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Wilkerson GB, Mether KS, Perrin ZA, Emberton SL, Carlson LM, Hogg JA, Acocello SN. Perceptual Response Training for Reduction of Injury Risk Among High School Girls' Soccer Players. Brain Sci 2024; 14:1091. [PMID: 39595854 PMCID: PMC11592295 DOI: 10.3390/brainsci14111091] [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: 09/10/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 11/28/2024] Open
Abstract
Background/Objectives: Neural processes involved in visual detection, decision-making, and motor plan execution are believed to play a key role in the avoidance of sport-related injuries, but very little evidence exists to guide the development of training activities for the optimization of brain function. Immersive virtual reality provides a means to precisely measure the amount of time that elapses from visual stimulus presentation to the initiation of a motor response (i.e., perceptual latency) or its completion (i.e., response time). Methods: The median value of a metric quantifying both the speed and accuracy (i.e., the rate correct per second of response time) of 50 high school female soccer players was used to assign those who exhibited suboptimal performance to a training program. Training sessions required less than 5 min and the number of sessions completed over a 7-week period ranged from 3 to 13 (median = 5). Results: Among 42 players available for follow-up assessment at 8 weeks after the first practice session (training n = 19; comparison n = 23), the results of regression-discontinuity analyses demonstrated statistically significant differences (p < 0.05) for metrics representing fast/accurate movement initiation (i.e., the rate correct score for perceptual latency, p = 0.016) and across-trial consistency (i.e., perceptual latency variability, p = 0.027). From the first practice session to the end of the soccer season, 12 injuries were sustained by 10 players (four concussions and eight musculoskeletal injuries). A time-to-event analysis demonstrated strong associations with perceptual latency variability ≥ 0.143 (Hazard Ratio = 15.43, p = 0.011) and a lifetime history of at least one concussion (Hazard Ratio = 8.84, p = 0.008). Conclusions: The strong association of movement initiation consistency with the avoidance of concussion or musculoskeletal injury suggests that the training program may have a highly beneficial far-transfer effect.
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Affiliation(s)
- Gary B. Wilkerson
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Kyle S. Mether
- Department of Intercollegiate Athletics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (K.S.M.); (S.L.E.)
| | - Zoë A. Perrin
- Department of Intercollegiate Athletics, Lipscomb University, Nashville, TN 37204, USA;
| | - Samuel L. Emberton
- Department of Intercollegiate Athletics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (K.S.M.); (S.L.E.)
| | - Lynette M. Carlson
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Jennifer A. Hogg
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
| | - Shellie N. Acocello
- Department of Health & Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA; (L.M.C.); (J.A.H.); (S.N.A.)
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Wasserman EB, Chretien A, Harmon KG, Putukian M, Okonkwo D, Solomon GS, Cardenas J, Herzog MM, Sills A, Mack CD. Subsequent musculoskeletal injury after concussion in National Football League players. Br J Sports Med 2024; 58:1068-1074. [PMID: 39122368 DOI: 10.1136/bjsports-2023-107970] [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] [Accepted: 07/16/2024] [Indexed: 08/12/2024]
Abstract
OBJECTIVE To assess whether National Football League (NFL) players diagnosed with a concussion have an increased risk of injury after return to football. METHODS A retrospective cohort study analysed the hazard of subsequent time-loss lower extremity (LEX) or any musculoskeletal injury among NFL players diagnosed with a concussion in 2015-2021 preseason or regular season games compared with: (1) all non-concussed players participating in the same game and (2) players with time-loss upper extremity injury. Cox proportional hazards models were adjusted for number of injuries and concussions in the prior year, player tenure and roster position. Additional models accounted for time lost from participation after concussion. RESULTS There was no statistical difference in the hazards of LEX injury or any musculoskeletal injury among concussed players compared with non-concussed players, though concussed players had a slightly elevated hazard of injury (LEX injury: HR=1.12, 95% CI 0.90 to 1.41; any musculoskeletal injury: HR=1.08, 95% CI: 0.89 to 1.31). When comparing to players with upper extremity injuries, the hazard of injury for concussed players was not statistically different, though HRs suggested a lower injury risk among concussed players (LEX injury: HR=0.78, 95% CI: 0.60 to 1.02; any musculoskeletal injury: HR=0.82, 95% CI: 0.65 to 1.04). CONCLUSION We found no statistical difference in the risk of subsequent injury among NFL players returning from concussion compared with non-concussed players in the same game or players returning from upper extremity injury. These results suggest deconditioning or other factors associated with lost participation time may explain subsequent injury risk in concussed players observed in some settings after return to play.
