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Tosti B, Corrado S, Mancone S, Di Libero T, Carissimo C, Cerro G, Rodio A, da Silva VF, Coimbra DR, Andrade A, Diotaiuti P. Neurofeedback Training Protocols in Sports: A Systematic Review of Recent Advances in Performance, Anxiety, and Emotional Regulation. Brain Sci 2024; 14:1036. [PMID: 39452048 PMCID: PMC11506327 DOI: 10.3390/brainsci14101036] [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: 09/08/2024] [Revised: 10/01/2024] [Accepted: 10/07/2024] [Indexed: 10/26/2024] Open
Abstract
(1) Background. Neurofeedback has been used in sports since the 1990s, frequently showing positive outcomes in enhancing athletic performance. This systematic review provides an updated analysis of neurofeedback training in sports, evaluating reaction time, cognitive performance, and emotional regulation to address literature gaps and suggest future research directions. (2) Methods. A systematic search was conducted using PubMed, Scopus, Science Direct, and Web of Science databases for articles published from January 2016 to April 2023. The search included only original articles written in English, resulting in 24 studies meeting the inclusion criteria. (3) Results. The reviewed studies cover a wide range of sports, including golf, basketball, swimming, rifle shooting, football, volleyball, athletics, judo, ice hockey, triathlon, handball, fencing, taekwondo, and darts. They involved athletes of varying experience levels (beginners, professionals, and experts) and utilized neurofeedback training targeting different frequency bands (alpha, beta, theta, and SMR), either individually or in mixed protocols. Findings show improvements in sports and cognitive performance, emotional regulation, and anxiety management. (4) Conclusions. This systematic review supports the effectiveness of neurofeedback in enhancing sports and cognitive performance across various disciplines and experience levels. Notable improvements were observed in technical skills, physical performance parameters, scoring, attention, concentration, reaction time, short-term and working memory, self-regulation, and cognitive anxiety. Future research should standardize protocols, include more diverse samples, and explore long-term effects to further validate these findings.
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Affiliation(s)
- Beatrice Tosti
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
| | - Stefano Corrado
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
| | - Stefania Mancone
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
| | - Tommaso Di Libero
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
| | - Chiara Carissimo
- Department of Medicine and Health Sciences “Vincenzo Tiberio”, University of Molise, 86100 Campobasso, Italy; (C.C.); (G.C.)
| | - Gianni Cerro
- Department of Medicine and Health Sciences “Vincenzo Tiberio”, University of Molise, 86100 Campobasso, Italy; (C.C.); (G.C.)
| | - Angelo Rodio
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
| | - Vernon Furtado da Silva
- Instituto de Psiquiatria-IPUB, Federal University of Rio de Janeiro, UFRJ, Rio de Janeiro 21941-853, Brazil;
| | - Danilo Reis Coimbra
- Faculty of Physical Education and Sports, Federal University of Juiz de Fora, UFJF, Juiz de Fora 36036-900, Brazil;
| | - Alexandro Andrade
- Health and Sports Science Center, Department of Physical Education, CEFID, Santa Catarina State University, Florianópolis 88035-901, Brazil;
| | - Pierluigi Diotaiuti
- Department of Human Sciences, Society and Health, University of Cassino and Southern Lazio, 03043 Cassino, Italy; (B.T.); (S.C.); (S.M.); (T.D.L.); (A.R.)
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Cheng MY, Yu CL, An X, Wang L, Tsai CL, Qi F, Wang KP. Evaluating EEG neurofeedback in sport psychology: a systematic review of RCT studies for insights into mechanisms and performance improvement. Front Psychol 2024; 15:1331997. [PMID: 39156814 PMCID: PMC11328324 DOI: 10.3389/fpsyg.2024.1331997] [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: 11/02/2023] [Accepted: 07/01/2024] [Indexed: 08/20/2024] Open
Abstract
Electroencephalographic Neurofeedback Training (EEG NFT) aims to improve sport performance by teaching athletes to control their mental states, leading to better cognitive, emotional, and physical outcomes. The psychomotor efficiency hypothesis suggests that optimizing brain function could enhance athletic ability, indicating the potential of EEG NFT. However, evidence for EEG-NFT's ability to alter critical brain activity patterns, such as sensorimotor rhythm and frontal midline theta-key for concentration and relaxation-is not fully established. Current research lacks standardized methods and comprehensive studies. This shortfall is due to inconsistent EEG target selection and insufficient focus on coherence in training. This review aims to provide empirical support for EEG target selection, conduct detailed control analyses, and examine the specificity of electrodes and frequencies to relation to the psychomotor efficiency hypothesis. Following the PRISMA method, 2,869 empirical studies were identified from PubMed, Science Direct, Web of Science, Embase, CNKI, and PsycINFO. Thirteen studies met the inclusion criteria: (i) proficient skill levels; (ii) use of EEG; (iii) neurofeedback training (NFT); (iv) motor performance metrics (reaction time, precision, dexterity, balance); (v) control group for NFT comparison; (vi) peer-reviewed English-language publication; and (vii) randomized controlled trial (RCT) design. Studies indicate that NFT can enhance sports performance, including improvements in shooting accuracy, golf putting, and overall motor skills, as supported by the psychomotor efficiency hypothesis. EEG NFT demonstrates potential in enhancing sports performance by optimizing performers' mental states and psychomotor efficiency. However, the current body of research is hampered by inconsistent methodologies and a lack of standardized EEG target selection. To strengthen the empirical evidence supporting EEG NFT, future studies need to focus on standardizing target selection, employing rigorous control analyses, and investigating underexplored EEG markers. These steps are vital to bolster the evidence for EEG NFT and enhance its effectiveness in boosting sport performance.
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Affiliation(s)
- Ming-Yang Cheng
- School of Psychology, Beijing Sport University, Beijing, China
| | - Chien-Lin Yu
- Department of Physical Education and Sport Sciences, National Taiwan Normal University, Taipei City, Taiwan
| | - Xin An
- School of Psychology, Beijing Sport University, Beijing, China
| | - Letong Wang
- School of Psychology, Beijing Sport University, Beijing, China
| | - Chi-Lun Tsai
- Department of Sport Psychology, Faculty of Sport Science, Universität Leipzig, Leipzig, Germany
| | - Fengxue Qi
- Sports, Exercise and Brain Sciences Laboratory, Beijing Sport University, Beijing, China
| | - Kuo-Pin Wang
- Center for Cognitive Interaction Technology, Bielefeld University, Bielefeld, Germany
- Neurocognition and Action - Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
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Dirik HB, Ertan H. Hemispheric synchronization patterns linked with shooting performance in archers. Behav Brain Res 2024; 460:114813. [PMID: 38110123 DOI: 10.1016/j.bbr.2023.114813] [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: 08/15/2023] [Revised: 12/10/2023] [Accepted: 12/13/2023] [Indexed: 12/20/2023]
Abstract
Sustainable attention, effective visual-spatial perception, and motor control skills are considered highly important for achieving superior athletic performance. The aim of the current study was to investigate hemispheric synchronization patterns of brain electrical activation related to successful and unsuccessful shots of archers using electroencephalography (EEG). This study involved 16 elite archers, each shooting 36 arrows. The 10 shots closest to the target's center were successful, while the 10 farthest shots were unsuccessful. The transformed EEG data, obtained through surface Laplacian filtering, were divided into 5 sub-bands (theta, alpha1, alpha2, beta1, beta2) by calculating the alpha peak frequencies. The synchronization values of the electrode pairs were calculated using the Phase Locking Value (PLV) method. To compare the EEG data for successful and unsuccessful shots in all frequency bands, the linear mixed models were fitted. Perceived fatigue levels were quantified using a visual analog scale (VAS). Spearman's correlation analysis was conducted to examine the relationship between fatigue and shooting performance. The results showed significantly higher coupling strength for C3-O1, C4-O2, O1-O2, F3-F4, C4-T8, T7-O2, F4-C4, C3-O2 and F4-T8 pairs during successful shooting. Moreover, the coupling strengths for F3-O2, F4-T7, C3-C4, C3-T8, T7-T8, C4-O1, F3-T8, and F4-O2 were significantly higher in unsuccessful shooting. The current findings revealed differences in the synchronization patterns associated with shooting performance. It is observed that visual-motor performance is correlated with an increase in cortical synchronization values during successful shots. These findings have the potential to serve as a theoretical reference that contributes to superior performance.
