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Hack RL, Aigner M, Musalek M, Crevenna R, Konicar L. Brain regulation training improves emotional competences in patients with alcohol use disorder. Soc Cogn Affect Neurosci 2024; 19:nsae048. [PMID: 38915188 DOI: 10.1093/scan/nsae048] [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: 09/20/2023] [Revised: 05/14/2024] [Accepted: 06/22/2024] [Indexed: 06/26/2024] Open
Abstract
Alcohol use disorder (AUD) is defined as the impaired ability to stop or control alcohol use despite adverse social, occupational, or health consequences and still represents one of the biggest challenges for society regarding health conditions, social consequences, and financial costs, including the high relapse rates after traditional alcohol rehabilitation treatment. Especially, the deficient emotional competence in AUD is said to play a key role in the development of AUD and hinders the interruption of substance compulsion, often leading to a viscous circle of relapse. Although the empirical evidence of a neurophysiological basis of AUD is solid and increases even further, clinical interventions based on neurophysiology are still rare for individuals with AUD. This randomized controlled trial investigates changes in emotional competences, alcohol-related cognitions, and drinking behavior before and after an established alcohol rehabilitation treatment (control group: nCG = 29) compared to before and after an optimized, add-on neurofeedback (NF) training (experimental group: nEG = 27). Improvements on the clinical-psychological level, i.e. increases in emotional competences as well as life satisfaction, were found after the experimental electroencephalography (EEG) NF training. Neurophysiological measurements via resting-state EEG indicate decreases in low beta frequency band, while alpha and theta bands remained unaffected.
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Affiliation(s)
- Ramona L Hack
- Department of Child and Adolescent Psychiatry, Medical University of Vienna, Vienna 1090, Austria
- Anton-Proksch-Institute, Vienna, Vienna 1230, Austria
| | - Martin Aigner
- Clinical Department of Psychiatry and Psychotherapeutic Medicine, University Hospital Tulln, Tulln 3430, Austria
| | | | - Richard Crevenna
- Department of Physical Medicine, Rehabilitation and Occupational Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Lilian Konicar
- Department of Child and Adolescent Psychiatry, Medical University of Vienna, Vienna 1090, Austria
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2
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Kober SE, Wood G, Schuster S, Körner C. Do Miniature Eye Movements Affect Neurofeedback Training Performance? A Combined EEG-Eye Tracking Study. Appl Psychophysiol Biofeedback 2024; 49:313-327. [PMID: 38492124 PMCID: PMC11101551 DOI: 10.1007/s10484-024-09625-6] [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] [Accepted: 02/08/2024] [Indexed: 03/18/2024]
Abstract
EEG-based neurofeedback is a prominent method to modulate one's own brain activity in a desired direction. However, the EEG signal can be disturbed by artifacts, e.g., eye movements, which can consequently confound the neurofeedback performance. Involuntary miniature eye movements can be hardly detected by conventional EEG correction methods such as recording the electro-oculogram (EOG) and subtracting EOG activity from the EEG signal. However, such miniature eye movements can influence EEG activity, especially in the Gamma frequency range, enormously. In the present study, we investigated whether power in different EEG frequencies can be effectively modulated by self-control of brain signals during neurofeedback training and/or whether changes in EEG power are provoked by miniature eye movements during the training. To this end, 24 participants performed one session of SMR and one session of Gamma neurofeedback training. Additionally, in each training session sham feedback was performed. An eye tracker was used to detect miniature eye movements (< 1°) during neurofeedback training. About two thirds of the participants were able to increase their SMR power over the course of NF training, while one third was able to increase Gamma power. Generally, miniature eye movements induced a strong Gamma power increase. The number of eye movements also increased numerically over the course of the NF training. However, we did not find a significant relationship with the NF training performance. This is a first indication that miniature saccades do not affect NF training performance, but should not be neglected during NF training. Our results have to be confirmed in future studies.
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Affiliation(s)
- Silvia Erika Kober
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010, Graz, Austria.
- BioTechMed-Graz, Graz, Austria.
| | - Guilherme Wood
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010, Graz, Austria
- BioTechMed-Graz, Graz, Austria
| | - Sarah Schuster
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010, Graz, Austria
| | - Christof Körner
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010, Graz, Austria
- BioTechMed-Graz, Graz, Austria
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3
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Onagawa R, Muraoka Y, Hagura N, Takemi M. An investigation of the effectiveness of neurofeedback training on motor performance in healthy adults: A systematic review and meta-analysis. Neuroimage 2023; 270:120000. [PMID: 36870431 DOI: 10.1016/j.neuroimage.2023.120000] [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] [Received: 11/17/2022] [Revised: 02/26/2023] [Accepted: 02/28/2023] [Indexed: 03/06/2023] Open
Abstract
Neurofeedback training (NFT) refers to a training where the participants voluntarily aim to manipulate their own brain activity using the sensory feedback abstracted from their brain activity. NFT has attracted attention in the field of motor learning due to its potential as an alternative or additional training method for general physical training. In this study, a systematic review of NFT studies for motor performance improvements in healthy adults and a meta-analysis on the effectiveness of NFT were conducted. A computerized search was performed using the databases Web of Science, Scopus, PubMed, JDreamIII, and Ichushi-Web to identify relevant studies published between January 1st, 1990, and August 3rd, 2021. Thirty-three studies were identified for the qualitative synthesis and 16 randomized controlled trials (374 subjects) for the meta-analysis. The meta-analysis, including all trials found in the search, revealed significant effects of NFT for motor performance improvement examined at the timing after the last NFT session (standardized mean difference = 0.85, 95% CI [0.18-1.51]), but with the existence of publication biases and substantial heterogeneity among the trials. Subsequent meta-regression analysis demonstrated the dose-response gradient between NFTs and motor performance improvements; more than 125 min of cumulative training time may benefit for the subsequent motor performance. For each motor performance measure (e.g., speed, accuracy, and hand dexterity), the effectiveness of NFT remains inconclusive, mainly due to its small sample sizes. More empirical NFT studies for motor performance improvement may be needed to show beneficial effects on motor performance and to safely incorporate NFT into real-world scenarios.
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Affiliation(s)
- Ryoji Onagawa
- Faculty of Science and Engineering, Waseda University, Tokyo, Japan.
| | - Yoshihito Muraoka
- Graduate School of Science and Technology, Keio University, Kanagawa, Japan
| | - Nobuhiro Hagura
- Center for Information and Neural Networks (CiNet), National Institute of Information and Communications Technology, Osaka, Japan; Graduate School of Frontiers Biosciences, Osaka University, Osaka, Japan
| | - Mitsuaki Takemi
- Graduate School of Science and Technology, Keio University, Kanagawa, Japan.
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4
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Autenrieth M, Kober SE, Wood G. Assessment of the capacity to modulate brain signals in a home-based SMR neurofeedback training setting. Front Hum Neurosci 2023; 16:1032222. [PMID: 36684842 PMCID: PMC9849904 DOI: 10.3389/fnhum.2022.1032222] [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: 08/30/2022] [Accepted: 12/12/2022] [Indexed: 01/07/2023] Open
Abstract
Electroencephalogram (EEG)-based neurofeedback (NF) is mainly used in clinical settings as a therapeutic intervention or to optimize performance in healthy individuals. Home-based NF systems are available and might facilitate general access to NF training, especially when repeated training sessions are necessary. However, it remains an open question whether NF training at home is possible without remote monitoring. In the present study, we assessed the capacity of healthy individuals to modulate their own EEG activity when using a home-based NF training system in a comparable manner as if participants had purchased a commercially available NF system. Participants' face-to-face contact with experimenters was reduced to a minimum, and instructions were provided only in the form of written information or videos. Initially, 38 participants performed 9 sessions of sensorimotor rhythm (SMR) (12-15 Hz) based NF training (three generalization sessions, six training sessions). An active control group (n = 19) received feedback on random EEG frequencies. Because of technical problems, bad EEG data quality, or non-compliance, 21 participants had to be excluded from the final data analysis, providing first evidence for the difficulties of non-supervised home-based NF training. In this study, participants were not able to modulate their own brain activity in a desired direction during NF training. Our results indicate that personal interaction with a NF expert might be of relevance and that remote supervision of the training data and more direct communication with the NF users are necessary to enable successful NF training performance. We provide suggestions for the development and implementation of home-based NF systems.
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Affiliation(s)
| | - Silvia Erika Kober
- Institute of Psychology, University of Graz, Graz, Austria,BioTechMed-Graz, Graz, Austria
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria,BioTechMed-Graz, Graz, Austria,*Correspondence: Guilherme Wood,
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5
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Kober SE, Ninaus M, Witte M, Buchrieser F, Grössinger D, Fischmeister FPS, Neuper C, Wood G. Triathletes are experts in self-regulating physical activity - But what about self-regulating neural activity? Biol Psychol 2022; 173:108406. [PMID: 35952864 DOI: 10.1016/j.biopsycho.2022.108406] [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: 06/14/2022] [Revised: 08/01/2022] [Accepted: 08/06/2022] [Indexed: 11/26/2022]
Abstract
Regular exercise improves cognitive control abilities and successful self-regulation of physical activity. However, it is not clear whether exercising also improves the ability to self-regulate one's own brain activity. We investigated this in 26 triathletes and 25 control participants who did not exercise regularly. Within each group half of the participants performed one session of sensorimotor rhythm (SMR, 12-15 Hz) upregulation neurofeedback training, the other half received a sham neurofeedback training. The neurofeedback training session took about 45 min. In a separate session, participants underwent structural magnetic resonance imaging (MRI) to investigate possible differences in brain structure between triathletes and controls. Triathletes and controls were able to voluntarily upregulate their SMR activity during neurofeedback when receiving real feedback. Triathletes showed a stronger increase in SMR activity in the second half of the training compared to controls, suggesting that triathletes are able to self-regulate their own brain activity over a longer period of time. Further, triathletes and controls showed differences in brain structure as reflected by larger gray and white matter volumes in the inferior frontal gyrus and insula compared to controls. These brain areas are generally involved in cognitive control mechanisms. Our results provide new evidence regarding self-regulation abilities of people who exercise regularly and might impact the practical application of neurofeedback.
