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Peek K, Ross A, Andersen TE, Meyer T, Dahlen S, Georgieva J, Williamson PR, Clarke M, Serner A. Heading in football: a systematic review of descriptors, definitions, and reporting methods used in heading incidence studies. SCI MED FOOTBALL 2024:1-18. [PMID: 38855969 DOI: 10.1080/24733938.2024.2362191] [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] [Received: 02/12/2024] [Revised: 05/24/2024] [Accepted: 05/27/2024] [Indexed: 06/11/2024]
Abstract
The primary objective of this systematic review was to describe the number and type of heading descriptors used in all published studies which report on heading incidence in football. The secondary objective was to detail the data collection and reporting methods used in the included studies to present heading incidence data. Eligible studies were identified through searches of five electronic databases: Ovid MEDLINE, CINAHL, EMBASE, SPORTDiscus, and Web of Science, using a combination of free-text keywords (inception to 12th September 2023). Manual searching of reference lists and retrieved systematic reviews was also performed. A descriptive overview and synthesis of the results is presented. From 1620 potentially eligible studies, 71 studies were included, with the following key findings: 1) only 61% of studies defined a header with even fewer (23%) providing an operational definition of a header within the methods; 2) important study and player demographic data including year and country were often not reported; 3) reported heading descriptors and their coding options varied greatly; 4) visual identification of headers was essential when inertial measurement units were used to collect heading incidence data; and 5) there was a lack of standardisation in the reporting methods used in heading incidence studies making comparison between studies challenging. To address these findings, the development of a standardised, internationally supported, operational definition of a header and related heading descriptors should be prioritised. Further recommendations include the development of minimum reporting criteria for heading incidence research.
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Affiliation(s)
- Kerry Peek
- Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Andrew Ross
- Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Physiotherapy Department, College of Sport, Health and Engineering, Victoria University, Melbourne, Australia
| | - Thor Einar Andersen
- Oslo Sports Trauma Research Center, The Norwegian School of Sport Sciences, Oslo, Norway
- The Norwegian Football Association's Sports Medical Centre, Oslo, Norway
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Saarland University, Saarbrucken, Germany
| | - Sara Dahlen
- Oslo Sports Trauma Research Center, The Norwegian School of Sport Sciences, Oslo, Norway
| | - Julia Georgieva
- Curtin School of Allied Health, Curtin University, Perth, WA, Australia
| | - Paula R Williamson
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Mike Clarke
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Andreas Serner
- FIFA Medical, Fédération Internationale de Football Association, Zurich, Switzerland
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Le Flao E, Lenetsky S, Siegmund GP, Borotkanics R. Capturing Head Impacts in Boxing: A Video-Based Comparison of Three Wearable Sensors. Ann Biomed Eng 2024; 52:270-281. [PMID: 37728812 DOI: 10.1007/s10439-023-03369-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2023] [Accepted: 09/07/2023] [Indexed: 09/21/2023]
Abstract
Wearable sensors are used to quantify head impacts in athletes, but recent work has shown that the number of events recorded may not be accurate. This study aimed to compare the number of head acceleration events recorded by three wearable sensors during boxing and assess how impact type and location affect the triggering of acceleration events. Seven boxers were equipped with an instrumented mouthguard, a skin patch, and a headgear patch. Contacts to participants' heads were identified via three video cameras over 115 sparring rounds. The resulting 5168 video-identified events were used as reference to quantify the sensitivity, specificity, and positive predictive value (PPV) of the sensors. The mouthguard, skin patch, and headgear patch recorded 695, 1579, and 1690 events, respectively, yielding sensitivities of 35%, 86%, and 78%, respectively, and specificities of 90%, 76%, and 75%, respectively. The mouthguard, skin patch, and headgear patch yielded 693, 1571, and 1681 true-positive events, respectively, leading to PPVs for head impacts over 96%. All three sensors were more likely to be triggered by punches landing near the sensor and cleanly on the head, although the mouthguard's sensitivity to impact location varied less than the patches. While the use of head impact sensors for assessing injury risks remains uncertain, this study provides valuable insights into the capabilities and limitations of these sensors in capturing video-verified head impact events.
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Affiliation(s)
- Enora Le Flao
- Faculty of Health and Environmental Science, Auckland University of Technology, Auckland, New Zealand.
- Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA.
| | - Seth Lenetsky
- Faculty of Health and Environmental Science, Auckland University of Technology, Auckland, New Zealand
- Canadian Sport Institute Pacific, Victoria, BC, Canada
| | - Gunter P Siegmund
- MEA Forensic Engineers & Scientists, Laguna Hills, CA, USA
- School of Kinesiology, University of British Columbia, Vancouver, Canada
| | - Robert Borotkanics
- Faculty of Health and Environmental Science, Auckland University of Technology, Auckland, New Zealand
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Kenny R, Elez M, Clansey A, Virji-Babul N, Wu LC. Individualized monitoring of longitudinal heading exposure in soccer. Sci Rep 2024; 14:1796. [PMID: 38245604 PMCID: PMC10799858 DOI: 10.1038/s41598-024-52163-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 01/15/2024] [Indexed: 01/22/2024] Open
Abstract
There is growing concern that repetitive soccer headers may have negative long-term consequences on brain health. However, inconsistent and low-quality heading exposure measurements limit past investigations of this effect. Here we conducted a comprehensive heading exposure analysis across all players on a university women's soccer team for over two calendar years (36 unique athletes), quantifying both game and practice exposure during all in-season and off-season periods, with over ten thousand video-confirmed headers. Despite an average of approximately 2 headers per day, players' daily exposures ranged from 0 to 45 headers, accumulating to highly variable total exposure of 2-223 headers over each in-season/off-season period. Overall, practices and off-season periods accounted for 70% and 45% of headers, respectively. Impact sensor data showed that heading kinematics fell within a tight distribution, but sensors could not capture full heading exposure due to factors such as compliance. With first-of-its-kind complete heading exposure data, we recommend exposure assessments be made on an individual level and include practice/off-season collection in addition to games and competitive seasons. Commonly used group statistics do not capture highly variable exposures, and individualized complete heading exposure tracking needs to be incorporated in future study designs for confirming the potential brain injury risk associated with soccer heading.
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Affiliation(s)
- Rebecca Kenny
- Department of Mechanical Engineering, University of British Columbia, 6250 Applied Science Ln Room 2054, Vancouver, BC, V6T 1Z4, Canada
| | - Marko Elez
- Department of Integrated Sciences, University of British Columbia, 6356 Agricultural Rd Room 464, Vancouver, BC, V6T 1Z2, Canada
| | - Adam Clansey
- Department of Mechanical Engineering, University of British Columbia, 6250 Applied Science Ln Room 2054, Vancouver, BC, V6T 1Z4, Canada
| | - Naznin Virji-Babul
- Department of Physical Therapy, The University of British Columbia, 2177 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada
| | - Lyndia C Wu
- Department of Mechanical Engineering, University of British Columbia, 6250 Applied Science Ln Room 2054, Vancouver, BC, V6T 1Z4, Canada.
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Wahlquist VE, Glutting JJ, Kaminski TW. Examining the influence of the Get aHEAD Safely in Soccer™ program on head impact kinematics and neck strength in female youth soccer players. Res Sports Med 2024; 32:17-27. [PMID: 35611394 DOI: 10.1080/15438627.2022.2079982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 04/28/2022] [Indexed: 10/18/2022]
Abstract
The objective was to examine the efficacy of the Get aHEAD Safely in Soccer™ intervention on head impact kinematics and neck strength in female youth soccer players. The control group (CG) consisted of 13 players (age: 11.0 ± 0.4 yrs), while the experimental group (EG) consisted of 14 players (age: 10.6 ± 0.5 yrs). Head impact kinematics included peak linear acceleration (PLA), peak rotational acceleration (PRA), and peak rotational velocity (PRV). Pre- and post-season measures included strength measures of neck/torso flexion (NF/TF) and extension (NE/TE). Data were analysed using a multilevel linear model and ANOVA techniques. No differences in PLA, PRA, or PRV were observed between groups. The EG showed significant improvement in NF strength while the CG showed significant improvement in NE strength. Both groups significantly improved in TF pre- to post-season. The foundational strength components of the Get aHEAD Safely in Soccer program appear to show a benefit in youth soccer players beginning to learn the skill of purposeful heading.
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Affiliation(s)
| | | | - Thomas W Kaminski
- Athletic Training Research Laboratory, University of Delaware, Newark, DE, USA
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Mahmoudi F, Rahnama N, Daneshjoo A, Behm DG. Comparison of dynamic and static balance among professional male soccer players by position. J Bodyw Mov Ther 2023; 36:307-312. [PMID: 37949577 DOI: 10.1016/j.jbmt.2023.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 03/05/2023] [Accepted: 03/14/2023] [Indexed: 11/12/2023]
Abstract
PURPOSE Balance is an important performance aspect of all athletes. The aim of this study was to compare static and dynamic balance in soccer players in different positions. METHODS Forty youth and young adult professional soccer players were divided into four groups according to their playing positions: goalkeepers (GK), defenders (DF), midfielders (MF) and forwards (FW) (10 per position). Static and dynamic balance assessed on the dominant and non-dominant legs were measured using a force platform for 30s (static one-leg stand), and "Y Balance Test" (dynamic balance). RESULTS GK exhibited greater ML static balance (less ML sway) compared with other players (p < 0.02-0.001). Moreover, results demonstrated better GK dynamic balance compared to DF and FW (p < 0.04-0.006). MF showed better dynamic balance than DF and FW (p < 0.019-0.007) and lower dynamic balance scores were found among DF and FW (p < 0.05). CONCLUSION In conclusion, these results affirm position-specific balance performance with greater static and dynamic balance of GK and dynamic balance with MF. It is suggested that evaluation of balance and postural control performance should be considered a relevant part of the position-specific functional evaluation of soccer players.
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Affiliation(s)
- Foad Mahmoudi
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University of Kerman, Kerman, Iran.
| | - Nader Rahnama
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, University of Isfahan, Isfahan, Iran.
| | - Abdolhamid Daneshjoo
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University of Kerman, Kerman, Iran.
| | - David G Behm
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, St. John's, Canada.
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Ling DI, Hannafin JA, Prather H, Skolnik H, Chiaia TA, de Mille P, Lewis CL, Casey E. The Women's Soccer Health Study: From Head to Toe. Sports Med 2023; 53:2001-2010. [PMID: 37195359 PMCID: PMC10191093 DOI: 10.1007/s40279-023-01860-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2023] [Indexed: 05/18/2023]
Abstract
OBJECTIVES Women are under-represented in the sports literature despite increasing rates of sports participation. Our objective was to investigate the risks and benefits of an elite women's soccer career in five health domains: general, musculoskeletal, reproductive endocrinology, post-concussion, and mental. METHODS An online survey was distributed to retired US college, semi-professional, professional, and national team soccer players using personal networks, email, and social media. Short validated questionnaires were used to evaluate the health domains, including the Patient-Reported Outcomes Measurement Information System (PROMIS), Single Assessment Numerical Evaluation (SANE), Post-Concussion Symptom Scale (PCSS), and Patient Health Questionnaire (PHQ). RESULTS A total of 560 eligible players responded to the survey over a 1-year period. The highest competitive levels were 73% college, 16% semi-professional, 8% professional, and 4% national team. The mean number of years since retirement was 12 (SD = 9), and 17.0% retired for involuntary reasons. The mean SANE scores (0-100 scale as percentage of normal) were knee = 75% (SD = 23), hip = 83% (SD = 23), and shoulder = 87% (SD = 21). The majority (63%) reported that their current activity level included participation in impact sports. A substantial proportion of players reported menstrual irregularities during their careers: 40% had fewer periods with increasing exercise and 22% had no periods for ≥ 3 months. The players (n = 44) who felt that post-concussion symptoms were due to soccer reported more time-loss concussions (F[2] = 6.80, p = 0.002) and symptom severity (F[2] = 30.26, p < 0.0001). Players who recently retired (0-5 years) reported the highest anxiety/depression scores and lowest satisfaction rates compared with those who retired 19+ years ago. CONCLUSION Health concerns include musculoskeletal injuries, post-concussion symptoms, and lower mental health in the early years following retirement. This comprehensive survey provides initial results that will lay the foundation for further analyses and prioritize research studies that can help all female athletes.
