Abstract
Neurofeedback (NFB) as one of the biofeedback modalities has a very wide range of applications. Surprisingly, despite of its popularity, research on its effectiveness in many cases remains inconclusive. What is more, there are studies that have even brought contradictory results. For instance, the need to use individualised vs standard neurofeedback protocol is still under debate. In this article we point out the problem of the neurofeedback effectiveness underestimation which might result from the neglected neurofeedback learning inability phenomenon (also called as BCI-illiteracy). We suggest that there are three preconditions of the neurofeedback loop establishment, and subsequently, we reflect on their potential obstacles. We conclude by encouraging neurofeedback researchers and practitioners to pay more attention to observing and reporting the problem of the neurofeedback learning inability, as it is crucial factor for determining its real effectiveness.
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Wolpaw, J.R., Birbaumer, N., Heetderks, W.J., McFarland, D.J., Peckham, P.H., Schalk, G., Donchin, E., Quatrano, L.A., Robinson, C.J., Vaughan, T.M.: Brain-computer interface technology: a review of the first international meeting. IEEE Trans. Rehab. Eng. 8(2), 164–173 (2000). https://doi.org/10.1109/TRE.2000.847807
Evans, J.R., Abarbanel, A.: Introduction to Quantitative EEG and Neurofeedback. Academic Press, Orlando (1999)
Szewczyk, R.: Biofeedback. In: Borkowski, P. (ed.) Biofeedback Innowacje. Akademia im. Jana Długosza w Częstochowie (2015)
Demos, J.N.: Getting Started with Neurofeedback. WW Norton Co., New York (2005). https://doi.org/10.1016/j.jpsychores.2005.08.007
Teplan, M.: Fundamentals of EEG measurement. Measur. Sci. Rev. 2(2), 1–11 (2002). https://doi.org/10.1021/pr070350l
Alkoby, O., Abu-Rmileh, A., Shriki, O., Todder, D.: Can we predict who will respond to neurofeedback? A review of the inefficacy problem and existing predictors for successful EEG neurofeedback learning. Neuroscience (2017). https://doi.org/10.1016/j.neuroscience.2016.12.050
Wan, F., Nan, W., Vai, M.I., Rosa, A.: Resting alpha activity predicts learning ability in alpha neurofeedback. Front. Human Neurosci. 8, 500 (2014). https://doi.org/10.3389/fnhum.2014.00500
Sterman, M.B., Friar, L.: Suppression of seizures in an epileptic following sensorimotor EEG feedback training. Electroencephalogr. Clin. Neurophysiol. 33(1), 89–95 (1972). https://doi.org/10.1016/0013-4694(72)90028-4
Kotchoubey, B., Strehl, U., Uhlmann, C., Holzapfel, S., König, M., Fröscher, W., Blankenhorn, V., Birbaumer, N.: Modification of slow cortical potentials in patients with refractory epilepsy: a controlled outcome study. Epilepsia 42(3), 406–416 (2001)
Sterman, M.B., Egner, T.: Foundation and practice of neurofeedback for the treatment of epilepsy. Appl. Psychophysiol. Biofeedback 31(1), 21–35 (2006). https://doi.org/10.1007/s10484-006-9002-x
Tan, G., Thornby, J., Hammond, D.C., Strehl, U., Canady, B., Arnemann, K., Kaiser, D.A.: Meta-analysis of EEG biofeedback in treating epilepsy. Clin. EEG Neurosci. 40(3), 173–179 (2009). https://doi.org/10.1177/155005940904000310
Strehl, U., Birkle, S.M., Wörz, S., Kotchoubey, B.: Sustained reduction of seizures in patients with intractable epilepsy after self-regulation training of slow cortical potentials - 10 years after. Front. Hum. Neurosci. 8(604), 1–7 (2014). https://doi.org/10.3389/fnhum.2014.00604
