-linear skin dynamics on skin-mounted accelerometer inference of skull motion. Biomed Signal Process Control 2021. [DOI: 10.1016/j.bspc.2021.102986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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72
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Filben TM, Pritchard NS, Hanes-Romano KE, Miller LE, Miles CM, Urban JE, Stitzel JD. Comparison of women's collegiate soccer header kinematics by play state, intent, and outcome. J Biomech 2021; 126:110619. [PMID: 34325122 DOI: 10.1016/j.jbiomech.2021.110619] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 04/29/2021] [Accepted: 07/05/2021] [Indexed: 10/20/2022]
Abstract
Although most head impacts in soccer are headers, limited knowledge exists about how header magnitude varies by on-field scenario. This study aimed to compare head kinematics during on-field headers by play state (i.e., corner kick, goal kick, free kick, throw-in, drill, or live ball), intent (i.e., pass, shot, or clearance), and outcome (i.e., successful or unsuccessful). Fifteen female collegiate soccer players were instrumented with mouthpiece-based head impact sensors during 72 practices and 24 games. A total of 336 headers were verified and contextualized via film review. Play state was associated with peak linear acceleration, rotational acceleration, and rotational velocity (all p < .001) while outcome was associated with peak linear acceleration (p < .010). Header intent was not significantly associated with any kinematic metric. Headers during corner kicks (22.9 g, 2189.3 rad/s2, 9.87 rad/s), goal kicks (24.3 g, 2658.9 rad/s2, 10.1 rad/s), free kicks (18.0 g, 1843.3 rad/s2, 8.43 rad/s), and live balls (18.8 g, 1769.7 rad/s2, 8.09 rad/s) each had significantly greater mean peak linear acceleration (all p < .050), rotational acceleration (all p < .001), and rotational velocity (all p < .001) than headers during drills (13.0 g, 982.4 rad/s2, 5.28 rad/s). Headers during goal kicks also had a significantly greater mean rotational acceleration compared to headers during live ball scenarios (p < .050). Successful headers (18.3 g) had a greater mean peak linear acceleration compared to unsuccessful headers (13.8 g; p < .010). Results may help inform efforts to reduce head impact exposure in soccer.
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Affiliation(s)
- Tanner M Filben
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA.
| | - N Stewart Pritchard
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | | | - Logan E Miller
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Christopher M Miles
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; Sports Medicine, Wake Forest Baptist Health, Winston-Salem, NC, USA; Department of Family and Community Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jillian E Urban
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Joel D Stitzel
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA; School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
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73
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Neice RJ, Lurski AJ, Bartsch AJ, Plaisted TA, Lowry DS, Wetzel ED. An Experimental Platform Generating Simulated Blunt Impacts to the Head Due to Rearward Falls. Ann Biomed Eng 2021; 49:2886-2900. [PMID: 34184145 DOI: 10.1007/s10439-021-02809-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 06/01/2021] [Indexed: 11/25/2022]
Abstract
Impacts to the back of the head due to rearward falls, also referred to as "backfall" events, represent a common source of TBI for athletes and soldiers. A new experimental apparatus is described for replicating the linear and rotational kinematics of the head during backfall events. An anthropomorphic test device (ATD) with a head-borne sensor suite was configured to fall backwards from a standing height, inducing contact between the rear of the head and a ground surface simulant. A pivoting swing arm and release strap were used to generate consistent and realistic head kinematics. Backfall experiments were performed with the ATD fitted with an American football helmet and the resulting linear and rotational head kinematics, as well as calculated injury metrics, compared favorably with those of football players undergoing similar impacts during games or play reconstructions. This test method complements existing blunt impact helmet performance experiments, such as drop tower and pneumatic ram test methods, which may not be able to fully reproduce head-neck-torso kinematics during a backfall event.
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Affiliation(s)
- R J Neice
- Materials and Manufacturing Sciences Division, U.S. Army Research Laboratory, Aberdeen Proving Ground, Aberdeen, MD, 21005, USA
| | - A J Lurski
- Materials and Manufacturing Sciences Division, U.S. Army Research Laboratory, Aberdeen Proving Ground, Aberdeen, MD, 21005, USA
| | | | - T A Plaisted
- Materials and Manufacturing Sciences Division, U.S. Army Research Laboratory, Aberdeen Proving Ground, Aberdeen, MD, 21005, USA
| | - D S Lowry
- CCDC Data and Analysis Center, Aberdeen Proving Ground, Aberdeen, MD, 21005, USA
| | - E D Wetzel
- Materials and Manufacturing Sciences Division, U.S. Army Research Laboratory, Aberdeen Proving Ground, Aberdeen, MD, 21005, USA.
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74
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A new open-access platform for measuring and sharing mTBI data. Sci Rep 2021; 11:7501. [PMID: 33820939 PMCID: PMC8021549 DOI: 10.1038/s41598-021-87085-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 03/15/2021] [Indexed: 11/08/2022] Open
Abstract
Despite numerous research efforts, the precise mechanisms of concussion have yet to be fully uncovered. Clinical studies on high-risk populations, such as contact sports athletes, have become more common and give insight on the link between impact severity and brain injury risk through the use of wearable sensors and neurological testing. However, as the number of institutions operating these studies grows, there is a growing need for a platform to share these data to facilitate our understanding of concussion mechanisms and aid in the development of suitable diagnostic tools. To that end, this paper puts forth two contributions: (1) a centralized, open-access platform for storing and sharing head impact data, in collaboration with the Federal Interagency Traumatic Brain Injury Research informatics system (FITBIR), and (2) a deep learning impact detection algorithm (MiGNet) to differentiate between true head impacts and false positives for the previously biomechanically validated instrumented mouthguard sensor (MiG2.0), all of which easily interfaces with FITBIR. We report 96% accuracy using MiGNet, based on a neural network model, improving on previous work based on Support Vector Machines achieving 91% accuracy, on an out of sample dataset of high school and collegiate football head impacts. The integrated MiG2.0 and FITBIR system serve as a collaborative research tool to be disseminated across multiple institutions towards creating a standardized dataset for furthering the knowledge of concussion biomechanics.
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75
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Patton DA, Huber CM, Margulies SS, Master CL, Arbogast KB. NON-HEADER IMPACT EXPOSURE AND KINEMATICS OF MALE YOUTH SOCCER PLAYERS. BIOMEDICAL SCIENCES INSTRUMENTATION 2021; 57:106-113. [PMID: 36238448 PMCID: PMC9555802 DOI: 10.34107/yhpn9422.04106] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Previous studies have investigated the head impact kinematics of purposeful heading in youth soccer; however, less than a third of all head injuries in youth soccer have been found to involve ball contact. The aim of the current study was to identity the head impact kinematics and exposure not associated with purposeful heading of the ball in male youth soccer. Headband-mounted sensors were used to monitor the head kinematics of male junior varsity and middle school teams during games. Video analysis of sensor-recorded events was used to code impact mechanism, surface and site. Junior varsity players had non-header impact rates of 0.28 per athlete-exposure (AE) and 0.37 per player-hour (PH), whereas middle school players had relatively lower non-header impact rates of 0.16 per AE and 0.25 per PH. Such impact rates fell within the large range of values reported by previous studies, which is likely affected by sensor type and recording trigger threshold. The most common non-header impact mechanism in junior varsity soccer was player contact, whereas ball-to-head was the most common non-header impact mechanism in middle school soccer. Non-header impacts for junior varsity players had median peak kinematics of 31.0 g and 17.4 rad/s. Non-header impacts for middle school players had median peak kinematics of 40.6 g and 16.2 rad/s. For non-header impacts, ball impacts to the rear of the head the highest peak kinematics recorded by the sensor. Such data provide targets for future efforts in injury prevention, such as officiating efforts to control player-to-player contact.
