Abstract
Neurofeedback training has been an increasingly used technique and is taking its first steps in sport. Being at an embryonic stage, it is difficult to find consensus regarding the applied methodology to achieve the best results. This study focused on understanding one of the major methodological issues—the training session frequency. The aim of the investigation was to understand if there are differences between performing two sessions or three sessions per week in enhancement of alpha activity and improvement of cognition; and in case there are differences, infer the best protocol. Forty-five athletes were randomly assigned to the three-session-training-per-week group, the two-session-training-per-week group and a control group. The results showed that neurofeedback training with three sessions per week was more effective in increase of alpha amplitude during neurofeedback training than two sessions per week. Furthermore, only the three-session-per-week group showed significant enhancement in N-back and oddball performance after training. The findings suggested more condensed training protocol lead to better outcomes, providing guidance on neurofeedback protocol design in order to optimize training efficacy.
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References
Angelakis, E., Stathopoulou, S., Frymiare, J. L., Green, D. L., Lubar, J. F., & Kounios, J. (2007). EEG neurofeedback: A brief overview and an example of peak alpha frequency training for cognitive enhancement in the elderly. Clinical Neuropsychology, 21(1), 110–129. https://doi.org/10.1080/13854040600744839.
Babiloni, C., Marzano, N., Infarinato, F., Iacoboni, M., Rizza, G., Aschieri, P., et al. (2010). “Neural efficiency” of experts’ brain during judgment of actions: A high-resolution EEG study in elite and amateur karate athletes. Behavioural Brain Research, 207(2), 466–475. https://doi.org/10.1016/j.bbr.2009.10.034.
Baker, J., Côté, J., & Deakin, J. (2005). Expertise in ultra-endurance triathletes early sport involvement, training structure, and the theory of deliberate practice. Journal of Applied Sport Psychology, 17(1), 64–78. https://doi.org/10.1080/10413200590907577.
Cherapkina, L. (2012). The neurofeedback successfulness of sportsmen. Journal of Human Sport and Exercise, 7(1Proc), S116–S127. https://doi.org/10.4100/jhse.2012.7.Proc1.13.
Debener, S., Makeig, S., Delorme, A., & Engel, A. K. (2005). What is novel in the novelty oddball paradigm? Functional significance of the novelty P3 event-related potential as revealed by independent component analysis. Cognitive Brain Research, 22(3), 309–321. https://doi.org/10.1016/j.cogbrainres.2004.09.006.
Dekker, M. K., van den Berg, B. R., Denissen, A. J., Sitskoorn, M. M., & van Boxtel, G. J. (2014). Feasibility of eyes open alpha power training for mental enhancement in elite gymnasts. Journal of Sports Sciences, 32(16), 1550–1560. https://doi.org/10.1080/02640414.2014.906044.
Faridnia, M., Shojaei, M., & Rahimi, A. (2012). The effect of neurofeedback training on the anxiety of elite female swimmers. Annals of Biological Research, 3(2), 1020–1028. https://doi.org/10.22059/JAPR.2017.61078.
Gallicchio, G., Cooke, A., & Ring, C. (2017). Practice makes efficient: Cortical alpha oscillations are associated with improved golf putting performance. Sport Exerc Perform Psychol, 6(1), 89–102. https://doi.org/10.1037/spy0000077.
Golovin, M. S., Balioz, N. V., Aizman, R. I., & Krivoshchekov, S. G. (2015). Effect of audiovisual stimulation on the psychophysiological functions in track-and-field athletes. Human Physiology, 41(5), 532–538. https://doi.org/10.1134/s0362119715050047.
Gruzelier, J. H. (2014). Differential effects on mood of 12–15 (SMR) and 15–18 (beta1) Hz neurofeedback. International Journal of Psychophysiology, 93(1), 112–115. https://doi.org/10.1016/j.ijpsycho.2012.11.007.
Gruzelier, J. H., Thompson, T., Redding, E., Brandt, R., & Steffert, T. (2014). Application of alpha/theta neurofeedback and heart rate variability training to young contemporary dancers: State anxiety and creativity. International Journal of Psychophysiology, 93(1), 105–111. https://doi.org/10.1016/j.ijpsycho.2013.05.004.