Arns, M., de Ridder, S., Strehl, U., Breteler, M., Coenen, A.: Efficacy of neurofeedback treatment in ADHD: the effects on inattention, impulsivity and hyperactivity: a meta-analysis. Clin. EEG Neurosci. 40(3), 180–189 (2009). https://doi.org/10.1177/155005940904000311
Duric, N.S., Assmus, J., Gundersen, D., Elgen, I.B.: Neurofeedback for the treatment of children and adolescents with ADHD: a randomized and controlled clinical trial using parental reports. BMC Psychiatry 12(1), 107 (2012). https://doi.org/10.1186/1471-244X-12-107
Moriyama, T.S., Polanczyk, G., Caye, A., Banaschewski, T., Brandeis, D., Rohde, L.A.: Evidence-based information on the clinical use of neurofeedback for ADHD. Neurotherapeutics 9(3), 588–598 (2012). https://doi.org/10.1007/s13311-012-0136-7
Sonuga-Barke, E.J.S., Brandeis, D., Cortese, S., Daley, D., Ferrin, M., Holtmann, M., et al.: Nonpharmacological interventions for ADHD: systematic review and meta-analyses of randomized controlled trials of dietary and psychological treatments. Am. J. Psychiatry 170(3), 275–289 (2013). https://doi.org/10.1176/appi.ajp.2012.12070991
Choi, S.W., Chi, S.E., Chung, S.Y., Kim, J.W., Ahn, C.Y., Kim, H.T.: Is alpha wave neurofeedback effective with randomized clinical trials in depression? A pilot study. Neuropsychobiology 63(1), 43–51 (2010). https://doi.org/10.1159/000322290
Dias, Á.M., van Deusen, A.: A new neurofeedback protocol for depression. Spanish J. Psychol. 14(1), 374–384 (2011). https://doi.org/10.5209/rev
Sokhadze, T.M., Cannon, R.L., Trudeau, D.L.: EEG biofeedback as a treatment for substance use disorders: review, rating of efficacy, and recommendations for further research. Appl. Psychophysiol. Biofeedback 33(1), 1–28 (2008). https://doi.org/10.1007/s10484-007-9047-5
Bolea, A.S.: Neurofeedback treatment of chronic inpatient Schizophrenia. J. Neurotherapy 14(1), 47–54 (2010). https://doi.org/10.1080/10874200903543971
Nan, W., Chang, L., Rodrigues, J. P., Wan, F., Mak, P. U., Mak, P. I., Vai, M., Rosa, A.: Neurofeedback for the treatment of schizophrenia: case study. In: Proceedings of IEEE International Conference on Virtual Environments, Human-Computer Interfaces, and Measurement Systems, VECIMS, vol. 139, pp. 78–81 (2012). https://doi.org/10.1109/VECIMS.2012.6273182
Surmeli, T., Ertem, A., Eralp, E., Kos, I.H.: Schizophrenia and the efficacy of qEEG-guided neurofeedback treatment: a clinical case series. Clin. EEG Neurosci. (official journal of the EEG and Clinical Neuroscience Society (ENCS)) 43(2), 133–144 (2012). https://doi.org/10.1177/1550059411429531
Doppelmayr, M., Nosko, H., Fink, A.: An attempt to increase cognitive performance after stroke with neurofeedback. Biofeedback 35(4), 126–130 (2007). http://www.ncbi.nlm.nih.gov/pubmed/22081825
Rayegani, S.M., Raeissadat, S.A., Sedighipour, L., Rezazadeh, I.M., Bahrami, M.H., Eliaspour, D., Khosrawi, S.: Effect of neurofeedback and electromyographic-biofeedback therapy on improving hand function in stroke patients. Top. Stroke Rehab. 21(2), 137–151 (2014). https://doi.org/10.1310/tsr2102-137
Kouijzer, M.E.J., Schie, H.T., Gerrits, B.J.L., Buitelaar, J.K., Moor, J.M.H.: Is EEG-biofeedback an effective treatment in autism spectrum disorders? A randomized controlled trial. Appl. Psychophysiol. Biofeedback 38, 17–28 (2012). https://doi.org/10.1007/s10484-012-9204-3
Thompson, M., Thompson, L.: Asperger’s syndrome intervention: combining neurofeedback, biofeedback and metacognition. Introduction to quantitative EEG and neurofeedback, pp. 365–415. Academic Press, San Diego (2009)