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Affiliation(s)
- Daphne I Ling
- Chang Gung Memorial Hospital, Taoyuan, Taiwan.
- Hospital for Special Surgery, New York, USA.
- Weill Cornell Medical College, New York, USA.
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Filben TM, Tomblin BT, Pritchard NS, Bullock GS, Hemmen JM, Neri KE, Krug V, Miles CM, Stitzel JD, Urban JE. Assessing the association between on-field heading technique and head impact kinematics in a cohort of female youth soccer players. SCI MED FOOTBALL 2023:1-10. [PMID: 37753837 DOI: 10.1080/24733938.2023.2264272] [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] [Received: 04/03/2023] [Accepted: 09/19/2023] [Indexed: 09/28/2023]
Abstract
There is concern that exposure to soccer headers may be associated with neurological sequelae. Training proper heading technique represents a coachable intervention that may reduce head acceleration exposure. The objective was to assess relationships between heading technique and head kinematics in female youth soccer players. Fourteen players (mean age = 14.4 years) wore instrumented mouthpieces during practices and games. Headers were reviewed by three raters to assign a technique score. Mixed models and LASSO regression evaluated associations of technique with peak linear acceleration (PLA), rotational acceleration (PRA), rotational velocity (PRV), and head impact power ratio (HIP Ratio) while adjusting for session type and ball delivery. Two hundred eighty-nine headers (n = 212 standing, n = 77 jumping) were analyzed. Technique score (p = 0.043) and the technique score - session type interaction (p = 0.004) were associated with PRA of standing headers, whereby each 10-unit increase in technique score was associated with an 8.6% decrease in PRA during games but a 5.1% increase in PRA during practices. Technique was not significantly associated with any other kinematic metrics; however, peak kinematics tended to decrease as technique score increased. LASSO regression identified back extension and shoulder/hip alignment as important predictors of peak kinematics. Additional research on heading technique and head acceleration is recommended.
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Affiliation(s)
- Tanner M Filben
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Brian T Tomblin
- Department of Biomedical Engineering, Wake Forest University 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 University School of Medicine, Winston-Salem, NC, USA
- School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Garrett S Bullock
- Department of Orthopaedic Surgery & Rehabilitation, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Jordan M Hemmen
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Kristina E Neri
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Victoria Krug
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Christopher M Miles
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Family and Community Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Joel D Stitzel
- Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- School of Biomedical Engineering and Sciences, Virginia Tech - Wake Forest University, Winston-Salem, NC, USA
| | - Jillian E Urban
- Department of Biomedical Engineering, Wake Forest University 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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Reeschke R, Haase FK, Dautzenberg L, Krutsch W, Reinsberger C. Training matters: Heading incidence and characteristics in children's and youth football (soccer) players. Scand J Med Sci Sports 2023; 33:1821-1830. [PMID: 37259619 DOI: 10.1111/sms.14408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 04/03/2023] [Accepted: 05/15/2023] [Indexed: 06/02/2023]
Abstract
OBJECTIVE Concerns about short- and long-term consequences of repetitive heading contributed to heading restrictions in youth football in some countries. This prospective longitudinal cohort study aims to describe heading exposure in children's and youth football over two seasons using standardized video analysis. METHODS All matches and training sessions of a male Under-11 (n = 29), Under-15 (n = 28), Under-19 (n = 38), and female Under-17 (n = 39) team were videotaped during the seasons 2019-2020 and 2020-2021. Heading frequencies and characteristics were analyzed. Individual heading exposure is presented as average incidence rates (IR) per 1000 match/training hours. RESULTS In 275 matches and 673 training sessions, 22 921 headers were observed. Heading IR per player in matches was 1256 (Under-11 m), 1608 (Under-15 m), 1050 (Under-17 f), and 1966 (Under-19 m). In training sessions, IR per player was 739 (Under-11 m), 2206 (Under-15 m), 1661 (Under-17 f), and 1419 (Under-19 m). Five Under-15 males headed the ball five to eight times per training on average. Most headers were performed without heading duels. Flight distance was predominantly 5-20 m (54%) in matches and <5 m (65%) in training. While head impact location most frequently was at frontal areas, one-third of all headers in Under-11 in matches hit temporal, parietal, and occipital parts of the head. CONCLUSION Heading incidence was low in the youngest age group, whereas (predominantly five) Under-15 males showed very high heading exposures in training. In assessment and regulation of heading burden, training sessions and individual heading behavior should specifically be addressed. Recommendations for heading the ball in practice should account for individual and age-related differences.
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Affiliation(s)
- Rebecca Reeschke
- Institute of Sports Medicine, Paderborn University, Paderborn, Germany
| | | | - Lena Dautzenberg
- Institute of Sports Medicine, Paderborn University, Paderborn, Germany
| | - Werner Krutsch
- Department of Trauma Surgery, University Medical Centre Regensburg, Regensburg, Germany
| | - Claus Reinsberger
- Institute of Sports Medicine, Paderborn University, Paderborn, Germany
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Le RK, Lempke LB, Anderson MN, Johnson RS, Schmidt JD, Lynall RC. Quantifying head impact biomechanical differences between commonly employed cleaning levels: a critical research interpretation consideration. Brain Inj 2023; 37:1173-1178. [PMID: 37166252 DOI: 10.1080/02699052.2023.2211351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 04/11/2023] [Accepted: 05/03/2023] [Indexed: 05/12/2023]
Abstract
INTRODUCTION Wearable accelerometry devices quantify on-field frequency and severity of head impacts to further improve sport safety. Commonly employed post-data collection cleaning techniques may affect these outcomes. OBJECTIVE Our purpose was to compare game impact rates and magnitudes between three different cleaning levels (Level-1: impacts recorded within start and end times, Level-2: impacts during pauses/breaks removed, Level-3: video verified) for male youth tackle football. METHODS Participants (n = 23, age = 10.9 ± 0.3 yrs, height = 150.0 ± 8.3 cm, mass = 41.6 ± 8.4 kg) wore Triax SIM-G sensors throughout Fall 2019. Impact rates, ratios (IRRs), and 95% confidence intervals (95%CI) were used to compare levels. Random-effects general linear models were used to compare peak linear acceleration (PLA;g) and angular velocity (PAV;rads/s). RESULTS Level-1 resulted in higher impact rates (4.57; 95%CI = 4.14-5.05) compared to Level-2 (3.09; 95%CI = 2.80-3.42; IRR = 1.48; 95%CI = 1.34-1.63) and Level-3 datasets (2.56; 95%CI = 2.30-2.85; IRR = 1.78; 95%CI = 1.60-1.98). Level-2 had higher impact rates compared to Level-3 (1.21; 95%CI = 1.08-1.35). Level-1 resulted in higher PAV than Level-2 and Level-3 (p < 0.001) datasets. PLA did not differ across datasets (p = 0.296). CONCLUSIONS Head impact data should be filtered of pauses/breaks, and does not substantially differ outcome estimates compared to time-intensive video verification.
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Affiliation(s)
- Rachel K Le
- Department of Exercise Science, Mercer University, Macon, Georgia, USA
- Department of Kinesiology, Concussion Research Laboratory, University of Georgia, Athens, Georgia, USA
| | - Landon B Lempke
- Michigan Concussion Center, School of Kinesiology, University of Michigan, Ann Arbor, Michigan, USA
| | - Melissa N Anderson
- Department of Kinesiology & Applied Physiology, Concussion Research Laboratory, University of Delaware, Newark, Delaware, USA
| | - Rachel S Johnson
- Department of Kinesiology, Center for Orthopaedic & Biomechanics Research, Boise State University, Boise, Idaho, USA
- Applied Research Division, St. Luke's Health System, Boise, Idaho, USA
| | - Julianne D Schmidt
- Department of Kinesiology, Concussion Research Laboratory, University of Georgia, Athens, Georgia, USA
| | - Robert C Lynall
- Department of Kinesiology, Concussion Research Laboratory, University of Georgia, Athens, Georgia, USA
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Basinas I, McElvenny DM, Brooker F, Robertson S, van Hoecke Y, Kemp S, Pearce N, Gallo V, Cherrie JW. Exposure assessment for repeated sub-concussive head impacts in soccer: The HEalth and Ageing Data IN the Game of football (HEADING) study. Int J Hyg Environ Health 2023; 253:114235. [PMID: 37552911 DOI: 10.1016/j.ijheh.2023.114235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 07/18/2023] [Accepted: 07/27/2023] [Indexed: 08/10/2023]
Abstract
The purpose of this paper was to develop exposure estimates for repetitive sub-concussive head impacts (RSHI) for use in epidemiological analyses. We used a questionnaire to collect lifetime history of heading and other head contacts associated with training and playing football from 159 former footballers all members of the English professional football association. We used linear mixed effect regression with player as the random effect, to model the number of headers, blows to the head and head-to-head impacts as a function of potential exposure affecting factors, which were treated as the fixed effects. Exposure affecting factors included playing position, league, context of play (game vs training) and decade of play. Age at time of response to the questionnaire was also included in the models. In model results, playing position was important, with RSHIs being highest among defenders and lowest among goalkeepers. Players headed the ball more during games than in training, and when playing in amateur or youth leagues compared with semi-professional or professional leagues. The average number of reported head impacts declined linearly throughout the observation period (1949-2015). The derived final model for headers explained 43%, 9% and 36% of the between player, within player and total variance in exposure, respectively with good precision and predictive performance. These findings are generally in agreement with previously published results pointing towards the models forming a valid method for estimating exposure to RSHI among former footballers although some further external validation is still warranted.
