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van Boxtel GJM, Denissen AJJM, de Groot JA, Neleman MS, Vellema J, Hart de Ruijter EM. Alpha Neurofeedback Training in Elite Soccer Players Trained in Groups. Appl Psychophysiol Biofeedback 2024; 49:589-602. [PMID: 39126458 PMCID: PMC11588833 DOI: 10.1007/s10484-024-09654-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/23/2024] [Indexed: 08/12/2024]
Abstract
Neurofeedback training is applied in the world of sports as a means to improve athletes' performance. Training sessions are usually organized on an individual basis, one at a time. Here we investigated if the training could also be organized in groups. Forty-one national-level football (soccer) players (26 females, 15 males) carried out training sessions simultaneously in groups of up to 13, using a wearable device with Bluetooth connection, during their regular training hours at the club. It was possible to obtain good EEG measurements using this setup, albeit with a somewhat higher data loss than usual in standard laboratory sessions. The brain's alpha activity was trained using music-based neurofeedback in a crossover design. A training session consisted of alternating periods of neurofeedback and execution of cognitive tasks. EEG alpha (8-12 Hz) activity was higher in the neurofeedback periods compared to the cognitive task periods, and the reverse was true for beta (13-30 Hz) activity. The training program resulted in an increase of 34% in alpha activity associated with the training, and improved the athletes' performance on task switching and mental rotation tasks. In addition, self-reported sleep duration, as well as scores on the Being in Shape questionnaire (Feeling of Control and Flow) also improved. This study shows that neurofeedback training is feasible in groups of athletes, which can stimulate its application in team sports.
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Affiliation(s)
- Geert J M van Boxtel
- Department of Cognitive Neuropsychology, Tilburg University, Warandelaan 2, P. O. Box 90153, 5000 LE Tilburg, 5037 AB, Tilburg, The Netherlands.
| | - Ad J J M Denissen
- Philips Research, Eindhoven, The Netherlands
- Alphabeats, Eindhoven, The Netherlands
| | | | - Marjolein S Neleman
- Department of Cognitive Neuropsychology, Tilburg University, Warandelaan 2, P. O. Box 90153, 5000 LE Tilburg, 5037 AB, Tilburg, The Netherlands
- Alphabeats, Eindhoven, The Netherlands
| | - Jur Vellema
- Alphabeats, Eindhoven, The Netherlands
- Kliniek ViaSana, Mill, The Netherlands
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Chikhi S, Matton N, Sanna M, Blanchet S. Effects of one session of theta or high alpha neurofeedback on EEG activity and working memory. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2024; 24:1065-1083. [PMID: 39322825 DOI: 10.3758/s13415-024-01218-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/15/2024] [Indexed: 09/27/2024]
Abstract
Neurofeedback techniques provide participants immediate feedback on neuronal signals, enabling them to modulate their brain activity. This technique holds promise to unveil brain-behavior relationship and offers opportunities for neuroenhancement. Establishing causal relationships between modulated brain activity and behavioral improvements requires rigorous experimental designs, including appropriate control groups and large samples. Our primary objective was to examine whether a single neurofeedback session, designed to enhance working memory through the modulation of theta or high-alpha frequencies, elicits specific changes in electrophysiological and cognitive outcomes. Additionally, we explored predictors of successful neuromodulation. A total of 101 healthy adults were assigned to groups trained to increase frontal theta, parietal high alpha, or random frequencies (active control group). We measured resting-state EEG, working memory performance, and self-reported psychological states before and after one neurofeedback session. Although our analyses revealed improvements in electrophysiological and behavioral outcomes, these gains were not specific to the experimental groups. An increase in the frequency targeted by the training has been observed for the theta and high alpha groups, but training designed to increase randomly selected frequencies appears to induce more generalized neuromodulation compared with targeting a specific frequency. Among all the predictors of neuromodulation examined, resting theta and high alpha amplitudes predicted specifically the increase of those frequencies during the training. These results highlight the challenge of integrating a control group based on enhancing randomly selected frequency bands and suggest potential avenues for optimizing interventions (e.g., by including a control group trained in both up- and down-regulation).
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Affiliation(s)
- Samy Chikhi
- Laboratoire Mémoire, Cerveau et Cognition, Université Paris Cité, F-92100, Boulogne-Billancourt, France.