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Affiliation(s)
- Declan A Patton
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Colin M Huber
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA
| | - Susan S Margulies
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA
| | - Christina L Master
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
- Sports Medicine and Performance Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Kristy B Arbogast
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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76
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Langevin TL, Antonoff D, Renodin C, Shellene E, Spahr L, Marsh WA, Rosene JM. Head impact exposures in women's collegiate rugby. PHYSICIAN SPORTSMED 2021; 49:68-73. [PMID: 32419585 DOI: 10.1080/00913847.2020.1770568] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Objectives: To describe the incidence, magnitude, and distribution of head impacts and track concussions sustained in a collegiate level women's rugby season. Methods: Data on head impact incidence and magnitude were collected via Smart Impact Monitors (SIM) (Triax Technologies, Inc., Norwalk, CT) within fitted headbands during practices and games of one competitive season. Magnitude data included peak linear acceleration (PLA) and peak rotational velocity (PRV) measurements and were reported as median [IQR]. Results: Players sustained 120 head impacts ≥15 g (18.1 g - 78.9 g) with 1199 total athlete exposures. In eight games, 67 head impacts were recorded with a mean rate of 0.40 ± 0.22 hits per-player per-match, median PLA of 32.2 g, and PRV of 13.5 rad.sec-1. There were 53 head impacts in 47 practices with a mean rate of 0.05 ± 0.04 hits per-player per-practice, median PLA of 29.8 g and PRV of 15.7 rad.sec-1. Four concussions were reported and monitored. Conclusion: The incidence and magnitude of head impacts in collegiate level women's rugby over one season of practices and games were fewer than those reported in other comparable studies. These findings give insight into the impact burden that female collegiate rugby athletes withstand throughout a competitive season.
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Affiliation(s)
- Taylor L Langevin
- Medical student, University of New England College of Osteopathic Medicine , Biddeford, ME, USA
| | - Daniel Antonoff
- Medical student, University of New England College of Osteopathic Medicine , Biddeford, ME, USA
| | - Christina Renodin
- Medical student, University of New England College of Osteopathic Medicine , Biddeford, ME, USA
| | - Erin Shellene
- Department of Athletics, University of New England , Biddeford, ME, USA
| | - Lee Spahr
- Department of Exercise and Sport Performance, University of New England , Biddeford, ME, USA
| | - Wallace A Marsh
- Associate Dean, University of New England College of Pharmacy , Portland, ME, USA
| | - John M Rosene
- Department of Exercise and Sport Performance, University of New England , Biddeford, ME, USA
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77
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Huber CM, Patton DA, Wofford KL, Margulies SS, Cullen DK, Arbogast KB. Laboratory Assessment of a Headband-Mounted Sensor for Measurement of Head Impact Rotational Kinematics. J Biomech Eng 2021; 143:024502. [PMID: 32975553 PMCID: PMC10782863 DOI: 10.1115/1.4048574] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Revised: 08/31/2020] [Indexed: 11/08/2022]
Abstract
Head impact sensors measure head kinematics in sports, and sensor accuracy is crucial for investigating the potential link between repetitive head loading and clinical outcomes. Many validation studies mount sensors to human head surrogates and compare kinematic measures during loading from a linear impactor. These studies are often unable to distinguish intrinsic instrumentation limitations from variability caused by sensor coupling. The aim of the current study was to evaluate intrinsic sensor error in angular velocity in the absence of coupling error for a common head impact sensor. Two Triax SIM-G sensors were rigidly attached to a preclinical rotational injury device and subjected to rotational events to assess sensor reproducibility and accuracy. Peak angular velocities between the SIM-G sensors paired for each test were correlated (R2 > 0.99, y = 1.00x, p < 0.001). SIM-G peak angular velocity correlated with the reference (R2 = 0.96, y = 0.82x, p < 0.001); however, SIM-G underestimated the magnitude by 15.0% ± 1.7% (p < 0.001). SIM-G angular velocity rise time (5% to 100% of peak) correlated with the reference (R2 = 0.97, y = 1.06x, p < 0.001) but exhibited a slower fall time (100% to 5% of peak) by 9.0 ± 3.7 ms (p < 0.001). Assessing sensor performance when rigidly coupled is a crucial first step to interpret on-field SIM-G rotational kinematic data. Further testing in increasing biofidelic conditions is needed to fully characterize error from other sources, such as coupling.
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Affiliation(s)
- Colin M. Huber
- Department of Bioengineering, University of Pennsylvania, 2716 South Street, Philadelphia, PA 19146; Children's Hospital of Philadelphia, Center for Injury Research and Prevention (CIRP), 2716 South Street, Philadelphia, PA 19146
| | - Declan A. Patton
- Children's Hospital of Philadelphia, Center for Injury Research and Prevention (CIRP), 2716 South Street, Philadelphia, PA 19146
| | - Kathryn L. Wofford
- Department of Neurosurgery, University of Pennsylvania, 3320 Smith Walk, 105 Hayden Hall, Philadelphia, PA 19104
| | - Susan S. Margulies
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, U.A. Whitaker Building, 313 Ferst Drive, Suite 2116, Atlanta, GA 30332-0535
| | - D. Kacy Cullen
- Department of Neurosurgery, Center for Brain Injury & Repair, University of Pennsylvania, 3320 Smith Walk, 105E Hayden Hall, Philadelphia, PA 19104; Department of Bioengineering, University of Pennsylvania, 3320 Smith Walk, 105E Hayden Hall, Philadelphia, PA 19104
| | - Kristy B. Arbogast
- Children's Hospital of Philadelphia, Center for Injury Research and Prevention (CIRP), 2716 South Street, Philadelphia, PA 19146; Department of Pediatrics, University of Pennsylvania, 2716 South Street, Philadelphia, PA 19146
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78
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Antrobus MR, Brazier J, Stebbings GK, Day SH, Heffernan SM, Kilduff LP, Erskine RM, Williams AG. Genetic Factors That Could Affect Concussion Risk in Elite Rugby. Sports (Basel) 2021; 9:19. [PMID: 33499151 PMCID: PMC7910946 DOI: 10.3390/sports9020019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 01/11/2021] [Accepted: 01/18/2021] [Indexed: 11/16/2022] Open
Abstract
Elite rugby league and union have some of the highest reported rates of concussion (mild traumatic brain injury) in professional sport due in part to their full-contact high-velocity collision-based nature. Currently, concussions are the most commonly reported match injury during the tackle for both the ball carrier and the tackler (8-28 concussions per 1000 player match hours) and reports exist of reduced cognitive function and long-term health consequences that can end a playing career and produce continued ill health. Concussion is a complex phenotype, influenced by environmental factors and an individual's genetic predisposition. This article reviews concussion incidence within elite rugby and addresses the biomechanics and pathophysiology of concussion and how genetic predisposition may influence incidence, severity and outcome. Associations have been reported between a variety of genetic variants and traumatic brain injury. However, little effort has been devoted to the study of genetic associations with concussion within elite rugby players. Due to a growing understanding of the molecular characteristics underpinning the pathophysiology of concussion, investigating genetic variation within elite rugby is a viable and worthy proposition. Therefore, we propose from this review that several genetic variants within or near candidate genes of interest, namely APOE, MAPT, IL6R, COMT, SLC6A4, 5-HTTLPR, DRD2, DRD4, ANKK1, BDNF and GRIN2A, warrant further study within elite rugby and other sports involving high-velocity collisions.