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Affiliation(s)
- Silvia Erika Kober
- Institute of Psychology, University of Graz, Graz, Austria; BioTechMed-Graz, Graz, Austria.
| | - Manuel Ninaus
- Institute of Psychology, University of Graz, Graz, Austria; LEAD Graduate School & Research Network, University of Tübingen, Tübingen, Germany.
| | - Matthias Witte
- Institute of Psychology, University of Graz, Graz, Austria; Adidas AG, Herzogenaurach, Germany.
| | | | | | - Florian Ph S Fischmeister
- Institute of Psychology, University of Graz, Graz, Austria; BioTechMed-Graz, Graz, Austria; Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Vienna, Austria.
| | - Christa Neuper
- Institute of Psychology, University of Graz, Graz, Austria; BioTechMed-Graz, Graz, Austria; Laboratory of Brain-Computer Interfaces, Institute of Neural Engineering, Graz University of Technology, Graz, Austria.
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria; BioTechMed-Graz, Graz, Austria.
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6
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Berger LM, Wood G, Kober SE. Effects of virtual reality-based feedback on neurofeedback training performance—A sham-controlled study. Front Hum Neurosci 2022; 16:952261. [PMID: 36034118 PMCID: PMC9411512 DOI: 10.3389/fnhum.2022.952261] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 07/13/2022] [Indexed: 11/21/2022] Open
Abstract
Electroencephalography-neurofeedback (EEG-NF) has become a valuable tool in the field of psychology, e.g., to improve cognitive function. Nevertheless, a large percentage of NF users seem to be unable to control their own brain activation. Therefore, the aim of this study was to examine whether a different kind of visual feedback could positively influence NF performance after one training session. Virtual reality (VR) seems to have beneficial training effects and has already been reported to increase motivational training aspects. In the present study, we tested 61 young healthy adults (mean age: 23.48 years; 28 female) to investigate, whether 3D VR-based NF training has a more beneficial effect on the sensorimotor rhythm (SMR, 12–15 Hz) power increase than a mere 2D conventional NF paradigm. In the 3D group, participants had to roll a ball along a predefined path in an immersive virtual environment, whereas the 2D group had to increase the height of a bar. Both paradigms were presented using VR goggles. Participants completed one baseline and six feedback runs with 3 min each, in which they should try to increase SMR power over Cz. Half of the participants received real feedback whereas the other half received sham feedback. Participants receiving 3D VR-based feedback showed a linear increase in SMR power over the feedback runs within one training session. This was the case for the real as well as for the sham 3D feedback group and might be related to more general VR-related effects. The 2D group receiving the conventional bar feedback showed no changes in SMR power over the feedback runs. The present study underlines that the visual feedback modality has differential effects on the NF training performance and that 3D VR-based feedback has advantages over conventional 2D feedback.
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Affiliation(s)
- Lisa M. Berger
- Institute of Psychology, University of Graz, Graz, Austria
- *Correspondence: Lisa M. Berger,
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
| | - Silvia E. Kober
- Institute of Psychology, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
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7
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Effects of unilateral dynamic handgrip on reaction time and error rate. Cogn Process 2022; 23:169-178. [PMID: 35142949 PMCID: PMC9072264 DOI: 10.1007/s10339-022-01080-7] [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: 08/05/2021] [Accepted: 01/26/2022] [Indexed: 11/03/2022]
Abstract
Quick and accurate reactions to environmental stimuli are often required. Researchers have investigated ways to improve these reactions, which are critical components of perceptual-motor abilities. To optimize individual performance, different techniques, such as embodied interventions and brain stimulation, have been examined. The evidence from EEG studies shows that upper limb muscle contractions lead to changes in brain oscillations associated with changes in mental states and behavioral outcomes. Much research has been conducted on whether muscle contractions of a particular hand have a greater effect on a perceptual-motor ability, as a trigger to facilitate cortical processes (a mediator) for skilled motor performance. While previous studies have shown that left- (vs. right-) hand contractions can lead to greater alpha activation, we hypothesized that left dynamic handgrips have different impacts on motor performance, reflected by simple RT (SRT) and choice RT (CRT). We recruited 64 right-handers, for a within/between-subjects experiment consisting of performance measurements in SRT and CRT tasks after the intervention (either right or left dynamic handgrip approximately twice a second for 30 s for each hand) or assignment to paired passive control groups. We did not find left-hand contractions improve response accuracy in neither SRT nor CRT tasks. Further, left-hand contractions did not affect RTs. The findings indicate that the effects of dynamic handgrips are smaller on behavioral outcomes such as RTs than what can be inferred from published studies. More research is needed to establish the effect of dynamic handgrips on optimizing performance.
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8
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Cabaleiro P, Cueli M, Cañamero LM, González-Castro P. A Case Study in Attention-Deficit/Hyperactivity Disorder: An Innovative Neurofeedback-Based Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 19:ijerph19010191. [PMID: 35010449 PMCID: PMC8751092 DOI: 10.3390/ijerph19010191] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 12/21/2021] [Accepted: 12/23/2021] [Indexed: 12/14/2022]
Abstract
In research about attention-deficit/hyperactivity disorder (ADHD) there is growing interest in evaluating cortical activation and using neurofeedback in interventions. This paper presents a case study using monopolar electroencephalogram recording (brain mapping known as MiniQ) for subsequent use in an intervention with neurofeedback for a 10-year-old girl presenting predominantly inattentive ADHD. A total of 75 training sessions were performed, and brain wave activity was assessed before and after the intervention. The results indicated post-treatment benefits in the beta wave (related to a higher level of concentration) and in the theta/beta ratio, but not in the theta wave (related to higher levels of drowsiness and distraction). These instruments may be beneficial in the evaluation and treatment of ADHD.
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9
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Domingos C, da Silva CM, Antunes A, Prazeres P, Esteves I, Rosa AC. The Influence of an Alpha Band Neurofeedback Training in Heart Rate Variability in Athletes. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:12579. [PMID: 34886301 PMCID: PMC8656808 DOI: 10.3390/ijerph182312579] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 11/21/2021] [Accepted: 11/27/2021] [Indexed: 01/08/2023]
Abstract
Neurofeedback training is a technique which has seen a widespread use in clinical applications, but has only given its first steps in the sport environment. Therefore, there is still little information about the effects that this technique might have on parameters, which are relevant for athletes' health and performance, such as heart rate variability, which has been linked to physiological recovery. In the sport domain, no studies have tried to understand the effects of neurofeedback training on heart rate variability, even though some studies have compared the effects of doing neurofeedback or heart rate biofeedback training on performance. The main goal of the present study was to understand if alpha-band neurofeedback training could lead to increases in heart rate variability. 30 male student-athletes, divided into two groups, (21.2 ± 2.62 year 2/week protocol and 22.6 ± 1.1 year 3/week protocol) participated in the study, of which three subjects were excluded. Both groups performed a pre-test, a trial session and 12 neurofeedback sessions, which consisted of 25 trials of 60 s of a neurofeedback task, with 5 s rest in-between trials. The total neurofeedback session time for each subject was 300 min in both groups. Throughout the experiment, electroencephalography and heart rate variability signals were recorded. Only the three sessions/week group revealed significant improvements in mean heart rate variability at the end of the 12 neurofeedback sessions (p = 0.05); however, significant interaction was not found when compared with both groups. It is possible to conclude that neurofeedback training of individual alpha band may induce changes in heart rate variability in physically active athletes.
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Affiliation(s)
| | | | - André Antunes
- Laboratory of Physiology and Biochemistry of Exercise, Faculty of Human Kinetics, University of Lisbon, 1495-751 Oeiras, Portugal;
| | - Pedro Prazeres
- Faculty of Health Sciences and Sport, University of Stirling, Stirling FK9 4LJ, UK;
| | - Inês Esteves
- Department of Bioengineering, LaSEEB—System and Robotics Institute, Instituto Superior Técnico, University of Lisbon, 2695-066 Lisbon, Portugal; (I.E.); (A.C.R.)
| | - Agostinho C. Rosa
- Department of Bioengineering, LaSEEB—System and Robotics Institute, Instituto Superior Técnico, University of Lisbon, 2695-066 Lisbon, Portugal; (I.E.); (A.C.R.)
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10
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Viviani G, Vallesi A. EEG-neurofeedback and executive function enhancement in healthy adults: A systematic review. Psychophysiology 2021; 58:e13874. [PMID: 34117795 PMCID: PMC8459257 DOI: 10.1111/psyp.13874] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 04/03/2021] [Accepted: 05/17/2021] [Indexed: 01/19/2023]
Abstract
Electroencephalographic (EEG)-neurofeedback training (NFT) is a promising technique that supports individuals in learning to modulate their brain activity to obtain cognitive and behavioral improvements. EEG-NFT is gaining increasing attention for its potential "peak performance" applications on healthy individuals. However, evidence for clear cognitive performance enhancements with healthy adults is still lacking. In particular, whether EEG-NFT represents an effective technique for enhancing healthy adults' executive functions is still controversial. Therefore, the main objective of this systematic review is to assess whether the existing EEG-NFT studies targeting executive functions have provided reliable evidence for NFT effectiveness. To this end, we conducted a qualitative analysis of the literature since the limited number of retrieved studies did not allow us meta-analytical comparisons. Moreover, a second aim was to identify optimal frequencies as NFT targets for specifically improving executive functions. Overall, our systematic review provides promising evidence for NFT effectiveness in boosting healthy adults' executive functions. However, more rigorous NFT studies are required in order to overcome the methodological weaknesses that we encountered in our qualitative analysis.