Otiimer, S., Othmer, S.F.: Post traumatic stress disorder. Biofeedback 37(1), 24–31 (2009)
Raymond, J., Sajid, I., Parkinson, L.A., Gruzelier, J.H.: Biofeedback and dance performance: a preliminary investigation. Appl. Psychophysiol. Biofeedback 30(1), 65–73 (2005). https://doi.org/10.1007/s10484-005-2175-x
Reiter, K., Andersen, S.B., Carlsson, J.: Neurofeedback treatment and Posttraumatic stress disorder. J. Nerv. Mental Dis. 204(2), 69–77 (2016). https://doi.org/10.1097/NMD.0000000000000418
Schenk, S., Lamm, K., Ladwig, K.H.: Effects of a neurofeedback-based alpha training on chronic tinnitus. Verhaltenstherapie 13(2), 2003 (2003)
Hartmann, T., Lorenz, I., Müller, N., Langguth, B., Weisz, N.: The effects of neurofeedback on oscillatory processes related to tinnitus. Brain Topogr. 27(1), 149–157 (2014). https://doi.org/10.1007/s10548-013-0295-9
Vernon, D., Egner, T., Cooper, N., Compton, T., Neilands, C., Sheri, A., Gruzelier, J.: The effect of training distinct neurofeedback protocols on aspects of cognitive performance. Int. J. Psychophysiol. 47(1), 75–85 (2003). https://doi.org/10.1016/S0167-8760(02)00091-0
Wang, J.R., Hsieh, S.: Neurofeedback training improves attention and working memory performance. Clin. Neurophysiol. 124(12), 2406–2420 (2013). https://doi.org/10.1016/j.clinph.2013.05.020
Nan, W., Rodrigues, J.P., Ma, J., Qu, X., Wan, F., Mak, P.I., Mak, P.U., Vai, M.I., Rosa, A.: Individual alpha neurofeedback training effect on short term memory. Int. J. Psychophysiol. 86(1), 83–87 (2012). https://doi.org/10.1016/j.ijpsycho.2012.07.182
Nan, W., Wan, F., Lou, C.I., Vai, M.I., Rosa, A.: Peripheral visual performance enhancement by neurofeedback training. Appl. Psychophysiol. Biofeedback 38(4), 285–291 (2013). https://doi.org/10.1007/s10484-013-9233-6
Egner, T., Gruzelier, J.: Ecological validity of neurofeedback: modulation of slow wave EEG enhances musical performance. NeuroReport 14(9), 1221–1224 (2003). https://doi.org/10.1097/01.wnr.0000081875.45938.d1
Gruzelier, J.: A theory of alpha/theta neurofeedback, creative performance enhancement, long distance functional connectivity and psychological integration. Cogn. Process. 10(Suppl. 1), S101–S109 (2009). https://doi.org/10.1007/s10339-008-0248-5
Gruzelier, J.H.: EEG-neurofeedback for optimising performance. II: creativity, the performing arts and ecological validity. Neurosci. Biobehav. Rev. 44, 142–158 (2014). https://doi.org/10.1016/j.neubiorev.2013.11.004
Gruzelier, J., Inoue, A., Smart, R., Steed, A., Steffert, T.: Acting performance and flow state enhanced with sensory-motor rhythm neurofeedback comparing ecologically valid immersive VR and training screen scenarios. Neurosci. Lett. 480(2), 112–116 (2010). https://doi.org/10.1016/j.neulet.2010.06.019
Yucha, C., Gilbert, C.: Evidence-Based Practice in Biofeedback and Neurofeedback. Association for Applied Psychophysiology and Biofeedback (AAPB), Wheat Ridge (2004)
Yucha, C.B., Montgomery, D.: Evidence-based practice in biofeedback and neurofeedback. Nursing 6656 (2008). https://doi.org/10.1017/cbo9781107415324.004
Rossiter, T., La Vaque, T.: A comparison of EEG biofeedback and Psychostimulants in treating attention deficit/hyperactivity disorders. J. Neurotherapy 1(1), 48–59 (1995). https://doi.org/10.1300/J184v01n01_07