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Affiliation(s)
- Mark R. Antrobus
- Sports Genomics Laboratory, Department of Sport and Exercise Sciences, Manchester Metropolitan University, Manchester M1 5GD, UK; (J.B.); (G.K.S.); (A.G.W.)
- Sport and Exercise Science, University of Northampton, Northampton NN1 5PH, UK
| | - Jon Brazier
- Sports Genomics Laboratory, Department of Sport and Exercise Sciences, Manchester Metropolitan University, Manchester M1 5GD, UK; (J.B.); (G.K.S.); (A.G.W.)
- Department of Psychology and Sports Sciences, University of Hertfordshire, Hatfield AL10 9AB, UK
| | - Georgina K. Stebbings
- Sports Genomics Laboratory, Department of Sport and Exercise Sciences, Manchester Metropolitan University, Manchester M1 5GD, UK; (J.B.); (G.K.S.); (A.G.W.)
| | - Stephen H. Day
- Faculty of Science and Engineering, University of Wolverhampton, Wolverhampton WV1 1LY, UK;
| | - Shane M. Heffernan
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, College of Engineering, Swansea University, Swansea SA1 8EN, UK; (S.M.H.); (L.P.K.)
| | - Liam P. Kilduff
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, College of Engineering, Swansea University, Swansea SA1 8EN, UK; (S.M.H.); (L.P.K.)
| | - Robert M. Erskine
- Research Institute for Sport & Exercise Sciences, Liverpool John Moores University, Liverpool L3 3AF, UK;
- Institute of Sport, Exercise and Health, University College London, London WC1E 6BT, UK
| | - Alun G. Williams
- Sports Genomics Laboratory, Department of Sport and Exercise Sciences, Manchester Metropolitan University, Manchester M1 5GD, UK; (J.B.); (G.K.S.); (A.G.W.)
- Institute of Sport, Exercise and Health, University College London, London WC1E 6BT, UK
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79
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Tierney GJ, Higgins B. The incidence and mechanism of heading in European professional football players over three seasons. Scand J Med Sci Sports 2021; 31:875-883. [PMID: 33280186 DOI: 10.1111/sms.13900] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 11/27/2020] [Accepted: 11/30/2020] [Indexed: 11/30/2022]
Abstract
There are concerns surrounding the risk of neurodegenerative diseases associated with football (soccer) heading. The aim of this study was to conduct analysis on the incidence and mechanism of heading in the "Big 5" professional European football leagues (Bundesliga, Ligue 1, Premier League, La Liga and Serie A) and one lower tier professional league (English Championship) from 2016/17 to 2018/19. Match event data from 7147 matches were obtained from Opta Sports data feed. The data were parsed to extract header event details including player position, coordinates on the field, header type and preceding match event (including distance football travelled). Incidence data were reported as headers per match or match headers per player. Medians and interquartile ranges (IQR) were reported and either the Mann-Whitney U test or Kruskal-Wallis test were conducted for comparisons between positions and leagues. In the "Big 5" leagues, the most headers per match occurred during the Premier League (111.2 headers per match). However, the lower tier English Championship had the highest number of headers per match overall (139.0 headers per match). In all leagues, defenders had the greatest median number of match headers per player (P < .001). The highest median distance travelled by the football during a preceding match event was for goal kicks (57.5 m; IQR 53.7-61.1). The findings add necessary information for current longitudinal studies aiming to understand the potential link between football heading and neurodegenerative diseases. These studies should account for league, playing position, and level of play.
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80
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Tripathi BB, Chandrasekaran S, Pinton GF. Super-resolved shear shock focusing in the human head. BRAIN MULTIPHYSICS 2021. [DOI: 10.1016/j.brain.2021.100033] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
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81
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Montanino A, Li X, Zhou Z, Zeineh M, Camarillo D, Kleiven S. Subject-specific multiscale analysis of concussion: from macroscopic loads to molecular-level damage. BRAIN MULTIPHYSICS 2021. [DOI: 10.1016/j.brain.2021.100027] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
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82
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Using Wearable Sensors and a Convolutional Neural Network for Catch Detection in American Football. SENSORS 2020; 20:s20236722. [PMID: 33255462 PMCID: PMC7727841 DOI: 10.3390/s20236722] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 11/13/2020] [Accepted: 11/21/2020] [Indexed: 12/14/2022]
Abstract
Highly efficient training is a must in professional sports. Presently, this means doing exercises in high number and quality with some sort of data logging. In American football many things are logged, but there is no wearable sensor that logs a catch or a drop. Therefore, the goal of this paper was to develop and verify a sensor that is able to do exactly that. In a first step a sensor platform was used to gather nine degrees of freedom motion and audio data of both hands in 759 attempts to catch a pass. After preprocessing, the gathered data was used to train a neural network to classify all attempts, resulting in a classification accuracy of 93%. Additionally, the significance of each sensor signal was analysed. It turned out that the network relies most on acceleration and magnetometer data, neglecting most of the audio and gyroscope data. Besides the results, the paper introduces a new type of dataset and the possibility of autonomous training in American football to the research community.
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83
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Rowson B, Duma SM. A Review of On-Field Investigations into the Biomechanics of Concussion in Football and Translation to Head Injury Mitigation Strategies. Ann Biomed Eng 2020; 48:2734-2750. [PMID: 33200263 DOI: 10.1007/s10439-020-02684-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 10/27/2020] [Indexed: 11/28/2022]
Abstract
This review paper summarizes the scientific advancements in the field of concussion biomechanics in American football throughout the past five decades. The focus is on-field biomechanical data collection, and the translation of that data to injury metrics and helmet evaluation. On-field data has been collected with video analysis for laboratory reconstructions or wearable head impact sensors. Concussion biomechanics have been studied across all levels of play, from youth to professional, which has allowed for comparison of head impact exposure and injury tolerance between different age groups. In general, head impact exposure and injury tolerance increase with increasing age. Average values for concussive head impact kinematics are lower for youth players in both linear and rotational acceleration. Head impact data from concussive and non-concussive events have been used to develop injury metrics and risk functions for use in protective equipment evaluation. These risk functions have been used to evaluate helmet performance for each level of play, showing substantial differences in the ability of different helmet models to reduce concussion risk. New advances in head impact sensor technology allow for biomechanical measurements in helmeted and non-helmeted sports for a more complete understanding of concussion tolerance in different demographics. These sensors along with advances in finite element modeling will lead to a better understanding of the mechanisms of injury and human tolerance to head impact.