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Affiliation(s)
- Giada Viviani
- Department of Neuroscience and Padova Neuroscience CenterUniversity of PadovaPadovaItaly
| | - Antonino Vallesi
- Department of Neuroscience and Padova Neuroscience CenterUniversity of PadovaPadovaItaly
- IRCCS San Camillo HospitalVeniceItaly
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11
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van Son D, van der Does W, Band GPH, Putman P. EEG Theta/Beta Ratio Neurofeedback Training in Healthy Females. Appl Psychophysiol Biofeedback 2021; 45:195-210. [PMID: 32458282 PMCID: PMC7391399 DOI: 10.1007/s10484-020-09472-1] [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] [Indexed: 01/13/2023]
Abstract
A growing number of studies suggest that EEG theta/beta ratio (TBR) is inversely related to executive cognitive control. Neurofeedback training aimed at reducing TBR (TBR NFT) might provide a tool to study causality in this relation and might enhance human performance. To investigate whether TBR NFT reduces TBR in healthy participants. Twelve healthy female participants were assigned (single blind) to one of three groups. Groups differed on baseline durations and one group received only sham NFT. TBR NFT consisted of eight or fourteen 25-min sessions. No evidence was found that TBR NFT had any effect on TBR. The current TBR NFT protocol is possibly ineffective. This is in line with a previous study with a different protocol.
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Affiliation(s)
- Dana van Son
- Institute of Psychology, Leiden University, Leiden, The Netherlands. .,Leiden Institute for Brain and Cognition, Leiden, The Netherlands.
| | - Willem van der Does
- Institute of Psychology, Leiden University, Leiden, The Netherlands.,Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Guido P H Band
- Institute of Psychology, Leiden University, Leiden, The Netherlands.,Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Peter Putman
- Institute of Psychology, Leiden University, Leiden, The Netherlands.,Leiden Institute for Brain and Cognition, Leiden, The Netherlands
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12
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Schönenberg M, Weingärtner AL, Weimer K, Scheeff J. Believing is achieving - On the role of treatment expectation in neurofeedback applications. Prog Neuropsychopharmacol Biol Psychiatry 2021; 105:110129. [PMID: 33031860 DOI: 10.1016/j.pnpbp.2020.110129] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 10/01/2020] [Accepted: 10/03/2020] [Indexed: 11/16/2022]
Abstract
In neurofeedback applications, neural activity is recorded, processed in real-time and fed back to the user in order to facilitate self-regulation of the putative neural mechanisms that underlie cognition and behavior. Numerous studies suggest that neurofeedback interventions are an efficacious treatment particularly for patients with attention-deficit/hyperactivity disorder (ADHD). In recent years, however, findings of several well-controlled studies raised doubts concerning the proposed mechanism of action behind the behavioral effect of neurofeedback. This study investigated the impact of expectation on the efficacy of a sensorimotor rhythm (SMR) training. In a within-subjects design 30 blinded volunteers with ADHD symptoms received a standard SMR training session after inducing no (no-expectancy condition), positive (placebo condition), and negative (nocebo condition) expectations regarding the effectiveness of neurofeedback (by telling them that they would train a specific frequency band that was previously shown to be either unrelated to attention, should improve attention, or interfere with attentional processes). After each training, participants were presented with a cognitive test and subsequently requested to rate their performance on it. We could show that participants were able to successfully modify their EEG signal during training. Further, we found an effect over trainings on objective attentional performance. Most importantly, we found that the expectancy of positive or negative treatment effects considerably changed participants' perception of neurofeedback's efficacy even in the absence of any objective evidence. This study presents strong first evidence for a substantial effect of self-confirming response expectancies as one factor underlying the efficacy of neurofeedback. Future research has to carefully consider the impact of such psychosocial mechanisms when evaluating the (specific) efficacy of neuromodulatory treatments.
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Affiliation(s)
| | | | - Katja Weimer
- Department of Psychosomatic Medicine and Psychotherapy, Ulm University Medical Center, Germany
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13
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Cook AJ, Pfeifer KJ, Tass PA. A Single Case Feasibility Study of Sensorimotor Rhythm Neurofeedback in Parkinson's Disease. Front Neurosci 2021; 15:623317. [PMID: 33613185 PMCID: PMC7890190 DOI: 10.3389/fnins.2021.623317] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 01/13/2021] [Indexed: 01/25/2023] Open
Abstract
Electroencephalographic activity over the sensorimotor cortex has been one of the best studied targets for neurofeedback therapy. Parkinson’s disease patients display abnormal brain rhythms in the motor cortex caused by increased synchrony in the basal ganglia-cortical pathway. Few studies have examined the effects of sensorimotor-based neurofeedback therapy in humans with PD. In this pilot study, one patient, diagnosed with Parkinson’s disease 10 years prior, participated in two consecutive days of EEG neurofeedback training to increase sensorimotor rhythm (SMR) power over the motor cortex. Using a visual display connected to ongoing EEG, the patient voluntarily manipulated SMR power, and he/she was awarded with points to positively reinforce successful increases over a predefined threshold. Recorded EEG data were source localized and analyzed for the occurrence of high amplitude bursts of SMR activity as well as bursts in the beta frequency band in the precentral cortex. The rate of SMR bursts increased with each subsequent training session, while the rate of beta bursts only increased on the final session. Relative power in the beta band, a marker of PD symptom severity, decreased over the motor cortex in the later session. These results provide first evidence for the feasibility of SMR neurofeedback training as a non-invasive therapy for reducing Parkinson’s disease related activity and upregulating SMR in the human motor cortex.
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Affiliation(s)
- Alexander J Cook
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, United States
| | - Kristina J Pfeifer
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, United States
| | - Peter A Tass
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, United States
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14
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Comparison of Biofeedback and Combined Interventions on Athlete's Performance. Appl Psychophysiol Biofeedback 2021; 46:227-234. [PMID: 33386459 DOI: 10.1007/s10484-020-09498-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/27/2020] [Indexed: 10/22/2022]
Abstract
The aim of this study was the comparison of neurofeedback and biofeedback as a combination, against biofeedback intervention alone on athletic performance. 45 novice basketball players were allocated into three groups and assigned accordingly, two experimental and one control group. The experimental group 1 received 24 biofeedback sessions only, experimental group 2 received 24 biofeedback and neurofeedback sessions combined, whereas the control group didn't receive any form of intervention. Athletic performance scales were used before and after each intervention and multivariate analysis of covariance was used to compare the two groups. Results showed that in comparison to the control group, the athletic performance scales scores in both experimental groups were significantly increased. Furthermore, in experimental group 2 (combined method), we noticed a significantly greater improvement in performance levels than experimental group 1. We concluded that neurofeedback and biofeedback interventions combined, can be used as an effective method to enhance athletic performance.
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15
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Kober SE, Neuper C, Wood G. Differential Effects of Up- and Down-Regulation of SMR Coherence on EEG Activity and Memory Performance: A Neurofeedback Training Study. Front Hum Neurosci 2020; 14:606684. [PMID: 33424569 PMCID: PMC7793696 DOI: 10.3389/fnhum.2020.606684] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 11/27/2020] [Indexed: 11/15/2022] Open
Abstract
Modulating connectivity measures in EEG-based neurofeedback studies is assumed to be a promising therapeutic and training tool. However, little is known so far about its effects and trainability. In the present study, we investigated the effects of up- and down-regulating SMR (12-15 Hz) coherence by means of neurofeedback training on EEG activity and memory functions. Twenty adults performed 10 neurofeedback training sessions in which half of them tried to increase EEG coherence between Cz and CPz in the SMR frequency range, while the other half tried to down-regulate coherence. Up-regulation of SMR coherence led to between- and within-session changes in EEG coherence. SMR power increased across neurofeedback training sessions but not within training sessions. Cross-over training effects on baseline EEG measures were also observed in this group. Up-regulation of SMR coherence was also associated with improvements in memory functions when comparing pre- and post-test results. Participants were not able to down-regulate SMR coherence. This group did not show any changes in baseline EEG measures or memory functions comparing pre- and post-test. Our results provide insights in the trainability and effects of connectivity-based neurofeedback training and indications for its practical application.
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Affiliation(s)
- Silvia Erika Kober
- Institute of Psychology, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
| | - Christa Neuper
- Institute of Psychology, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
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16
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Browarska N, Kawala-Sterniuk A, Zygarlicki J. Initial study on changes in activity of brain waves during audio stimulation using noninvasive brain–computer interfaces: choosing the appropriate filtering method. BIO-ALGORITHMS AND MED-SYSTEMS 2020. [DOI: 10.1515/bams-2020-0051] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
Objectives
In this paper series of experiments were carried out in order to check the influence of various sounds on human concentration during visually stimulated tasks performance.
Methods
The obtained data was filtered. For the study purposes various smoothing filters were tested, including Median and Savitzky–Golay Filters; however, median filter only was applied. Implementation of this filter made the obtained data more legible and useful for potential diagnostics purposes. The tests were carried out with the implementation of the Emotiv Flex EEG headset.
Results
The obtained results were promising and complied with the initial assumptions, which stated that the “relax”-phase, despite relaxing sounds stimuli, is strongly affected with the “focus”-phase with distracting sounds, which is clearly visible in the shape of the recorded EEG data.
Conclusions
Further investigations with broader range of subjects is being currently carried out in order to confirm the already obtained results.
