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This process creates a closed loop that involves feedback processing and regulation recalibration to promote effective training. Functional magnetic resonance imaging (fMRI)\u2010based neurofeedback is unique in applying this principle by delivering direct feedback on the self\u2010regulation of brain activity. Understanding how feedback\u2010driven learning occurs requires examining how feedback is evaluated and how regulation adjusts in response to feedback signals. In this pre\u2010registered mega\u2010analysis, we re\u2010analyzed data from eight intermittent fMRI neurofeedback studies (\n                    <jats:italic>N<\/jats:italic>\n                    \u2009=\u2009153 individuals) to investigate brain regions where activity and connectivity are linked to feedback processing and regulation recalibration (i.e., regulation after feedback) during training. We harmonized feedback scores presented during training in these studies and computed their linear associations with brain activity and connectivity using parametric general linear model analyses. We observed that, during feedback processing, feedback scores were positively associated with (1) activity in the reward system, dorsal attention network, default mode network, and cerebellum; and with (2) reward system\u2010related connectivity within the salience network. During regulation recalibration, no significant associations were observed between feedback scores and either activity or associative learning\u2010related connectivity. Our results suggest that neurofeedback is processed in the reward system, supporting the theory that reinforcement learning shapes this form of brain training. In addition, the involvement of large\u2010scale networks in feedback processing, continuously transitioning between evaluating external feedback and internally assessing the adopted cognitive state, suggests that higher\u2010level processing is integral to neurofeedback learning, which usually occurs over a short time span. Our findings highlight the pivotal role of performance\u2010related feedback as a driving force in learning, potentially extending beyond neurofeedback training to other feedback\u2010based processes.\n                  <\/jats:p>","DOI":"10.1002\/hbm.70279","type":"journal-article","created":{"date-parts":[[2025,7,8]],"date-time":"2025-07-08T07:59:38Z","timestamp":1751961578000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Neural Mechanisms of Feedback Processing and Regulation Recalibration During Neurofeedback Training"],"prefix":"10.1002","volume":"46","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0278-203X","authenticated-orcid":false,"given":"Gustavo S. P.","family":"Pamplona","sequence":"first","affiliation":[{"name":"Department of Ophthalmology\/University of Lausanne SensoriMotorLab, Jules\u2010Gonin Eye Hospital\/Fondation Asile Des Aveugles  Lausanne Switzerland"},{"name":"Department of Health Sciences and Technology Rehabilitation Engineering Laboratory (RELab), ETH Zurich  Zurich Switzerland"},{"name":"Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich University of Zurich  Zurich Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5724-1054","authenticated-orcid":false,"given":"Jana","family":"Zweerings","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Psychotherapy and Psychosomatics, Faculty of Medicine RWTH Aachen  Aachen Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cindy S.","family":"Lor","sequence":"additional","affiliation":[{"name":"Department of Cognition, Emotion, and Methods in Psychology, Faculty of Psychology University of Vienna  Vienna Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lindsay","family":"deErney","sequence":"additional","affiliation":[{"name":"Department of Ophthalmology\/University of Lausanne SensoriMotorLab, Jules\u2010Gonin Eye Hospital\/Fondation Asile Des Aveugles  Lausanne Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erik","family":"Roecher","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Psychotherapy and Psychosomatics, Faculty of Medicine RWTH Aachen  Aachen Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1520-2890","authenticated-orcid":false,"given":"Arezoo","family":"Taebi","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Psychotherapy and Psychosomatics, Faculty of Medicine RWTH Aachen  Aachen Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lydia","family":"Hellrung","sequence":"additional","affiliation":[{"name":"Zurich Center for Neuroeconomics, Department of Economics University of Zurich  Zurich Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaoru","family":"Amano","sequence":"additional","affiliation":[{"name":"Precursory Research for Embryonic Science and Technology Japan Science and Technology Agency  Kawaguchi\u2010shi Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6301-1167","authenticated-orcid":false,"given":"Dustin","family":"Scheinost","sequence":"additional","affiliation":[{"name":"Department of Radiology and Biomedical Imaging Yale School of Medicine  New Haven Connecticut USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2754-3692","authenticated-orcid":false,"given":"Florian","family":"Krause","sequence":"additional","affiliation":[{"name":"Donders Institute for Brain, Cognition and Behaviour Radboud University Medical Center  Nijmegen the Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6179-4025","authenticated-orcid":false,"given":"Monica D.","family":"Rosenberg","sequence":"additional","affiliation":[{"name":"Department of Psychology University of Chicago  USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Silvio","family":"Ionta","sequence":"additional","affiliation":[{"name":"Department of Ophthalmology\/University of Lausanne SensoriMotorLab, Jules\u2010Gonin Eye Hospital\/Fondation Asile Des Aveugles  Lausanne Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Silvia","family":"Brem","sequence":"additional","affiliation":[{"name":"Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich University of Zurich  Zurich Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erno J.","family":"Hermans","sequence":"additional","affiliation":[{"name":"Donders Institute for Brain, Cognition and Behaviour Radboud University Medical Center  Nijmegen the Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Klaus","family":"Mathiak","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Psychotherapy and Psychosomatics, Faculty of Medicine RWTH Aachen  Aachen Germany"},{"name":"JARA \u2013 Translational Brain Medicine  Aachen Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Frank","family":"Scharnowski","sequence":"additional","affiliation":[{"name":"Department of Cognition, Emotion, and Methods in Psychology, Faculty of Psychology University of Vienna  Vienna Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2025,7,8]]},"reference":[{"key":"e_1_2_12_2_1","unstructured":"Alem\u00e1n\u2010G\u00f3mez Y. 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