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Affiliation(s)
- Bethany Rowson
- Department of Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA.
| | - Stefan M Duma
- Department of Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA
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84
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Characterization of On-Field Head Impact Exposure in Youth Soccer. J Appl Biomech 2020; 37:36-42. [PMID: 33152691 DOI: 10.1123/jab.2020-0071] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 08/19/2020] [Accepted: 08/27/2020] [Indexed: 11/18/2022]
Abstract
The objective of this research was to characterize head impacts with a validated mouthpiece sensor in competitive youth female soccer players during a single season with a validated mouthpiece sensor. Participants included 14 youth female soccer athletes across 2 club-level teams at different age levels (team 1, ages 12-13 y; team 2, ages 14-15 y). Head impact and time-synchronized video data were collected for 66 practices and games. Video data were reviewed to characterize the type and frequency of contact experienced by each athlete. A total of 2216 contact scenarios were observed; heading the ball (n = 681, 30.7%) was most common. Other observed contact scenarios included collisions, dives, falls, and unintentional ball contact. Team 1 experienced a higher rate of headers per player per hour of play than team 2, while team 2 experienced a higher rate of collisions and dives. A total of 935 video-verified contact scenarios were concurrent with recorded head kinematics. While headers resulted in a maximum linear acceleration of 56.1g, the less frequent head-to-head collisions (n = 6) resulted in a maximum of 113.5g. The results of this study improve the understanding of head impact exposure in youth female soccer players and inform head impact exposure reduction in youth soccer.
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85
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86
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DiCesare CA, Green B, Yuan W, Diekfuss JA, Barber Foss KD, Dudley J, Qin Y, Wang P, Myer GD. Machine Learning Classification of Verified Head Impact Exposure Strengthens Associations with Brain Changes. Ann Biomed Eng 2020; 48:2772-2782. [PMID: 33111970 DOI: 10.1007/s10439-020-02662-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Accepted: 10/14/2020] [Indexed: 11/27/2022]
Abstract
Cumulative exposure to head impacts during contact sports can elicit potentially deleterious brain white matter alterations in young athletes. Head impact exposure is commonly quantified using wearable sensors; however, these sensors tend to overestimate the number of true head impacts that occur and may obfuscate potential relationships with longitudinal brain changes. The purpose of this study was to examine whether data-driven filtering of head impact exposure using machine learning classification could produce more accurate quantification of exposure and whether this would reveal more pronounced relationships with longitudinal brain changes. Season-long head impact exposure was recorded for 22 female high school soccer athletes and filtered using three methods-threshold-based, heuristic filtering, and machine learning (ML) classification. The accuracy of each method was determined using simultaneous video recording of a subset of the sensor-recorded impacts, which was used to confirm which sensor-recorded impacts corresponded with true head impacts and the ability of each method to detect the true impacts. Each filtered dataset was then associated with the athletes' pre- and post-season MRI brain scans to reveal longitudinal white matter changes. The threshold-based, heuristic, and ML approaches achieved 22.0% accuracy, 44.6%, and 83.5% accuracy, respectively. ML classification also revealed significant longitudinal brain white matter changes, with negative relationships observed between head impact exposure and reductions in mean and axial diffusivity and a positive relationship observed between exposure and fractional anisotropy (all p < 0.05).
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Affiliation(s)
- Christopher A DiCesare
- The SPORT Center, Division of Sports Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., MLC-10001, Cincinnati, OH, 45229, USA.
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, USA.
| | - Brittany Green
- Department of Operations, Business Analytics, and Information Systems, University of Cincinnati, Cincinnati, OH, USA
| | - Weihong Yuan
- Department of Radiology, University of Cincinnati, Cincinnati, OH, USA
- Pediatric Neuroimaging Research Consortium, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Jed A Diekfuss
- The SPORT Center, Division of Sports Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., MLC-10001, Cincinnati, OH, 45229, USA
- Emory Sport Performance and Research Center, Flowery Branch, GA, USA
- Department of Orthopaedics, Emory University School of Medicine, Atlanta, GA, USA
| | - Kim D Barber Foss
- The SPORT Center, Division of Sports Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., MLC-10001, Cincinnati, OH, 45229, USA
| | - Jon Dudley
- Pediatric Neuroimaging Research Consortium, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Yichen Qin
- Department of Operations, Business Analytics, and Information Systems, University of Cincinnati, Cincinnati, OH, USA
| | - Peng Wang
- Department of Operations, Business Analytics, and Information Systems, University of Cincinnati, Cincinnati, OH, USA
| | - Gregory D Myer
- The SPORT Center, Division of Sports Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., MLC-10001, Cincinnati, OH, 45229, USA
- The Micheli Center for Sports Injury Prevention, Waltham, MA, USA
- Departments of Pediatrics and Orthopaedic Surgery, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Emory Sport Performance and Research Center, Flowery Branch, GA, USA
- Department of Orthopaedics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Sports Medicine Center, Atlanta, GA, USA
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87
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Arrué P, Toosizadeh N, Babaee H, Laksari K. Low-Rank Representation of Head Impact Kinematics: A Data-Driven Emulator. Front Bioeng Biotechnol 2020; 8:555493. [PMID: 33102454 PMCID: PMC7546353 DOI: 10.3389/fbioe.2020.555493] [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: 04/25/2020] [Accepted: 08/14/2020] [Indexed: 11/26/2022] Open
Abstract
Head motion induced by impacts has been deemed as one of the most important measures in brain injury prediction, given that the vast majority of brain injury metrics use head kinematics as input. Recently, researchers have focused on using fast approaches, such as machine learning, to approximate brain deformation in real time for early brain injury diagnosis. However, training such models requires large number of kinematic measurements, and therefore data augmentation is required given the limited on-field measured data available. In this study we present a principal component analysis-based method that emulates an empirical low-rank substitution for head impact kinematics, while requiring low computational cost. In characterizing our existing data set of 537 head impacts, each consisting of 6 degrees of freedom measurements, we found that only a few modes, e.g., 15 in the case of angular velocity, is sufficient for accurate reconstruction of the entire data set. Furthermore, these modes are predominantly low frequency since over 70% of the angular velocity response can be captured by modes that have frequencies under 40 Hz. We compared our proposed method against existing impact parametrization methods and showed significantly better performance in injury prediction using a range of kinematic-based metrics—such as head injury criterion (HIC), rotational injury criterion (RIC), and brain injury metric (BrIC)—and brain tissue deformation-based metrics—such as brain angle metric (BAM), maximum principal strain (MPS), and axonal fiber strains (FS). In all cases, our approach reproduced injury metrics similar to the ground truth measurements with no significant difference, whereas the existing methods obtained significantly different (p < 0.01) values as well as substantial differences in injury classification sensitivity and specificity. This emulator will enable us to provide the necessary data augmentation to build a head impact kinematic data set of any size. The emulator and corresponding examples are available on our website1.