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Affiliation(s)
- Natalia Browarska
- Faculty of Electrical Engineering , Automatic Control and Informatics — Opole University of Technology , Opole , Poland
| | - Aleksandra Kawala-Sterniuk
- Faculty of Electrical Engineering , Automatic Control and Informatics — Opole University of Technology , Opole , Poland
| | - Jarosław Zygarlicki
- Faculty of Electrical Engineering , Automatic Control and Informatics — Opole University of Technology , Opole , Poland
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17
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Autenrieth M, Kober SE, Neuper C, Wood G. How Much Do Strategy Reports Tell About the Outcomes of Neurofeedback Training? A Study on the Voluntary Up-Regulation of the Sensorimotor Rhythm. Front Hum Neurosci 2020; 14:218. [PMID: 32587509 PMCID: PMC7299073 DOI: 10.3389/fnhum.2020.00218] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 05/14/2020] [Indexed: 01/21/2023] Open
Abstract
The core learning mechanisms of neurofeedback (NF) training are associative, implicit, and, consequently, largely impervious to consciousness. Many other aspects of training that determine training outcomes, however, are accessible to conscious processing. The outcomes of sensorimotor rhythm (SMR) up-regulation training are related to the strategies reported by participants. The classification methods of individual strategies employed hitherto were possibly under influence of the idiosyncratic interpretation of the rater. To measure and possibly overcome this limitation, we employed independent raters to analyze strategies reported during SMR up-regulation training. Sixty-two healthy young participants took part in a single session of SMR up-regulation training. After completing six blocks of training, in which they received either simple visual feedback or a gamified version thereof, participants were required to report the strategies employed. Their individual learning outcomes were computed as well. Results point out that individual strategies as well as NF learning outcomes were not particularly sensitive to the presence of gamified elements in training the SMR up-regulation. A high degree of consistency across independent raters classifying strategy reports was observed. Some strategies were more typical of responders while other ones were more common among non-responders. In summary, we demonstrate a more objective and transparent way to analyze individual mental strategies to shed more light on the differences between NF responders and non-responders.
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Affiliation(s)
| | - Silvia E Kober
- Institute of Psychology, University of Graz, Graz, Austria.,BioTechMed-Graz, Graz, Austria
| | - Christa Neuper
- Institute of Psychology, University of Graz, Graz, Austria.,BioTechMed-Graz, Graz, Austria
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria.,BioTechMed-Graz, Graz, Austria
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18
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Abstract
This study aimed to analyse the effect of neurofeedback (NFB) training based on beta-wave amplification and theta-wave inhibition on the visual processing efficiency of judo athletes. The study examined 12 male athletes from the national team of the Polish Judo Association. Participants were divided into the experimental (EG, n = 6) and the control group (CG, n = 6). The NFB training protocol was performed and recorded using a Deymed Truscan system with 24 active channels. The effect of NFB training was examined by computer-based simple and complex reaction tests and selected tests of the Vienna Test System (VST). One - way ANOVA showed statistically significant differences between the CG and the EG in theta and beta values after the first and the second cycle of training. There were statistically significant differences between the CG and the EG in the results of reaction speed tests after individual cycles of training. The highest reduction in simple reaction time was obtained after the second training cycle, when training was performed every second day and lasted four minutes.
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Dessy E, Mairesse O, van Puyvelde M, Cortoos A, Neyt X, Pattyn N. Train Your Brain? Can We Really Selectively Train Specific EEG Frequencies With Neurofeedback Training. Front Hum Neurosci 2020; 14:22. [PMID: 32210777 PMCID: PMC7077336 DOI: 10.3389/fnhum.2020.00022] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 01/20/2020] [Indexed: 11/15/2022] Open
Abstract
Neurofeedback (NFB) is an operant conditioning procedure whereby an individual learns to self-regulate the electrical activity of his/her brain. Initially developed as a treatment intervention for pathologies with underlying EEG dysfunctions, NFB is also used as a training tool to enhance specific cognitive states required in high-performance situations. The original idea behind the NFB training effect is that the changes should only be circumscribed to the trained EEG frequencies. The EEG frequencies which are not used as feedback frequencies should be independent and not affected by the neurofeedback training. Despite the success of sensorimotor rhythm NFB training in cognitive performance enhancement, it remains unclear whether all participants can intentionally modify the power densities of specifically selected electroencephalographic (EEG) frequencies. In the present study, participants were randomly assigned to either a control heart rate variability (HRV) biofeedback (HRV) training group or a combination of HRV biofeedback and neurofeedback (HRV/NFB) training group. This randomized mixed design experiment consisted of two introductory theoretical lessons and a training period of 6 weeks. We investigated the evolution of the different EEG frequency bands of our two experimental groups across and within session. All the participants exhibited EEG changes across and within session. However, within the HRV/NFB training group, untrained EEG frequencies have been significantly modified, unlike some of the trained frequencies. Moreover, EEG activity was modified in both the HRV group and the HRV/NFB groups. Hence, the EEG changes were not only circumscribed to the trained frequency bands or to the training modality.
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Affiliation(s)
- Emilie Dessy
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium.,Experimental and Applied Psychology, Vrije Universiteit Brussel, Brussels, Belgium
| | - Olivier Mairesse
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium.,Experimental and Applied Psychology, Vrije Universiteit Brussel, Brussels, Belgium.,Sleep Laboratory & Unit for Chronobiology U78, Brugmann University Hospital, Free University of Brussels-Université Libre de Bruxelles, Brussels, Belgium
| | - Martine van Puyvelde
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium.,Experimental and Applied Psychology, Vrije Universiteit Brussel, Brussels, Belgium.,Clinical and Lifespan Psychology, Faculty of Psychology and Educational Sciences, Vrije Universiteit Brussel, Brussels, Belgium
| | - Aisha Cortoos
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium
| | - Xavier Neyt
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium
| | - Nathalie Pattyn
- VIPER Research Unit, Royal Military Academy, Brussels, Belgium.,Experimental and Applied Psychology, Vrije Universiteit Brussel, Brussels, Belgium.,Department of Human Physiology, Vrije Universiteit Brussel, Brussels, Belgium
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20
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Alpha Synchrony and the Neurofeedback Control of Spatial Attention. Neuron 2020; 105:577-587.e5. [DOI: 10.1016/j.neuron.2019.11.001] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Revised: 08/16/2019] [Accepted: 10/31/2019] [Indexed: 12/12/2022]
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21
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Late auditory ERP changes after sensorimotor rhythm neurofeedback training. VOJNOSANIT PREGL 2020. [DOI: 10.2298/vsp200516095s] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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22
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Effect of Quiet Eye and Quiet Mind Training on Motor Learning Among Novice Dart Players. Motor Control 2019; 24:204-221. [PMID: 31553944 DOI: 10.1123/mc.2018-0116] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 07/03/2019] [Accepted: 07/24/2019] [Indexed: 11/18/2022]
Abstract
In sport such as darts, athletes are particularly challenged by demands for concentration, skills underpinned by implicit learning, and fine motor skill control. Several techniques have been proposed to improve the implicit learning of such skills, including quiet eye training (QET) and quiet mind training (QMT). Here, the authors tested whether and to what extent QET or QMT, compared with a control condition, might improve skills among novice dart players. In total, 30 novice dart players were randomly assigned either to the QET, QMT, or a control condition. Dart playing skills were assessed four times: at the baseline, 7 days later, under stress conditions, and at the study's end. Over time, errors reduced, but more so in the QET and QMT conditions than in the control condition. The pattern of the results indicates that, among novice dart players and compared with a control condition, both QET and QMT provide significant improvements in implicit learning.
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23
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Kober SE, Pinter D, Enzinger C, Damulina A, Duckstein H, Fuchs S, Neuper C, Wood G. Self-regulation of brain activity and its effect on cognitive function in patients with multiple sclerosis - First insights from an interventional study using neurofeedback. Clin Neurophysiol 2019; 130:2124-2131. [PMID: 31546180 DOI: 10.1016/j.clinph.2019.08.025] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Revised: 07/26/2019] [Accepted: 08/19/2019] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To investigate the effects of EEG-based neurofeedback training, in which one can learn to self-regulate one's own brain activity, on cognitive function in patients with multiple sclerosis (pwMS). METHODS Fourteen pwMS performed ten neurofeedback training sessions within 3-4 weeks at home using a tele-rehabilitation system. The aim of the neurofeedback training was to increase voluntarily the sensorimotor rhythm (SMR, 12-15 Hz) in the EEG over central brain areas by receiving visual real-time feedback thereof. Cognitive function was assessed before and after all neurofeedback training sessions using a comprehensive standardized neuropsychological test battery. RESULTS Half of the pwMS (N = 7) showed cognitive improvements in long-term memory and executive functions after neurofeedback training. These patients successfully learned to self-regulate their own brain activity by means of neurofeedback training. The other half of pwMS (N = 7) did neither show any cognitive changes when comparing the pre- and post-assessment nor were they able to modulate their own brain activity in the desired direction during neurofeedback training. CONCLUSIONS Data from this interventional study provide first preliminary evidence that successful self-regulation of one's own brain activity may be associated with cognitive improvements in pwMS. SIGNIFICANCE These promising results should stimulate further studies. Neurofeedback might be a promising and alternative tool for future cognitive rehabilitation.
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Affiliation(s)
- Silvia Erika Kober
- University of Graz, Institute of Psychology, Graz, Austria; BioTechMed-Graz, Graz, Austria.
| | - Daniela Pinter
- Medical University of Graz, Department of Neurology, Graz, Austria.
| | - Christian Enzinger
- Medical University of Graz, Department of Neurology, Graz, Austria; Medical University of Graz, Division of Neuroradiology, Vascular and Interventional Radiology, Department of Radiology, Graz, Austria.
| | - Anna Damulina
- Medical University of Graz, Department of Neurology, Graz, Austria.
| | | | - Siegrid Fuchs
- Medical University of Graz, Department of Neurology, Graz, Austria.
| | - Christa Neuper
- University of Graz, Institute of Psychology, Graz, Austria; BioTechMed-Graz, Graz, Austria; Graz University of Technology, Laboratory of Brain-Computer Interfaces, Institute of Neural Engineering, Graz, Austria.
| | - Guilherme Wood
- University of Graz, Institute of Psychology, Graz, Austria; BioTechMed-Graz, Graz, Austria.