- Integrative Neuroscience and Cognition Center, Université Paris Cité, F-75006, Paris, France.
| | - Nadine Matton
- CLLE - Cognition, Langues, Langage, Ergonomie, Université de Toulouse, Toulouse, France
- Fédération ENAC ISAE-SUPAERO ONERA, Université de Toulouse, Toulouse, France
| | - Marie Sanna
- Laboratoire Mémoire, Cerveau et Cognition, Université Paris Cité, F-92100, Boulogne-Billancourt, France
| | - Sophie Blanchet
- Laboratoire Mémoire, Cerveau et Cognition, Université Paris Cité, F-92100, Boulogne-Billancourt, France
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Nan W, Yang W, Gong A, Kadosh RC, Ros T, Fu Y, Wan F. Successful learning of alpha up-regulation through neurofeedback training modulates sustained attention. Neuropsychologia 2024; 195:108804. [PMID: 38242318 DOI: 10.1016/j.neuropsychologia.2024.108804] [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: 10/16/2023] [Revised: 12/29/2023] [Accepted: 01/16/2024] [Indexed: 01/21/2024]
Abstract
As a fundamental attention function, sustained attention plays a critical role in general cognitive abilities and is closely linked to EEG alpha oscillations. Neurofeedback training (NFT) of alpha activity on different aspects of attention has been studied previously. However, it remains unclear how NFT with up- or down-regulation directions modulates sustained attention. Here we employed a counterbalanced single-blind sham-controlled crossover design, in which healthy young adults underwent one NFT session of alpha up-regulation, one NFT session of alpha down-regulation, and one sham-control NFT session over the posterior area. The session order was counterbalanced with a 7-day interval between each session. After each NFT session, the participants completed a visual continuous temporal expectancy task (vCTET) to assess their sustained attention performance. The results showed that compared to sham-control NFT, successful learning of alpha up-regulation resulted in increased reaction time at the beginning of the attention task but a slower increase over vCTET blocks. On the other hand, successful learning of alpha down-regulation had no impact on attention performance compared to sham-control NFT. These findings suggest that successful learning of alpha up-regulation through NFT could impair initial attention performance but slow down visual attention deterioration over time, i.e., alpha enhancement by NFT stabilizing visual attention.
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Affiliation(s)
- Wenya Nan
- School of Psychology, Shanghai Normal University, Shanghai, China.
| | - Wenjie Yang
- School of Psychology, Shanghai Normal University, Shanghai, China
| | - Anmin Gong
- School of Information Engineering, Engineering University of People's Armed Police, Xi'an, China; School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, China
| | | | - Tomas Ros
- Departments of Neuroscience and Psychiatry, University of Geneva, Campus Biotech, Geneva, Switzerland
| | - Yunfa Fu
- School of Automation and Information Engineering, Kunming University of Science and Technology, Kunming, China.
| | - Feng Wan
- Department of Electrical and Computer Engineering, Faculty of Science and Technology, University of Macau, Macau, China
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Zhang DW, Johnstone SJ, Sauce B, Arns M, Sun L, Jiang H. Remote neurocognitive interventions for attention-deficit/hyperactivity disorder - Opportunities and challenges. Prog Neuropsychopharmacol Biol Psychiatry 2023; 127:110802. [PMID: 37257770 DOI: 10.1016/j.pnpbp.2023.110802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 05/23/2023] [Accepted: 05/24/2023] [Indexed: 06/02/2023]
Abstract
Improving neurocognitive functions through remote interventions has been a promising approach to developing new treatments for attention-deficit/hyperactivity disorder (AD/HD). Remote neurocognitive interventions may address the shortcomings of the current prevailing pharmacological therapies for AD/HD, e.g., side effects and access barriers. Here we review the current options for remote neurocognitive interventions to reduce AD/HD symptoms, including cognitive training, EEG neurofeedback training, transcranial electrical stimulation, and external cranial nerve stimulation. We begin with an overview of the neurocognitive deficits in AD/HD to identify the targets for developing interventions. The role of neuroplasticity in each intervention is then highlighted due to its essential role in facilitating neuropsychological adaptations. Following this, each intervention type is discussed in terms of the critical details of the intervention protocols, the role of neuroplasticity, and the available evidence. Finally, we offer suggestions for future directions in terms of optimizing the existing intervention protocols and developing novel protocols.
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Affiliation(s)
- Da-Wei Zhang
- Department of Psychology/Center for Place-Based Education, Yangzhou University, Yangzhou, China; Department of Psychology, Monash University Malaysia, Bandar Sunway, Malaysia.