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Affiliation(s)
- Patricio Arrué
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, United States
| | - Nima Toosizadeh
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, United States.,Arizona Center on Aging (ACOA), Department of Medicine, University of Arizona, Tucson, AZ, United States.,Division of Geriatrics, General Internal Medicine and Palliative Medicine, Department of Medicine, University of Arizona, Tucson, AZ, United States
| | - Hessam Babaee
- Department of Mechanical Engineering and Material Sciences, University of Pittsburgh, Pittsburgh, PA, United States
| | - Kaveh Laksari
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ, United States.,Department of Aerospace and Mechanical Engineering, University of Arizona, Tucson, AZ, United States
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88
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Gabler LF, Huddleston SH, Dau NZ, Lessley DJ, Arbogast KB, Thompson X, Resch JE, Crandall JR. On-Field Performance of an Instrumented Mouthguard for Detecting Head Impacts in American Football. Ann Biomed Eng 2020; 48:2599-2612. [PMID: 33078368 DOI: 10.1007/s10439-020-02654-2] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 10/08/2020] [Indexed: 11/26/2022]
Abstract
Wearable sensors that accurately record head impacts experienced by athletes during play can enable a wide range of potential applications including equipment improvements, player education, and rule changes. One challenge for wearable systems is their ability to discriminate head impacts from recorded spurious signals. This study describes the development and evaluation of a head impact detection system consisting of a mouthguard sensor and machine learning model for distinguishing head impacts from spurious events in football games. Twenty-one collegiate football athletes participating in 11 games during the 2018 and 2019 seasons wore a custom-fit mouthguard instrumented with linear and angular accelerometers to collect kinematic data. Video was reviewed to classify sensor events, collected from instrumented players that sustained head impacts, as head impacts or spurious events. Data from 2018 games were used to train the ML model to classify head impacts using kinematic data features (127 head impacts; 305 non-head impacts). Performance of the mouthguard sensor and ML model were evaluated using an independent test dataset of 3 games from 2019 (58 head impacts; 74 non-head impacts). Based on the test dataset results, the mouthguard sensor alone detected 81.6% of video-confirmed head impacts while the ML classifier provided 98.3% precision and 100% recall, resulting in an overall head impact detection system that achieved 98.3% precision and 81.6% recall.
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Affiliation(s)
- Lee F Gabler
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA.
| | - Samuel H Huddleston
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - Nathan Z Dau
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - David J Lessley
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
| | - Kristy B Arbogast
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA, 19146, USA
| | - Xavier Thompson
- Department of Kinesiology, University of Virginia, Charlottesville, VA, 22904, USA
| | - Jacob E Resch
- Department of Kinesiology, University of Virginia, Charlottesville, VA, 22904, USA
| | - Jeff R Crandall
- Biomechanics Consulting and Research, LLC, 1627 Quail Run Drive, Charlottesville, VA, 22911, USA
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89
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Kieffer EE, Begonia MT, Tyson AM, Rowson S. A Two-Phased Approach to Quantifying Head Impact Sensor Accuracy: In-Laboratory and On-Field Assessments. Ann Biomed Eng 2020; 48:2613-2625. [PMID: 33051745 DOI: 10.1007/s10439-020-02647-1] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 10/01/2020] [Indexed: 10/23/2022]
Abstract
Measuring head impacts in sports can further our understanding of brain injury biomechanics and, hopefully, advance concussion diagnostics and prevention. Although there are many head impact sensors available, skepticism on their utility exists over concerns related to measurement error. Previous studies report mixed reliability in head impact sensor measurements, but there is no uniform approach to assessing accuracy, making comparisons between sensors and studies difficult. The objective of this paper is to introduce a two-phased approach to evaluating head impact sensor accuracy. The first phase consists of in-lab impact testing on a dummy headform at varying impact severities under loading conditions representative of each sensor's intended use. We quantify in-lab accuracy by calculating the concordance correlation coefficient (CCC) between a sensor's kinematic measurements and headform reference measurements. For sensors that performed reasonably well in the lab (CCC ≥ 0.80), we completed a second phase of evaluation on-field. Through video validation of impacts measured by sensors on athletes, we classified each sensor measurement as either true-positive and false-positive impact events and computed positive predictive value (PPV) to summarize real-world accuracy. Eight sensors were tested in phase one, but only four sensors were assessed in phase two. Sensor accuracy varied greatly. CCC from phase one ranged from 0.13 to 0.97, with an average value of 0.72. Overall, the four devices that were implemented on-field had PPV that ranged from 16.3 to 91.2%, with an average value of 60.8%. Performance in-lab was not always indicative of the device's performance on-field. The methods proposed in this paper aim to establish a comprehensive approach to the evaluation of sensors so that users can better interpret data collected from athletes.
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Affiliation(s)
- Emily E Kieffer
- Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA.
| | - Mark T Begonia
- Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA
| | - Abigail M Tyson
- Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA
| | - Steve Rowson
- Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, USA
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90
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Head Impact Sensor Studies In Sports: A Systematic Review Of Exposure Confirmation Methods. Ann Biomed Eng 2020; 48:2497-2507. [PMID: 33051746 DOI: 10.1007/s10439-020-02642-6] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 09/26/2020] [Indexed: 10/23/2022]
Abstract
To further the understanding of long-term sequelae as a result of repetitive head impacts in sports, in vivo head impact exposure data are critical to expand on existing evidence from animal model and laboratory studies. Recent technological advances have enabled the development of head impact sensors to estimate the head impact exposure of human subjects in vivo. Previous research has identified the limitations of filtering algorithms to process sensor data. In addition, observer and/or video confirmation of sensor-recorded events is crucial to remove false positives. The purpose of the current study was to conduct a systematic review to determine the proportion of published head impact sensor data studies that used filtering algorithms, observer confirmation and/or video confirmation of sensor-recorded events to remove false positives. Articles were eligible for inclusion if collection of head impact sensor data during live sport was reported in the methods section. Descriptive data, confirmation methods and algorithm use for included articles were coded. The primary objective of each study was reviewed to identify the primary measure of exposure, primary outcome and any additional covariates. A total of 168 articles met the inclusion criteria, the publication of which has increased in recent years. The majority used filtering algorithms (74%). The majority did not use observer and/or video confirmation for all sensor-recorded events (64%), which suggests estimates of head impact exposure from these studies may be imprecise.
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91
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Tiernan S, Meagher A, O'Sullivan D, O'Kelly E. Finite element simulation of head impacts in mixed martial arts. Comput Methods Biomech Biomed Engin 2020; 24:278-288. [PMID: 33017178 DOI: 10.1080/10255842.2020.1826457] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Thirteen MMA athletes were fitted with the MiG2.0 Stanford instrumented mouthguard. 451 video confirmed impacts were recoded during sparring sessions and competitive events. The competitive events resulted in five concussions. The impact with the highest angular acceleration from each event was simulated using the GHBMC head model. Average strain in the corpus callosum of concussed fighters was 0.27, which was 87.9% higher than uninjured fighters and was the best strain indicator of concussion. The best overall predictor of concussion found in this study was shear stress in the corpus callosum which differed by 111.4% between concussed and uninjured athletes.