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24
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Power Spectral Density and Functional Connectivity Changes due to a Sensorimotor Neurofeedback Training: A Preliminary Study. Neural Plast 2019; 2019:7647204. [PMID: 31191639 PMCID: PMC6525876 DOI: 10.1155/2019/7647204] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2019] [Accepted: 04/03/2019] [Indexed: 11/17/2022] Open
Abstract
Neurofeedback is a form of neuromodulation based on learning to modify some aspects of cortical activity. Sensorimotor rhythm (SMR) oscillation is one of the most used frequency bands in neurofeedback. Several studies have shown that subjects can learn to modulate SMR power to control output devices, but little is known about possible related changes in brain networks. The aim of this study was to investigate the enhanced performance and changes in EEG power spectral density at somatosensory cerebral areas due to a bidirectional modulation-based SMR neurofeedback training. Furthermore, we also analyzed the functional changes in somatosensory areas during resting state induced by the training as exploratory procedure. A six-session neurofeedback protocol based on learning to synchronize and desynchronize (modulate) the SMR was implemented. Moreover, half of the participants were enrolled in two functional magnetic resonance imaging resting-state sessions (before and after the training). At the end of the training, participants showed a successful performance enhancement, an increase in SMR power specific to somatosensory locations, and higher functional connectivity between areas associated with somatosensory activity in resting state. Our research increases the better understanding of the relation between EEG neuromodulation and functional changes and the use of SMR training in clinical practice.
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25
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Park S, Choi SJ, Mun S, Whang M. Measurement of emotional contagion using synchronization of heart rhythm pattern between two persons: Application to sales managers and sales force synchronization. Physiol Behav 2019; 200:148-158. [PMID: 29679659 DOI: 10.1016/j.physbeh.2018.04.022] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 04/05/2018] [Accepted: 04/16/2018] [Indexed: 10/17/2022]
Abstract
The purpose of this study was to measure emotional contagion, determine its direction, and compare the intensity between positive and negative contagion using the synchronization of heart rhythm pattern (HRP). A total of 64 undergraduate students (32 women and 32 men) participated in the experiment, and were randomly categorized as either leaders or followers. Followers were required to imitate the facial expression (happy and sad) of the leader (emotional contagion) or of a facial image (emotional non-contagion). We found that emotional contagion significantly increased the correlation coefficient between leaders and followers' HRP for both positive and negative emotions, but emotional non-contagion did not. There was no significant difference in leaders' HRP before and after contagion, while followers' HRP changed significantly. During emotional contagion, the correlation coefficient for negative emotion was significantly higher than for positive emotion. The proposed method could measure low or high emotional contagion and determine its direction quantitatively. In our application study, a sales manager (leader) transmitted a positive emotion to a sales employee (follower), and the groups are organized as HEC or LEC (high or low emotional contagion) groups by evaluating the intensity of emotional contagion based on HRP synchrony between them. HEC group's performance was enhanced compared to the LEC group.
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Affiliation(s)
- Sangin Park
- Industry-Academy Cooperation Team, Sangmyung University, 7 Hongji-dong, Jongro-Ku, Seoul 110-743, Republic of Korea
| | - Soo Ji Choi
- Emphasis in Visual Communication Design, Bachelor of Fine Arts, School of the Art Institute of Chicago, 36 S Wabash, Chicago, IL 60603, USA
| | - Sungchul Mun
- Future Engine Lab., CJ Hello, World Cup buk-ro 56-gil 19, Mapo-gu, Seoul 03923, Republic of Korea
| | - Mincheol Whang
- Dept. of Intelligent Engineering Informatics for Human, Sangmyung University, 7 Hongji-dong, Jongro-Ku, Seoul 110-743, Republic of Korea.
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26
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Keune PM, Hansen S, Sauder T, Jaruszowic S, Kehm C, Keune J, Weber E, Schönenberg M, Oschmann P. Frontal brain activity and cognitive processing speed in multiple sclerosis: An exploration of EEG neurofeedback training. Neuroimage Clin 2019; 22:101716. [PMID: 30798167 PMCID: PMC6384325 DOI: 10.1016/j.nicl.2019.101716] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2018] [Revised: 01/22/2019] [Accepted: 02/10/2019] [Indexed: 12/20/2022]
Abstract
BACKGROUND Cognitive deficits including impaired information processing speed as assessed by the Symbol Digit Modalities Test (SDMT) are common in multiple sclerosis (MS). Oscillatory markers of processing speed may be extracted from magnetoencephalographic (MEG) and electroencephalographic (EEG) resting-state recordings. In this context, an increased proportion of frontal slow-wave (theta, 4-8 Hz) to fast-wave (beta, 13-30 Hz) EEG activity was indicative of impaired SDMT performance. Such an increased theta/beta ratio may reflect oscillatory slowing associated with deficits in attention control. Therapeutic approaches that consider atypical oscillatory activity in MS remain sparse. OBJECTIVES In a cross-sectional design, we examined the relation between SDMT performance, the EEG theta/beta ratio and its components. We also explored longitudinally, whether EEG neurofeedback could be used to induce a putatively adaptive alteration in these EEG parameters, toward a pattern indicative of improved processing speed. METHODS N = 58 MS patients (RRMS/SPMS/PPMS N: 18/35/3, 2 cases excluded) participated in a neuropsychological examination and a resting-state EEG recording. Subsequently, N = 10 patients received neurofeedback training for two weeks in a hospitalized setting. The purpose was to reduce the frontal theta/beta ratio through operant conditioning. RESULTS In the cross-sectional examination, patients with slow SDMT speed displayed an increased theta/beta ratio, relative to those with normal speed. This involved increased frontal theta power, whereas beta power was equal across groups. The theta/beta ratio remained stable during neurofeedback across sessions of the two-week training period. In an exploratory secondary analysis, within sessions a reduction in the theta/beta ratio during active training blocks relative pre/post session resting-states was observed, driven by reduced theta power. CONCLUSIONS These findings provide support for utilizing frontal EEG theta activity as an inverse marker of processing speed in MS. Across sessions, there was no support for successful operant conditioning of the theta/beta ratio during the two-week training period. The observed state-specific shift within sessions, involving a transient reduction in theta activity, nevertheless may provide a rationale for a further investigation of neurofeedback as a treatment approach in MS.
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Affiliation(s)
- Philipp M Keune
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany; Department of Physiological Psychology, University of Bamberg, Germany.
| | - Sascha Hansen
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany; Department of Physiological Psychology, University of Bamberg, Germany
| | - Torsten Sauder
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany
| | - Sonja Jaruszowic
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany; Department of Physiological Psychology, University of Bamberg, Germany
| | - Christina Kehm
- Department of Physiological Psychology, University of Bamberg, Germany
| | - Jana Keune
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany
| | - Emily Weber
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany
| | | | - Patrick Oschmann
- Department of Neurology, Klinikum Bayreuth GmbH, Bayreuth, Germany
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27
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Fielenbach S, Donkers FC, Spreen M, Bogaerts S. Effects of a Theta/Sensorimotor Rhythm Neurofeedback Training Protocol on Measures of Impulsivity, Drug Craving, and Substance Abuse in Forensic Psychiatric Patients With Substance Abuse: Randomized Controlled Trial. JMIR Ment Health 2018; 5:e10845. [PMID: 30538087 PMCID: PMC6305873 DOI: 10.2196/10845] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 09/12/2018] [Accepted: 09/13/2018] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Forensic psychiatric patients are often diagnosed with psychiatric disorders characterized by high levels of impulsivity as well as comorbid substance use disorders (SUD). The combination of psychiatric disorders and SUD increases the risk of future violence. Chronic substance abuse can lead to a structural state of disinhibition, resulting in more drug taking and eventually loss of control over drug intake. When treating SUD, it is crucial to address high levels of impulsivity and lack of inhibitory control. OBJECTIVE This study set out to investigate the effects of a theta/sensorimotor rhythm (SMR) neurofeedback training protocol on levels of impulsivity, levels of drug craving, and actual drug intake in a population of forensic psychiatric patients with a diagnosis of SUD. METHODS A total of 21 participants received 20 sessions of theta/SMR neurofeedback training in combination with treatment-as-usual (TAU). Results of the intervention were compared with results from 21 participants who received TAU only. RESULTS SMR magnitude showed a significant (P=.02) increase post training for patients in the neurofeedback training group, whereas theta magnitude did not change (P=.71). Levels of drug craving as well as scores on the motor subscale of the Barratt Impulsivity Scale-11 decreased equally for patients in the neurofeedback training group and the TAU group. Other measures of impulsivity as well as drug intake did not change posttreatment (P>.05). Therefore, neurofeedback+TAU was not more effective than TAU only. CONCLUSIONS This study demonstrated evidence that forensic psychiatric patients are able to increase SMR magnitude over the course of neurofeedback training. However, at the group level, the increase in SMR activity was not related to any of the included impulsivity or drug craving measures. Further research should focus on which patients will be able to benefit from neurofeedback training at an early stage of the employed training sessions. TRIAL REGISTRATION Dutch National Trial Register: NTR5386; http://www.trialregister.nl/trialreg/admin/rctview.asp?TC=5386 (Archived by WebCite at http://www.webcitation.org/6nXLQuoLl).