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Affiliation(s)
- Hasan Batuhan Dirik
- Eskisehir Technical University, Department of Movement and Training Sciences, Faculty of Sport Sciences, Eskisehir, TURKEY.
| | - Hayri Ertan
- Eskisehir Technical University, Department of Movement and Training Sciences, Faculty of Sport Sciences, Eskisehir, TURKEY
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Niu S, Guo J, Hanson NJ, Wang K, Chai J, Guo F. The effects of mental fatigue on fine motor performance in humans and its neural network connectivity mechanism: a dart throwing study. Cereb Cortex 2024; 34:bhae085. [PMID: 38489786 DOI: 10.1093/cercor/bhae085] [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: 12/04/2023] [Revised: 02/14/2024] [Accepted: 02/15/2024] [Indexed: 03/17/2024] Open
Abstract
While it is well known that mental fatigue impairs fine motor performance, the investigation into its neural basis remains scant. Here, we investigate the impact of mental fatigue on fine motor performance and explore its underlying neural network connectivity mechanisms. A total of 24 healthy male university students were recruited and randomly divided into two groups: a mental fatigue group (MF) and a control group (Control). Both groups completed 50 dart throws, while electroencephalography (EEG) data were collected. Following the Stroop intervention, participants in the MF group exhibited a decrease in Stroop task accuracy and throwing performance, and an increase in reaction time along with VAS and NASA scores. The EEG data during dart-throwing revealed that the network connectivity strength of theta oscillations in the frontal and left central regions was significantly higher in the MF group compared with the Control group, while the network connectivity strength of alpha oscillations in the left parietal region was significantly enhanced. The interregional connectivity within the theta and alpha rhythm bands, particularly in the frontal-central-parietal network connections, also showed a significant increase in the MF group. Mental fatigue impairs dart throwing performance and is accompanied by increased connectivity in alpha and theta.
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Affiliation(s)
- Suoqing Niu
- College of Exercise and Health, Shenyang Sport University, Shenyang 110102, China
| | - Jianrui Guo
- Laboratory Management Center, Shenyang Sport University, Shenyang 110102, China
| | - Nicholas J Hanson
- Department of Human Performance and Health Education, College of Education and Human Development, Western Michigan University, Michigan, Kalamazoo, MI 49008, United States
| | - KaiQi Wang
- College of Exercise and Health, Shenyang Sport University, Shenyang 110102, China
| | - Jinlei Chai
- College of Exercise and Health, Shenyang Sport University, Shenyang 110102, China
| | - Feng Guo
- College of Exercise and Health, Shenyang Sport University, Shenyang 110102, China
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Wang KP, Cheng MY, Elbanna H, Schack T. A new EEG neurofeedback training approach in sports: the effects function-specific instruction of Mu rhythm and visuomotor skill performance. Front Psychol 2023; 14:1273186. [PMID: 38187413 PMCID: PMC10771324 DOI: 10.3389/fpsyg.2023.1273186] [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: 08/05/2023] [Accepted: 12/04/2023] [Indexed: 01/09/2024] Open
Abstract
Introduction Achieving optimal visuomotor performance in precision sports relies on maintaining an optimal psychological state during motor preparation. To uncover the optimal psychological state, extensive EEG studies have established a link between the Mu rhythm (8-13 Hz at Cz) and cognitive resource allocation during visuomotor tasks (i.e., golf or shooting). In addition, the new approach in EEG neurofeedback training (NFT), called the function-specific instruction (FSI) approach, for sports involves providing function-directed verbal instructions to assist individuals to control specific EEG parameters and align them with targeted brain activity features. While this approach was initially hypothesized to aid individuals in attaining a particular mental state during NFT, the impact of EEG-NFT involving Mu rhythm on visuomotor performance, especially when contrasting the traditional instruction (TI) approach with the FSI approach, underscores the necessity for additional exploration. Hence, the objective of this study is to investigate the impact of the FSI approach on modulating Mu rhythm through EEG-NFT in the context of visuomotor performance. Methods Thirty novice participants were recruited and divided into three groups: function-specific instruction (FSI, four females, six males; mean age = 27.00 ± 7.13), traditional instruction (TI, five females, five males; mean age = 27.00 ± 3.88), and sham control (SC, five females, five males; mean age = 27.80 ± 5.34). These groups engaged in a single-session EEG-NFT and performed golf putting tasks both before and after the EEG-NFT. Results The results showed that within the FSI group, single-session NFT with augmented Mu power led to a significant decrease in putting performance (p = 0.013). Furthermore, we noted a marginal significance indicating a slight increase in Mu power and a reduction in the subjective sensation of action control following EEG-NFT (p = 0.119). While there was a positive correlation between Mu power and mean radial error in golf putting performance (p = 0.043), it is important to interpret this relationship cautiously in the context of reduced accuracy in golf putting. Discussion The findings emphasize the necessity for extended investigation to attain a more profound comprehension of the nuanced significance of Mu power in visuomotor performance. The study highlights the potential effectiveness of the FSI approach in EEG-NFT and in enhancing visuomotor performance, but it also emphasizes the potential impact of skill level and attentional control, particularly in complex visuomotor tasks.
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Affiliation(s)
- Kuo-Pin Wang
- Center for Cognitive Interaction Technology (CITEC), Bielefeld University, Bielefeld, Germany
- Neurocognition and Action - Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
| | - Ming-Yang Cheng
- School of Psychology, Beijing Sport University, Beijing, China
| | - Hatem Elbanna
- Center for Cognitive Interaction Technology (CITEC), Bielefeld University, Bielefeld, Germany
- Neurocognition and Action - Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
- Department of Sports Psychology, Faculty of Physical Education, Mansoura University, Mansoura, Egypt
| | - Thomas Schack
- Center for Cognitive Interaction Technology (CITEC), Bielefeld University, Bielefeld, Germany
- Neurocognition and Action - Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
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Kavianipoor H, Farsi A, Bahrami A. The Effect of Neurofeedback Training on Executive Control Network of Attention and Dart-Throwing Performance in Individuals with Trait Anxiety. Appl Psychophysiol Biofeedback 2023; 48:379-391. [PMID: 37219791 DOI: 10.1007/s10484-023-09587-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/06/2023] [Indexed: 05/24/2023]
Abstract
This study aimed to investigate the effect of neurofeedback training on the executive control network of attention and dart-throwing skill performance in individuals with trait anxiety. Twenty girls (24.65 [Formula: see text] 2.83 years) participated in this study. They were divided into neurofeedback and control training groups. All participants practiced 14 sessions. The neurofeedback group performed neurofeedback training (increasing SMR wave, decreasing theta, and increasing alpha) and dart-throwing exercise, and the control group only completed the dart-throwing exercise. The post-test, including Attentional Networks Test (ANT) and dart-throwing, was conducted 48 h after the last training session. The results revealed a significant difference in the performance of the executive control network and dart-throwing skill between the neurofeedback and the control training group. In general, these findings support the effect of neurofeedback training on the neural mechanisms of the executive control network of attention, and performance in dart-throwing skill improves by improving attentional performance processes.
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Affiliation(s)
- Hadis Kavianipoor
- Department of Cognitive and Behavioral Sciences and Technology in Sport, Faculty of Sport Sciences and Health, Shahid Beheshti University, Tehran, Iran
| | - Alireza Farsi
- Department of Cognitive and Behavioral Sciences and Technology in Sport, Faculty of Sport Sciences and Health, Shahid Beheshti University, Tehran, Iran.
| | - Alireza Bahrami
- Department of Motor Behavior and Sport Psychology, Faculty of Sport Sciences, Arak University, Arak, Iran
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Herrebrøden H, Jensenius AR, Espeseth T, Bishop L, Vuoskoski JK. Cognitive load causes kinematic changes in both elite and non-elite rowers. Hum Mov Sci 2023; 90:103113. [PMID: 37331066 DOI: 10.1016/j.humov.2023.103113] [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: 02/28/2023] [Revised: 05/01/2023] [Accepted: 06/01/2023] [Indexed: 06/20/2023]
Abstract
The current motor literature suggests that extraneous cognitive load may affect performance and kinematics in a primary motor task. A common response to increased cognitive demand, as observed in past studies, might be to reduce movement complexity and revert to previously learned movement patterns, in line with the progression-regression hypothesis. However, according to several accounts of automaticity, motor experts should be able to cope with dual task demands without detriment to their performance and kinematics. To test this, we conducted an experiment asking elite and non-elite rowers to use a rowing ergometer under conditions of varying task load. We employed single-task conditions with low cognitive load (i.e., rowing only) and dual-task conditions with high cognitive load (i.e., rowing and solving arithmetic problems). The results of the cognitive load manipulations were mostly in line with our hypotheses. Overall, participants reduced movement complexity, for example by reverting towards tighter coupling of kinematic events, in their dual-task performance as compared to single-task performance. The between-group kinematic differences were less clear. In contradiction to our hypotheses, we found no significant interaction between skill level and cognitive load, suggesting that the rowers' kinematics were affected by cognitive load irrespective of skill level. Overall, our findings contradict several past findings and automaticity theories, and suggest that attentional resources are required for optimal sports performance.