Fuchs, T., Birbaumer, N., Lutzenberger, W., Gruzelier, J.H., Kaiser, J.: Neurofeedback treatment for attention-deficit/hyperactivity disorder in children: a comparison with Methylphenidate. Appl. Psychophysiol. Biofeedback 28(1), 1–12 (2003). https://doi.org/10.1023/A:1022353731579
Rossiter, T.: The effectiveness of neurofeedback and stimulant drugs in treating AD/HD: part I. Review of methodological issues. Appl. Psychophysiol. Biofeedback 29(2), 95–112 (2004). https://doi.org/10.1023/B:APBI.0000026636.13180.b6
deBeus, R.J., Kaiser, D.A.: Neurofeedback with children with attention deficit hyperactivity disorder: a randomized double-blind placebo-controlled study. In: Neurofeedback and Neuromodulation Techniques and Applications, pp. 127–152 (2011). https://doi.org/10.1016/B978-0-12-382235-2.00005-6
Strehl, U., Leins, U., Goth, G., Klinger, C., Hinterberger, T., Birbaumer, N.: Self-regulation of slow cortical potentials: a new treatment for children with attention-deficit/hyperactivity disorder. Pediatrics 118(5), e1530–e1540 (2006). https://doi.org/10.1542/peds.2005-2478
Gevensleben, H., Holl, B., Albrecht, B., Schlamp, D., Kratz, O., Studer, P., Rothenberger, A., Moll, G.H., Heinrich, H.: Neurofeedback training in children with ADHD: 6-month follow-up of a randomised controlled trial. Eur. Child Adolesc. Psychiatry 19(9), 715–724 (2010). https://doi.org/10.1007/s00787-010-0109-5
Van Dongen-Boomsma, M., Vollebregt, M.A., Slaats-Willemse, D., Buitelaar, J.K.: A randomized placebo-controlled trial of electroencephalographic (EEG) neurofeedback in children with attention-deficit/hyperactivity disorder. J. Clin. Psychiatry 74(8), 821–827 (2013). https://doi.org/10.4088/JCP.12m08321
Evans, J., Rubi, M.: Ours is to reason why and how. In: Handbook of Neurofeedback: Dynamics and Clinical Applications, pp. 61–81. The Haworth Medical Press/The Haworth Press, Binghamton (2007). https://doi.org/10.1080/1353333031000139273
Hammond, D.C.: What is neurofeedback: an update. J. Neurotherapy 15(4), 305–336 (2011). https://doi.org/10.1080/10874208.2011.623090
Holtmann, M., Stadler, C., Leins, U., Strehl, U., Birbaumer, N., Poustka, F.: Neurofeedback for the treatment of attention-deficit/hyperactivity disorder (ADHD) in childhood and adolescence. Zeitschrift Für Kinder- Und Jugendpsychiatrie Und Psychotherapie 32(3), 187–200 (2004)
Little, K.D., Lubar, J.F., Cannon, R.: Neurofeedback: research-based treatment for ADHD. In: Handbook of Integrative Clinical Psychology, Psychiatry, and Behavioral Medicine: Perspectives, Practices, and Research, pp. 807–821 (2010)
Micoulaud-Franchi, J.-A., Geoffroy, P.A., Fond, G., Lopez, R., Bioulac, S., Philip, P.: EEG neurofeedback treatments in children with ADHD: an updated meta-analysis of randomized controlled trials. Front. Hum. Neurosci. 8, 1–7 (2014). https://doi.org/10.3389/fnhum.2014.00906
Lansbergen, M.M., Van Dongen-Boomsma, M., Buitelaar, J.K., Slaats-Willemse, D.: ADHD and EEG-neurofeedback: a double-blind randomized placebo-controlled feasibility study. J. Neural Transm. 118(2), 275–284 (2011). https://doi.org/10.1007/s00702-010-0524-2
Hammond, D.C.: What is neurofeedback? J. Neurotherapy (Investigations in Neuromodulation, Neurofeedback and Applied Neuroscience) 10(4), 25–36 (2007). https://doi.org/10.1300/J184v10n04
Cortese, S., Ferrin, M., Brandeis, D., Holtmann, M., Aggensteiner, P., Daley, D., et al.: Neurofeedback for attention-deficit/hyperactivity disorder: meta-analysis of clinical and neuropsychological outcomes from randomized controlled trials. J. Am. Acad. Child Adolesc. Psychiatry 55(6), 444–455 (2016). https://doi.org/10.1016/j.jaac.2016.03.007