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Affiliation(s)
| | - Aidan Meagher
- Technological University Dublin, Tallaght, Dublin, Ireland
| | - David O'Sullivan
- Division of Sports Science, Pusan National University, Busan, Republic of Korea
| | - Eoin O'Kelly
- Department of Neurology, Health Care Centre, St James Hospital, Dublin, Ireland
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92
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Validation and Comparison of Instrumented Mouthguards for Measuring Head Kinematics and Assessing Brain Deformation in Football Impacts. Ann Biomed Eng 2020; 48:2580-2598. [PMID: 32989591 DOI: 10.1007/s10439-020-02629-3] [Citation(s) in RCA: 71] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Accepted: 09/18/2020] [Indexed: 10/23/2022]
Abstract
Because of the rigid coupling between the upper dentition and the skull, instrumented mouthguards have been shown to be a viable way of measuring head impact kinematics for assisting in understanding the underlying biomechanics of concussions. This has led various companies and institutions to further develop instrumented mouthguards. However, their use as a research tool for understanding concussive impacts makes quantification of their accuracy critical, especially given the conflicting results from various recent studies. Here we present a study that uses a pneumatic impactor to deliver impacts characteristic to football to a Hybrid III headform, in order to validate and compare five of the most commonly used instrumented mouthguards. We found that all tested mouthguards gave accurate measurements for the peak angular acceleration, the peak angular velocity, brain injury criteria values (mean average errors < 13, 8, 13%, respectively), and the mouthguards with long enough sampling time windows are suitable for a convolutional neural network-based brain model to calculate the brain strain (mean average errors < 9%). Finally, we found that the accuracy of the measurement varies with the impact locations yet is not sensitive to the impact velocity for the most part.
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93
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Tierney GJ, Kuo C, Wu L, Weaving D, Camarillo D. Analysis of head acceleration events in collegiate-level American football: A combination of qualitative video analysis and in-vivo head kinematic measurement. J Biomech 2020; 110:109969. [DOI: 10.1016/j.jbiomech.2020.109969] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 05/28/2020] [Accepted: 07/20/2020] [Indexed: 11/29/2022]
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94
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Tiernan S, Meagher A, O'Sullivan D, O'Keeffe E, Kelly E, Wallace E, Doherty CP, Campbell M, Liu Y, Domel AG. Concussion and the severity of head impacts in mixed martial arts. Proc Inst Mech Eng H 2020; 234:1472-1483. [PMID: 32799750 DOI: 10.1177/0954411920947850] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Concern about the consequences of head impacts in US football has motivated researchers to investigate and develop instrumentation to measure the severity of these impacts. However, the severity of head impacts in unhelmeted sports is largely unknown as miniaturised sensor technology has only recently made it possible to measure these impacts in vivo. The objective of this study was to measure the linear and angular head accelerations in impacts in mixed martial arts, and correlate these with concussive injuries. Thirteen mixed martial arts fighters were fitted with the Stanford instrumented mouthguard (MiG2.0) participated in this study. The mouthguard recorded linear acceleration and angular velocity in 6 degrees of freedom. Angular acceleration was calculated by differentiation. All events were video recorded, time stamped and reported impacts confirmed. A total of 451 verified head impacts above 10g were recorded during 19 sparring events (n = 298) and 11 competitive events (n = 153). The average resultant linear acceleration was 38.0624.3g while the average resultant angular acceleration was 256761739 rad/s2. The competitive bouts resulted in five concussions being diagnosed by a medical doctor. The average resultant acceleration (of the impact with the highest angular acceleration) in these bouts was 86.7618.7g and 756163438 rad/s2. The average maximum Head Impact Power was 20.6kW in the case of concussion and 7.15kW for the uninjured athletes. In conclusion, the study recorded novel data for sub-concussive and concussive impacts. Events that resulted in a concussion had an average maximum angular acceleration that was 24.7% higher and an average maximum Head Impact Power that was 189% higher than events where there was no injury. The findings are significant in understanding the human tolerance to short-duration, high linear and angular accelerations.
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Affiliation(s)
| | | | - David O'Sullivan
- Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Ireland
| | - Eoin O'Keeffe
- Division of Sports Science, Pusan National University, Busan, Republic of Korea
| | - Eoin Kelly
- Department of Neurology, Health Care Centre, Hospital 5, St James's Hospital, Dublin, Ireland
| | - Eugene Wallace
- Department of Neurology, Health Care Centre, Hospital 5, St James's Hospital, Dublin, Ireland
| | - Colin P Doherty
- Department of Neurology, Health Care Centre, Hospital 5, St James's Hospital, Dublin, Ireland.,Academic Unit of Neurology, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Matthew Campbell
- Division of Sports Science, Pusan National University, Busan, Republic of Korea
| | - Yuzhe Liu
- Department of Bioengineering, Stanford University, Stanford, CA, USA
| | - August G Domel
- Department of Bioengineering, Stanford University, Stanford, CA, USA
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95
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Kercher K, Steinfeldt JA, Macy JT, Ejima K, Kawata K. Subconcussive head impact exposure between drill intensities in U.S. high school football. PLoS One 2020; 15:e0237800. [PMID: 32797073 PMCID: PMC7428124 DOI: 10.1371/journal.pone.0237800] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 07/31/2020] [Indexed: 12/14/2022] Open
Abstract
USA Football established five levels-of-contact to guide the intensity of high school football practices. The objective of this study was to examine head impact frequency and magnitude by levels-of-contact to determine which drills had the greatest head impact exposure. Our primary hypothesis was that there would be an incremental increase in season-long head impact exposure between levels-of-contact: air<bags<control<thud<live. This observational study included 24 high-school football players during all 46 practices, 1 scrimmage, 9 junior varsity and 10 varsity games in the 2019 season. Players wore a sensor-installed mouthguard that monitored head impact frequency, peak linear acceleration (PLA), and rotational acceleration (PRA). Practice/game drills were filmed and categorized into five levels-of-contact (air, bags, control, thud, live), and head impact data were assigned into one of five levels-of-contact. Player position was categorized into lineman, hybrid, and skill. A total of 6016 head impacts were recorded during 5 levels-of-contact throughout the season. In the overall sample, total number of impacts, sum of PLA, and PRA per player increased in a near incremental manner (air<bags<control = thud<live), where live drills had significantly higher cumulative frequency (113.7±17.8 hits/player) and magnitude [2,657.6±432.0 g (PLA), and 233.9 ± 40.1 krad/s2 (PRA)] than any other levels-of-contact, whereas air drills showed the lowest cumulative frequency (7.7±1.9 hits/player) and magnitude [176.9±42.5 g (PLA), PRA 16.7±4.2 krad/s2 (PRA)]. There was no significant position group difference in cumulative head impact frequency and magnitude in a season. Although there was no difference in average head impact magnitude across five levels-of-contact and by position group PLA (18.2–23.2g) and PRA (1.6–2.3krad/s2) per impact], high magnitude (60-100g and >100g) head impacts were more frequently observed during live and thud drills. Level-of-contact influences cumulative head impact frequency and magnitude in high-school football, with players incurring frequent, high magnitude head impacts during live, thud, and control. It is important to consider level-of-contact to refine clinical exposure guidelines to minimize head impact burden in high-school football.