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Affiliation(s)
- Henrik Herrebrøden
- RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion, University of Oslo, Oslo, Norway; Department of Psychology, University of Oslo, P.O. Box 1094, Blindern, Oslo 0317, Norway.
| | - Alexander Refsum Jensenius
- RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion, University of Oslo, Oslo, Norway; Department of Musicology, University of Oslo, Oslo, Norway.
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, P.O. Box 1094, Blindern, Oslo 0317, Norway; Department of Psychology, Oslo New University College, Lovisenberggata 13, Oslo 0456, Norway.
| | - Laura Bishop
- RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion, University of Oslo, Oslo, Norway; Department of Musicology, University of Oslo, Oslo, Norway.
| | - Jonna Katariina Vuoskoski
- RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion, University of Oslo, Oslo, Norway; Department of Psychology, University of Oslo, P.O. Box 1094, Blindern, Oslo 0317, Norway; Department of Musicology, University of Oslo, Oslo, Norway.
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Cheng MY, Wang KP, Doppelmayr M, Steinberg F, Hung TM, Lu C, Tan YY, Hatfield B. QEEG markers of superior shooting performance in skilled marksmen: An investigation of cortical activity on psychomotor efficiency hypothesis. PSYCHOLOGY OF SPORT AND EXERCISE 2023; 65:102320. [PMID: 37665825 DOI: 10.1016/j.psychsport.2022.102320] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 10/10/2022] [Accepted: 10/12/2022] [Indexed: 09/06/2023]
Abstract
For elite performers, psychomotor behavior's success or failure can be traced to differences in brain dynamics. The psychomotor efficiency hypothesis suggests refined cortical activity through 1) selective activation of task-relevant processes and 2) inhibition of non-essential processes. The use of electroencephalography (EEG) has been applied to investigate psychomotor performance's neural processes. The EEG markers that reflect an elevation of psychomotor efficiency include left temporal alpha (T3 alpha), frontal midline theta (Fm theta), sensorimotor rhythm (SMR), and the coherence between frontal and left temporal regions. However, the relationship between elite performers' task-relevant and non-essential neural processes is still not well understood. Therefore, this study aimed to explore how each task-relevant and inhibition of non-essential processes contribute to superior psychomotor behavior. Thirty-five highly skilled marksmen were recruited to perform 30 shots in the shooting task while the EEG was recorded. The marksmen were divided into two groups (superior & inferior) based on a median split of shooting performance. The superior group exhibited higher accuracy and precision, with a reduction in movement jerk. EEG measures revealed that the superior group exhibited higher SMR before the trigger pull than the inferior group. In addition, the superior group demonstrated reduced Fz-T3 coherence in their bull's eye shots than the missed shots. These results suggest that the superior group exhibited less effortful engagement of task-relevant processes and lower interference from non-essential cortical regions than the inferior group. The study's overall findings support the psychomotor efficiency hypothesis. When comparing highly skilled performers, the slight differences in brain dynamics ultimately contribute to the success or failure of psychomotor performance.
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Affiliation(s)
- Ming-Yang Cheng
- School of Psychology, Beijing Sport University, No. 48 Xinxi Road, Haidian District, Beijing, 100084, China
| | - Kuo-Pin Wang
- Center for Cognitive Interaction Technology (CITEC), Bielefeld University, Inspiration 1, 33619, Bielefeld, Germany; Neurocognition and Action - Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany
| | - Michael Doppelmayr
- Institute of Sports Science, Johannes Gutenberg University Mainz, Albert Schweitzerstr. 22, 55128, Mainz, Germany
| | - Fabian Steinberg
- School of Kinesiology, Louisiana State University, 112 Long Field house, Baton Rouge, LA, 70803, USA; Institute of Sports Science, Johannes Gutenberg University Mainz, Albert Schweitzerstr. 22, 55128, Mainz, Germany
| | - Tsung-Min Hung
- Department of Physical Education & Sport Sciences, National Taiwan Normal University, No.162, Sec. 1, Heping E. Rd., Da an Dist., Taipei, 106, Taiwan; Institute for Research Excellence in Learning Science, National Taiwan Normal University, No.162, Sec. 1, Heping E. Rd., Da an Dist., Taipei, 106, Taiwan
| | - Calvin Lu
- Department of Kinesiology, University of Maryland at College Park 4200 Valley Dr, College Park, MD, 20742, USA; University of Maryland. Department of Veterans Affairs, War Related Illness and Injury Study Center (WRIISC), Washington, DC, 20422, USA
| | - Ying Ying Tan
- Department of Kinesiology, University of Maryland at College Park 4200 Valley Dr, College Park, MD, 20742, USA; Neuroscience and Cognitive Sciences Program, University of Maryland at College Park 4090 Union Drive, College Park, MD, 20742, USA.
| | - Bradley Hatfield
- Department of Kinesiology, University of Maryland at College Park 4200 Valley Dr, College Park, MD, 20742, USA; Neuroscience and Cognitive Sciences Program, University of Maryland at College Park 4090 Union Drive, College Park, MD, 20742, USA
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Both Sensorimotor Rhythm Neurofeedback and Self-Controlled Practice Enhance Motor Learning and Performance in Novice Golfers. Behav Sci (Basel) 2023; 13:bs13010065. [PMID: 36661637 PMCID: PMC9854920 DOI: 10.3390/bs13010065] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 01/09/2023] [Accepted: 01/09/2023] [Indexed: 01/12/2023] Open
Abstract
A major concern voiced by motor behavior scientists is to find useful practice techniques that can be effective in improving motor learning and performance. Neurofeedback and self-controlled practice are among the techniques that have recently drawn attention from specialists in this area. The present study examined the additive and individual effects of sensorimotor rhythm (SMR) neurofeedback as well as self-controlled practice on motor learning and performance in novice golfers. In this semi-empirical study, forty adults (20 females, Meanage = 26.10, SD = 5.56 years) were conveniently selected and randomly assigned to four groups: (1) neurofeedback/self-controlled practice, (2) neurofeedback/yoked practice, (3) sham/self-controlled practice, and (4) sham/yoked practice. The participants performed golf putting task in four stages, namely pretest (12 trials), intervention (one day after pretest; 6 sessions, 36 trails each), post-test (one day after intervention; 12 trials), and follow-up (two weeks after interventions; 12 trials). In addition, the participants had their EEG (SMR wave in Cz point) recorded during pretest, post-test, and follow-up. The results indicated that, although no additive effect was observed for the two practices during different stages of the experiment (p > 0.05), in acquisition and post-test stages, SMR neurofeedback and self-controlled practice independently facilitated golf putting (p ≤ 0.05). However, in the follow-up test, only the neurofeedback practice maintained its positive effects (p ≤ 0.05). The results also showed that participation in SMR neurofeedback practice can enhance the power of the SMR wave (p ≤ 0.05), regardless of the type of the self-controlled practice used. In sum, the two practice techniques seem to be independently effective in facilitating motor learning in instructional settings, particularly for golfers.
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Wang K, Li Y, Liu H, Zhang T, Luo J. Relationship between pistol players' psychophysiological state and shot performance: Activation effect of EEG and HRV. Scand J Med Sci Sports 2023; 33:84-98. [PMID: 36310526 DOI: 10.1111/sms.14253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 09/15/2022] [Accepted: 09/20/2022] [Indexed: 11/05/2022]
Abstract
OBJECTIVE To understand the mechanism of dual activation of the brain and heart in pistol athletes during shooting performances, through synchronized monitoring of electroencephalogram (EEG) and electrocardiogram (ECG). METHODS Eighteen adolescents air pistol athletes were placed in a simulated competition environment and performed 40 self-paced shooting tasks, and simultaneously monitored the athletes' EEG, ECG, and shooting performance during the preparation period. RESULTS (1) In the successful performance, the power values of the alpha wave of the athlete's T7 area showed a significant upward trend 6 s before the shot, but there was no significant change in the alpha wave in the T8 area. In the failure performance, the alpha wave in the T7 and T8 areas did not change significantly 6 s before the shot. (2) The Fz theta wave power value of athletes in successful performance showed a significant upward trend in the 6 s before firing, and in the failure performance, it showed an "inverted U-shaped" characteristic of rising first and then decreasing. (3) Regardless of whether it was a success or a failure, the SMR wave power value of the athlete's central area has no significant change before the shot. (4) At 6 s before the shot, the athlete's heart rate and R-R interval (RRI) in the successful performance showed a significant decline and rise, respectively, but there was no significant change in the failure performance. (5) Approaching the firing time, the athletes' EEG and ECG have a more significant correlation in successful performance and a more synchronized trend, while the correlation was lower in failure performance. CONCLUSIONS The psychophysiological state of young air pistol athletes was closely related to shooting performance. If the brain-cardiac system maintains a benign dual activation level during the aiming and firing period, it will be beneficial to the improvement of shooting performance, otherwise, it was easy to reduce shooting performance.