Guez, J., Rogel, A., Getter, N., Keha, E., Cohen, T., Amor, T., et al. (2015). Influence of electroencephalography neurofeedback training on episodic memory: A randomized, sham-controlled, double-blind study. Memory, 23(5), 683–694. https://doi.org/10.1080/09658211.2014.921713.
Haier, R. J., Siegel, B., Tang, C., Abel, L., & Buchsbaum, M. S. (1992). Intelligence and changes in regional cerebral glucose metabolic rate following learning. Intelligence, 16(3–4), 415–426. https://doi.org/10.1016/0160-2896(92)90018-M.
Hammond, D. C. (2007). Neurofeedback for the enhancement of athletic performance and physical balance. The Journal of the American Board of Sport Psychology, 1(1), 1–9. https://doi.org/10.1300/J184v09n01_03.
Harkness, T. (2009). Psykinetics and biofeedback: Abhinav Bindra wins India’s first-ever individual gold medal in Beijing olympics. Biofeedback, 37(2), 48–52. https://doi.org/10.5298/1081-5937-37.2.48.
Hatfield, B. D., Haufler, A. J., & Spalding, T. W. (2006). A cognitive neuroscience perspective on sport performance. In E. Ekkekakis & E. Acevedo (Eds.), Psychobiology of physical activity (pp. 221–240). Champaign, IL: Human Kinetics.
Hosseini, F., & Norouzi, E. (2017). Effect of neurofeedback training on self-talk and performance in elite and non-elite volleyball players. Medicina Dello Sport, 70(3), 344–353. https://doi.org/10.23736/S0025-7826.16.03011-8.
Hsueh, J. J., Chen, T. S., Chen, J. J., & Shaw, F. Z. (2016). Neurofeedback training of EEG alpha rhythm enhances episodic and working memory. Human Brain Mapping, 37(7), 2662–2675. https://doi.org/10.1002/hbm.23201.
Kamata, A., Tenenbaum, G., & Hanin, Y. L. (2002). Individual zone of optimal functioning (IZOF): A probabilistic estimation. Journal of Sport and Exercise Psychology, 24(2), 189–208. https://doi.org/10.1123/jsep.24.2.189.
Kirchner, W. K. (1958). Age differences in short-term retention of rapidly changing information. Journal of Experimental Psychology, 55(4), 352–358. https://doi.org/10.1037/h0043688.
Klimesch, W. (1999). EEG alpha and theta oscillations reflect cognitive and memory performance: A review and analysis. Brain Research Reviews, 29(2), 169–195. https://doi.org/10.1016/S0165-0173(98)00056-3.
Klimesch, W., Sauseng, P., & Hanslmayr, S. (2007). EEG alpha oscillations: The inhibition–timing hypothesis. Brain Research Reviews, 53(1), 63–88. https://doi.org/10.1016/j.brainresrev.2006.06.003.
Kober, S. E., Schweiger, D., Reichert, J. L., Neuper, C., & Wood, G. (2017). Upper alpha based neurofeedback training in chronic stroke: Brain plasticity processes and cognitive effects. Appl Psychophysiol Biofeedback, 42(1), 69–83. https://doi.org/10.1007/s10484-017-9353-5.
Mann, C. A., Sterman, M. B., & Kaiser, D. A. (1996). Suppression of EEG rhythmic frequencies during somato-motor and visuo-motor behavior. International Journal of Psychophysiology, 23(1–2), 1–7. https://doi.org/10.1016/0167-8760(96)00036-0.
Maszczyk, A., Golas, A., Pietraszewski, P., Kowalczyk, M., Cieszczyk, P., Kochanowicz, A., et al. (2018). Neurofeedback for the enhancement of dynamic balance of judokas. Biology of Sport, 35(1), 99–102. https://doi.org/10.5114/biolsport.2018.71488.
