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Lin CL, DeMessie B, Ye K, Hu S, Lipton ML. Neck strength alone does not mitigate adverse associations of soccer heading with cognitive performance in adult amateur players. PLoS One 2024; 19:e0302463. [PMID: 38753699 PMCID: PMC11098408 DOI: 10.1371/journal.pone.0302463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 04/03/2024] [Indexed: 05/18/2024] Open
Abstract
OBJECTIVES Soccer heading is adversely associated with neurocognitive performance, but whether greater neck strength or anthropometrics mitigates these outcomes is controversial. Here, we examine the effect of neck strength or anthropometrics on associations of soccer heading with neurocognitive outcomes in a large cohort of adult amateur players. METHODS 380 adult amateur league soccer players underwent standardized measurement of neck strength (forward flexion, extension, left lateral flexion, right lateral flexion) and head/neck anthropometric measures (head circumference, neck length, neck circumference and neck volume). Participants were assessed for heading (HeadCount) and cognitive performance (Cogstate) on up to 7 visits over a period of two years. Principal components analysis (PCA) was performed on 8 neck strength and anthropometric measures. We used generalized estimating equations to test the moderation effect of each of the three PCs on 8 previously identified adverse associations of 2-week and 12-month heading estimates with cognitive performance (psychomotor speed, immediate verbal recall, verbal episodic memory, attention, working memory) and of unintentional head impacts on moderate to severe central nervous system symptoms. RESULTS 3 principal components (PC's) account for 80% of the variance in the PCA. In men, PC1 represents head/neck anthropometric measures, PC2 represents neck strength measures, and PC3 represents the flexor/extensor (F/E) ratio. In women, PC1 represents neck strength, PC2 represents anthropometrics, and PC3 represents the F/E ratio. Of the 48 moderation effects tested, only one showed statistical significance after Bonferroni correction, which was not robust to extensive sensitivity analyses. CONCLUSION Neither neck strength nor anthropometrics mitigate adverse associations of soccer heading with cognitive performance in adult amateur players.
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Affiliation(s)
- Chin Lun Lin
- Montefiore Medical Center, Bronx, New York, United States of America
| | - Bluyé DeMessie
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Kenny Ye
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
- Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Shanshan Hu
- The Epoch Times, New York, New York, United States of America
| | - Michael L. Lipton
- Department of Radiology, Columbia University Irving Medical Center, New York, New York, United States of America
- Department of Biomedical Engineering, Columbia University, New York, New York, United States of America
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Lee JW, Song S, Kim Y, Park SB, Han DH. Soccer's AI transformation: deep learning's analysis of soccer's pandemic research evolution. Front Psychol 2023; 14:1244404. [PMID: 37908810 PMCID: PMC10613686 DOI: 10.3389/fpsyg.2023.1244404] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 09/13/2023] [Indexed: 11/02/2023] Open
Abstract
Introduction This paper aims to identify and compare changes in trends and research interests in soccer articles from before and during the COVID-19 pandemic. Methods We compared research interests and trends in soccer-related journal articles published before COVID-19 (2018-2020) and during the COVID-19 pandemic (2021-2022) using Bidirectional Encoder Representations from Transformers (BERT) topic modeling. Results In both periods, we categorized the social sciences into psychology, sociology, business, and technology, with some interdisciplinary research topics identified, and we identified changes during the COVID-19 pandemic period, including a new approach to home advantage. Furthermore, Sports science and sports medicine had a vast array of subject areas and topics, but some similar themes emerged in both periods and found changes before and during COVID-19. These changes can be broadly categorized into (a) Social Sciences and Technology; (b) Performance training approaches; (c) injury part of body. With training topics being more prominent than match performance during the pandemic; and changes within injuries, with the lower limbs becoming more prominent than the head during the pandemic. Conclusion Now that the pandemic has ended, soccer environments and routines have returned to pre-pandemic levels, but the environment that have changed during the pandemic provide an opportunity for researchers and practitioners in the field of soccer to detect post-pandemic changes and identify trends and future directions for research.
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Affiliation(s)
- Jea Woog Lee
- Intelligent Information Processing Lab, Chung-Ang University, Seoul, Republic of Korea
| | - Sangmin Song
- Department of Artificial Intelligence, Chung-Ang University, Seoul, Republic of Korea
| | - YoungBin Kim
- Graduate School of Advanced Imaging Science, Multimedia and Film, Chung-Ang University, Seoul, Republic of Korea
| | - Seung-Bo Park
- Graduate School of Sports Medicine, CHA University, Seongnam-si, Republic of Korea
| | - Doug Hyun Han
- Department of Psychiatry, Chung Ang University Hospital, Seoul, Republic of Korea
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Peek K, Duffield R, Cairns R, Jones M, Meyer T, McCall A, Oxenham V. Where are We Headed? Evidence to Inform Future Football Heading Guidelines. Sports Med 2023; 53:1335-1358. [PMID: 37285067 PMCID: PMC10289964 DOI: 10.1007/s40279-023-01852-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/13/2023] [Indexed: 06/08/2023]
Abstract
Given the scientific and public concern regarding the short-, medium- and long-term consequences of heading on brain health, being proactive about developing and implementing guidelines that help reduce the burden (volume, impact magnitude and injury risk) of heading in young and beginner players appears justified. This narrative review explores the evidence underpinning strategies that could be incorporated into future heading guidelines to reduce heading burden in players across all levels of football. A four-step search strategy was utilised to identify all data-based papers related to heading in football. Eligibility criteria for inclusion were: (1) original data, (2) study population included football players, (3) outcome measures included one or more of the following: number of headers, measurement of head acceleration during heading, or head/brain injury incidence, and (4) published in English or English translation available. In total, 58 papers were included that outlined strategies based on (1) game or team development, (2) player skill development and (3) equipment. In particular, greater emphasis existed for small-sided games (particularly in young players) where fewer headers are observed when compared with the conventional 11 versus 11 game, as well as reducing headers from goal kicks and corners. Evidence also existed for developing a heading coaching framework that focusses on technical proficiency as well as neuromuscular neck exercises integrated into general injury reduction exercise programs, enforcement of rules related to deliberate head contact and using lower-pressure match and training balls. To mitigate potential risks of heading on brain health, a number of pragmatic strategies have been examined in scientific studies and may be considered as part of future heading guidelines.