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Affiliation(s)
- Ioannis Basinas
- Center for Occupational and Environmental Health, Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK; Research Group, Institute of Occupational Medicine, Edinburgh, UK.
| | - Damien M McElvenny
- Center for Occupational and Environmental Health, Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK; Research Group, Institute of Occupational Medicine, Edinburgh, UK
| | - Finley Brooker
- Research Group, Institute of Occupational Medicine, Edinburgh, UK
| | - Steven Robertson
- Department of Medical Statistics, London School of Hygiene & Tropical Medicine, London, UK
| | - Yvonne van Hoecke
- Department of Medical Statistics, London School of Hygiene & Tropical Medicine, London, UK
| | - Simon Kemp
- Department of Medical Statistics, London School of Hygiene & Tropical Medicine, London, UK; Rugby Football Union, London, UK
| | - Neil Pearce
- Department of Medical Statistics, London School of Hygiene & Tropical Medicine, London, UK
| | - Valentina Gallo
- Department of Sustainable Health, Campus Fryslan, University of Groningen, Leeuwarden, the Netherlands
| | - John W Cherrie
- Research Group, Institute of Occupational Medicine, Edinburgh, UK; School of Engineering and Physical Sciences, Heriot Watt University, Edinburgh, UK
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Segars MF, Filben TM, Pritchard NS, Miller LE, Miles CM, Stitzel JD, Urban JE. Head Impact Exposure in Female Collegiate Soccer by Activity Type. J Appl Biomech 2023:1-8. [PMID: 37210079 DOI: 10.1123/jab.2022-0134] [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: 05/17/2022] [Revised: 02/08/2023] [Accepted: 03/28/2023] [Indexed: 05/22/2023]
Abstract
Soccer, one of the most popular sports in the world, has one of the highest rates of sports-related concussions. Additionally, soccer players are frequently exposed to nonconcussive impacts from intentionally heading the ball, a fundamental component of the sport. There have been many studies on head impact exposure in soccer, but few focus on soccer practices or practice activities. This study aimed to characterize the frequency and magnitude of head impacts in National Collegiate Athletic Association Division I female soccer practice activities using a custom-fit instrumented mouthpiece. Sixteen players were instrumented over the course of 54 practice sessions. Video analysis was performed to verify all mouthpiece-recorded events and classify practice activities. Category groupings of practice activities include technical training, team interaction, set pieces, position-specific, and other. Differences in head impact rates and peak resultant kinematics were observed across activity types and category groupings. Technical training had the highest impact rate compared to other category groupings. Impacts occurring during set piece activities had the highest mean kinematic values. Understanding drill exposure can help inform coaches on training plans aimed to reduce head impact exposure for their athletes.
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Affiliation(s)
- Mary Frances Segars
- 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
| | - 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
| | - 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
| | - 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
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12
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Schmidt JD, Johnson RS, Lempke LB, Anderson M, Le RK, Lynall RC. Youth Tackle Football Head-Impact Estimation by Players and Parents: Is the Perception the Reality? J Athl Train 2023; 58:285-292. [PMID: 35475900 PMCID: PMC11215644 DOI: 10.4085/1062-6050-0560.21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
CONTEXT With growing concerns surrounding exposure to head impacts in youth tackle football, players and parents must understand the exposure level when assenting and consenting to participate. OBJECTIVE To determine whether youth football players and parents could estimate on-field head-impact frequency, severity, and location. DESIGN Prospective cohort study. SETTING Football field. PATIENTS OR OTHER PARTICIPANTS We administered a 10-question head-impact estimation tool to parents (n = 23; mean age = 36.5 years [95% CI = 31.7, 37.3 years]) and players (n = 16 boys; mean age = 11.1 years [95% CI = 10.3, 11.8 years]). MAIN OUTCOME MEASURE(S) Player on-field head-impact exposure was captured using the Triax SIM-G system. We determined the accuracy between player and parent estimates relative to on-field head-impact exposures using κ and weighted κ values. RESULTS Youth tackle football players and parents did not accurately estimate on-field head-impact frequency (κ range = -0.09 to 0.40), severity (κ range = -0.05 to 0.34), or location (κ range = -0.30 to 0.13). Players and parents overestimated head-impact frequency in practices but underestimated the frequency in games. Both groups overestimated head-impact severity, particularly in games. Most players and parents underestimated the number of head impacts to the top of the head, particularly during practices. CONCLUSIONS Underestimations of head-impact frequency in games and to the top of the head suggest that informed consent processes aimed at educating players and parents should be improved. Overestimations of head-impact frequency in practices and severity may explain declining rates of youth tackle football participation.
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Affiliation(s)
- Julianne D. Schmidt
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
| | - Rachel S. Johnson
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
| | - Landon B. Lempke
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
| | - Melissa Anderson
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
| | - Rachel Khinh Le
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
| | - Robert C. Lynall
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens
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13
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Caccese JB, Bryk KN, Porfido T, Bretzin AC, Peek K, Kaminski TW, Kontos AP, Chrisman SPD, Putukian M, Buckley TA, Broglio SP, McAllister TW, McCrea MA, Pasquina PF, Esopenko C. Cognitive and Behavioral Outcomes in Male and Female NCAA Soccer Athletes across Multiple Years: A CARE Consortium Study. Med Sci Sports Exerc 2023; 55:409-417. [PMID: 36288576 DOI: 10.1249/mss.0000000000003063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
PURPOSE The purpose of this study was to determine changes in neurocognitive, psychosocial, and balance functioning in collegiate male and female soccer players across three consecutive years of baseline testing compared with a control group of noncontact athletes. METHODS Generalized estimating equations were used to compare changes in annual, preseason baseline measures of neurocognitive function, neurobehavioral and psychological symptoms, and postural stability between collegiate soccer players ( n = 75; 51 [68%] female soccer players) and noncontact athletes ( n = 210; 133 [63%] female noncontact athletes) across three consecutive years. RESULTS Among all participants, the group-time interaction was not significant for any outcome measures. Overall, soccer players reported lower (better) Brief Symptom Inventory 18 Depression ( P = 0.004, Exp(B) = 0.36, 95% confidence interval [CI] = 0.18-0.73), Global Severity Index ( P = 0.006, Exp(B) = 0.53, 95% CI = 0.33-0.84), and Post-Concussion Symptom Scale Symptom Severity ( P < 0.001, Exp(B) = 0.45, 95% CI = 0.22-0.95) scores than noncontact athletes. No other outcome measures were different between soccer players and noncontact athletes. CONCLUSIONS Among collegiate athletes, soccer players report similar or better psychosocial functioning and symptom scores than noncontact athletes. Importantly, neurocognitive functioning, neurobehavioral and psychological symptoms, and postural stability do not worsen over time in collegiate soccer players relative to their noncontact counterparts. Our findings suggest that despite possible exposure to repetitive head impacts, collegiate soccer players do not exhibit changes in observable function and symptoms across multiple seasons.
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Affiliation(s)
| | - Kelsey N Bryk
- Interdisciplinary Biomechanics and Movement Science Program and Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE
| | - Tara Porfido
- Department of Rehabilitation and Movement Sciences, Rutgers Biomedical and Health Sciences, Newark, NJ
| | - Abigail C Bretzin
- Penn Injury Science Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA
| | - Kerry Peek
- Discipline of Physiotherapy, Sydney School of Health Sciences, The University of Sydney, Sydney, AUSTRALIA
| | - Thomas W Kaminski
- Interdisciplinary Biomechanics and Movement Science Program and Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE
| | - Anthony P Kontos
- Department of Orthopaedic Surgery, University of Pittsburgh, Pittsburgh, PA
| | - Sara P D Chrisman
- Center for Child Health, Behavior and Development, Seattle Children's Hospital, Seattle, WA
| | - Margot Putukian
- Major League Soccer, New York, NY (previously Princeton University, Princeton, NJ)
| | - Thomas A Buckley
- Interdisciplinary Biomechanics and Movement Science Program and Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE
| | - Steven P Broglio
- Michigan Concussion Center, University of Michigan, Ann Arbor, MI
| | | | - Michael A McCrea
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI
| | - Paul F Pasquina
- Uniformed Services University of the Health Science and Walter Reed National Military Medical Center, Bethesda, MD
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY
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14
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Marks ME, Holcomb TD, Pritchard NS, Miller LE, Espeland MA, Miles CM, Moore JB, Foley KL, Stitzel JD, Urban JE. Characterizing Exposure to Head Acceleration Events in Youth Football Using an Instrumented Mouthpiece. Ann Biomed Eng 2022; 50:1620-1632. [PMID: 36274103 PMCID: PMC9815159 DOI: 10.1007/s10439-022-03097-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 10/03/2022] [Indexed: 01/11/2023]
Abstract
Understanding characteristics of head acceleration events (HAEs) in youth football is vital in developing strategies to improve athlete safety. This study aimed to characterize HAEs in youth football using an instrumented mouthpiece. Youth football athletes (ages 11-13) participating on two teams were enrolled in this study for one season. Each athlete was instrumented with a mouthpiece-based sensor throughout the season. HAEs were verified on film to ensure that mouthpiece-based sensors triggered during contact. The number of HAEs, peak resultant linear and rotational accelerations, and peak resultant rotational velocity were quantified. Mixed effects models were used to evaluate differences in mean kinematic metrics among all HAEs for session type, athlete position, and contact surface. A total of 5,292 HAEs were collected and evaluated from 30 athletes. The median (95th percentile) peak resultant linear acceleration, rotational acceleration, and rotational velocity was 9.5 g (27.0 g), 666.4 rad s-2 (1863.3 rad s-2), and 8.5 rad s-1 (17.4 rad s-1), respectively. Athletes experienced six (22) HAEs per athlete per session (i.e., practice, game). Competition had a significantly higher mean number of HAEs per athlete per session and mean peak rotational acceleration. Peak resultant rotational kinematics varied significantly among athlete positions. Direct head impacts had higher mean kinematics compared to indirect HAEs, from body collisions. The results of this study demonstrate that session type, athlete position, and contact surface (i.e., direct, indirect) may influence HAE exposure in youth football.
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Affiliation(s)
- Madison E Marks
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA
| | - Ty D Holcomb
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA
| | - N Stewart Pritchard
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA
| | - Logan E Miller
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA
| | - Mark A Espeland
- Department of Biostatistics and Data Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Gerontology and Geriatric Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Christopher M Miles
- Department of Family and Community Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Justin B Moore
- Department of Implementation Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Epidemiology & Prevention, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Division of Public Health Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Kristie L Foley
- Department of Implementation Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Division of Public Health Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Joel D Stitzel
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA
| | - Jillian E Urban
- Department of Biomedical Engineering, Wake Forest University School of Medicine, 575 Patterson Avenue, Suite 530, Winston-Salem, NC, 27101, USA.
- Virginia Tech - Wake Forest University School of Biomedical Engineering and Sciences, Winston-Salem, NC, USA.
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15
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A neural network for the detection of soccer headers from wearable sensor data. Sci Rep 2022; 12:18128. [PMID: 36307512 PMCID: PMC9616946 DOI: 10.1038/s41598-022-22996-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 10/21/2022] [Indexed: 12/30/2022] Open
Abstract
To investigate the proposed association between soccer heading and deleterious brain changes, an accurate quantification of heading exposure is crucial. While wearable sensors constitute a popular means for this task, available systems typically overestimate the number of headers by poorly discriminating true impacts from spurious recordings. This study investigated the utility of a neural network for automatically detecting soccer headers from kinematic time series data obtained by wearable sensors. During 26 matches, 27 female soccer players wore head impacts sensors to register on-field impact events (> 8 g), which were labelled as valid headers (VH) or non-headers (NH) upon video review. Of these ground truth data, subsets of 49% and 21% each were used to train and validate a Long Short-Term Memory (LSTM) neural network in order to classify sensor recordings as either VH or NH based on their characteristic linear acceleration features. When tested on a balanced dataset comprising 271 VHs and NHs (which corresponds to 30% and 1.4% of ground truth VHs and NHs, respectively), the network showed very good overall classification performance by reaching scores of more than 90% across all metrics. When testing was performed on an unbalanced dataset comprising 271 VHs and 5743 NHs (i.e., 30% of ground truth VHs and NHs, respectively), as typically obtained in real-life settings, the model still achieved over 90% sensitivity and specificity, but only 42% precision, which would result in an overestimation of soccer players' true heading exposure. Although classification performance suffered from the considerable class imbalance between actual headers and non-headers, this study demonstrates the general ability of a data-driven deep learning network to automatically classify soccer headers based on their linear acceleration profiles.