Kamiya, J.: Operant control of the EEG alpha rhythm and some of its reported effects on consciousness. In: Tart, C. (ed.) Altered States of Consciousness, pp. 489–501 (1969)
Gruzelier, J.H.: EEG-neurofeedback for optimising performance. I: a review of cognitive and affective outcome in healthy participants. Neurosci. Biobehav. Rev. 44, 124–141 (2014). https://doi.org/10.1016/j.neubiorev.2013.09.015
Hanslmayr, S., Sauseng, P., Doppelmayr, M., Schabus, M., Klimesch, W.: Increasing individual upper alpha power by neurofeedback improves cognitive performance in human subjects. Appl. Psychophysiol. Biofeedback 30(1), 1–10 (2005). https://doi.org/10.1007/s10484-005-2169-8
Weber, E., Köberl, A., Frank, S., Doppelmayr, M.: Predicting successful learning of SMR neurofeedback in healthy participants: methodological considerations. Appl. Psychophysiol. Biofeedback 36(1), 37–45 (2011). https://doi.org/10.1007/s10484-010-9142-x
Doehnert, M., Brandeis, D., Straub, M., Steinhausen, H.-C., Drechsler, R.: Slow cortical potential neurofeedback in attention deficit hyperactivity disorder: is there neurophysiological evidence for specific effects? J. Neural Transm. 115(10), 1445–1456 (2008). https://doi.org/10.1007/s00702-008-0104-x
Kotchoubey, B., Strehl, U., Holzapfel, S., Blankenhorn, V., Fröscher, W., Birbaumer, N.: Negative potential shifts and the prediction of the outcome of neurofeedback therapy in epilepsy. Clin. Neurophysiol. 110(4), 683–686 (1999). https://doi.org/10.1016/S1388-2457(99)00005-X
Kropotov, J.D., Grin-Yatsenko, V.A., Ponomarev, V.A., Chutko, L.S., Yakovenko, E.A., Nikishena, I.S.: ERPs correlates of EEG relative beta training in ADHD children. Int. J. Psychophysiol. 55(1), 23–34 (2005). https://doi.org/10.1016/j.ijpsycho.2004.05.011
Escolano, C., Aguilar, M., Minguez, J.: EEG-based upper alpha neurofeedback training improves working memory performance. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 2327–2330 (2011). https://doi.org/10.1109/IEMBS.2011.6090651
Zoefel, B., Huster, R.J., Herrmann, C.S.: Neurofeedback training of the upper alpha frequency band in EEG improves cognitive performance. NeuroImage 54(2), 1427–1431 (2011). https://doi.org/10.1016/j.neuroimage.2010.08.078
Enriquez-Geppert, S., Huster, R.J., Scharfenort, R., Mokom, Z.N., Zimmermann, J., Herrmann, C.S.: Modulation of frontal-midline theta by neurofeedback. Biol. Psychol. 95(1), 59–69 (2013). https://doi.org/10.1016/j.biopsycho.2013.02.019
Scheinost, D., Stoica, T., Wasylink, S., Gruner, P., Saksa, J., Pittenger, C., Hampson, M.: Resting state functional connectivity predicts neurofeedback response. Front. Behav. Neurosci. 8, 338 (2014). https://doi.org/10.3389/fnbeh.2014.00338
Kamiya, J.: The first communications about operant conditioning of the EEG. J. Neurotherapy 15(1), 65–73 (2011). https://doi.org/10.1080/10874208.2011.545764
Dekker, M.K.J., Sitskoorn, M.M., Denissen, A.J.M., Van Boxtel, G.J.M.: The time-course of alpha neurofeedback training effects in healthy participants. Biol. Psychol. 95(1), 70–73 (2014). https://doi.org/10.1016/j.biopsycho.2013.11.014
Enriquez-Geppert, S., Huster, R.J., Herrmann, C.S.: Boosting brain functions: improving executive functions with behavioral training, neurostimulation, and neurofeedback. Int. J. Psychophysiol. 88(1), 1–16 (2013). https://doi.org/10.1016/j.ijpsycho.2013.02.001