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Affiliation(s)
- Kyle Kercher
- Department of Applied Health Science, School of Public Health-Bloomington, Indiana University, Bloomington, Indiana, United States of America
| | - Jesse A. Steinfeldt
- Department of Counseling and Educational Psychology, School of Education, Indiana University, Bloomington, Indiana, United States of America
| | - Jonathan T. Macy
- Department of Applied Health Science, School of Public Health-Bloomington, Indiana University, Bloomington, Indiana, United States of America
| | - Keisuke Ejima
- Department of Epidemiology and Biostatistics, School of Public Health-Bloomington, Indiana University, Bloomington, Indiana, United States of America
| | - Keisuke Kawata
- Department of Kinesiology, School of Public Health-Bloomington, Indiana University, Bloomington, Indiana, United States of America
- Program in Neuroscience, College of Arts and Sciences, Indiana University, Bloomington, Indiana, United States of America
- * E-mail:
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96
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McGroarty NK, Brown SM, Mulcahey MK. Sport-Related Concussion in Female Athletes: A Systematic Review. Orthop J Sports Med 2020; 8:2325967120932306. [PMID: 32728590 PMCID: PMC7366411 DOI: 10.1177/2325967120932306] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 11/25/2019] [Indexed: 11/23/2022] Open
Abstract
Background: Female athletes are more susceptible to sport-related concussions (SRCs) and experience worse outcomes compared with male athletes. Although numerous studies on SRC have compared the outcomes of concussions in male and female athletes after injury, research pertaining to why female athletes have worse outcomes is limited. Purpose: To determine the factors that predispose female athletes to more severe concussions than their male counterparts. Study Design: Systematic review; Level or evidence, 3. Methods: A systematic review was performed according to PRISMA (Preferred Reporting Items for Systematic Meta-Analyses) guidelines. The MEDLINE, EMBASE, CINAHL, PsychINFO, and Cochrane Library databases were systematically searched on July 5 to July 20, 2018. Included were cohort, case-control, and cross-sectional studies that examined the effects of concussive and subconcussive head impacts in only female athletes of all ages, regardless of competition level. These studies were further supplemented with epidemiologic studies. Exclusion criteria included narrative reviews, single case reports, abstracts and letters to the editor, and studies related to chronic traumatic brain injury. Results: A total of 25 studies met the inclusion criteria. Female athletes appear to sustain more severe concussions than male athletes, due in part to a lower biomechanical threshold tolerance for head impacts. Additionally, concussions may alter the hypothalamic-pituitary-ovarian axis, resulting in worse symptoms and amenorrhea. Although females are more likely to report concussions than males, underreporting still exists and may result in concussions going untreated. Conclusion: This systematic review demonstrates that female athletes may be more susceptible to concussion, have prolonged symptoms after a concussion, and are more likely to report a concussion than their male counterparts. However, underreporting still exists among female athletes. Possible factors that put female athletes at a higher risk for concussions include biomechanical differences and hormonal differences. To effectively prevent, diagnose, and treat concussions in female athletes, more research is required to determine when and how such injuries are sustained. Despite sex-based differences in the clinical incidence, reporting behavior, and outcomes of SRCs, female athletes remain an understudied population, resulting in lack of sex-specific treatment guidelines for female athletes postinjury.
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Affiliation(s)
| | - Symone M Brown
- Department of Orthopaedic Surgery, Tulane School of Medicine, New Orleans, Louisiana, USA
| | - Mary K Mulcahey
- Department of Orthopaedic Surgery, Tulane School of Medicine, New Orleans, Louisiana, USA
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97
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Comparison of head impact measurements via an instrumented mouthguard and an anthropometric testing device. SPORTS ENGINEERING 2020. [DOI: 10.1007/s12283-020-00324-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
AbstractThe purpose of this study was to determine and compare the efficacy of head impact measurements via an electronic sensor framework, embedded within a mouthguard, against an anthropometric testing device. Development of the former is in response to the growing issue of head impacts and concussion in rugby union. Testing was conducted in a vehicle safety laboratory using a standard impact protocol utilising the headforms of anthropometric testing devices. The headforms were subjected to controlled front and side impacts. For each impact, the linear acceleration and rotational velocity was measured over a 104-ms interval at a frequency of 1 kHz. The magnitude of peak linear acceleration and peak rotational velocity was determined from the measured time-series traces and statistically compared. The peak linear acceleration and rotational velocity had intraclass correlation coefficients of 0.95 and 0.99, respectively. The root-mean-square error between the measurement systems was 4.3 g with a standard deviation of 3.5 g for peak linear acceleration and 0.7 rad/s with a standard deviation of 0.4 rad/s for rotational velocity. Bland and Altman analysis indicated a systematic bias of 2.5 g and − 0.5 rad/s and limits of agreement (1.96 × standard deviation) of ± 13.1 g and ± 1.25 rad/s for the instrumented mouthguard. These results provide the basis on which the instrumented mouthguard can be further developed for deployment and application within professional rugby, with a view to accurately and reliably quantify head collision dynamics.
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98
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Reyes J, Mitra B, McIntosh A, Clifton P, Makdissi M, Nguyen JVK, Harcourt P, Howard TS, Cameron PA, Rosenfeld JV, Willmott C. An Investigation of Factors Associated With Head Impact Exposure in Professional Male and Female Australian Football Players. Am J Sports Med 2020; 48:1485-1495. [PMID: 32255667 DOI: 10.1177/0363546520912416] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Exposure to head acceleration events (HAEs) has been associated with player sex, player position, and player experience in North American football, ice hockey, and lacrosse. Little is known of these factors in professional Australian football. Video analysis allows HAE verification and characterization of important determinants of injury. PURPOSE To characterize verified HAEs in the nonhelmeted contact sport of professional Australian football and investigate the association of sex, player position, and player experience with HAE frequency and magnitude. STUDY DESIGN Descriptive epidemiology study. METHODS Professional Australian football players wore a nonhelmeted accelerometer for 1 match, with data collected across 14 matches. HAEs with peak linear accelerations (PLAs) ≥30g were verified with match video. Verified HAEs were summarized by frequency and median PLA and compared between the sexes, player position, and player experience. Characterization of match-related situations of verified HAEs was conducted, and the head impact rate per skill execution was calculated. RESULTS 92 male and 118 female players were recruited during the 2017 season. Male players sustained more HAEs (median, 1; IQR, 0-2) than female players (median, 0; IQR, 0-1; P = .007) during a match. The maximum PLAs incurred during a match were significantly higher in male players (median, 61.8g; IQR, 40.5-87.1) compared with female players (median, 44.5g; IQR, 33.6-74.8; P = .032). Neither player position nor experience was associated with HAE frequency. Of all verified HAEs, 52% (n = 110) occurred when neither team had possession of the football, and 46% (n = 98) were caused by contact from another player attempting to gain possession of the football. A subset of HAEs (n = 12; 5.7%) resulted in players seeking medical aid and/or being removed from the match (median PLA, 58.8g; IQR, 34.0-89.0), with 2 (male) players diagnosed with concussion after direct head impacts and associated PLAs of 62g and 75g, respectively. In the setting of catching (marking) the football, female players exhibited twice the head impact rate (16 per 100 marking contests) than male players (8 per 100 marking contests). CONCLUSION Playing situations in which players have limited control of the football are a common cause of impacts. Male players sustained a greater exposure to HAEs compared with female players. Female players, however, sustained higher exposure to HAEs than male players during certain skill executions, possibly reflecting differences in skill development. These findings can therefore inform match and skill development in the emerging professional women's competition of Australian football.