| | - Stuart J Johnstone
- School of Psychology, University of Wollongong, Wollongong, Australia; Brain & Behaviour Research Institute, University of Wollongong, Australia
| | - Bruno Sauce
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Martijn Arns
- Research Institute Brainclinics, Brainclinics Foundation, Nijmegen, Netherlands; Department of Experimental Psychology, Utrecht University, Utrecht, Netherlands; NeuroCare Group, Nijmegen, Netherlands
| | - Li Sun
- Peking University Sixth Hospital/Institute of Mental Health, Beijing, China; National Clinical Research Center for Mental Disorders, Key Laboratory of Mental Health, Ministry of Health, Peking University, Beijing, China
| | - Han Jiang
- College of Special Education, Zhejiang Normal University, Hangzhou, China
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Chikhi S, Matton N, Sanna M, Blanchet S. Mental strategies and resting state EEG: Effect on high alpha amplitude modulation by neurofeedback in healthy young adults. Biol Psychol 2023; 178:108521. [PMID: 36801435 DOI: 10.1016/j.biopsycho.2023.108521] [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: 08/22/2022] [Revised: 11/30/2022] [Accepted: 02/15/2023] [Indexed: 02/19/2023]
Abstract
Neurofeedback (NFB) is a brain-computer interface which allows individuals to modulate their brain activity. Despite the self-regulatory nature of NFB, the effectiveness of strategies used during NFB training has been little investigated. In a single session of NFB training (6*3 min training blocks) with healthy young participants, we experimentally tested if providing a list of mental strategies (list group, N = 46), compared with a group receiving no strategies (no list group, N = 39), affected participants' neuromodulation ability of high alpha (10-12 Hz) amplitude. We additionally asked participants to verbally report the mental strategies used to enhance high alpha amplitude. The verbatim was then classified in pre-established categories in order to examine the effect of type of mental strategy on high alpha amplitude. First, we found that giving a list to the participants did not promote the ability to neuromodulate high alpha activity. However, our analysis of the specific strategies reported by learners during training blocks revealed that cognitive effort and recalling memories were associated with higher high alpha amplitude. Furthermore, the resting amplitude of trained high alpha frequency predicted an amplitude increase during training, a factor that may optimize inclusion in NFB protocols. The present results also corroborate the interrelation with other frequency bands during NFB training. Although these findings are based on a single NFB session, our study represents a further step towards developing effective protocols for high alpha neuromodulation by NFB.
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Affiliation(s)
- Samy Chikhi
- Université Paris Cité, Laboratoire Mémoire, Cerveau et Cognition, F-92100 Boulogne-Billancourt, France
| | - Nadine Matton
- CLLE, Université de Toulouse, CNRS (UMR 5263), Toulouse, France; ENAC, École Nationale d'Aviation Civile, Université de Toulouse, France
| | - Marie Sanna
- Université Paris Cité, Laboratoire Mémoire, Cerveau et Cognition, F-92100 Boulogne-Billancourt, France
| | - Sophie Blanchet
- Université Paris Cité, Laboratoire Mémoire, Cerveau et Cognition, F-92100 Boulogne-Billancourt, France.
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Yeh WH, Ju YJ, Liu YT, Wang TY. Systematic Review and Meta-Analysis on the Effects of Neurofeedback Training of Theta Activity on Working Memory and Episodic Memory in Healthy Population. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:11037. [PMID: 36078752 PMCID: PMC9517899 DOI: 10.3390/ijerph191711037] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/31/2022] [Accepted: 09/01/2022] [Indexed: 06/15/2023]
Abstract
The main purpose of this study was to investigate the effects of neurofeedback training (NFT) of theta activity on working memory (WM) and episodic memory (EM) in healthy participants via a systematic review and meta-analysis. A total of 337 articles obtained from electronic databases were assessed; however, only 11 articles met the criteria for meta-analysis after manually screening and eliminating unnecessary studies. A meta-analysis calculating the Hedges' g effect size metric with 95% confidence intervals using random effects models was employed. Heterogeneity was estimated using I2 statistics. Theta NFT is effective in improving memory outcomes, including WM with a Hedges' g of 0.56 [0.10; 1.02] (I2 = 62.9% and p = 0.02), and EM with a Hedges' g of 0.62 [0.13; 1.10] (I2 = 42.04% and p = 0.01). Overall, the results suggest that theta NFT seems to be useful as nonpharmacological/adjunct training to improve WM and EM in healthy participants.
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Affiliation(s)
- Wen-Hsiu Yeh
- Institute of Basic Medical Science, National Cheng Kung University, Tainan 701, Taiwan
- Department of Physical Therapy, Shu-Zen Junior College of Medicine and Management, Kaohsiung City 821, Taiwan
| | - Ya-Ju Ju
- Department of Physical Therapy, Shu-Zen Junior College of Medicine and Management, Kaohsiung City 821, Taiwan
- Institute of Allied Health Sciences, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan
| | - Yu-Ting Liu
- Department of Medical Science Industries, Chang Jung Christian University, Tainan 711, Taiwan
| | - Ting-Yi Wang
- Department of Doctorate of Nursing Practice Program, University of Illinois, Chicago, IL 60612, USA
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