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Affiliation(s)
- Kun Wang
- College of Physical Education, Southwest University, Research Centre for Exercise Detoxification, Chongqing, China
| | - Yan Li
- College of Liberal Studies, Chongqing Industry Polytechnic College (Sports Work Department), Chongqing, China
| | - Hengxu Liu
- College of Physical Education, Southwest University, Research Centre for Exercise Detoxification, Chongqing, China
| | - Tingran Zhang
- College of Physical Education, Southwest University, Research Centre for Exercise Detoxification, Chongqing, China
| | - Jiong Luo
- College of Physical Education, Southwest University, Research Centre for Exercise Detoxification, Chongqing, China
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Song M, Zhao Q, Du C, Zhou C, Li R. The relationship between the accuracy of curling athletes' duration judgment and delivery performance. PeerJ 2022; 10:e13541. [PMID: 35722254 PMCID: PMC9205314 DOI: 10.7717/peerj.13541] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 05/15/2022] [Indexed: 01/17/2023] Open
Abstract
Objective Time perception is a critical point for curling athletes to have in order to successfully complete interactions between themselves and their environment. Exploring the relationship between the accuracy of duration judgment and curling athletes' performance is helpful to reveal the influencing factors on their performance and to provide a reference for the training of athletes' delivery performance. Methods Thirty curling athletes and 30 non-athletes were recruited as participants. Using 3D modeling technology, curling videos of different situations were presented to the participants as stimulus information, and the participants were required to complete the duration judgment task. The neural activation of the participants during the entire process of duration judgment was recorded using electroencephalogram (EEG) equipment. The performance of the 30 curlers participating in the experiment was measured. Variance analyses were conducted on the collected behavioral and EEG data, and correlation and regression analyseswere conducted between behavioral data and delivery performance. Results The accuracy of the distance judgment of curlers was higher than that of non-curlers (P < 0.05). In the stimulus video presentation stage, the power in the alpha band of curlers was higher than that of non-athletes (P < 0.05). In the task decision stage, the power in the alpha band of curlers was higher than that of non-athletes (P < 0.05), and the power in the theta band was higher than that of non-athletes (P < 0.05). There was a correlation between the accuracy of the curlers' perception of specific situational time intervals and the accuracy of delivery (P < 0.05). Regression analysis results were y = 3.422 + 1.415x. Conclusion The accuracy of curling athletes' duration judgment is high in a specific situation. There is a correlation between the accuracy of duration judgment and delivery performance in a specific situation: the higher the accuracy of specific duration perception, the higher the performance accuracy of delivery. The cognitive strategies adopted by curlers differ from those adopted by non-athletes in the completion of duration judgment. Specifically, in a specific situation, fewer attention resources are utilized in the stimulus presentation and decision-making stages, while more memory resources are utilized in the decision-making stage to ensure higher accuracy of interval judgment. This study provides a new idea for exploring the causes of curling athletes' excellent technical performance and provides a reference for future curling research on competition training practice. Given the limitations of mobile EEG devices in this study, future studies can measure neural activity during actual delivery preparation and execution in an environment of high ecological validity to obtain more direct evidence.
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Affiliation(s)
- Minjia Song
- Graduate School, Harbin Sport University, Harbin, Heilongjiang, China
| | - Qiwei Zhao
- School of Psychology, Shanghai University of Sport, Shanghai, China
| | - Chunhua Du
- Graduate School, Harbin Sport University, Harbin, Heilongjiang, China
| | - Chenglin Zhou
- School of Psychology, Shanghai University of Sport, Shanghai, China
| | - Ruitao Li
- Graduate School, Harbin Sport University, Harbin, Heilongjiang, China
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12
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Filho E, Husselman TA, Zugic L, Penna E, Taneva N. Performance Gains in an Open Skill Video-Game Task: The Role of Neural Efficiency and Neural Proficiency. Appl Psychophysiol Biofeedback 2022; 47:239-251. [PMID: 35688989 DOI: 10.1007/s10484-022-09553-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 05/10/2022] [Accepted: 05/30/2022] [Indexed: 11/25/2022]
Abstract
We examined whether practice in an open skill video-game task would lead to changes in performance, attention, motivation, perceived effort, and theta, alpha, and beta waves. Specifically, we were interested on whether potential performance gains from practice would be primarily explained by the neural efficiency (i.e., cortical idling) or the neural proficiency hypothesis (i.e., mix of heightened and reduced activation across the cortex). To this end, we asked 16 novice participants (8 males and 8 females; Mage = 23.13 years) to play a Nintendo Wii video-game shooting task, namely Link's Crossbow Training. Pre-test scores, which were followed by an acquisition phase, were compared to post-test scores. Performance and subjective data were recorded for each trial and EEG data was continuously recorded using the portable EEGO System. Our findings revealed that performance increased while attention decreased at post-test, thereby confirming that practice leads to performance gains and reduces attentional overload. No changes in motivation or perceived effort were observed, perhaps because effort is a gestalt multidimension construct and video-gaming is an inherently motivating activity. EEG frequency analysis revealed that, for the most part, performance gains were accompanied by increased cortical activity across frequencies bands, thus lending primary support to the neural proficiency hypothesis. Accordingly, neurofeedback interventions to aid motor learning should teach performers not only how to silence their brains (i.e., quiescence state linked to automaticity and "flow") but also how to amplify task-relevant brain networks.
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Affiliation(s)
- Edson Filho
- Wheelock College of Education & Human Development, Boston University, 2 Silber Way, 02215, Boston, MA, United States.
| | - Tammy-Ann Husselman
- School of Psychology and Computer Science, University of Central Lancashire, Preston, UK
| | - Luca Zugic
- School of Psychology and Computer Science, University of Central Lancashire, Preston, UK
| | - Eduardo Penna
- Faculty of Physical Education, Federal University of Para, Belém, Brazil
| | - Nadezhda Taneva
- School of Psychology and Computer Science, University of Central Lancashire, Preston, UK
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13
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Czyż SH, Marusiak J, Klobušiaková P, Sajdlová Z, Rektorová I. Neuroplasticity in Motor Learning Under Variable and Constant Practice Conditions-Protocol of Randomized Controlled Trial. Front Hum Neurosci 2022; 16:773730. [PMID: 35370573 PMCID: PMC8967977 DOI: 10.3389/fnhum.2022.773730] [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: 09/10/2021] [Accepted: 01/12/2022] [Indexed: 11/20/2022] Open
Abstract
Background There is numerous literature on mechanisms underlying variability of practice advantages. Literature includes both behavioral and neuroimaging studies. Unfortunately, no studies are focusing on practice in constant conditions to the best of our knowledge. Hence it is essential to assess possible differences in mechanisms of neuroplasticity between constant vs. variable practice conditions. The primary objectives of the study described in this protocol will be: (1) to determine the brain's structural and functional changes following constant and variable practice conditions in motor learning (structural and functional magnetic resonance imaging, MRI); (2) to determine the EEG activation and connectivity between cognitive, sensory, and motor cerebral cortex areas (central, temporal, parietal, occipital) in constant and variable practice conditions and as a function of practice time. Methods The study will follow the interventional (experimental) design with two arms (parallel groups). Fifty participants will be randomly assigned to two groups practicing in constant (CG) and variable conditions (VG). CG will be practicing only one pattern of step isometric contractions during unimanual index finger abduction, i.e., 90 trials in all training sessions, whereas VG will practice three different patterns. Each will be practiced 30 times per session in variable conditions. Resting-state fMRI, EEG (cortical networking), and motor task proficiency will be examined before (pre-) and after practice (post- and retentions tests). Discussion Findings will enhance our understanding of structural and functional neural changes following practice in constant and variable conditions. Therefore, the study can be considered pure (basic) research (clinical research in healthy individuals). Clinical Trial Registration Study registered at clinicaltrials.gov (ID# NCT04921072) on 9 June 2021. Last version update: 21 December 2021.The protocol has been prepared according to the complete SPIRIT checklist (http://www.spirit-statement.org/), although the item order has been modified in order to comply with the manuscript structure.