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16
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Waring KM, Smith ER, Austin GP, Bowman TG. Exploring the Effects of a Neck Strengthening Program on Purposeful Soccer Heading Biomechanics and Neurocognition. Int J Sports Phys Ther 2022; 17:1043-1052. [PMID: 36237655 PMCID: PMC9528716 DOI: 10.26603/001c.38327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 11/18/2021] [Indexed: 11/12/2022] Open
Abstract
Background Cervical (neck) strengthening has been proposed as an important factor in concussion prevention. The purpose of the study was to determine if a six-week cervical strengthening program affected neurocognition and purposeful soccer heading biomechanics. The hypothesis was that the neck strengthening program would improve strength, maintain neurocognition, and alter purposeful soccer heading biomechanics. Study Design Randomized controlled trial. Methods Twenty collegiate soccer athletes (8 males, 12 females, age=20.15±1.35 years, height=171.67±9.01 cm, mass=70.56±11.03 kg) volunteered to participate. Time (pre, post) and group (experimental, control) served as the independent variables. Four composite scores from the CNS Vital Signs computer based neurocognitive test (CNSVS; verbal memory, visual memory, executive function, reaction time) and aspects of heading biomechanics from inertial measurement units (xPatch; peak linear acceleration, peak rotational acceleration, duration, Gadd Severity Index [GSI]) served as the dependent variables. Each athlete completed a baseline measure of neck strength (anterior neck flexors, bilateral anterolateral neck flexors, bilateral cervical rotators) and CNSVS after heading 10 soccer balls at two speeds (11.18 and 17.88 m/s) while wearing the xPatch. The experimental group completed specific cervical neck strengthening exercises twice a week for six weeks using a Shingo Imara™ cervical neck resistance apparatus while the control group did not. After six weeks, the participants completed the same heading protocol followed by measurement of the same outcome variables. The alpha value was set to p<0.05 a priori. Results The interaction between time and group was significant for visual memory (F1,17=5.16, p=0.04, η2=0.23). Interestingly, post hoc results revealed visual memory decreased for the control group from pretest (46.90±4.46) compared to posttest (43.00±4.03; mean difference=3.90, 95% CI=0.77-7.03, p=0.02). Interactions for all other dependent variables were not statistically significant (p>0.05). Conclusions The cervical neck strengthening protocol allowed maintenance of visual memory scores but did not alter other neurocognitive measures or heading biomechanics. The link between cervical neck strengthening and concussion predisposition should continue to be explored. Level of Evidence Level 1b.
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17
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Kuo C, Patton D, Rooks T, Tierney G, McIntosh A, Lynall R, Esquivel A, Daniel R, Kaminski T, Mihalik J, Dau N, Urban J. On-Field Deployment and Validation for Wearable Devices. Ann Biomed Eng 2022; 50:1372-1388. [PMID: 35960418 DOI: 10.1007/s10439-022-03001-3] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 06/24/2022] [Indexed: 11/01/2022]
Abstract
Wearable sensors are an important tool in the study of head acceleration events and head impact injuries in sporting and military activities. Recent advances in sensor technology have improved our understanding of head kinematics during on-field activities; however, proper utilization and interpretation of data from wearable devices requires careful implementation of best practices. The objective of this paper is to summarize minimum requirements and best practices for on-field deployment of wearable devices for the measurement of head acceleration events in vivo to ensure data evaluated are representative of real events and limitations are accurately defined. Best practices covered in this document include the definition of a verified head acceleration event, data windowing, video verification, advanced post-processing techniques, and on-field logistics, as determined through review of the literature and expert opinion. Careful use of best practices, with accurate acknowledgement of limitations, will allow research teams to ensure data evaluated is representative of real events, will improve the robustness of head acceleration event exposure studies, and generally improve the quality and validity of research into head impact injuries.
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Affiliation(s)
- Calvin Kuo
- The University of British Columbia, Vancouver, Canada
| | - Declan Patton
- Children's Hospital of Philadelphia, Philadelphia, USA
| | - Tyler Rooks
- United States Army Aeromedical Research Laboratory, Fort Rucker, USA
| | | | - Andrew McIntosh
- McIntosh Consultancy and Research, Sydney, Australia.,Monash University Accident Research Centre Monash University, Melbourne, Australia.,School of Engineering Edith Cowan University, Perth, Australia
| | | | | | - Ray Daniel
- United States Army Aeromedical Research Laboratory, Fort Rucker, USA
| | | | - Jason Mihalik
- University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Nate Dau
- Biocore, LLC, Charlottesville, USA
| | - Jillian Urban
- Wake Forest University School of Medicine, 575 Patterson Ave, Suite 530, Winston-Salem, NC, 27101, USA.
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18
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Rezaei A, Wu LC. Automated soccer head impact exposure tracking using video and deep learning. Sci Rep 2022; 12:9282. [PMID: 35661123 PMCID: PMC9166706 DOI: 10.1038/s41598-022-13220-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 05/18/2022] [Indexed: 12/05/2022] Open
Abstract
Head impacts are highly prevalent in sports and there is a pressing need to investigate the potential link between head impact exposure and brain injury risk. Wearable impact sensors and manual video analysis have been utilized to collect impact exposure data. However, wearable sensors suffer from high deployment cost and limited accuracy, while manual video analysis is a long and resource-intensive task. Here we develop and apply DeepImpact, a computer vision algorithm to automatically detect soccer headers using soccer game videos. Our data-driven pipeline uses two deep learning networks including an object detection algorithm and temporal shift module to extract visual and temporal features of video segments and classify the segments as header or nonheader events. The networks were trained and validated using a large-scale professional-level soccer video dataset, with labeled ground truth header events. The algorithm achieved 95.3% sensitivity and 96.0% precision in cross-validation, and 92.9% sensitivity and 21.1% precision in an independent test that included videos of five professional soccer games. Video segments identified as headers in the test data set correspond to 3.5 min of total film time, which can be reviewed through additional manual video verification to eliminate false positives. DeepImpact streamlines the process of manual video analysis and can help to collect large-scale soccer head impact exposure datasets for brain injury research. The fully video-based solution is a low-cost alternative for head impact exposure monitoring and may also be expanded to other sports in future work.
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Affiliation(s)
- Ahmad Rezaei
- Department of Mechanical Engineering, University of British Columbia, Vancouver, V6T 1Z4, Canada
| | - Lyndia C Wu
- Department of Mechanical Engineering, University of British Columbia, Vancouver, V6T 1Z4, Canada.
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19
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Basinas I, McElvenny DM, Pearce N, Gallo V, Cherrie JW. A Systematic Review of Head Impacts and Acceleration Associated with Soccer. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19095488. [PMID: 35564889 PMCID: PMC9100160 DOI: 10.3390/ijerph19095488] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 04/06/2022] [Accepted: 04/26/2022] [Indexed: 02/04/2023]
Abstract
Epidemiological studies of the neurological health of former professional soccer players are being undertaken to identify whether heading the ball is a risk factor for disease or premature death. A quantitative estimate of exposure to repeated sub-concussive head impacts would provide an opportunity to investigate possible exposure-response relationships. However, it is unclear how to formulate an appropriate exposure metric within the context of epidemiological studies. We have carried out a systematic review of the scientific literature to identify the factors that determine the magnitude of head impact acceleration during experiments and from observations during playing or training for soccer, up to the end of November 2021. Data were extracted from 33 experimental and 27 observational studies from male and female amateur players including both adults and children. There was a high correlation between peak linear and angular accelerations in the observational studies (p < 0.001) although the correlation was lower for the experimental data. We chose to rely on an analysis of maximum or peak linear acceleration for this review. Differences in measurement methodology were identified as important determinants of measured acceleration, and we concluded that only data from accelerometers fixed to the head provided reliable information about the magnitude of head acceleration from soccer-related impacts. Exposures differed between men and women and between children and adults, with women on average experiencing higher acceleration but less frequent impacts. Playing position appears to have some influence on the number of heading impacts but less so on the magnitude of the head acceleration. Head-to-head collisions result in high levels of exposure and thus probably risk causing a concussion. We concluded, in the absence of evidence to the contrary, that estimates of the cumulative number of heading impacts over a playing career should be used as the main exposure metric in epidemiological studies of professional players.
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Affiliation(s)
- Ioannis Basinas
- Institute of Occupational Medicine, Research Avenue North, Edinburgh EH14 4AP, UK; (I.B.); (D.M.M.)
- Division of Population Health, Health Services Research & Primary Care, Centre for Occupational and Environmental Health, University of Manchester, Oxford Road, Manchester M13 9PL, UK
| | - Damien M. McElvenny
- Institute of Occupational Medicine, Research Avenue North, Edinburgh EH14 4AP, UK; (I.B.); (D.M.M.)
- Division of Population Health, Health Services Research & Primary Care, Centre for Occupational and Environmental Health, University of Manchester, Oxford Road, Manchester M13 9PL, UK
| | - Neil Pearce
- Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UK;
| | - Valentina Gallo
- Campus Fryslân, University of Groningen, 8911 CE Leeuwarden, The Netherlands;
| | - John W. Cherrie
- Institute of Occupational Medicine, Research Avenue North, Edinburgh EH14 4AP, UK; (I.B.); (D.M.M.)
- Institute of Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University, Edinburgh EH14 4AS, UK
- Correspondence:
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20
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Porfido T, Caccese J, Gutt J, Wentworth C, Peek K, Bretzin AC, Esopenko C. A standardized method for quantifying and characterizing repetitive head impacts in soccer matches using video footage. SCI MED FOOTBALL 2022; 6:331-339. [DOI: 10.1080/24733938.2022.2056233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Tara Porfido
- School of Graduate Studies, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107 USA
| | - Jaclyn Caccese
- School of Health and Rehabilitation Sciences, The Ohio State University College of Medicine, Columbus, OH, 43210 USA
| | - Jessica Gutt
- Department of Rehabilitation & Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107 USA
| | - Conor Wentworth
- Department of Rehabilitation & Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107 USA
| | - Kerry Peek
- Discipline of Physiotherapy, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW 2006 Australia
| | - Abigail C Bretzin
- Penn Injury Science Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA, 19104 USA
| | - Carrie Esopenko
- Department of Rehabilitation & Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107 USA
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21
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Salivary S100 calcium-binding protein beta (S100B) and neurofilament light (NfL) after acute exposure to repeated head impacts in collegiate water polo players. Sci Rep 2022; 12:3439. [PMID: 35236877 PMCID: PMC8891257 DOI: 10.1038/s41598-022-07241-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 02/04/2022] [Indexed: 11/08/2022] Open
Abstract
Blood-based biomarkers of brain injury may be useful for monitoring brain health in athletes at risk for concussions. Two putative biomarkers of sport-related concussion, neurofilament light (NfL), an axonal structural protein, and S100 calcium-binding protein beta (S100B), an astrocyte-derived protein, were measured in saliva, a biofluid which can be sampled in an athletic setting without the risks and burdens associated with blood sampled by venipuncture. Samples were collected from men’s and women’s collegiate water polo players (n = 65) before and after a competitive tournament. Head impacts were measured using sensors previously evaluated for use in water polo, and video recordings were independently reviewed for the purpose of validating impacts recorded by the sensors. Athletes sustained a total of 107 head impacts, all of which were asymptomatic (i.e., no athlete was diagnosed with a concussion or more serious). Post-tournament salivary NfL was directly associated with head impact frequency (RR = 1.151, p = 0.025) and cumulative head impact magnitude (RR = 1.008, p = 0.014), while controlling for baseline salivary NfL. Change in S100B was not associated with head impact exposure (RR < 1.001, p > 0.483). These patterns suggest that repeated head impacts may cause axonal injury, even in asymptomatic athletes.