Mikicin, M. (2015). The autotelic involvement of attention induced by EEG neurofeedback training improves the performance of an athlete’s mind. Biomedical Human Kinetics, 7(1), 58–65. https://doi.org/10.1515/bhk-2015-0010.
Mikicin, M. (2016). State of mind as a subjective mental sensation results from objective brain activity following neurofeedback-EEG and relaxation trainings. Acta Neuropsychologica, 14(1), 17–33. https://doi.org/10.5604/17307503.1201711.
Mikicin, M., Orzechowski, G., Jurewicz, K., Paluch, K., Kowalczyk, M., & Wrobel, A. (2015). Brain-training for physical performance: A study of EEG-neurofeedback and alpha relaxation training in athletes. Acta Neurobiologiae Experimentalis (Wars), 75(4), 434–445.
Milton, J., Solodkin, A., Hlustik, P., & Small, S. L. (2007). The mind of expert motor performance is cool and focused. NeuroImage, 35(2), 804–813. https://doi.org/10.1016/j.neuroimage.2007.01.003.
Mirifar, A., Beckmann, J., & Ehrlenspiel, F. (2017). Neurofeedback as supplementary training for optimizing athletes’ performance: A systematic review with implications for future research. Neuroscience & Biobehavioral Reviews, 75, 419–432. https://doi.org/10.1016/j.neubiorev.2017.02.005.
Nan, W., Rodrigues, J. P., Ma, J., Qu, X., Wan, F., Mak, P. I., et al. (2012). Individual alpha neurofeedback training effect on short term memory. International Journal of Psychophysiology, 86(1), 83–87. https://doi.org/10.1016/j.ijpsycho.2012.07.182.
Nan, W., Wan, F., Chang, L., Pun, S. H., Vai, M. I., & Rosa, A. (2017). An exploratory study of intensive neurofeedback training for schizophrenia. Behavioural Neurology, 2017, 6914216. https://doi.org/10.1155/2017/6914216.
Nan, W., Wan, F., Lou, C. I., Vai, M. I., & Rosa, A. (2013). Peripheral visual performance enhancement by neurofeedback training. Applied Psychophysiology and Biofeedback, 38(4), 285–291. https://doi.org/10.1007/s10484-013-9233-6.
Paul, M., Ganesan, S., Sandhu, J. S., & Simon, J. V. (2012). Effect of sensory motor rhythm neurofeedback on psycho-physiological, electro-encephalographic measures and performance of archery players. Ibnosina Journal of Medicine & Biomedical Sciences, 4(2), 32–39. https://doi.org/10.4103/1947-489X.210753.
Perry, F. D., Shaw, L., & Zaichkowsky, L. (2011). Biofeedback and neurofeedback in sports. Biofeedback, 39(3), 95–100. https://doi.org/10.5298/1081-5937-39.3.10.
Pfurtscheller, G., Neuper, C., Ramoser, H., & Muller-Gerking, J. (1999). Visually guided motor imagery activates sensorimotor areas in humans. Neuroscience Letters, 269(3), 153–156. https://doi.org/10.1016/S0304-3940(99)00452-8.
Raymond, J., Sajid, I., Parkinson, L. A., & Gruzelier, J. H. (2005). Biofeedback and dance performance: A preliminary investigation. Applied Psychophysiology and Biofeedback, 30(1), 64–73. https://doi.org/10.1007/s10484-005-2175-x.
Ring, C., Cooke, A., Kavussanu, M., McIntyre, D., & Masters, R. (2015). Investigating the efficacy of neurofeedback training for expediting expertise and excellence in sport. Psychology of Sport and Exercise, 16(Part 1), 118–127. https://doi.org/10.1016/j.psychsport.2014.08.005.
Rockstroh, B., Elbert, T., Birbaumer, N., Wolf, P., Duchting-Roth, A., Reker, M., et al. (1993). Cortical self-regulation in patients with epilepsies. Epilepsy Research, 14(1), 63–72. https://doi.org/10.1016/0920-1211(93)90075-I.
Rodrigues, J. P., Migotina, D. G., & da Rosa, A. C. (2010). EEG training platform: Improving brain-computer interaction and cognitive skills. In 3rd International Conference on Human System Interaction (pp. 425–229). https://doi.org/10.1109/HSI.2010.5514535.