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Affiliation(s)
- Stanisław H. Czyż
- Faculty of Physical Education and Sports, Wrocław University of Health and Sport Sciences, Wrocław, Poland
- Faculty of Sport Studies, Masaryk University, Brno, Czechia
- Physical Activity, Sport and Recreation (PhASRec), Faculty of Health Sciences, North-West University, Potchefstroom, South Africa
| | - Jarosław Marusiak
- Department of Kinesiology, Faculty of Physiotherapy, Wrocław University of Health and Sport Sciences, Wrocław, Poland
| | - Patrícia Klobušiaková
- Applied Neuroscience Research Group, Central European Institute of Technology, Masaryk University, Brno, Czechia
- First Department of Neurology, Faculty of Medicine, Masaryk University, and St. Anne’s University Hospital, Brno, Czechia
- Surgeon General Office of the Slovak Armed Forces, Ružomberok, Slovakia
| | | | - Irena Rektorová
- Applied Neuroscience Research Group, Central European Institute of Technology, Masaryk University, Brno, Czechia
- First Department of Neurology, Faculty of Medicine, Masaryk University, and St. Anne’s University Hospital, Brno, Czechia
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14
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Hossaini A, Valeriani D, Nam CS, Ferrante R, Mahmud M. A Functional BCI Model by the P2731 working group: Physiology. BRAIN-COMPUTER INTERFACES 2021. [DOI: 10.1080/2326263x.2021.1968665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Ali Hossaini
- Department of Engineering, King’s College London, London, UK
| | | | - Chang S. Nam
- Department of Industrial and Systems Engineering, North Carolina State University, Raleigh, NC, USA
| | | | - Mufti Mahmud
- School of Science and Technology, Nottingham Trent University, Nottingham, UK
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15
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Bahmani M, Bahram A, Mohammadi Sanjani F, Diekfuss JA. Systematically Increased External Loads Secured Inferior to Younger and Older Adults' Center of Mass Improves Postural Control without Compromising Functional Motor Performance. J Mot Behav 2021; 54:291-303. [PMID: 34369322 DOI: 10.1080/00222895.2021.1960788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Few studies have investigated the effect of external loads secured inferior to the center of mass (COM) on postural control and motor performance in younger and older adults. In the present study, we investigated the effect of systematically increased external loads secured inferior to the COM on young (N = 15, age [years]: M = 26.67, SD= 3.45) and older adults' (N = 15, age [years]: M = 67.4, SD= 7.69) center of pressure displacement and velocity, and also dart throwing performance in four different load conditions: 1) no load (control condition), 2) loading with 5% of body mass, 3) loading with 10% of body mass, and 4) loading with 20% of body mass. Overall, older adults had higher COP displacement and velocity in both anterior/posterior (AP) and Medio-lateral (ML) directions and poorer dart throwing scores than younger adults. Despite no significant difference in dart throwing performance for the different load conditions within each age group, loading with 10% and 20% of body mass reduced AP COP displacement relative to control for both study groups, with 20% body mass also reducing AP COP velocity relative to control for both study groups. In conclusion the present findings reveal that external loads secured inferior to older and younger adults' COM may enhance postural control without compromising motor performance. The findings were discussed in the context of fall-prevention and athletic performance.
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Affiliation(s)
- Moslem Bahmani
- Department of motor behavior, Kharazmi University, Tehran, Iran
| | - Abbas Bahram
- Department of motor behavior, Kharazmi University, Tehran, Iran
| | | | - Jed A Diekfuss
- Emory Sports Performance and Research Center, Flowery Branch, GA, USA.,Department of Orthopaedics, Emory University School of Medicine, Atlanta, GA, USA
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16
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Gong A, Gu F, Nan W, Qu Y, Jiang C, Fu Y. A Review of Neurofeedback Training for Improving Sport Performance From the Perspective of User Experience. Front Neurosci 2021; 15:638369. [PMID: 34127921 PMCID: PMC8195869 DOI: 10.3389/fnins.2021.638369] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Accepted: 04/14/2021] [Indexed: 11/13/2022] Open
Abstract
Neurofeedback training (NFT) is a non-invasive, safe, and effective method of regulating the nerve state of the brain. Presently, NFT is widely used to prevent and rehabilitate brain diseases and improve an individual's external performance. Among the various NFT methods, NFT to improve sport performance (SP-NFT) has become an important research and application focus worldwide. Several studies have shown that the method is effective in improving brain function and motor control performance. However, appropriate reviews and prospective directions for this technology are lacking. This paper proposes an SP-NFT classification method based on user experience, classifies and discusses various SP-NFT research schemes reported in the existing literature, and reviews the technical principles, application scenarios, and usage characteristics of different SP-NFT schemes. Several key issues in SP-NFT development, including the factors involved in neural mechanisms, scheme selection, learning basis, and experimental implementation, are discussed. Finally, directions for the future development of SP-NFT, including SP-NFT based on other electroencephalograph characteristics, SP-NFT integrated with other technologies, and SP-NFT commercialization, are suggested. These discussions are expected to provide some valuable ideas to researchers in related fields.
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Affiliation(s)
- Anmin Gong
- School of Information Engineering, Engineering University of People's Armed Police, Xi'an, China
| | - Feng Gu
- School of Information Engineering, Engineering University of People's Armed Police, Xi'an, China
| | - Wenya Nan
- Department of Psychology, College of Education, Shanghai Normal University, Shanghai, China
| | - Yi Qu
- School of Information Engineering, Engineering University of People's Armed Police, Xi'an, China
| | - Changhao Jiang
- Key Laboratory of Sports Performance Evaluation and Technical Analysis, Capital Institute of Physical Education, Beijing, China
| | - Yunfa Fu
- School of Automation and Information Engineering, Kunming University of Science and Technology, Kunming, China
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17
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Filho E, Dobersek U, Husselman TA. The role of neural efficiency, transient hypofrontality and neural proficiency in optimal performance in self-paced sports: a meta-analytic review. Exp Brain Res 2021; 239:1381-1393. [PMID: 33760959 DOI: 10.1007/s00221-021-06078-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 03/04/2021] [Indexed: 11/26/2022]
Abstract
We examined changes in brain rhythms in relation to optimal performance in self-paced sports. Eight studies met the inclusion/exclusion criteria, representing 153 participants and eight different sports. We found that (a) optimal performance is characterised by increased alpha (g = .62, p = .02) and theta (g = .74, p = .002) across the cortex; (b) during optimal performance the frontal lobe is more relaxed (higher alpha; g = 1.06, p = .18) and less busy (lower theta; g = .38, p = .08), in comparison to the other brain lobes; (c) for the same given task, experts' brains are more relaxed (higher alpha, g = .89, p = .34) and less busy (lower theta, g = .91, p = .54) than novices' brains. Theoretically, our findings suggest that neural efficiency, neural proficiency, and transient hypofrontality are likely complementary neural mechanisms that underpin optimal performance. In practice, neurofeedback training should teach athletes how to amplify and suppress their alpha and theta activity across the brain during all movement stages.
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Affiliation(s)
- Edson Filho
- Wheelock College of Education and Human Development, Boston University, Boston, USA.
| | - Urska Dobersek
- Department of Psychology, University of Southern Indiana, Evansville, IN, USA
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18
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Lange L, Osinsky R. Aiming at ecological validity-Midfrontal theta oscillations in a toy gun shooting task. Eur J Neurosci 2020; 54:8214-8224. [PMID: 32954574 DOI: 10.1111/ejn.14977] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 08/23/2020] [Accepted: 09/02/2020] [Indexed: 11/29/2022]
Abstract
Laboratory electroencephalography (EEG) studies have already provided important insights into the neuronal mechanisms of performance monitoring. However, to our knowledge no study so far has examined neuronal correlates of performance monitoring using an ecologically valid task outside a typical laboratory setting. Therefore, we examined midfrontal theta and the feedback-related negativity (FRN) using mobile EEG in a physical shooting task within an ecologically valid environment with highly dynamical visual feedback. Participants shot a target using a toy gun while moving and looking around freely. Shots that missed the target evoked stronger midfrontal theta activity than hits and this response was rather phase-unlocked. There was no difference between misses and hits in the FRN. The results raise the question whether the absence of certain ERP components like the FRN could be due to methodological reasons or to the fact that partially different neuronal processes may be activated in the laboratory as compared to more ecologically valid tasks. Overall, our results indicate that crucial neurocognitive processes of performance monitoring can be assessed in highly dynamic and ecologically valid settings by mobile EEG.