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Affiliation(s)
| | | | | | | | - David Okonkwo
- University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Gary S Solomon
- Vanderbilt University, Nashville, Tennessee, USA
- National Football League, New York, New York, USA
| | - Javier Cardenas
- National Football League, New York, New York, USA
- West Virginia University, Morgantown, West Virginia, USA
| | | | - Allen Sills
- Vanderbilt University, Nashville, Tennessee, USA
- National Football League, New York, New York, USA
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Wilkerson GB, Wynn KR, Dill PW, Acocello S, Carlson LM, Hogg J. Concussion history and virtual reality metrics predict core or lower extremity injury occurrence among high school athletes. Front Sports Act Living 2024; 6:1374772. [PMID: 38600904 PMCID: PMC11004318 DOI: 10.3389/fspor.2024.1374772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 03/13/2024] [Indexed: 04/12/2024] Open
Abstract
Introduction A history of concussion is recognized as a risk factor for musculoskeletal injury, which is likely associated with physiological effects that warrant better understanding. This study aimed to assess the potential of measurements obtained from an immersive virtual reality (VR) test to identify a subtle perceptual-motor impairment that may be prospectively associated with the occurrence of a core or lower extremity sprain or strain. Methods A cohort of 68 high school athletes (41 female soccer players and 27 male football players) provided survey responses and completed an immersive VR test several days prior to the initiation of preseason practice sessions. Measurements of eye, neck, arm, and whole-body displacements were obtained during 40 successive lunging/reaching responses to visual stimuli moving horizontally across the VR headset display. Injury occurrences were electronically documented from the initial preseason practice session to the final game of the season. Results A statistically significant and intrinsically credible two-factor prediction model for core or lower extremity injury occurrence included an interaction between female sex and a self-reported history of two or more concussions, along with slow response time (RT) for arm reach (OR = 4.67; 95% CI, 1.51-14.43). Follow-up analyses identified sex-specific cut points for arm reach RT associated with elevated injury risk, which were ≥1.385 s for females and ≥1.257 s for males. Discussion High school female soccer players who have sustained more than one concussion appear to be highly vulnerable to core or lower extremity sprain or strain, with the risk of injury compounded by a slow arm reach RT. Male football players as a group demonstrated significantly faster arm reach RT than that of female soccer players, but slow perceptual-motor RT for arm reach was also identified as a potentially important injury risk factor for male players. Immersive VR appears to provide precise measurements of behavioral performance characteristics that depend on brain processing efficiency. Given that the speed, accuracy, and consistency of perceptual-motor responses may be modifiable, future research should explore the potential benefits of VR training for reducing the risk of sport-related injuries.
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Affiliation(s)
- Gary B. Wilkerson
- Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN, United States
| | - Kimberly R. Wynn
- Department of Intercollegiate Athletics, Mercer University, Macon, GA, United States
| | - Paige W. Dill
- Sports Medicine Outreach Program, Optim Health System, Mount Vernon, GA, United States
| | - Shellie Acocello
- Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN, United States
| | - Lynette M. Carlson
- Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN, United States
| | - Jennifer Hogg
- Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, TN, United States
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Bretzin AC, D'Alonzo BA, van der Mei ER, Gravel J, Wiebe DJ. Publicly available data sources in sport-related concussion research: a caution for missing data. Inj Epidemiol 2024; 11:3. [PMID: 38291513 PMCID: PMC10829213 DOI: 10.1186/s40621-024-00484-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 01/14/2024] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND Researchers often use publicly available data sources to describe injuries occurring in professional athletes, developing and testing hypotheses regarding athletic-related injury. It is reasonable to question whether publicly available data sources accurately indicate athletic-related injuries resulting from professional sport participation. We compared sport-related concussion (SRC) clinical incidence using data from publicly available sources to a recent publication reporting SRC using electronic health records (EHR) from the National Football League (NFL). We hypothesize publicly available data sources will underrepresent SRC in the NFL. We obtained SRCs reported from two publicly available data sources (NFL.com, pro-football-reference.com) and data reported from the NFL's published EHR. We computed SRC per 100 unique player signings from 2015-2019 and compared the clinical incidence from publicly available data sources to EHR rates using clinical incidence ratios (CIR) and 95% confidence intervals (CI). FINDINGS From 2015-2019, SRC counts from published EHR record data ranged from 135-192 during the regular season, whereas SRC counts ranged from 102-194 and 69-202 depending on the publicly available data source. In NFL.com the SRC clinical incidence was significantly and progressively lower in 2017 (CIR: 0.73, 95% CI: 0.58-0.91), 2018 (CIR: 0.66, 95% CI: 0.50-0.87), and 2019 (CIR: 0.48, 95% CI: 0.35-0.64) relative to the gold-standard EHR. In the pro-football-reference.com data, the documented SRCs in publicly available data sources for other years were ~ 20-30% lower than the gold-standard EHR numbers (CIRs 0.70-0.81). CONCLUSIONS Publicly available data for SRCs per 100 unique player signings did not match published data from the NFL's EHR and in several years were significantly lower. Researchers should use caution before using publicly available data sources for injury research.
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Affiliation(s)
- Abigail C Bretzin
- Department of Emergency Medicine, Injury Prevention Center, School of Medicine, University of Michigan, Ann Arbor, USA.
| | - Bernadette A D'Alonzo
- Department of Biostatistics Epidemiology and Informatics, University of Pennsylvania, Philadelphia, USA
- Penn Injury Science Center, University of Pennsylvania, Philadelphia, USA
| | - Elsa R van der Mei
- Division of Oncology, Children's Hospital of Philadelphia, Philadelphia, USA
| | - Jason Gravel
- Department of Criminal Justice, Temple University, Philadelphia, USA
| | - Douglas J Wiebe
- Department of Emergency Medicine, Injury Prevention Center, School of Medicine, University of Michigan, Ann Arbor, USA
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, USA
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Kasitinon D, Williams R, Gharib M, Kim L, Raiser S, Jain NB. What's New in Orthopaedic Rehabilitation. J Bone Joint Surg Am 2023; 105:1743-1749. [PMID: 37708292 DOI: 10.2106/jbjs.23.00750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/16/2023]
Affiliation(s)
- Donald Kasitinon
- Department of Physical Medicine and Rehabilitation, University of Texas Southwestern Medical Center, Dallas, Texas
| | | | - Mahmood Gharib
- Department of Physical Medicine and Rehabilitation, University of Minnesota Medical Center, Minneapolis, Minnesota
| | - Lindsey Kim
- Department of Physical Medicine and Rehabilitation, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Sara Raiser
- Department of Orthopaedics, Emory Healthcare, Atlanta, Georgia
| | - Nitin B Jain
- Department of Physical Medicine and Rehabilitation, University of Texas Southwestern Medical Center, Dallas, Texas
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