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Affiliation(s)
- Sandra Fielenbach
- Research Department, Forensic Psychiatric Centre Dr S van Mesdag, Groningen, Netherlands.,Department of Developmental Psychology, Tilburg University, Tilburg, Netherlands
| | - Franc Cl Donkers
- Department of Cognitive Neuroscience, Maastricht University, Maastricht, Netherlands
| | - Marinus Spreen
- Research Department, Forensic Psychiatric Centre Dr S van Mesdag, Groningen, Netherlands
| | - Stefan Bogaerts
- Department of Developmental Psychology, Tilburg University, Tilburg, Netherlands.,Fivoor Science and Treatment Innovation, Poortugaal, Netherlands
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28
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Kober SE, Witte M, Grinschgl S, Neuper C, Wood G. Placebo hampers ability to self-regulate brain activity: A double-blind sham-controlled neurofeedback study. Neuroimage 2018; 181:797-806. [DOI: 10.1016/j.neuroimage.2018.07.025] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Revised: 07/11/2018] [Accepted: 07/11/2018] [Indexed: 01/03/2023] Open
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Mirifar A, Keil A, Beckmann J, Ehrlenspiel F. No Effects of Neurofeedback of Beta Band Components on Reaction Time Performance. JOURNAL OF COGNITIVE ENHANCEMENT 2018. [DOI: 10.1007/s41465-018-0093-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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30
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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. [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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31
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Cognitive Performance Enhancement: Do Biofeedback and Neurofeedback Work? JOURNAL OF COGNITIVE ENHANCEMENT 2017. [DOI: 10.1007/s41465-017-0039-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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32
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Orndorff-Plunkett F, Singh F, Aragón OR, Pineda JA. Assessing the Effectiveness of Neurofeedback Training in the Context of Clinical and Social Neuroscience. Brain Sci 2017; 7:E95. [PMID: 28783134 PMCID: PMC5575615 DOI: 10.3390/brainsci7080095] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2017] [Revised: 05/16/2017] [Accepted: 08/04/2017] [Indexed: 12/25/2022] Open
Abstract
Social neuroscience benefits from the experimental manipulation of neuronal activity. One possible manipulation, neurofeedback, is an operant conditioning-based technique in which individuals sense, interact with, and manage their own physiological and mental states. Neurofeedback has been applied to a wide variety of psychiatric illnesses, as well as to treat sub-clinical symptoms, and even to enhance performance in healthy populations. Despite growing interest, there persists a level of distrust and/or bias in the medical and research communities in the USA toward neurofeedback and other functional interventions. As a result, neurofeedback has been largely ignored, or disregarded within social neuroscience. We propose a systematic, empirically-based approach for assessing the effectiveness, and utility of neurofeedback. To that end, we use the term perturbative physiologic plasticity to suggest that biological systems function as an integrated whole that can be perturbed and guided, either directly or indirectly, into different physiological states. When the intention is to normalize the system, e.g., via neurofeedback, we describe it as self-directed neuroplasticity, whose outcome is persistent functional, structural, and behavioral changes. We argue that changes in physiological, neuropsychological, behavioral, interpersonal, and societal functioning following neurofeedback can serve as objective indices and as the metrics necessary for assessing levels of efficacy. In this chapter, we examine the effects of neurofeedback on functional connectivity in a few clinical disorders as case studies for this approach. We believe this broader perspective will open new avenues of investigation, especially within social neuroscience, to further elucidate the mechanisms and effectiveness of these types of interventions, and their relevance to basic research.
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Affiliation(s)
| | - Fiza Singh
- Departments of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA.
| | - Oriana R Aragón
- Marketing Department, Clemson University College of Business, Clemson, SC 29634, USA.
| | - Jaime A Pineda
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA 92093, USA.
- Neurosciences Group, University of California, San Diego, La Jolla, CA 92093, USA.
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Pimenta MG, van Run C, de Fockert JW, Gruzelier JH. Neurofeedback of SMR and Beta1 Frequencies: An Investigation of Learning Indices and Frequency-Specific Effects. Neuroscience 2017; 378:211-224. [PMID: 28768157 DOI: 10.1016/j.neuroscience.2017.07.056] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2017] [Revised: 05/10/2017] [Accepted: 07/21/2017] [Indexed: 11/18/2022]
Abstract
Despite evidence that Sensorimotor Rhythm (SMR) and beta1 neurofeedback have distinct cognitive enhancement effects, it remains unclear whether their amplitudes can be independently enhanced. Furthermore, demands for top-down attention control, postural restraint and maintenance of cognitive set processes, all requiring low-beta frequencies, might masquerade as learning and confound interpretation. The feasibility of selectively enhancing SMR and beta1 amplitudes was investigated with the addition of a random frequency control condition that also requires the potentially confounding cognitive processes. A comprehensive approach to assessing neurofeedback learning was undertaken through the calculation of learning indices within- and across-session and pre-to-post baseline. Herein we provide the first demonstration of beta1 within-session amplitude learning that was not attributable to extraneous cognitive processes, for it was not found with random frequency training. On the other hand, within-session SMR learning might have been obscured by high interindividual variability and methodological limitations such as the type of feedback screen, the insufficient number of sessions, and the exclusion of simultaneous theta and high-beta inhibition. Interestingly, SMR and beta1 amplitude increased across sessions in the three groups suggesting unspecific effects of neurofeedback in the low beta frequency band. Moreover, there was no clear evidence of frequency specificity associated with either SMR or beta1 training. Some methodological limitations may underpin the divergent results with previous studies.
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Affiliation(s)
- Miguel G Pimenta
- Department of Psychology, Goldsmiths, University of London, London, UK.
| | | | - Jan W de Fockert
- Department of Psychology, Goldsmiths, University of London, London, UK
| | - John H Gruzelier
- Department of Psychology, Goldsmiths, University of London, London, UK.
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Kober SE, Witte M, Neuper C, Wood G. Specific or nonspecific? Evaluation of band, baseline, and cognitive specificity of sensorimotor rhythm- and gamma-based neurofeedback. Int J Psychophysiol 2017; 120:1-13. [PMID: 28652143 DOI: 10.1016/j.ijpsycho.2017.06.005] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2017] [Revised: 06/09/2017] [Accepted: 06/23/2017] [Indexed: 11/30/2022]
Abstract
Neurofeedback (NF) is often criticized because of the lack of empirical evidence of its specificity. Our present study thus focused on the specificity of NF on three levels: band specificity, cognitive specificity, and baseline specificity. Ten healthy middle-aged individuals performed ten sessions of SMR (sensorimotor rhythm, 12-15Hz) NF training. A second group (N=10) received feedback of a narrow gamma band (40-43Hz). Effects of NF on EEG resting measurements (tonic EEG) and cognitive functions (memory, intelligence) were evaluated using a pre-post design. Both training groups were able to linearly increase the target training frequencies (either SMR or gamma), indicating the trainability of these EEG frequencies. Both NF training protocols led to nonspecific changes in other frequency bands during NF training. While SMR NF only led to concomitant changes in slower frequencies, gamma training affected nearly the whole power spectrum. SMR NF specifically improved memory functions. Gamma training showed only marginal effects on cognitive functions. SMR power assessed during resting measurements significantly increased after SMR NF training compared to a pre-assessment, indicating specific effects of SMR NF on baseline/tonic EEG. The gamma group did not show any pre-post changes in their EEG resting activity. In conclusion, SMR NF specifically affects cognitive functions (cognitive specificity) and tonic EEG (baseline specificity), while increasing SMR during NF training nonspecifically affects slower EEG frequencies as well (band non-specificity). Gamma NF was associated with nonspecific effects on the EEG power spectrum during training, which did not lead to considerable changes in cognitive functions or baseline EEG activity.
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Affiliation(s)
- Silvia Erika Kober
- Department of Psychology, University of Graz, Austria; BioTechMed-Graz, Austria.
| | | | - Christa Neuper
- Department of Psychology, University of Graz, Austria; BioTechMed-Graz, Austria; Laboratory of Brain-Computer Interfaces, Institute of Neural Engineering, Graz University of Technology, Austria.
| | - Guilherme Wood
- Department of Psychology, University of Graz, Austria; BioTechMed-Graz, Austria.
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Kober SE, Schweiger D, Reichert JL, Neuper C, Wood G. Upper Alpha Based Neurofeedback Training in Chronic Stroke: Brain Plasticity Processes and Cognitive Effects. Appl Psychophysiol Biofeedback 2017; 42:69-83. [PMID: 28197747 PMCID: PMC5344963 DOI: 10.1007/s10484-017-9353-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
In the present study, we investigated the effects of upper alpha based neurofeedback (NF) training on electrical brain activity and cognitive functions in stroke survivors. Therefore, two single chronic stroke patients with memory deficits (subject A with a bilateral subarachnoid hemorrhage; subject B with an ischemic stroke in the left arteria cerebri media) and a healthy elderly control group (N = 24) received up to ten NF training sessions. To evaluate NF training effects, all participants performed multichannel electroencephalogram (EEG) resting measurements and a neuropsychological test battery assessing different cognitive functions before and after NF training. Stroke patients showed improvements in memory functions after successful NF training compared to the pre-assessment. Subject B had a pathological delta (0.5-4 Hz) and upper alpha (10-12 Hz) power maximum over the unaffected hemisphere before NF training. After NF training, he showed a more bilateral and "normalized" topographical distribution of these EEG frequencies. Healthy participants as well as subject A did not show any abnormalities in EEG topography before the start of NF training. Consequently, no changes in the topographical distribution of EEG activity were observed in these participants when comparing the pre- and post-assessment. Hence, our results show that upper alpha based NF training had on the one hand positive effects on memory functions, and on the other hand led to cortical "normalization" in a stroke patient with pathological brain activation patterns, which underlines the potential usefulness of NF as neurological rehabilitation tool.