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Affiliation(s)
- Leon Lange
- Institute of Psychology, Osnabrück University, Germany
| | - Roman Osinsky
- Institute of Psychology, Osnabrück University, Germany
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19
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Arbinaga F, Romero-Pérez N, Torres-Rosado L, Fernández-Ozcorta EJ, Mendoza-Sierra MI. Influence of Music on Closed Motor Skills: A Controlled Study with Novice Female Dart-Throwers. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17114146. [PMID: 32531968 PMCID: PMC7312205 DOI: 10.3390/ijerph17114146] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 06/03/2020] [Accepted: 06/08/2020] [Indexed: 11/16/2022]
Abstract
The influence of music heard at different tempos is analyzed during the execution of a dart-throwing task. The sample consisted of 56 female university students (Mean age = 23.38, SD = 6.773). The participants were randomly assigned to GC (group control without music; n = 18), GS (group with slow-paced music at a tempo of 60 BPM; n = 19) and GF (group with fast-paced music at a tempo of 105 BPM; n = 19). All participants performed a dart-throwing task in two phases. Analysis of the scores obtained during Phase 1 and Phase 2 of dart throwing (examining both between-group differences and within-group differences, i.e., changes in scores from Phase 1 to Phase 2 using a mixed factorial ANOVA) revealed no differences in dart-throwing scores. There were, however, differences in execution time, where the participants in GS needed more time to complete the task than those in GF (F(2,55) = 4.426, p = 0.017) with a large effect size (ŋ2p = 0.143), although neither of these groups differed from GC. The results are discussed in terms of the role of music in precision tasks and the synchronization of the task with the pace of the music.
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Affiliation(s)
- Félix Arbinaga
- Department of Clinical and Experimental Psychology, Faculty of Education, Psychology and Sports Science, University of Huelva, 21007 Huelva, Spain;
- Correspondence: ; Tel.: (+34)-9592-18432
| | - Nehemías Romero-Pérez
- Department of Social, Evolutionary and Educational Psychology, Faculty of Education, Psychology and Sports Science, University of Huelva, 21007 Huelva, Spain; (N.R.-P.); (M.I.M.-S.)
| | - Lidia Torres-Rosado
- Department of Clinical and Experimental Psychology, Faculty of Education, Psychology and Sports Science, University of Huelva, 21007 Huelva, Spain;
| | - Eduardo J. Fernández-Ozcorta
- Department of Physical Activity and Sports, Center for University Studies Cardenal Spínola CEU, University of Seville Attached Centre, 41930 Sevilla, Spain;
| | - María Isabel Mendoza-Sierra
- Department of Social, Evolutionary and Educational Psychology, Faculty of Education, Psychology and Sports Science, University of Huelva, 21007 Huelva, Spain; (N.R.-P.); (M.I.M.-S.)
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20
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Gong A, Nan W, Yin E, Jiang C, Fu Y. Efficacy, Trainability, and Neuroplasticity of SMR vs. Alpha Rhythm Shooting Performance Neurofeedback Training. Front Hum Neurosci 2020; 14:94. [PMID: 32265676 PMCID: PMC7098988 DOI: 10.3389/fnhum.2020.00094] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 03/02/2020] [Indexed: 11/13/2022] Open
Abstract
Previous literature on shooting performance neurofeedback training (SP-NFT) to enhance performance usually focused on changes in behavioral indicators, but research on the physiological features of SP-NFT is lacking. To explore the effects of SP-NFT on trainability and neuroplasticity, we conducted a study in which 45 healthy participants were randomly divided into three groups: based on sensory-motor rhythm of C3, Cz and C4 (SMR group), based on alpha rhythm of T3 and T4 (Alpha group), and no NFT (control group). The training was performed for six sessions for 3 weeks. Before and after the SP-NFT, we evaluated changes in shooting performance and resting electroencephalography (EEG) frequency power, participant's subjective task appraisal, neurofeedback trainability score, and EEG feature. Statistical analysis showed that the shooting performance of the participants in the SMR group improved significantly, the participants in the Alpha group decreased, and that of participants in the control group have no change. Meanwhile, the resting EEG power features of the two NFT groups changed specifically after training. The training process data showed that the training difficulty was significantly lower in the SMR group than in the Alpha group. Both NFT groups could improve the neurofeedback trainability scores and change the feedback features by means of their mind strategy. These results may provide evidence of trainability and neuroplasticity for SP-NFT, suggesting that the SP-NFT is effective in brain regulation and thus provide a potential method to improve shooting performance.
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Affiliation(s)
- Anmin Gong
- School of Information Engineering, Engineering University of Armed Police Force, Xi'an, China
| | - Wenya Nan
- Department of Psychology, College of Education, Shanghai Normal University, Shanghai, China
| | - Erwei Yin
- Tianjin Artificial Intelligence Innovation Center (TAIIC), National Institute of Defense Technology Innovation, Academy of Military Sciences China, Beijing, China
| | - Changhao Jiang
- Key Laboratory of Sports Performance Evaluation and Technical Analysis, Capital University of Physical Education and Sports, Beijing, China
| | - Yunfa Fu
- School of Automation and Information Engineering, Kunming University of Science and Technology, Kunming, China
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21
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Christie S, Bertollo M, Werthner P. The Effect of an Integrated Neurofeedback and Biofeedback Training Intervention on Ice Hockey Shooting Performance. JOURNAL OF SPORT & EXERCISE PSYCHOLOGY 2020; 42:34-47. [PMID: 32005005 DOI: 10.1123/jsep.2018-0278] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2018] [Revised: 10/15/2019] [Accepted: 11/04/2019] [Indexed: 06/10/2023]
Abstract
The purpose of this study was to investigate the effectiveness of a sensorimotor rhythm (SMR) neurofeedback training (NFT) and biofeedback training (BFT) intervention on ice hockey shooting performance. Specifically, the purpose was to examine (a) whether an NFT/BFT program could improve ice hockey shooting performance, (b) whether the implementation of an SMR-NFT intervention leads to neurological adaptations during performance, and (c) whether such neurological changes account for improvement in shooting performance. Using a longitudinal stratified random control design, results demonstrated that while both SMR-NFT/BFT and control groups improved performance, the rate of improvement for the SMR-NFT/BFT group was significantly higher than the control. Participants in the SMR-NFT/BFT group demonstrated the ability to significantly increase SMR power from pre- to postintervention in the lab. However, no significant changes in SMR power were found during shooting performance. This result may be suggestive of differing cortical activity present during motor-skill preparation.
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Affiliation(s)
| | - Maurizio Bertollo
- G. d'Annunzio University of Chieti-Pescara and University of Suffolk
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22
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A Comparison of Mental Workload in Individuals with Transtibial and Transfemoral Lower Limb Loss during Dual-Task Walking under Varying Demand. J Int Neuropsychol Soc 2019; 25:985-997. [PMID: 31462338 DOI: 10.1017/s1355617719000602] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
OBJECTIVES This study aimed to evaluate the influence of lower limb loss (LL) on mental workload by assessing neurocognitive measures in individuals with unilateral transtibial (TT) versus those with transfemoral (TF) LL while dual-task walking under varying cognitive demand. METHODS Electroencephalography (EEG) was recorded as participants performed a task of varying cognitive demand while being seated or walking (i.e., varying physical demand). RESULTS The findings revealed both groups of participants (TT LL vs. TF LL) exhibited a similar EEG theta synchrony response as either the cognitive or the physical demand increased. Also, while individuals with TT LL maintained similar performance on the cognitive task during seated and walking conditions, those with TF LL exhibited performance decrements (slower response times) on the cognitive task during the walking in comparison to the seated conditions. Furthermore, those with TF LL neither exhibited regional differences in EEG low-alpha power while walking, nor EEG high-alpha desynchrony as a function of cognitive task difficulty while walking. This lack of alpha modulation coincided with no elevation of theta/alpha ratio power as a function of cognitive task difficulty in the TF LL group. CONCLUSIONS This work suggests that both groups share some common but also different neurocognitive features during dual-task walking. Although all participants were able to recruit neural mechanisms critical for the maintenance of cognitive-motor performance under elevated cognitive or physical demands, the observed differences indicate that walking with a prosthesis, while concurrently performing a cognitive task, imposes additional cognitive demand in individuals with more proximal levels of amputation.