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22
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Dave U, Kinderknecht J, Cheng J, Santiago K, Jivanelli B, Ling DI. Systematic review and meta-analysis of sex-based differences for concussion incidence in soccer. PHYSICIAN SPORTSMED 2022; 50:11-19. [PMID: 33357128 DOI: 10.1080/00913847.2020.1868955] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
OBJECTIVE To compare concussion incidence in male and female soccer players due to the specific concussion-causing activity. METHODS/DATA SOURCES PubMed, EMBASE, and Cochrane Library were searched for studies published between January 2000 and February 2020. Search terms included 'sex,' 'gender,' 'sex differences,' 'brain injury,' 'sports,' 'athletes,' 'incidence,' 'epidemiology,' 'symptoms,' and 'injury rate.' Studies that contained data on concussion incidence in soccer and featured comparisons by sex and soccer activity were included. Studies that were not written in English, contained data on non-sports-related concussions, or were conference abstracts were excluded. RESULTS Six studies were included in this meta-analysis, each of which contributed the number of concussions in males and females for a specific soccer activity. Concussion incidence rates were calculated using athlete-exposures as the denominator and a rate ratio was measured by dividing the concussion rate among female soccer players by the rate among male soccer players. Female soccer players were shown to have a greater rate of concussions from heading [1.65 (95% CI: 1.35, 2.03, p < 0.001)] and goalkeeping [1.63 (95% CI: 1.22, 2.17, p = 0.001)]. There were 3 studies comparing sex differences for general play. While the pooled rate ratio was statistically significant [1.51 (95% CI: 1.12, 2.04), p = 0.007], this result was largely driven by 1 study. CONCLUSION Concussion incidence rates were significantly higher in female soccer players compared to male players while heading. There is also some evidence to suggest that the incidence is higher for female goalkeepers. Soccer coaches and health care providers need to recognize this sex difference when coaching or treating players.
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Affiliation(s)
- Udit Dave
- Department of Biology, Georgetown University, Washington, D.C., U.S.A
| | - James Kinderknecht
- Sports Medicine Institute, Hospital for Special Surgery, New York, N.Y., U.S.A
| | - Jennifer Cheng
- Department of Physiatry, Hospital for Special Surgery, New York, N.Y., U.S.A
| | - Kristen Santiago
- Department of Physiatry, Hospital for Special Surgery, New York, N.Y., U.S.A
| | - Bridget Jivanelli
- Kim Barrett Memorial Library, Hospital for Special Surgery, New York, N.Y., U.S.A
| | - Daphne I Ling
- Sports Medicine Institute, Hospital for Special Surgery, New York, N.Y., U.S.A.,Department of Population Health Sciences, Weill Cornell Medical College, New York, N.Y., U.S.A
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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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Weiner AR, Durbin JR, Lunardi SR, Li AY, Hannah TC, Schupper AJ, Gal JS, Jumreornvong O, Spiera Z, Ali M, Marayati NF, Gometz A, Lovell MR, Choudhri TF. Incidence and Severity of Concussions Among Young Soccer Players Based on Age, Sex, and Player Position. Orthop J Sports Med 2022; 10:23259671211059216. [PMID: 35083358 PMCID: PMC8785311 DOI: 10.1177/23259671211059216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 08/04/2021] [Indexed: 11/18/2022] Open
Abstract
Background: Previously studied risk factors for sports-related concussion in soccer players include sex, age, and player position. However, prior studies were limited in number, they reported conflicting results, and most did not assess initial concussion severity. Purpose/Hypothesis: The purpose of this study was to conduct an in-depth analysis of soccer players across key demographic groups (sex, age, position) for both concussion incidence and severity. It was hypothesized that concussion incidence and severity would be higher among male players, players aged ≥17 years, and goalkeepers. Study Design: Cohort study; Level of evidence, 3. Methods: The authors analyzed baseline and postinjury ImPACT (Immediate Post-Concussion Assessment and Cognitive Testing) scores for athletes aged 12 to 22 years between July 2009 and June 2019. Players were assigned to an age group based on when they had their most recent baseline test. Concussion incidence and concussion severity index were compared using t tests and multivariate logistic regression. Results: For 1189 individuals who reported soccer as their primary sport, 1032 contributed 1754 baseline ImPACT tests (some individuals had multiple baseline tests), whereas 445 individuals were suspected of sustaining a concussion and then referred for a postinjury 1 test. Of these players, 254 (24.6%) had both a baseline and a postinjury test and were analyzed for concussion severity. Linear regression showed that forwards had a lower incidence of ImPACT-proxied concussions than goalkeepers had (P = .008). Female players had a significantly higher incidence of ImPACT concussions compared with male players (mean, 0.07 [female] vs 0.04 [male] concussions per person-year; P = .05). Players in the ≥17-year age group had a higher incidence of ImPACT concussions than players in the 15- to 16-year age group (P = .04), although the 15- to 16-year age group had more severe concussions than the ≥17-year age group (mean severity index, 2.91 [age 15-16 years] vs 1.73 [age ≥17 years]; P = .001). Conclusion: Female soccer players experienced a higher incidence of concussion than did male players, and goalkeepers experienced a greater incidence of ImPACT concussions than did forwards. Players of both sexes and all positions in the 15- to 16-year age group showed increased initial concussion severity compared with the ≥17-year age group, despite a lower comparative incidence of ImPACT concussions. Further study is needed to understand whether sex and player position affect concussion severity.
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Affiliation(s)
- Alden R. Weiner
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - John R. Durbin
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Adam Y. Li
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Theodore C. Hannah
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Alexander J. Schupper
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jonathan S. Gal
- Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Oranicha Jumreornvong
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Zachary Spiera
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Muhammad Ali
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Naoum Fares Marayati
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Alex Gometz
- Concussion Management of New York, New York, New York, USA
| | - Mark R. Lovell
- Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Tanvir F. Choudhri
- Neurosurgery Department, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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25
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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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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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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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Commotions cérébrales chez les footballeuses particularité et prise en charge. Sci Sports 2021. [DOI: 10.1016/j.scispo.2020.12.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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29
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Brooks JS, Allison W, Harriss A, Bian K, Mao H, Dickey JP. Purposeful Heading Performed by Female Youth Soccer Players Leads to Strain Development in Deep Brain Structures. Neurotrauma Rep 2021; 2:354-362. [PMID: 34901935 PMCID: PMC8655815 DOI: 10.1089/neur.2021.0014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Head impacts in soccer have been associated with both short- and long-term neurological consequences. Youth players' brains are especially vulnerable given that their brains are still developing, and females are at an increased risk of traumatic brain injury (TBI) compared to males. Approximately 90% of head impacts in soccer occur from purposeful heading. Accordingly, this study assessed the relationship between kinematic variables and brain strain during purposeful headers in female youth soccer players. A convenience sample of 36 youth female soccer players (13.4 [0.9] years of age) from three elite youth soccer teams wore wireless sensors to quantify head impact magnitudes during games. Purposeful heading events were categorized by game scenario (e.g., throw-in, goal kick) for 60 regular season games (20 games per team). A total of 434 purposeful headers were identified. Finite element model simulations were performed to calculate average peak maximum principal strain (APMPS) in the corpus callosum, thalamus, and brainstem on a subset of 110 representative head impacts. Rotational velocity was strongly associated with APMPS in these three regions of the brain (r = 0.83-0.87). Linear acceleration was weakly associated with APMPS (r = 0.13-0.31). Game scenario did not predict APMPS during soccer games (p > 0.05). Results demonstrated considerable APMPS in the corpus callosum (mean = 0.102) and thalamus (mean = 0.083). In addition, the results support the notion that rotational velocity is a better predictor of brain strain than linear acceleration and may be a potential indicator of changes to the brain.
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Affiliation(s)
- Jeffrey S. Brooks
- School of Kinesiology, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Wayne Allison
- School of Kinesiology, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Alexandra Harriss
- Health and Rehabilitation Sciences, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Kewei Bian
- Department of Mechanical and Materials Engineering, Faculty of Engineering, Western University, London, Ontario, Canada
| | - Haojie Mao
- Department of Mechanical and Materials Engineering, Faculty of Engineering, Western University, London, Ontario, Canada
- School of Biomedical Engineering, Western University, London, Ontario, Canada
| | - James P. Dickey
- School of Kinesiology, Faculty of Health Sciences, Western University, London, Ontario, Canada
- School of Biomedical Engineering, Western University, London, Ontario, Canada
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Le RK, Anderson MN, Johnson RS, Lempke LB, Schmidt JD, Lynall RC. On-field Characteristics and Head Impact Magnitude in Youth Tackle Football. Pediatr Neurol 2021; 121:33-39. [PMID: 34146964 DOI: 10.1016/j.pediatrneurol.2021.04.005] [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] [Received: 09/15/2020] [Revised: 04/09/2021] [Accepted: 04/10/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND This study determined the effect of video-verified collision characteristics on head impact magnitudes in male youth tackle football. METHODS Participants (n = 23, age = 10.9 ± 0.3 years, height = 150.0 ± 8.3 cm, mass = 41.6 ± 8.4 kg) wore Triax Sim-G sensors throughout the fall 2019 season. Ten filmed games were used to identify nine different collision characteristics: mechanism, preparedness, head direction, struck versus striking activity, stance, play type, closing distance, penalty, and quarter. Random-effects general linear models and Cohen d effect sizes were used to examine differences in log-transformed peak linear (PLA; g) and rotational (PRA; rad/s2) accelerations across characteristics. The 10 games produced 533 total video-verified impacts and 23.2 ± 7.2 impacts per athlete. RESULTS PLA (P range: 0.107 to 0.923) and PRA (P range: 0.057 to 0.768) did not differ across characteristics. Struck players (3370 rads/s2, 95% confidence interval [CI] = 2986 to 3808) had a small effect for higher PRA compared with striking players (3037 rads/s2, 95% CI = 2713 to 3404, d = 0.251), but negligible effect for simultaneous struck-striking players (3340 rad/s2, 95% CI = 2945 to 3792, d = 0.018). Fourth quarter impacts (3490 rads/s2, 95% CI = 3083 to 3951) had a small effect for higher PRA compared with first (2945 rads/s2, 95% CI = 2596 to 3337, d = 0.404), second (3196 rads/s2, 95% CI = 2832 to 3604, d = 0.219), and third quarters (3241 rads/s2, 95% CI = 2841 to 3699, d = 0.144). CONCLUSION Youth tackle football characteristics did not significantly affect head impact magnitudes during games. More research is needed to explore additional factors that could be modified for sport safety rather than mitigating impact mechanism.