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Affiliation(s)
- Silvia Erika Kober
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010 Graz, Austria
- BioTechMed-Graz, Mozartgasse 12/II, Graz, 8010 Austria
| | - Daniela Schweiger
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010 Graz, Austria
| | | | - Christa Neuper
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010 Graz, Austria
- BioTechMed-Graz, Mozartgasse 12/II, Graz, 8010 Austria
- Institute of Neural Engineering, Laboratory of Brain-Computer Interfaces, Graz University of Technology, Stremayrgasse 16, Graz, 8010 Austria
| | - Guilherme Wood
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010 Graz, Austria
- BioTechMed-Graz, Mozartgasse 12/II, Graz, 8010 Austria
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Reichert JL, Kober SE, Schweiger D, Grieshofer P, Neuper C, Wood G. Shutting Down Sensorimotor Interferences after Stroke: A Proof-of-Principle SMR Neurofeedback Study. Front Hum Neurosci 2016; 10:348. [PMID: 27471456 PMCID: PMC4945651 DOI: 10.3389/fnhum.2016.00348] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 06/24/2016] [Indexed: 11/13/2022] Open
Abstract
Introduction: Neurofeedback training aims at learning self-regulation of brain activity underlying cognitive, emotional or physiological functions. Despite of promising investigations on neurofeedback as a tool for cognitive rehabilitation in neurological diseases, such as after stroke, there is still a lack of research on feasibility and efficiency of neurofeedback in this field. Methods: The present study aimed at investigating behavioral and electrophysiological effects of 10 sessions of sensorimotor rhythm (SMR) neurofeedback in a 74-years-old stroke patient (UG20). Based on previous results in healthy young participants, we hypothesized that SMR neurofeedback leads to a decrease in sensorimotor interferences and improved stimulus processing, reflected by changes in event-related potentials (ERPs) and electrophysiological coherence. To assess whether UG20 benefited from the training as much as healthy persons of a similar age, a healthy control group of N = 10 elderly persons was trained as well. Before and after neurofeedback training, participants took part in a multichannel electroencephalography measurement conducted during a non-verbal and a verbal learning task. Results: Both UG20 and the healthy controls were able to regulate their SMR activity during neurofeedback training. Moreover, in a non-verbal learning task, changes in ERPs and coherence were observed after training: UG20 showed a better performance in the non-verbal learning task and a higher P3 amplitude after training than before, and coherence between central and parietal electrodes decreased after training. The control group also showed a behavioral improvement in the non-verbal learning task and tendencies for higher P3 amplitudes and decreased central-parietal coherence after training. Single-case analyses indicated that the changes observed in UG20 were not smaller than the changes in healthy controls. Conclusion: Neurofeedback can be successfully applied in a stroke patient and in healthy elderly persons. We suggest that SMR neurofeedback leads to a shutting-down of sensorimotor interferences which benefits semantic encoding and retrieval.
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Affiliation(s)
- Johanna L Reichert
- Institute of Psychology, University of GrazGraz, Austria; BioTechMed GrazGraz, Austria
| | - Silvia E Kober
- Institute of Psychology, University of GrazGraz, Austria; BioTechMed GrazGraz, Austria
| | | | | | - Christa Neuper
- Institute of Psychology, University of Graz Graz, Austria
| | - Guilherme Wood
- Institute of Psychology, University of Graz Graz, Austria
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Li YH, Tseng CY, Tsai ACH, Huang ACW, Lin WL. Different Brain Wave Patterns and Cortical Control Abilities in Relation to Different Creative Potentials. CREATIVITY RESEARCH JOURNAL 2016. [DOI: 10.1080/10400419.2016.1125255] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Kober SE, Schweiger D, Witte M, Reichert JL, Grieshofer P, Neuper C, Wood G. Specific effects of EEG based neurofeedback training on memory functions in post-stroke victims. J Neuroeng Rehabil 2015; 12:107. [PMID: 26625906 PMCID: PMC4666277 DOI: 10.1186/s12984-015-0105-6] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2015] [Accepted: 11/24/2015] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Using EEG based neurofeedback (NF), the activity of the brain is modulated directly and, therefore, the cortical substrates of cognitive functions themselves. In the present study, we investigated the ability of stroke patients to control their own brain activity via NF and evaluated specific effects of different NF protocols on cognition, in particular recovery of memory. METHODS N = 17 stroke patients received up to ten sessions of either SMR (N = 11, 12-15 Hz) or Upper Alpha (N = 6, e.g. 10-12 Hz) NF training. N = 7 stroke patients received treatment as usual as control condition. Furthermore, N = 40 healthy controls performed NF training as well. To evaluate the NF training outcome, a test battery assessing different cognitive functions was performed before and after NF training. RESULTS About 70 % of both patients and controls achieved distinct gains in NF performance leading to improvements in verbal short- and long-term memory, independent of the used NF protocol. The SMR patient group showed specific improvements in visuo-spatial short-term memory performance, whereas the Upper Alpha patient group specifically improved their working memory performance. NF training effects were even stronger than effects of traditional cognitive training methods in stroke patients. NF training showed no effects on other cognitive functions than memory. CONCLUSIONS Post-stroke victims with memory deficits could benefit from NF training as much as healthy controls. The used NF training protocols (SMR, Upper Alpha) had specific as well as unspecific effects on memory. Hence, NF might offer an effective cognitive rehabilitation tool improving memory deficits of stroke survivors.
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Affiliation(s)
- Silvia Erika Kober
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
- BioTechMed-Graz, Graz, Austria.
| | - Daniela Schweiger
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
| | - Matthias Witte
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
| | - Johanna Louise Reichert
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
| | | | - Christa Neuper
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
- BioTechMed-Graz, Graz, Austria.
- Laboratory of Brain-Computer Interfaces, Institute for Knowledge Discovery, Graz University of Technology, Graz, Austria.
| | - Guilherme Wood
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, Graz, 8010, Austria.
- BioTechMed-Graz, Graz, Austria.
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Cheng MY, Hung CL, Huang CJ, Chang YK, Lo LC, Shen C, Hung TM. Expert-novice differences in SMR activity during dart throwing. Biol Psychol 2015; 110:212-8. [PMID: 26277266 DOI: 10.1016/j.biopsycho.2015.08.003] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2014] [Revised: 07/28/2015] [Accepted: 08/06/2015] [Indexed: 02/07/2023]
Abstract
Previous evidence suggests that augmented sensorimotor rhythm (SMR) activity is related to the superior regulation of processing cognitive-motor information in motor performance. However, no published studies have examined the relationship between SMR and performance in precision sports; thus, this study examined the relationship between SMR activity and the level of skilled performance in tasks requiring high levels of attention (e.g., dart throwing). We hypothesized that skilled performance would be associated with higher SMR activity. Fourteen dart-throwing experts and eleven novices were recruited. Participants were requested to perform 60 dart throws while EEG was recorded. The 2(Group: Expert, Novice)×2(Time window: -2000 ms to -1000 ms, -1000 ms to 0 ms) ANOVA showed that the dart-throwing experts maintained a relatively higher SMR power than the novices before dart release. These results suggest that SMR might reflect the adaptive regulation of cognitive-motor processing during the preparatory period.
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Affiliation(s)
- Ming-Yang Cheng
- Cluster of Excellence Cognitive Interaction Technology (CITEC), Bielefeld University, Inspiration 1, 33619 Bielefeld, Germany.
| | - Chiao-Ling Hung
- Department of Physical Education, National Taiwan Normal University, No. 162, Sec. 1, Heping E. Rd., Da'an Dist., Taipei City 106, Taiwan, ROC.
| | - Chung-Ju Huang
- Graduate Institute of Sport Pedagogy, University of Taipei, No. 101, Section 2, Zhongcheng Rd., Shilin District, Taipei City 111, Taiwan, ROC.
| | - Yu-Kai Chang
- Graduate Institute of Athletics and Coaching Science, National Taiwan Sport University, No. 250, Wenhua 1st Rd., Guishan Township, Taoyuan County 333, Taiwan, ROC.
| | - Li-Chuan Lo
- Department of Kinesiology University of Maryland, College Park, MD 20742, USA.
| | - Cheng Shen
- Department of Physical Education, National Taiwan Normal University, No. 162, Sec. 1, Heping E. Rd., Da'an Dist., Taipei City 106, Taiwan, ROC.
| | - Tsung-Min Hung
- Department of Physical Education, National Taiwan Normal University, No. 162, Sec. 1, Heping E. Rd., Da'an Dist., Taipei City 106, Taiwan, ROC.
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Abstract
Neurofeedback is a technique to learn to control brain signals by means of real time feedback. In the present study, the individual ability to learn two EEG neurofeedback protocols - sensorimotor rhythm and gamma rhythm - was related to structural properties of the brain. The volumes in the anterior insula bilaterally, left thalamus, right frontal operculum, right putamen, right middle frontal gyrus, and right lingual gyrus predicted the outcomes of sensorimotor rhythm training. Gray matter volumes in the supplementary motor area and left middle frontal gyrus predicted the outcomes of gamma rhythm training. These findings combined with further evidence from the literature are compatible with the existence of a more general self-control network, which through self-referential and self-control processes regulates neurofeedback learning.