Witte, M., Kober, S.E., Ninaus, M., Neuper, C., Wood, G.: Control beliefs can predict the ability to up-regulate sensorimotor rhythm during neurofeedback training. Front. Hum. Neurosci. 7, 8 (2013). https://doi.org/10.3389/fnhum.2013.00478
Polich, J.: Normal variation of P300 from auditory stimuli. Electroencephalogr. Clin. Neurophysiol./Evoked Potentials 65(3), 236–240 (1986). https://doi.org/10.1016/0168-5597(86)90059-6
Conroy, M.A., Polich, J.: Normative variation of P3a and P3b from a large sample: gender, topography, and response time. J. Psychophysiol. 21(1), 22–32 (2007). https://doi.org/10.1027/0269-8803.21.1.22
Allison, B.Z., Neuper, C.: Could anyone use a BCI? In: Tan, D., Nijholt, A. (eds.) Brain-Computer Interfaces, pp. 35–54 (2010). https://doi.org/10.1007/978-1-84996-272-8
Kober, S.E., Witte, M., Ninaus, M., Neuper, C., Wood, G.: Learning to modulate one’s own brain activity: the effect of spontaneous mental strategies. Fron. Hum. Neurosci. 7, 1–12 (2013). https://doi.org/10.3389/fnhum.2013.00695
Hardman, E., Gruzelier, J., Cheesman, K., Jones, C., Liddiard, D., Schleichert, H., Birbaumer, N.: Frontal interhemispheric asymmetry: self regulation and individual differences in humans. Neurosci. Lett. 221(2–3), 117–120 (1997). https://doi.org/10.1016/S0304-3940(96)13303-6
Roberts, L.E., Birbaumer, N., Rockstroh, B., Lutzenberger, W., Elbert, T.: Self-report during feedback regulation of slow cortical potentials. Psychophysiology 26(4), 392–403 (1989). https://doi.org/10.1111/j.1469-8986.1989.tb01941.x
Daum, I., Rockstroh, B., Birbaumer, N., Elbert, T., Canavan, A., Lutzenberger, W.: Behavioural treatment of slow cortical potentials in intractable epilepsy: neuropsychological predictors of outcome. J. Neurol. Neurosurg. Psychiatry 56(1), 94–97 (1993). https://doi.org/10.1136/jnnp.56.1.94
Wangler, S., Gevensleben, H., Albrecht, B., Studer, P., Rothenberger, A., Moll, G.H., Heinrich, H.: Neurofeedback in children with ADHD: specific event-related potential findings of a randomized controlled trial. Clin. Neurophysiol. (official journal of the International Federation of Clinical Neurophysiology) 122(5), 942–950 (2011). https://doi.org/10.1016/j.clinph.2010.06.036
Nijboer, F., Furdea, A., Gunst, I., Mellinger, J., McFarland, D.J., Birbaumer, N., Kübler, A.: An auditory brain-computer interface (BCI). J. Neurosci. Meth. 167(1), 43–50 (2008). https://doi.org/10.1016/j.jneumeth.2007.02.009
Mathiak, K.A., Alawi, E.M., Koush, Y., Dyck, M., Cordes, J.S., Gaber, T.J., et al.: Social reward improves the voluntary control over localized brain activity in fMRI-based neurofeedback training. Front. Behav. Neurosci. 9, 136 (2015). https://doi.org/10.3389/fnbeh.2015.00136
Gray, J.A.: The neuropsychology of temperament. In: Strelau. J. (ed.) Explorations in Temperament: International Perspectives on Theory and Measurement, pp. 105–128. Plenum Press, London (1991). https://doi.org/10.1007/978-1-4899-0643-4_8
Gray, J.A.: Framework for a taxonomy of psychiatric disorder. In: Van Goozen, S.H.M., van de Poll, N.E., Sergeant, J.A. (eds.) Emotions: Essays on Emotion Theory, pp. 29–59. Lawrance Erlbaum, Hove (1994)
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Szewczyk, R.Ł., Ratomska, M., Jaśkiewicz, M. (2018). The Neglected Problem of the Neurofeedback Learning (In)Ability. In: Hunek, W., Paszkiel, S. (eds) Biomedical Engineering and Neuroscience. BCI 2018. Advances in Intelligent Systems and Computing, vol 720. Springer, Cham. https://doi.org/10.1007/978-3-319-75025-5_6
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