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23
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Wang CH, Moreau D, Kao SC. From the Lab to the Field: Potential Applications of Dry EEG Systems to Understand the Brain-Behavior Relationship in Sports. Front Neurosci 2019; 13:893. [PMID: 31507366 PMCID: PMC6718630 DOI: 10.3389/fnins.2019.00893] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2019] [Accepted: 08/09/2019] [Indexed: 11/13/2022] Open
Affiliation(s)
- Chun-Hao Wang
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, Tainan, Taiwan
| | - David Moreau
- School of Psychology and Centre for Brain Research, University of Auckland, Auckland, New Zealand
| | - Shih-Chun Kao
- Department of Health and Kinesiology, Purdue University, West Lafayette, IN, United States
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24
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Pruziner AL, Shaw EP, Rietschel JC, Hendershot BD, Miller MW, Wolf EJ, Hatfield BD, Dearth CL, Gentili RJ. Biomechanical and neurocognitive performance outcomes of walking with transtibial limb loss while challenged by a concurrent task. Exp Brain Res 2018; 237:477-491. [PMID: 30460393 DOI: 10.1007/s00221-018-5419-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 10/26/2018] [Indexed: 01/19/2023]
Abstract
Individuals who have sustained loss of a lower limb may require adaptations in sensorimotor and control systems to effectively utilize a prosthesis, and the interaction of these systems during walking is not clearly understood for this patient population. The aim of this study was to concurrently evaluate temporospatial gait mechanics and cortical dynamics in a population with and without unilateral transtibial limb loss (TT). Utilizing motion capture and electroencephalography, these outcomes were simultaneously collected while participants with and without TT completed a concurrent task of varying difficulty (low- and high-demand) while seated and walking. All participants demonstrated a wider base of support and more stable gait pattern when walking and completing the high-demand concurrent task. The cortical dynamics were similarly modulated by the task demand for both groups, to include a decrease in the novelty-P3 component and increase in the frontal theta/parietal alpha ratio power when completing the high-demand task, although specific differences were also observed. These findings confirm and extend prior efforts indicating that dual-task walking can negatively affect walking mechanics and/or neurocognitive performance. However, there may be limited additional cognitive and/or biomechanical impact of utilizing a prosthesis in a stable, protected environment in TT who have acclimated to ambulating with a prosthesis. These results highlight the need for future work to evaluate interactions between these cognitive-motor control systems for individuals with more proximal levels of lower limb loss, and in more challenging (ecologically valid) environments.
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Affiliation(s)
- Alison L Pruziner
- DoD-VA Extremity Trauma and Amputation Center of Excellence, Bethesda, MD, USA. .,Department of Rehabilitation, Walter Reed National Military Medical Center, Bethesda, MD, USA. .,Department of Rehabilitation Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
| | - Emma P Shaw
- Department of Rehabilitation, Walter Reed National Military Medical Center, Bethesda, MD, USA.,Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA.,Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Jeremy C Rietschel
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA.,Baltimore Veterans Administration Medical Center, Baltimore, MD, USA
| | - Brad D Hendershot
- DoD-VA Extremity Trauma and Amputation Center of Excellence, Bethesda, MD, USA.,Department of Rehabilitation, Walter Reed National Military Medical Center, Bethesda, MD, USA.,Department of Rehabilitation Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Matthew W Miller
- Center for Neuroscience, School of Kinesiology, Auburn University, Auburn, AL, USA
| | - Erik J Wolf
- DoD-VA Extremity Trauma and Amputation Center of Excellence, Bethesda, MD, USA.,Department of Rehabilitation, Walter Reed National Military Medical Center, Bethesda, MD, USA.,Department of Rehabilitation Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Bradley D Hatfield
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA.,Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Christopher L Dearth
- DoD-VA Extremity Trauma and Amputation Center of Excellence, Bethesda, MD, USA.,Department of Rehabilitation, Walter Reed National Military Medical Center, Bethesda, MD, USA.,Department of Rehabilitation Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.,Department of Surgery, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Rodolphe J Gentili
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA.,Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA.,Maryland Robotics Center, University of Maryland, College Park, MD, USA
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25
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Jaquess KJ, Lo LC, Oh H, Lu C, Ginsberg A, Tan YY, Lohse KR, Miller MW, Hatfield BD, Gentili RJ. Changes in Mental Workload and Motor Performance Throughout Multiple Practice Sessions Under Various Levels of Task Difficulty. Neuroscience 2018; 393:305-318. [PMID: 30266685 DOI: 10.1016/j.neuroscience.2018.09.019] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 09/12/2018] [Accepted: 09/17/2018] [Indexed: 11/28/2022]
Abstract
The allocation of mental workload is critical to maintain cognitive-motor performance under various demands. While mental workload has been investigated during performance, limited efforts have examined it during cognitive-motor learning, while none have concurrently manipulated task difficulty. It is reasonable to surmise that the difficulty level at which a skill is practiced would impact the rate of skill acquisition and also the rate at which mental workload is reduced during learning (relatively slowed for challenging compared to easier tasks). This study aimed to monitor mental workload by assessing cortical dynamics during a task practiced under two difficulty levels over four days while perceived task demand, performance, and electroencephalography (EEG) were collected. As expected, self-reported mental workload was reduced, greater working memory engagement via EEG theta synchrony was observed, and reduced cortical activation, as indexed by progressive EEG alpha synchrony was detected during practice. Task difficulty was positively related to the magnitude of alpha desynchrony and accompanied by elevations in the theta-alpha ratio. Counter to expectation, the absence of an interaction between task difficulty and practice days for both theta and alpha power indicates that the refinement of mental processes throughout learning occurred at a comparable rate for both levels of difficulty. Thus, the assessment of brain dynamics was sensitive to the rate of change of cognitive workload with practice, but not to the degree of difficulty. Future work should consider a broader range of task demands and additional measures of brain processes to further assess this phenomenon.
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Affiliation(s)
- Kyle J Jaquess
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Li-Chuan Lo
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Hyuk Oh
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Calvin Lu
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Andrew Ginsberg
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Ying Ying Tan
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA; Defense Science and Technology Agency, Singapore
| | - Keith R Lohse
- Department of Health, Kinesiology, and Recreation, University of Utah, Salt Lake City, UT, USA
| | | | - Bradley D Hatfield
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Rodolphe J Gentili
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA; Maryland Robotics Center, University of Maryland, College Park, MD, USA.
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26
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Giesche F, Engeroff T, Wilke J, Niederer D, Vogt L, Banzer W. Neurophysiological correlates of motor planning and movement initiation in ACL-reconstructed individuals: a case-control study. BMJ Open 2018; 8:e023048. [PMID: 30232114 PMCID: PMC6150139 DOI: 10.1136/bmjopen-2018-023048] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION Current evidence suggests that the loss of mechanoreceptors after anterior cruciate ligament (ACL) tears might be compensated by increased cortical motor planning. This occupation of cerebral resources may limit the potential to quickly adapt movements to unforeseen external stimuli in the athletic environment. To date, studies investigating such neural alterations during movement focused on simple, anticipated tasks with low ecological validity. This trial, therefore, aims to investigate the cortical and biomechanical processes associated with more sport-related and injury-related movements in ACL-reconstructed individuals. METHODS AND ANALYSIS ACL-reconstructed participants and uninjured controls will perform repetitive countermovement jumps with single leg landings. Two different conditions are to be completed: anticipated (n=35) versus unanticipated (n=35) successful landings. Under the anticipated condition, participants receive the visual information depicting the requested landing leg prior to the jump. In the unanticipated condition, this information will be provided only about 400 msec prior to landing. Neural correlates of motor planning will be measured using electroencephalography. In detail, movement-related cortical potentials, frequency spectral power and functional connectivity will be assessed. Biomechanical landing quality will be captured via a capacitive force plate. Calculated parameters encompass time to stabilisation, vertical peak ground reaction force, and centre of pressure path length. Potential systematic differences between ACL-reconstructed individuals and controls will be identified in dependence of jumping condition (anticipated/ unanticipated, injured/uninjured leg and controls) by using interference statistics. Potential associations between the cortical and biomechanical measures will be calculated by means of correlation analysis. In case of statistical significance (α<0.05.) further confounders (cofactors) will be considered. ETHICS AND DISSEMINATION The independent Ethics Committee of the University of Frankfurt (Faculty of Psychology and Sports Sciences) approved the study. Publications in peer-reviewed journals are planned. The findings will be presented at scientific conferences. TRIAL STATUS At the time of submission of this manuscript, recruitment is ongoing. TRIAL REGISTRATION NUMBER NCT03336060; Pre-results.