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Reichert JL, Kober SE, Neuper C, Wood G. Resting-state sensorimotor rhythm (SMR) power predicts the ability to up-regulate SMR in an EEG-instrumental conditioning paradigm. Clin Neurophysiol 2015; 126:2068-77. [PMID: 25743268 DOI: 10.1016/j.clinph.2014.09.032] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Revised: 09/16/2014] [Accepted: 09/19/2014] [Indexed: 10/24/2022]
Abstract
OBJECTIVE Instrumental conditioning of EEG activity (EEG-IC) is a promising method for improvement and rehabilitation of cognitive functions. However, it has been found that even healthy adults are not always able to learn how to regulate their brain activity during EEG-IC. In the present study, the role of a neurophysiological predictor of EEG-IC learning performance, the resting-state power of sensorimotor rhythm (rs-SMR, 12-15Hz), was investigated. METHODS Eyes-open and eyes-closed rs-SMR power was assessed before N=28 healthy adults underwent 10 training sessions of instrumental SMR conditioning (ISC), in which participants should learn to voluntarily increase their SMR power by means of audio-visual feedback. A control group of N=19 participants received gamma (40-43Hz) or sham EEG-IC. RESULTS N=19 of the ISC participants could be classified as "responders" as they were able to increase SMR power during training sessions, while N=9 participants ("non-responders") were not able to increase SMR power. Rs-SMR power in responders before start of ISC was higher in widespread parieto-occipital areas than in non-responders. A discriminant analysis indicated that eyes-open rs-SMR power in a central brain region specifically predicted later ISC performance, but not an increase of SMR in the control group. CONCLUSIONS Together, these findings indicate that rs-SMR power is a specific and easy-to-measure predictor of later ISC learning performance. SIGNIFICANCE The assessment of factors that influence the ability to regulate brain activity is of high relevance, as it could be used to avoid potentially frustrating and expensive EEG-IC training sessions for participants who have a low chance of success.
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Affiliation(s)
| | - Silvia Erika Kober
- Department of Psychology, University of Graz, Austria; BioTechMed-Graz, Austria
| | - Christa Neuper
- Department of Psychology, University of Graz, Austria; Laboratory of Brain-Computer Interfaces, Institute for Knowledge Discovery, Graz University of Technology, Austria; BioTechMed-Graz, Austria
| | - Guilherme Wood
- Department of Psychology, University of Graz, Austria; BioTechMed-Graz, Austria
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Studer P, Kratz O, Gevensleben H, Rothenberger A, Moll GH, Hautzinger M, Heinrich H. Slow cortical potential and theta/beta neurofeedback training in adults: effects on attentional processes and motor system excitability. Front Hum Neurosci 2014; 8:555. [PMID: 25104932 PMCID: PMC4109432 DOI: 10.3389/fnhum.2014.00555] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2014] [Accepted: 07/08/2014] [Indexed: 11/13/2022] Open
Abstract
Neurofeedback (NF) is being successfully applied, among others, in children with attention deficit/hyperactivity disorder (ADHD) and as a peak performance training in healthy subjects. However, the neuronal mechanisms mediating a successful NF training have not yet been sufficiently uncovered for both theta/beta (T/B), and slow cortical potential (SCP) training, two protocols established in NF in ADHD. In the present, randomized, controlled investigation in adults without a clinical diagnosis (n = 59), the specificity of the effects of these two NF protocols on attentional processes and motor system excitability were to be examined, focusing on the underlying neuronal mechanisms. Neurofeedback training consisted of 10 double sessions, and self-regulation skills were analyzed. Pre- and post-training assessments encompassed performance and event-related potential measures during an attention task, and motor system excitability assessed by transcranial magnetic stimulation. Some NF protocol-specific effects have been obtained. However, due to the limited sample size medium effects did not reach the level of significance. Self-regulation abilities during negativity trials of the SCP training were associated with increased contingent negative variation amplitudes, indicating improved resource allocation during cognitive preparation. Theta/beta training was associated with increased response speed and decreased target-P3 amplitudes after successful theta/beta regulation suggested reduced attentional resources necessary for stimulus evaluation. Motor system excitability effects after theta/beta training paralleled the effects of methylphenidate. Overall, our results are limited by the non-sufficiently acquired self-regulation skills, but some specific effects between good and poor learners could be described. Future studies with larger sample sizes and sufficient acquisition of self-regulation skills are needed to further evaluate the protocol-specific effects on attention and motor system excitability reported.
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Affiliation(s)
- Petra Studer
- Department of Child and Adolescent Mental Health, University Hospital of Erlangen Erlangen, Germany
| | - Oliver Kratz
- Department of Child and Adolescent Mental Health, University Hospital of Erlangen Erlangen, Germany
| | - Holger Gevensleben
- Child and Adolescent Psychiatry, University Medical Center Göttingen Göttingen, Germany
| | - Aribert Rothenberger
- Child and Adolescent Psychiatry, University Medical Center Göttingen Göttingen, Germany
| | - Gunther H Moll
- Department of Child and Adolescent Mental Health, University Hospital of Erlangen Erlangen, Germany
| | - Martin Hautzinger
- Department of Clinical Psychology, Institute of Psychology, Eberhard Karls University Tübingen Tübingen, Germany
| | - Hartmut Heinrich
- Department of Child and Adolescent Mental Health, University Hospital of Erlangen Erlangen, Germany ; Heckscher-Klinikum, München Germany
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Gruzelier J, Hirst L, Holmes P, Leach J. Immediate effects of alpha/theta and sensory-motor rhythm feedback on music performance. Int J Psychophysiol 2014; 93:96-104. [DOI: 10.1016/j.ijpsycho.2014.03.009] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2014] [Revised: 03/09/2014] [Accepted: 03/19/2014] [Indexed: 11/30/2022]
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Differential effects on mood of 12–15 (SMR) and 15–18 (beta1) Hz neurofeedback. Int J Psychophysiol 2014; 93:112-5. [DOI: 10.1016/j.ijpsycho.2012.11.007] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2012] [Revised: 09/19/2012] [Accepted: 11/16/2012] [Indexed: 11/20/2022]
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Gruzelier JH. EEG-neurofeedback for optimising performance. III: A review of methodological and theoretical considerations. Neurosci Biobehav Rev 2014; 44:159-82. [DOI: 10.1016/j.neubiorev.2014.03.015] [Citation(s) in RCA: 164] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2013] [Revised: 03/19/2014] [Accepted: 03/21/2014] [Indexed: 11/28/2022]
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Unterrainer H, Chen ML, Gruzelier J. EEG-neurofeedback and psychodynamic psychotherapy in a case of adolescent anhedonia with substance misuse: Mood/theta relations. Int J Psychophysiol 2014; 93:84-95. [DOI: 10.1016/j.ijpsycho.2013.03.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2012] [Revised: 12/23/2012] [Accepted: 03/15/2013] [Indexed: 10/27/2022]
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Gruzelier JH. EEG-neurofeedback for optimising performance. I: A review of cognitive and affective outcome in healthy participants. Neurosci Biobehav Rev 2014; 44:124-41. [PMID: 24125857 DOI: 10.1016/j.neubiorev.2013.09.015] [Citation(s) in RCA: 261] [Impact Index Per Article: 26.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2013] [Revised: 09/27/2013] [Accepted: 09/30/2013] [Indexed: 12/25/2022]
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EEG-neurofeedback for optimising performance. II: Creativity, the performing arts and ecological validity. Neurosci Biobehav Rev 2014; 44:142-58. [DOI: 10.1016/j.neubiorev.2013.11.004] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Revised: 10/31/2013] [Accepted: 11/05/2013] [Indexed: 10/26/2022]
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Kober SE, Witte M, Stangl M, Väljamäe A, Neuper C, Wood G. Shutting down sensorimotor interference unblocks the networks for stimulus processing: an SMR neurofeedback training study. Clin Neurophysiol 2014; 126:82-95. [PMID: 24794517 DOI: 10.1016/j.clinph.2014.03.031] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Revised: 03/20/2014] [Accepted: 03/31/2014] [Indexed: 11/18/2022]
Abstract
OBJECTIVE In the present study, we investigated how the electrical activity in the sensorimotor cortex contributes to improved cognitive processing capabilities and how SMR (sensorimotor rhythm, 12-15Hz) neurofeedback training modulates it. Previous evidence indicates that higher levels of SMR activity reduce sensorimotor interference and thereby promote cognitive processing. METHODS Participants were randomly assigned to two groups, one experimental (N=10) group receiving SMR neurofeedback training, in which they learned to voluntarily increase SMR, and one control group (N=10) receiving sham feedback. Multiple cognitive functions and electrophysiological correlates of cognitive processing were assessed before and after 10 neurofeedback training sessions. RESULTS The experimental group but not the control group showed linear increases in SMR power over training runs, which was associated with behavioural improvements in memory and attentional performance. Additionally, increasing SMR led to a more salient stimulus processing as indicated by increased N1 and P3 event-related potential amplitudes after the training as compared to the pre-test. Finally, functional brain connectivity between motor areas and visual processing areas was reduced after SMR training indicating reduced sensorimotor interference. CONCLUSIONS These results indicate that SMR neurofeedback improves stimulus processing capabilities and consequently leads to improvements in cognitive performance. SIGNIFICANCE The present findings contribute to a better understanding of the mechanisms underlying SMR neurofeedback training and cognitive processing and implicate that SMR neurofeedback might be an effective cognitive training tool.
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Affiliation(s)
- Silvia Erika Kober
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria; Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria.
| | - Matthias Witte
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria
| | - Matthias Stangl
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria
| | - Aleksander Väljamäe
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria
| | - Christa Neuper
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria; Laboratory of Brain-Computer Interfaces, Institute for Knowledge Discovery, Graz University of Technology, Austria; BioTechMed-Graz, Universitaetsplatz 3, A-8010 Graz, Austria
| | - Guilherme Wood
- Department of Psychology, University of Graz, Universitaetsplatz 2/III, A-8010 Graz, Austria; BioTechMed-Graz, Universitaetsplatz 3, A-8010 Graz, Austria
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Beneficial outcome from EEG-neurofeedback on creative music performance, attention and well-being in school children. Biol Psychol 2014; 95:86-95. [DOI: 10.1016/j.biopsycho.2013.04.005] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2012] [Revised: 04/06/2013] [Accepted: 04/08/2013] [Indexed: 11/23/2022]
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