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Affiliation(s)
- Rachel K Le
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia.
| | - Melissa N Anderson
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia
| | - Rachel S Johnson
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia
| | - Landon B Lempke
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia
| | - Julianne D Schmidt
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia
| | - Robert C Lynall
- UGA Concussion Research Laboratory, Department of Kinesiology, The University of Georgia, Athens, Georgia
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Lempke LB, Johnson RS, Le RK, Anderson MN, Schmidt JD, Lynall RC. Head Impact Biomechanics in Youth Flag Football: A Prospective Cohort Study. Am J Sports Med 2021; 49:2817-2826. [PMID: 34264780 DOI: 10.1177/03635465211026643] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Youth flag football participation has rapidly grown and is a potentially safer alternative to tackle football. However, limited research has quantitatively assessed youth flag football head impact biomechanics. PURPOSE To describe head impact biomechanics outcomes in youth flag football and explore factors associated with head impact magnitudes. STUDY DESIGN Cross-sectional study; Level of evidence, 3. METHODS We monitored 52 player-seasons among 48 male flag football players (mean ± SD; age, 9.4 ± 1.1 years; height, 138.6 ± 9.5 cm; mass, 34.7 ± 9.2 kg) across 3 seasons using head impact sensors during practices and games. Sensors recorded head impact frequencies, peak linear (g) and rotational (rad/s2) acceleration, and estimated impact location. Impact rates (IRs) were calculated as 1 impact per 10 player-exposures; IR ratios (IRRs) were used to compare season, event type, and age group IRs; and 95% CIs were calculated for IRs and IRRs. Weekly and seasonal cumulative head impact frequencies and magnitudes were calculated. Mixed-model regression models examined the association between player characteristics, event type, and seasons and peak linear and rotational accelerations. RESULTS A total of 429 head impacts from 604 exposures occurred across the study period (IR, 7.10; 95% CI, 4.81-10.50). Weekly and seasonal cumulative median head impact frequencies were 1.00 (range, 0-2.63) and 7.50 (range, 0-21.00), respectively. The most frequent estimated head impact locations were the skull base (n = 96; 22.4%), top of the head (n = 74; 17.2%), and back of the head (n = 66; 15.4%). The combined event type IRs differed among the 3 seasons (IRR range, 1.45-2.68). Games produced greater IRs (IRR, 1.24; 95% CI, 1.01-1.53) and peak linear acceleration (mean difference, 5.69g; P = .008) than did practices. Older players demonstrated greater combined event-type IRs (IRR, 1.46; 95% CI, 1.12-1.90) and increased head impact magnitudes than did younger players, with every 1-year age increase associated with a 3.78g and 602.81-rad/s2 increase in peak linear and rotational acceleration magnitude, respectively (P≤ .005). CONCLUSION Head IRs and magnitudes varied across seasons, thus highlighting multiple season and cohort data are valuable when providing estimates. Head IRs were relatively low across seasons, while linear and rotational acceleration magnitudes were relatively high.
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Affiliation(s)
- Landon B Lempke
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA.,The Micheli Center for Sports Injury Prevention, Waltham, Massachusetts, USA.,Division of Sports Medicine, Department of Orthopedics, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Rachel S Johnson
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA
| | - Rachel K Le
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA
| | - Melissa N Anderson
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA
| | - Julianne D Schmidt
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA
| | - Robert C Lynall
- UGA Concussion Research Laboratory, Department of Kinesiology, University of Georgia, Athens, Georgia, USA
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Walter AE, Wilkes JR, Arnett PA, Miller SJ, Sebastianelli W, Seidenberg P, Slobounov SM. The accumulation of subconcussive impacts on cognitive, imaging, and biomarker outcomes in child and college-aged athletes: a systematic review. Brain Imaging Behav 2021; 16:503-517. [PMID: 34308510 DOI: 10.1007/s11682-021-00489-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/27/2021] [Indexed: 01/08/2023]
Abstract
Examine the effect of subconcussive impact accumulation on cognitive/functional, imaging, and biomarker outcomes over the course of a single season, specifically in contact sport athletes at collegiate level or younger. Systematic review following PRISMA guidelines and using Oxford Center for Evidence-Based Medicine 2011 Levels of Evidence and Newcastle Ottawa Assessment Scale. PubMed MEDLINE, PsycInfo, SPORT-Discus, Web of Science. Original research in English that addressed the influence of subconcussive impacts on outcomes of interest with minimum preseason and postseason measurement in current youth, high school, or college-aged contact sport athletes. 796 articles were initially identified, and 48 articles were included in this review. The studies mostly involved male football athletes in high school or college and demonstrated an underrepresentation of female and youth studies. Additionally, operationalization of previous concussion history and concussion among studies was very inconsistent. Major methodological differences existed across studies, with ImPACT and diffusion tensor imaging being the most commonly used modalities. Biomarker studies generally showed negative effects, cognitive/functional studies mostly revealed no effects, and advanced imaging studies showed generally negative findings over the season; however, there was variability in the findings across all types of studies. This systematic review revealed growing literature on this topic, but inconsistent methodology and operationalization across studies makes it challenging to draw concrete conclusions. Overall, cognitive measures alone do not seem to detect changes across this timeframe while imaging and biomarker measures may be more sensitive to changes following subconcussive impacts.
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Affiliation(s)
- Alexa E Walter
- Department of Kinesiology, Penn State University, 25 Recreation Hall, University Park, PA, 16802, USA.
| | - James R Wilkes
- Department of Kinesiology, Penn State University, 25 Recreation Hall, University Park, PA, 16802, USA
| | - Peter A Arnett
- Department of Psychology, Penn State University, University Park, PA, 16802, USA
| | - Sayers John Miller
- Department of Kinesiology, Penn State University, 25 Recreation Hall, University Park, PA, 16802, USA
| | - Wayne Sebastianelli
- Deparetment of Orthopaedics, Penn State Health, Milton S. Hershey Medical Center, Hershey, PA, 17033, USA
| | - Peter Seidenberg
- Department of Orthopaedics and Rehabilitation and Family and Community Medicine, Penn State Health, Milton S. Hershey Medical Center, Hershey, PA, 17033, USA
| | - Semyon M Slobounov
- Department of Kinesiology, Penn State University, 25 Recreation Hall, University Park, PA, 16802, USA
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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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Johnson B, Walter AE, Wilkes JR, Papa L, Slobounov SM. Changes in White Matter of the Cervical Spinal Cord after a Single Season of Collegiate Football. Neurotrauma Rep 2021; 2:84-93. [PMID: 34223548 PMCID: PMC8240824 DOI: 10.1089/neur.2020.0035] [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] [Indexed: 12/16/2022] Open
Abstract
The involvement of the central nervous system (CNS), specifically the white matter tracts in the cervical spinal cord, was examined with diffusion tensor imaging (DTI) following exposure to repetitive head acceleration events (HAEs) after a single season of collegiate football. Fifteen National Collegiate Athletic Association (NCAA) Division 1 football players underwent DTI of the cervical spinal cord (vertebral level C1–4) at pre-season (before any contact practices began) and post-season (within 1 week of the last regular season game) intervals. Helmet accelerometer data were also collected in parallel throughout the season. From pre-season to post-season, a significant decrease (p < 0.05) of axial diffusivity was seen within the right spino-olivary tract. In addition, a significant decrease (p < 0.05) in global white matter fractional anisotropy (FA) along with increases (p < 0.05) in global white matter mean diffusivity (MD) and radial diffusivity (RD) were found. These changes in FA from pre-season to post-season were significantly moderated by previous concussion history (p < 0.05) and number of HAEs over 80 g (p < 0.05). Despite the absence of sports-related concussion (SRC), we present measurable changes in the white matter integrity of the cervical spinal cord suggesting injury from repetitive HAEs, or SRC, may include the entirety of the CNS, not just the brain.
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Affiliation(s)
- Brian Johnson
- Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Alexa E Walter
- Department of Kinesiology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - James R Wilkes
- Department of Kinesiology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Linda Papa
- Department of Emergency Medicine, Orlando Regional Medical Center, Orlando, Florida, USA.,Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
| | - Semyon M Slobounov
- Department of Kinesiology, The Pennsylvania State University, University Park, Pennsylvania, USA
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McCunn R, Beaudouin F, Stewart K, Meyer T, MacLean J. Heading in Football: Incidence, Biomechanical Characteristics and the Association with Acute Cognitive Function-A Three-Part Systematic Review. Sports Med 2021; 51:2147-2163. [PMID: 34129222 DOI: 10.1007/s40279-021-01492-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/26/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND There is growing concern surrounding the role of repetitive sub-concussive head impacts, such as football heading, on brain health. OBJECTIVES Three questions were addressed while only considering studies that observed heading exposure directly: (1) how frequently does heading occur within football training and matches, (2) what are the biomechanical characteristics of heading, and (3) is cognitive function affected by heading? METHODS This review followed the steps described in the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) guidelines. Electronic databases including MEDLINE and SPORTDiscus were searched from the earliest entry to July 2020. Studies that reported independently quantified heading exposure, biomechanical characteristics of heading or the relationship between heading and cognitive function were included. Data were extracted and used to populate summary tables with reference to each research question. RESULTS Heading incidence ranged between one to nine headers per player per match. The number of headers observed in small-sided games during training varied depending on the exact format used but generally speaking ranged between zero to one per player per game. The three most commonly reported biomechanical variables were head acceleration, head rotational velocity and overall movement kinematics during the heading action. Average head acceleration ranged from approximately four to 50 g. Nine out of 12 included studies did not observe a negative impact on cognitive test performance following exposure to heading and while three did, these negative effects were limited to specific outcome measures: reaction time and memory function. CONCLUSION The current weight of evidence summarised herein does not support the notion that heading is deleterious to cognitive performance in the short term; however, this conclusion is tentative due to methodological shortcomings in the existing evidence base.
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Affiliation(s)
- Robert McCunn
- Heart of Midlothian Football Club, Tynecastle Park , Edinburgh, EH11 2NL, UK.
| | - Florian Beaudouin
- Institute of Sports and Preventive Medicine, Saarland University, Saarbrücken, Germany
| | - Katy Stewart
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK.,Hampden Sports Clinic, Glasgow, UK
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Saarland University, Saarbrücken, Germany
| | - John MacLean
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK.,Hampden Sports Clinic, Glasgow, UK
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Wahlquist VE, Kaminski TW. Analysis of Head Impact Biomechanics in Youth Female Soccer Players Following the Get aHEAD Safely in Soccer™ Heading Intervention. SENSORS (BASEL, SWITZERLAND) 2021; 21:3859. [PMID: 34204896 PMCID: PMC8199772 DOI: 10.3390/s21113859] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 05/28/2021] [Accepted: 05/31/2021] [Indexed: 11/16/2022]
Abstract
The effects of repetitive head impacts associated with soccer heading, especially in the youth population, are unknown. The purpose of this study was to examine balance, neurocognitive function, and head impact biomechanics after an acute bout of heading before and after the Get aHEAD Safely in Soccer™ program intervention. Twelve youth female soccer players wore a Triax SIM-G head impact sensor during two bouts of heading, using a lightweight soccer ball, one before and one after completion of the Get aHEAD Safely in Soccer™ program intervention. Participants completed balance (BESS and SWAY) and neurocognitive function (ImPACT) tests at baseline and after each bout of heading. There were no significant changes in head impact biomechanics, BESS, or ImPACT scores pre- to post-season. Deficits in three of the five SWAY positions were observed from baseline to post-season. Although we expected to see beneficial changes in head impact biomechanics following the intervention, the coaches and researchers observed an improvement in heading technique/form. Lightweight soccer balls would be a beneficial addition to header drills during training as they are safe and help build confidence in youth soccer players.