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Affiliation(s)
- Florian Giesche
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
| | - Tobias Engeroff
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
| | - Jan Wilke
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
| | - Daniel Niederer
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
| | - Lutz Vogt
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
| | - Winfried Banzer
- Department of Sports Medicine, Goethe University Frankfurt, Frankfurt, Germany
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27
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Effects of Neurofeedback Training on Performing Bimanual Coordination In-phase and Anti-phase Patterns in Children with ADHD. Appl Psychophysiol Biofeedback 2018; 43:283-292. [PMID: 30073605 DOI: 10.1007/s10484-018-9408-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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28
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Measurement of attentional reserve and mental effort for cognitive workload assessment under various task demands during dual-task walking. Biol Psychol 2018; 134:39-51. [DOI: 10.1016/j.biopsycho.2018.01.009] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2016] [Revised: 09/06/2017] [Accepted: 01/16/2018] [Indexed: 10/18/2022]
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29
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Gentili RJ, Jaquess KJ, Shuggi IM, Shaw EP, Oh H, Lo LC, Tan YY, Domingues CA, Blanco JA, Rietschel JC, Miller MW, Hatfield BD. Combined assessment of attentional reserve and cognitive-motor effort under various levels of challenge with a dry EEG system. Psychophysiology 2018; 55:e13059. [DOI: 10.1111/psyp.13059] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Revised: 08/31/2017] [Accepted: 11/02/2017] [Indexed: 11/28/2022]
Affiliation(s)
- Rodolphe J. Gentili
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
- Maryland Robotics Center; University of Maryland; College Park Maryland USA
| | - Kyle J. Jaquess
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
| | - Isabelle M. Shuggi
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
| | - Emma P. Shaw
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
| | - Hyuk Oh
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
| | - Li-Chuan Lo
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
| | - Ying Ying Tan
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
| | - Clayton A. Domingues
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Department of Neurology; Federal Fluminense University; Niterói Brazil
- Special Operations Instruction Center; Niterói Brazil
| | - Justin A. Blanco
- Department of Electrical and Computer Engineering; United States Naval Academy; Annapolis Maryland USA
| | - Jeremy C. Rietschel
- Veterans Health Administration; Maryland Exercise and Robotics Center of Excellence; Baltimore Maryland USA
| | | | - Bradley D. Hatfield
- Department of Kinesiology, School of Public Health; University of Maryland; College Park Maryland USA
- Program in Neuroscience and Cognitive Science; University of Maryland; College Park Maryland USA
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30
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Kinesthetic motor imagery training modulates frontal midline theta during imagination of a dart throw. Int J Psychophysiol 2016; 110:137-145. [DOI: 10.1016/j.ijpsycho.2016.11.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Revised: 10/20/2016] [Accepted: 11/02/2016] [Indexed: 01/11/2023]
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31
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Filho E, Bertollo M, Tamburro G, Schinaia L, Chatel-Goldman J, di Fronso S, Robazza C, Comani S. Hyperbrain features of team mental models within a juggling paradigm: a proof of concept. PeerJ 2016; 4:e2457. [PMID: 27688968 PMCID: PMC5036110 DOI: 10.7717/peerj.2457] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Accepted: 08/17/2016] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Research on cooperative behavior and the social brain exists, but little research has focused on real-time motor cooperative behavior and its neural correlates. In this proof of concept study, we explored the conceptual notion of shared and complementary mental models through EEG mapping of two brains performing a real-world interactive motor task of increasing difficulty. We used the recently introduced participative "juggling paradigm," and collected neuro-physiological and psycho-social data. We were interested in analyzing the between-brains coupling during a dyadic juggling task, and in exploring the relationship between the motor task execution, the jugglers'skill level and the task difficulty. We also investigated how this relationship could be mirrored in the coupled functional organization of the interacting brains. METHODS To capture the neural schemas underlying the notion of shared and complementary mental models, we examined the functional connectivity patterns and hyperbrain features of a juggling dyad involved in cooperative motor tasks of increasing difficulty. Jugglers' cortical activity was measured using two synchronized 32-channel EEG systems during dyadic juggling performed with 3, 4, 5 and 6 balls. Individual and hyperbrain functional connections were quantified through coherence maps calculated across all electrode pairs in the theta and alpha bands (4-8 and 8-12 Hz). Graph metrics were used to typify the global topology and efficiency of the functional networks for the four difficulty levels in the theta and alpha bands. RESULTS Results indicated that, as task difficulty increased, the cortical functional organization of the more skilled juggler became progressively more segregated in both frequency bands, with a small-world organization in the theta band during easier tasks, indicative of a flow-like state in line with the neural efficiency hypothesis. Conversely, more integrated functional patterns were observed for the less skilled juggler in both frequency bands, possibly related to cognitive overload due to the difficulty of the task at hand (reinvestment hypothesis). At the hyperbrain level, a segregated functional organization involving areas of the visuo-attentional networks of both jugglers was observed in both frequency bands and for the easier task only. DISCUSSION These results suggest that cooperative juggling is supported by integrated activity of specialized cortical areas from both brains only during easier tasks, whereas it relies on individual skills, mirrored in uncorrelated individual brain activations, during more difficult tasks. These findings suggest that task difficulty and jugglers' personal skills may influence the features of the hyperbrain network in its shared/integrative and complementary/segregative tendencies.
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Affiliation(s)
- Edson Filho
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; School of Psychology, University of Central Lancashire, Preston, Lancashire, United Kingdom
| | - Maurizio Bertollo
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Gabriella Tamburro
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Lorenzo Schinaia
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Neurology, Casa di Cura Privata Villa Serena, Città Sant'Angelo, Italy
| | - Jonas Chatel-Goldman
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Selenia di Fronso
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Claudio Robazza
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Silvia Comani
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy; Department of Neurology, Casa di Cura Privata Villa Serena, Città Sant'Angelo, Italy; Department of Neuroscience, Imaging and Clinical Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
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32
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Bertollo M, di Fronso S, Filho E, Conforto S, Schmid M, Bortoli L, Comani S, Robazza C. Proficient brain for optimal performance: the MAP model perspective. PeerJ 2016; 4:e2082. [PMID: 27257557 PMCID: PMC4888308 DOI: 10.7717/peerj.2082] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2016] [Accepted: 04/28/2016] [Indexed: 11/20/2022] Open
Abstract
Background. The main goal of the present study was to explore theta and alpha event-related desynchronization/synchronization (ERD/ERS) activity during shooting performance. We adopted the idiosyncratic framework of the multi-action plan (MAP) model to investigate different processing modes underpinning four types of performance. In particular, we were interested in examining the neural activity associated with optimal-automated (Type 1) and optimal-controlled (Type 2) performances. Methods. Ten elite shooters (6 male and 4 female) with extensive international experience participated in the study. ERD/ERS analysis was used to investigate cortical dynamics during performance. A 4 × 3 (performance types × time) repeated measures analysis of variance was performed to test the differences among the four types of performance during the three seconds preceding the shots for theta, low alpha, and high alpha frequency bands. The dependent variables were the ERD/ERS percentages in each frequency band (i.e., theta, low alpha, high alpha) for each electrode site across the scalp. This analysis was conducted on 120 shots for each participant in three different frequency bands and the individual data were then averaged. Results. We found ERS to be mainly associated with optimal-automatic performance, in agreement with the “neural efficiency hypothesis.” We also observed more ERD as related to optimal-controlled performance in conditions of “neural adaptability” and proficient use of cortical resources. Discussion. These findings are congruent with the MAP conceptualization of four performance states, in which unique psychophysiological states underlie distinct performance-related experiences. From an applied point of view, our findings suggest that the MAP model can be used as a framework to develop performance enhancement strategies based on cognitive and neurofeedback techniques.
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Affiliation(s)
- Maurizio Bertollo
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
| | - Selenia di Fronso
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
| | - Edson Filho
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; School of Psychology, University of Central Lancashire, Preston, Lancashire, United Kingdom
| | - Silvia Conforto
- Department of Engineering, Roma Tre University , Rome , Italy
| | - Maurizio Schmid
- Department of Engineering, Roma Tre University , Rome , Italy
| | - Laura Bortoli
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
| | - Silvia Comani
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; Department of Neuroscience, Imaging and Clinical Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
| | - Claudio Robazza
- BIND-Behavioral Imaging and Neural Dynamics Center, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy; Department of Medicine and Aging Sciences, University "G. d'Annunzio" Chieti-Pescara, Chieti, Italy
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