Rostami, R., Sadeghi, H., Karami, K. A., Abadi, M. N., & Salamati, P. (2012). The effects of neurofeedback on the improvement of rifle shooters’ performance. Journal of Neurotherapy, 16(4), 264–269. https://doi.org/10.1080/10874208.2012.730388.
Shaw, L., Zaichkowsky, L., & Wilson, V. (2012). Setting the balance: Using biofeedback and neurofeedback with gymnasts. Journal of Clinical Sport Psychology, 6(1), 47–66. https://doi.org/10.1123/jcsp.6.1.47.
Siniatchkin, M., Hierundar, A., Kropp, P., Kuhnert, R., Gerber, W. D., & Stephani, U. (2000). Self-regulation of slow cortical potentials in children with migraine: An exploratory study. Applied Psychophysiology and Biofeedback, 25(1), 13–32. https://doi.org/10.1023/A:1009581321624.
Strizhkova, O., Cherapkina, L., & Strizhkova, T. (2014). The neurofeedback course using of high skilled gymnasts at competitive period. Journal of Human Sport and Exercise, 9(1 (special issue)), S561–S569. https://doi.org/10.14198/jhse.2014.9.Proc1.47.
Thompson, M., & Thompson, L. (2015). The neurofeedback book (2nd ed.). Wheat Ridge: Association for Applied Psychophysiology & Biofeedback.
Wilson, V. E., Peper, E., & Moss, D. (2006). “ The mind room” in Italian soccer training: The use of biofeedback and neurofeedback for optimum performance. Biofeedback, 34(3), 79–81.
Witte, M., Kober, S. E., & Wood, G. (2018). Noisy but not placebo: Defining metrics for effects of neurofeedback. Brain, 141(5), e40. https://doi.org/10.1093/brain/awy060.
World Health Organization. (2010). Global recommendations on physical activity for health. Genebra: World Health Organization. Retrieved September 4, 2020 from http://whqlibdoc.who.int/publications/2010/9789241599979_eng.pdf.
World Medical Association. (2001). World Medical Association Declaration of Helsinki. Ethical principles for medical research involving human subjects. Bulletin of the World Health Organization, 79(4), 373.
Xiang, M. Q., Hou, X. H., Liao, B. G., Liao, J. W., & Hu, M. (2018). The effect of neurofeedback training for sport performance in athletes: A meta-analysis. Psychology of Sport and Exercise, 36, 114–122. https://doi.org/10.1016/j.psychsport.2018.02.004.
YuLeung To, E., Abbott, K., Foster, D. S., & Helmer, D. (2016). Working memory and neurofeedback. Applied Neuropsychology: Child, 5(3), 214–222. https://doi.org/10.1080/21622965.2016.1167500.
Ziółkowski, A., Graczyk, M., Strzałkowska, A., Wilczyńska, D., Włodarczyk, P., & Zarańska, B. (2012). Neuronal, cognitive and social indicators for the control of aggressive behaviors in sport. Acta Neuropsychologica, 10(4), 537–546. https://doi.org/10.5604/17307503.1030215.
Acknowledgements
This work was supported by the National Natural Science Foundation of China (Grant No. 81901830), the Humanity and Social Science Youth Foundation of the Ministry of Education in China (19YJC190018) and LARSyS—FCT Project (UIDB/50009/2020).
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CD: Conceptualization, Visualization, Writing-Original draft preparation and Investigation. MP: Data curation and Methodology. PP: Writing-Original draft preparation and Software WN: Writing-Reviewing and Editing. AR: Writing-Reviewing and Supervision. JGP: Writing-Reviewing and Supervision.
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Domingos, C., Peralta, M., Prazeres, P. et al. Session Frequency Matters in Neurofeedback Training of Athletes. Appl Psychophysiol Biofeedback 46, 195–204 (2021). https://doi.org/10.1007/s10484-021-09505-3
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DOI: https://doi.org/10.1007/s10484-021-09505-3