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Affiliation(s)
| | - Thomas W. Kaminski
- Athletic Training Research Laboratory, University of Delaware, Newark, DE 19716, USA;
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Huber CM, Patton DA, Jain D, Master CL, Margulies SS, McDonald CC, Arbogast KB. Variations in Head Impact Rates in Male and Female High School Soccer. Med Sci Sports Exerc 2021; 53:1245-1251. [PMID: 33986230 PMCID: PMC8122001 DOI: 10.1249/mss.0000000000002567] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
INTRODUCTION Repetitive head impacts in soccer have been linked to short-term neurophysiological deficits, and female soccer players have higher concussion rates than males. These findings have inspired investigation into gender differences in head impact exposure and how head impact rate contributes to the cumulative effect of head impact exposure on neurological outcomes. Various periods of exposure have been used to calculate head impact rates, including head impacts per season, game, and player-hour. PURPOSE The aim of this study was to apply different methodological approaches to quantify and compare head impact rates by gender for two seasons of high school varsity soccer. METHODS Video review was used to confirm all events recorded by a headband-mounted impact sensor and calculate playing time for all players. Impact rates were calculated per athlete exposure (presence and participation) and per player-hour (scheduled game time, individual play time, and absolute time). RESULTS Impact rates per athlete exposure ranged from 2.5 to 3.2 for males and from 1.4 to 1.6 for females, and impact rates per player-hour ranged from 2.7 to 3.8 for males and from 1.0 to 1.6 for females. The exposure calculation method significantly affected head impact rates; however, regardless of approach, the head impact rate for males was higher, up to threefold, than for females. Individual head impact exposure varied substantially within a team with one in five players experiencing no impacts. CONCLUSIONS Overall, the gender differences found in this study indicate that males experience higher head impact exposure compared with females. Future studies are needed to understand potential clinical implications of variability in head impact exposure and reconcile higher female concussion rates with the reduced head impact rates presented herein.
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Affiliation(s)
- Colin M Huber
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA,Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Declan A. Patton
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Divya Jain
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA,Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Christina L. Master
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA,Sports Medicine and Performance Center, Children’s Hospital of Philadelphia, Philadelphia, PA,Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Susan S. Margulies
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA
| | - Catherine C. McDonald
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA,School of Nursing, University of Pennsylvania, 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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Abstract
Recent public concern over the short- and long-term effects of repetitive head impacts (RHI) associated with purposeful heading in soccer has led researchers to study a multitude of variables related to this important aspect of the game. Of particular interests are the effects of soccer heading in the youth population (≤ 13 years old) whose brains are undergoing rapid development. We conducted a review on youth soccer heading that includes purposeful heading frequency, head impact biomechanics, head injuries, clinical outcomes, and modifying factors. We have concluded that youth soccer players head the ball at a low frequency that typically increases with age and with a finding that boys head the ball more often than girls do. Interestingly, although girls head the ball less frequently than boys do, they tend to sustain higher head impact magnitudes. Head injuries are more likely to occur in girls versus boys and during games because of contact with another player. Clinical outcome measures of concussion are often utilized to study the effects of soccer heading, in both field and laboratory environments. Immediately following soccer heading, youth often report having a headache and demonstrate some deficits in balance measures. Modifying factors that may benefit soccer players participating in purposeful heading activities include stronger neck musculature, wearing headgear, and the use of mouthguards. Research involving youth soccer players needs to be expanded and funded appropriately to better understand the consequences of RHI in both the short and long term.
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Caccese JB, Buckley TA, Tierney RT, Rose WC, Glutting JJ, Kaminski TW. Postural Control Deficits After Repetitive Soccer Heading. Clin J Sport Med 2021; 31:266-272. [PMID: 30550416 DOI: 10.1097/jsm.0000000000000709] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2018] [Accepted: 10/30/2018] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To determine the acute effects of repetitive soccer heading on postural control. DESIGN Prospective study; participants were divided into 2 groups: a soccer heading group and a control group. SETTING Biomechanics laboratory. PARTICIPANTS One hundred sixty participants, including youth (age = 13.0 ± 0.8 years), high school (age = 17.2 ± 1.0 years), and collegiate (age = 20.2 ± 1.3 years) male and female soccer players, participated in this study. INTERVENTIONS Participants in the soccer heading group performed 12 soccer headers (initial velocity = 11.2 m/s). Postural control testing was performed both before (PRE) and immediately after (POST) the purposeful soccer headers. Control participants performed postural control testing PRE and POST a 15-minute wait period. During postural control testing, participants were asked to stand on the MobileMat (Tekscan Inc, Boston, Massachusetts) for two 2-minute intervals with their hands on their hips and their feet together with one eyes-open and one eyes-closed trial. MAIN OUTCOME MEASURES Using the center-of-pressure data, 95% area, sway velocity, and ApEn were calculated. Multilevel linear models were used to analyze the effects of age, sex, group, condition, and concussion history simultaneously. RESULTS Participants in the soccer heading group had significantly higher sway velocity POST than participants in the control group after controlling for age, sex, concussion history, condition, and PRE (t = -3.002; P = 0.003; 95% confidence interval, -0.482 to -0.100). There were no significant differences from PRE to POST for 95% area, M/L ApEn, and A/P ApEn. CONCLUSIONS Repetitive soccer heading does not affect most postural control measures, even among youth athletes. However, sway velocity increased after heading relative to control participants independent of age, sex, and concussion history.
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Affiliation(s)
- Jaclyn B Caccese
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware
| | - Thomas A Buckley
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware
- Biomechanics and Movement Science Interdisciplinary Program, University of Delaware, Newark, Delaware
| | - Ryan T Tierney
- Department of Kinesiology, Temple University, Philadelphia, Pennsylvania; and
| | - William C Rose
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware
- Biomechanics and Movement Science Interdisciplinary Program, University of Delaware, Newark, Delaware
| | | | - Thomas W Kaminski
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware
- Biomechanics and Movement Science Interdisciplinary Program, University of Delaware, Newark, Delaware
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40
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DiFabio MS, Buckley TA. Effectiveness of a Computerized Cognitive Training Program for Reducing Head Impact Kinematics in Youth Ice Hockey Players. INTERNATIONAL JOURNAL OF EXERCISE SCIENCE 2021; 14:149-161. [PMID: 34055136 PMCID: PMC8136557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Cognitive training (CT) is an effective technique to improve neurological performance, but has not been investigated as a head impact primary prevention strategy. The purpose of this study was to investigate the CT's effectiveness in reducing head impact kinematics in youth ice hockey players. Twenty youth were divided into two groups: a CT and Control group. The CT group performed two 30-minute sessions of IntelliGym CT weekly for 20 weeks and the control group performed two 30-minute sessions weekly evaluating hockey videos. The dependent variables, number of head impacts, cumulative linear acceleration (CLA) and rotational acceleration (CRA) and mean linear and rotation peak acceleration, were compared with repeated measures ANOVAs, with post-hoc for main effect of time for each group, between the first and second half of the season. There were significant interactions for number of head impacts (p = 0.014) and CLA (p = 0.043) and post-hoc testing identified reductions in the second half of the season for the CT, but not control, group. There were no interactions for CRA, mean peak linear acceleration, and mean peak rotational acceleration. These preliminary results suggest CT may be an effective primary prevention strategy to reduce head impacts and cumulative linear acceleration in youth ice hockey players.
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Affiliation(s)
- Melissa S DiFabio
- Department of Biomedical Engineering, University of Delaware, Newark, DE, USA
| | - Thomas A Buckley
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE, USA
- Biomechanics and Movement Science Interdisciplinary Program, University of Delaware, Newark, DE, USA
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41
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Huber CM, Patton DA, McDonald CC, Jain D, Simms K, Lallo VA, Margulies SS, Master CL, Arbogast KB. Sport- and Gender-Based Differences in Head Impact Exposure and Mechanism in High School Sports. Orthop J Sports Med 2021; 9:2325967120984423. [PMID: 33738313 PMCID: PMC7933779 DOI: 10.1177/2325967120984423] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 08/27/2020] [Indexed: 11/24/2022] Open
Abstract
Background: Repeated head impacts sustained by athletes have been linked to short-term neurophysiologic deficits; thus, there is growing concern about the number of head impacts sustained in sports. Accurate head impact exposure data obtained via head impact sensors may help identify appropriate strategies across sports and between genders to mitigate repetitive head impacts. Purpose: To quantify sport- and gender-based differences in head impact rate and mechanism for adolescents. Study Design: Cohort study; Level of evidence, 2. Methods: High school female and male varsity soccer, basketball, lacrosse, and field hockey (female only) teams were instrumented with headband-mounted impact sensors during games over 2 seasons of soccer and 1 season of basketball, lacrosse, and field hockey. Video review was used to remove false-positive sensor-recorded events, and the head impact rate per athlete-exposure (AE) was calculated. Impact mechanism was categorized as equipment to head, fall, player to head, or head to ball (soccer only). Results: Male players had significantly higher head impact rates as compared with female players in soccer (3.08 vs 1.41 impacts/AE; rate ratio, 2.2 [95% CI, 1.8-2.6]), basketball (0.90 vs 0.25; 3.6 [2.6-4.6]), and lacrosse (0.83 vs 0.06; 12.9 [10.1-15.8]). Impact mechanism distributions were similar within sports between boys and girls. In soccer, head to ball represented 78% of impacts, whereas at least 88% in basketball were player-to-player contact. Conclusion: Across sports for boys and girls, soccer had the highest impact rate. Male high school soccer, basketball, and lacrosse teams had significantly higher head impact rates than did female teams of the same sport. For girls, basketball had a higher head impact rate than did lacrosse and field hockey, and for boys, basketball had a similar impact rate to lacrosse, a collision sport. Sport differences in the distribution of impact mechanisms create sport-specific targets for reducing head impact exposure.
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Affiliation(s)
- Colin M Huber
- Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Declan A Patton
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Catherine C McDonald
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,School of Nursing, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Divya Jain
- Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,School of Nursing, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Katherine Simms
- Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Valerie A Lallo
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Biomedical Engineering Department, Widener University, Chester, Pennsylvania, USA
| | - Susan S Margulies
- Walter H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA
| | - Christina L Master
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Kristy B Arbogast
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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Becker S, Berger J, Ludwig O, Günther D, Kelm J, Fröhlich M. Heading in Soccer: Does Kinematics of the Head-Neck-Torso Alignment Influence Head Acceleration? J Hum Kinet 2021; 77:71-80. [PMID: 34168693 PMCID: PMC8008297 DOI: 10.2478/hukin-2021-0012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
There is little scientific evidence regarding the cumulative effect of purposeful heading. The head-neck-torso alignment is considered to be of great importance when it comes to minimizing potential risks when heading. Therefore, this study determined the relationship between head-neck-torso alignment (cervical spine, head, thoracic spine) and the acceleration of the head, the relationship between head acceleration and maximum ball speed after head impact and differences between head accelerations throughout different heading approaches (standing, jumping, running). A total of 60 male soccer players (18.9 ± 4.0 years, 177.6 ± 14.9 cm, 73.1 ± 8.6 kg) participated in the study. Head accelerations were measured by a telemetric Noraxon DTS 3D Sensor, whereas angles for the head-neck-torso alignment and ball speed were analyzed with a Qualisys Track Manager program. No relationship at all was found for the standing, jumping and running approaches. Concerning the relationship between head acceleration and maximum ball speed after head impact only for the standing header a significant result was calculated (p = 0.024, R2 = .085). A significant difference in head acceleration (p < .001) was identified between standing, jumping and running headers. To sum up, the relationship between head acceleration and head-neck-torso alignment is more complex than initially assumed and could not be proven in this study. Furthermore first data were generated to check whether the acceleration of the head is a predictor for the resulting maximum ball speed after head impact, but further investigations have to follow. Lastly, we confirmed the results that the head acceleration differs with the approach.