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Affiliation(s)
- Jonathan Reyes
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia
| | - Biswadev Mitra
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia.,Emergency & Trauma Centre, The Alfred Hospital, Melbourne, Australia.,Department of Epidemiology & Preventive Medicine, Monash University, Melbourne, Australia
| | - Andrew McIntosh
- Monash University Accident Research Centre, Monash University, Melbourne, Australia.,School of Engineering and Australian Collaboration for Research Into Injury in Sport and Its Prevention, Edith Cowan University, Joondalup, Australia
| | | | - Michael Makdissi
- Florey Institute of Neuroscience and Mental Health, Austin Campus, Melbourne Brain Centre, Heidelberg, Victoria, Australia.,Olympic Park Sports Medicine Centre, Melbourne, Australia
| | - Jack V K Nguyen
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia
| | | | - Teresa S Howard
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia.,Department of Surgery, Monash University, Melbourne, Australia
| | - Peter A Cameron
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia.,Emergency & Trauma Centre, The Alfred Hospital, Melbourne, Australia.,Department of Epidemiology & Preventive Medicine, Monash University, Melbourne, Australia
| | - Jeffrey V Rosenfeld
- Department of Surgery, Monash University, Melbourne, Australia.,Department of Neurosurgery, The Alfred Hospital, Melbourne, Australia.,Department of Surgery, F. Edward Hébert School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Catherine Willmott
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia.,Monash-Epworth Rehabilitation Research Centre, Epworth Hospital, Melbourne, Australia
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99
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Nauman EA, Talavage TM, Auerbach PS. Mitigating the Consequences of Subconcussive Head Injuries. Annu Rev Biomed Eng 2020; 22:387-407. [PMID: 32348156 DOI: 10.1146/annurev-bioeng-091219-053447] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Subconcussive head injury represents a pathophysiology that spans the expertise of both clinical neurology and biomechanical engineering. From both viewpoints, the terms injury and damage, presented without qualifiers, are synonymously taken to mean a tissue alteration that may be recoverable. For clinicians, concussion is evolving from a purely clinical diagnosis to one that requires objective measurement, to be achieved by biomedical engineers. Subconcussive injury is defined as subclinical pathophysiology in which underlying cellular- or tissue-level damage (here, to the brain) is not severe enough to present readily observable symptoms. Our concern is not whether an individual has a (clinically diagnosed) concussion, but rather, how much accumulative damage an individual can tolerate before they will experience long-term deficit(s) in neurological health. This concern leads us to look for the history of damage-inducing events, while evaluating multiple approaches for avoiding injury through reduction or prevention of the associated mechanically induced damage.
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Affiliation(s)
- Eric A Nauman
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA; .,School of Mechanical Engineering, Purdue University, West Lafayette, Indiana 47907, USA.,Department of Basic Medical Sciences, Purdue University, West Lafayette, Indiana 47907, USA
| | - Thomas M Talavage
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA; .,School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana 47907, USA
| | - Paul S Auerbach
- Department of Emergency Medicine, Stanford University, Palo Alto, California 94304, USA
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100
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Reyes J, Willmott C, McIntosh A, Howard TS, Clifton P, Makdissi M, Harcourt P, Cameron P, Rosenfeld JV, Nguyen JVK, Mitra B. The potential of head acceleration measurement to augment current best practice in concussion screening in professional Australian football players. Phys Ther Sport 2020; 43:210-216. [PMID: 32248080 DOI: 10.1016/j.ptsp.2020.03.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 03/23/2020] [Accepted: 03/23/2020] [Indexed: 11/17/2022]
Abstract
OBJECTIVE To explore the potential utility of head acceleration event (HAE) measurements to augment identification of players for further concussion screening in non-helmeted contact sport. DESIGN Prospective observational pilot study. PARTICIPANTS 210 (118 female) professional Australian football players in 2017 season. METHODS Players wore the X-Patch® accelerometer for one match each with data collected across 14 matches. Players with HAEs above thresholds associated with concussion, 95 g (males) or 85.5 g (females), were compared to players identified to have suspected concussion by club personnel during the inspected matches. Video review of matches was undertaken by a physician blinded to HAEs to identify players with concussive signs. RESULTS Among 26 players (50% female) with HAEs above threshold, two players were screened for concussion. Of the remaining 24 players, nine were not visible on video at the HAE time, six sustained verifiable head impacts, and nine sustained verifiable body impacts with no head impacts. Among 184 players with HAEs below threshold, five players were screened. CONCLUSION Players were identified to have head impacts and suspected concussion in the absence of HAEs above threshold. Use of X-Patch® was not sufficiently reliable for identifying players for further concussion screening in professional Australian football. Video review of head impacts remains essential in concussion screening.
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Affiliation(s)
- Jonathan Reyes
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia.
| | - Catherine Willmott
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia; Monash-Epworth Rehabilitation Research Centre, Epworth Hospital, Melbourne, Australia.
| | - Andrew McIntosh
- School of Engineering and Australian Collaboration for Research into Injury in Sport and its Prevention, Edith Cowan University, Joondalup, Australia; Monash University Accident Research Centre, Monash University, Melbourne, Australia.
| | - Teresa S Howard
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia; Department of Surgery, Monash University, Melbourne, Australia.
| | | | - Michael Makdissi
- Florey Institute of Neuroscience and Mental Health, Austin Campus, Melbourne Brain Centre, Heidelberg, Victoria, Australia; Olympic Park Sports Medicine Centre, Melbourne, Victoria, Australia.
| | | | - Peter Cameron
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia; Emergency & Trauma Centre, The Alfred Hospital, Australia; Department of Epidemiology & Preventive Medicine, Monash University, Australia.
| | - Jeffrey V Rosenfeld
- Department of Surgery, Monash University, Melbourne, Australia; Department of Neurosurgery, The Alfred Hospital, Australia; Department of Surgery, F. Edward Hébert School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
| | - Jack V K Nguyen
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton Campus, Melbourne, Australia.
| | - Biswadev Mitra
- National Trauma Research Institute, The Alfred Hospital, Melbourne, Australia; Emergency & Trauma Centre, The Alfred Hospital, Australia; Department of Epidemiology & Preventive Medicine, Monash University, Australia.
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