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Affiliation(s)
- Kerry Peek
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW Australia
| | - Rob Duffield
- School of Sport, Exercsie & Rehabilitation, Faculty of Health, University of Technology Sydney, Sydney, NSW Australia
- Football Australia, Sydney, NSW Australia
| | - Ross Cairns
- Newcastle Sports Medicine, Warners Bay, NSW Australia
- School of Medicine and Public Health, The University of Newcastle, Newcastle, Australia
| | - Mark Jones
- Football Australia, Sydney, NSW Australia
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Saarland University, Saarbrücken, Germany
| | - Alan McCall
- School of Sport, Exercsie & Rehabilitation, Faculty of Health, University of Technology Sydney, Sydney, NSW Australia
- Football Australia, Sydney, NSW Australia
| | - Vincent Oxenham
- School of Psychological Sciences, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, NSW Australia
- Department of Neuropsychology, Royal North Shore Hospital, Sydney, NSW Australia
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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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The assessment of neck strength: A guide for sports medicine clinicians. Phys Ther Sport 2022; 55:282-288. [DOI: 10.1016/j.ptsp.2022.05.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 05/12/2022] [Accepted: 05/13/2022] [Indexed: 11/24/2022]
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Peek K, Andersen J, McKay MJ, Versteegh T, Gilchrist IA, Meyer T, Gardner A. The Effect of the FIFA 11 + with Added Neck Exercises on Maximal Isometric Neck Strength and Peak Head Impact Magnitude During Heading: A Pilot Study. Sports Med 2022; 52:655-668. [PMID: 34590247 PMCID: PMC8480461 DOI: 10.1007/s40279-021-01564-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/05/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Higher neck strength has been postulated to reduce head impact magnitude during purposeful heading in football. OBJECTIVES This pilot trial explored the effect of a neck exercise programme on (1) neck strength and (2) head impact magnitude during heading in male and female adolescent football players. METHODS Boys and girls (aged 12-17 years) were randomised by team to the intervention (5 weeks of supervised neuromuscular neck exercises integrated into part 2 of the FIFA 11 + , completed three times per week) or the control group (usual part 2 of the FIFA 11 + , no neck exercises). Outcomes included isometric neck strength and head impact magnitude (peak linear acceleration and peak angular velocity) during standardised heading from a throw-in (at baseline and 6 weeks) plus completion of an evaluation survey by intervention players and coaches. RESULTS In total, 52 players (n = 31 intervention; n = 21 control) completed the study. Mixed-model analysis of variance (ANOVA) revealed significant differences in neck strength variables (p < 0.001), peak linear acceleration (p = 0.04) and peak angular velocity (p = 0.04) between the intervention and control groups over time. Intervention players demonstrated increases in mean composite neck strength (53.8% intervention vs 15.6% control) as well as decreases in mean peak linear head acceleration during heading (- 11.8% vs - 5.0%) from baseline to follow-up. Reduction in peak angular velocity was more pronounced in girls (- 27.7%) than boys (- 11.5%) in the intervention group. The addition of neck exercises into part 2 of the FIFA 11 + was feasible and accepted by players and coaches. CONCLUSION On average, players who completed neck exercises demonstrated an increase in isometric neck strength and a decrease in head impact magnitude during heading. These exercises were easily incorporated into usual training. Australian New Zealand Clinical Trials Registry (no: ACTRN12619001375145).
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Affiliation(s)
- Kerry Peek
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Susan Wakil Health Building, Camperdown, Sydney, NSW, Australia.
| | - Jordan Andersen
- School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW Australia
| | - Marnee J. McKay
- Discipline of Physiotherapy, School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Susan Wakil Health Building, Camperdown, Sydney, NSW Australia
| | - Theo Versteegh
- School of Physical Therapy, Western University, London, ON Canada
| | - Ian A. Gilchrist
- School of Kinesiology and Health Studies, Queen’s University, Kingston, ON Canada
| | - Tim Meyer
- Institute of Sports and Preventive Medicine, Medical Faculty, Saarland University, Saarbrücken, Germany
| | - Andrew Gardner
- Priority Research Centre for Stroke and Brain Injury, School of Medicine and Public Health, The University of Newcastle, Newcastle, NSW Australia ,Hunter New England Local Health District Sports Concussion Research Program, Calvary Mater Hospital, Waratah, NSW Australia
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