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Affiliation(s)
- Stephan Becker
- Department of Sport Science, Technische Universität Kaiserslautern, Kaiserslautern, Germany
| | - Joshua Berger
- Department of Sport Science, Technische Universität Kaiserslautern, Kaiserslautern, Germany
| | - Oliver Ludwig
- Department of Sport Science, Technische Universität Kaiserslautern, Kaiserslautern, Germany
| | - Daniel Günther
- Department of Sport Science, Technische Universität Kaiserslautern, Kaiserslautern, Germany
| | - Jens Kelm
- Chirurgisch-Orthopädisches Zentrum, Illingen, Germany
| | - Michael Fröhlich
- Department of Sport Science, Technische Universität Kaiserslautern, Kaiserslautern, Germany
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Gallagher VT, Murthy P, Stocks J, Vesci B, Colegrove D, Mjaanes J, Chen Y, Breiter H, LaBella C, Herrold AA, Reilly JL. Differential Change in Oculomotor Performance among Female Collegiate Soccer Players versus Non-Contact Athletes from Pre- to Post-Season. Neurotrauma Rep 2020; 1:169-180. [PMID: 33274345 PMCID: PMC7703496 DOI: 10.1089/neur.2020.0051] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Sensitive and reliable tools are needed to evaluate potential behavioral and cognitive changes following head impact exposure in contact and collision sport participation. We evaluated change in oculomotor testing performance among female, varsity, collegiate athletes following variable exposure to head impacts across a season. Female, collegiate, contact sport (soccer, CONT) and non-contact sport (NON-CONT) athletes were assessed pre-season and post-season. Soccer athletes were grouped according to total season game headers into low dose (≤40 headers; CONT-Low Dose) or high dose (>40 headers; CONT-High Dose) groups. Performance on pro-saccade (reflexive visual response), anti-saccade (executive inhibition), and memory-guided saccade (MGS, spatial working memory) computer-based laboratory tasks were assessed. Primary saccade measures included latency/reaction time, inhibition error rate (anti-saccade only), and spatial accuracy (MGS only). NON-CONT (n = 20), CONT-Low Dose (n = 17), and CONT-High Dose (n = 7) groups significantly differed on pre-season versus post-season latency on tasks with executive functioning demands (anti-saccade and MGS, p ≤ 0.001). Specifically, NON-CONT and CONT-Low Dose demonstrated shorter (i.e., faster) anti-saccade (1.84% and 2.68%, respectively) and MGS (5.74% and 2.76%, respectively) latencies from pre-season to post-season, whereas CONT-High Dose showed 1.40% average longer anti-saccade, and 0.74% shorter MGS, latencies. NON-CONT and CONT-Low Dose demonstrated reduced (i.e., improved) inhibition error rate on the anti-saccade task at post-season versus pre-season, whereas CONT-High Dose demonstrated relative stability (p = 0.021). The results of this study suggest differential exposure to subconcussive head impacts in collegiate female athletes is associated with differential change in reaction time and inhibitory control performances on executive saccadic oculomotor testing.
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Affiliation(s)
- Virginia T Gallagher
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Prianka Murthy
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jane Stocks
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Brian Vesci
- Department of Sports Medicine, Northwestern University, Evanston, Illinois, USA
| | - Danielle Colegrove
- Department of Sports Medicine, Northwestern University, Evanston, Illinois, USA
| | - Jeffrey Mjaanes
- Department of Sports Medicine, Northwestern University, Evanston, Illinois, USA
| | - Yufen Chen
- Center for Translational Imaging, Northwestern University, Chicago, Illinois, USA
| | - Hans Breiter
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Cynthia LaBella
- Division of Orthopedics and Sports Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois, USA
| | - Amy A Herrold
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA.,Edward Hines, Jr. VA Hospital, Hines, Illinois, USA
| | - James L Reilly
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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44
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de Souza NL, Dennis EL, Brown AM, Singh S, Wilde EA, Buckman JF, Esopenko C. Relation between Isometric Neck Strength and White Matter Organization in Collegiate Athletes. Neurotrauma Rep 2020; 1:232-240. [PMID: 34223543 PMCID: PMC8240886 DOI: 10.1089/neur.2020.0025] [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] [Indexed: 11/23/2022] Open
Abstract
Soccer athletes frequently experience repetitive head impacts (RHI) during games and practices, which may affect neural integrity over time and lead to altered brain structure. Neck strength is hypothesized to limit the transfer of force to the brain and decrease the effect of RHI on brain structure. The goal of our work was to examine whether greater neck strength is associated with more intact white matter organization (WMO) in collegiate athletes exposed to RHI. Collegiate soccer (n = 17) and limited/non-contact sport (n = 39) athletes were assessed prior to their athletic seasons. Participants completed neck strength assessments using handheld dynamometry in six test positions and diffusion tensor imaging. Fractional anisotropy (FA), mean diffusivity (MD), radial diffusivity (RD), and axial diffusivity (AD) were calculated for 20 white matter (WM) regions. A multi-variate approach was used to examine the relationship between neck strength and diffusion measures in soccer and limited/non-contact athletes. Neck strength was positively associated with FA and negatively associated with RD across several WM regions in soccer players only. Neck strength was not significantly associated with MD or AD in either group. Greater neck strength was related to more intact WMO in athletes with high exposure to RHI, particularly in regions prone to damage from brain trauma such as the basal ganglia, superior longitudinal fasciculus, and frontoparietal WM. Future studies should examine neck strength as a factor to moderate neural outcomes in athletes with exposure to RHI.
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Affiliation(s)
- Nicola L de Souza
- School of Graduate Studies, Biomedical Sciences, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.,George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Allison M Brown
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Sasha Singh
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.,George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Jennifer F Buckman
- Department of Kinesiology and Health, Rutgers University - New Brunswick, Piscataway, New Jersey, USA
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
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45
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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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MIHALIK JASONP, AMALFE STEPHANIEA, ROBY PATRICIAR, FORD CASSIEB, LYNALL ROBERTC, RIEGLER KAITLINE, TEEL ELIZABETHF, WASSERMAN ERINB, PUTUKIAN MARGOT. Sex and Sport Differences in College Lacrosse and Soccer Head Impact Biomechanics. Med Sci Sports Exerc 2020; 52:2349-2356. [DOI: 10.1249/mss.0000000000002382] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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Huibregtse ME, Nowak MK, Kim JE, Kalbfell RM, Koppineni A, Ejima K, Kawata K. Does acute soccer heading cause an increase in plasma S100B? A randomized controlled trial. PLoS One 2020; 15:e0239507. [PMID: 33096545 PMCID: PMC7584162 DOI: 10.1371/journal.pone.0239507] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 09/08/2020] [Indexed: 12/14/2022] Open
Abstract
The purpose of this study was to test the effect of subconcussive head impacts on acute changes in plasma S100B. In this randomized controlled trial, 79 healthy adult soccer players were randomly assigned to either the heading (n = 41) or kicking-control groups (n = 38). The heading group executed 10 headers with soccer balls projected at a speed of 25 mph, whereas the kicking-control group performed 10 kicks. Plasma samples were obtained at pre-, 0h post-, 2h post- and 24h post-intervention and measured for S100B. The primary hypothesis was that there would be a significant group difference (group-by-time interaction) in plasma S100B at 2h post-intervention. Secondary hypotheses included (1) no significant group differences in plasma S100B concentrations at 0h post- and 24h post-intervention; (2) a significant within-group increase in S100B concentrations in the heading group at 2h post-intervention compared to pre-intervention; and (3) no significant within-group changes in plasma S100B in the kicking-control group. Data from 68 subjects were available for analysis (heading n = 37, kicking n = 31). There were no differences in S100B concentrations between heading and kicking groups over time, as evidenced by nonsignificant group-by-time interaction at 2h post-intervention (B = 2.20, 95%CI [-22.22, 26.63], p = 0.86) and at all the other time points (0h post: B = -11.05, 95%CI [-35.37, 13.28], p = 0.38; 24h post: B = 16.11, 95%CI [-8.29, 40.51], p = 0.20). Part of the secondary outcome, the heading group showed elevation in plasma S100B concentrations at 24h post-intervention compared to pre-heading baseline (B = 19.57, 95%CI [3.13, 36.02], p = 0.02), whereas all other within-group comparisons in both remained nonsignificant. The data suggest that 10 bouts of acute controlled soccer headings do not elevate S100B concentrations up to 24-hour post-heading. Further dose-response studies with longer follow-up time points may help determine thresholds of acute soccer heading exposure that are related to astrocyte activation. The protocol was registered under ClinicalTrials.gov (NCT03488381; retrospectively registered.).
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Affiliation(s)
- Megan E. Huibregtse
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, Bloomington, Indiana, United States of America
| | - Madeleine K. Nowak
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, Bloomington, Indiana, United States of America
| | - Joseph E. Kim
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, Bloomington, Indiana, United States of America
| | - Rachel M. Kalbfell
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, Bloomington, Indiana, United States of America
| | - Alekhya Koppineni
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, Bloomington, Indiana, United States of America
| | - Keisuke Ejima
- Department of Epidemiology and Biostatistics, Indiana University School of Public Health-Bloomington, Bloomington, Indiana, United States of America
| | - Keisuke Kawata
- Department of Kinesiology, Indiana University School of Public Health-Bloomington, Bloomington, 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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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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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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The effects of repetitive head impacts on postural control: A systematic review. J Sci Med Sport 2020; 24:247-257. [PMID: 32948449 DOI: 10.1016/j.jsams.2020.09.003] [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: 04/14/2020] [Revised: 07/24/2020] [Accepted: 09/01/2020] [Indexed: 01/10/2023]
Abstract
OBJECTIVES The purpose of our study was to investigate the association between repetitive head impact (RHI) exposure and postural control. DESIGN Systematic review. METHODS PubMed, Embase and PsycInfo were searched using a self-developed search term including the keywords balance OR postural control AND repetitive OR sub-concussive head impacts. Twenty-one studies excluding non-peer reviewed studies, secondary studies, cross-sectional studies, animal studies, and studies investigating concussion were included for further analyses. We rated Level of Evidence and quality using the Centre for Evidence-Based Medicine tool, the Quality Assessment for the Systematic Review of Effectiveness, and the Sub-concussion Specific Tool. RESULTS All included studies were grouped into Category I and II studies. Category I included trials investigating the effects of controlled soccer heading on postural control (n=8) and Category II studies were cohort studies investigating on-the-field changes between preseason and postseason assessments on postural control measures (n=13). Findings were heterogeneous, with a tendency towards no effects of RHI on clinical postural control measures. Most laboratory studies in Category I used instrumented assessments whereas on-the-field studies in Category II used both instrumented and non-instrumented assessments. CONCLUSIONS Due to heterogeneous findings, future studies aiming to investigate the effects of RHI on different athlete populations are needed on other participant cohorts. Furthermore, the combination of objective clinical balance measures may be a promising approach to accurately measure how, and to what degree, postural control may be affected by RHI.
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