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An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance
Reduced integrity of neural pathways from frontal to sensory cortices has been suggested as a potential neurobiological basis of attention-deficit hyperactivity disorder. Neurofeedback has been widely applied to enhance reduced neural pathways in attention-deficit hyperactivity disorder by repeated...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8442914/ https://www.ncbi.nlm.nih.gov/pubmed/34539367 http://dx.doi.org/10.3389/fncom.2021.726641 |
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author | Nobukawa, Sou Wagatsuma, Nobuhiko Nishimura, Haruhiko Doho, Hirotaka Takahashi, Tetsuya |
author_facet | Nobukawa, Sou Wagatsuma, Nobuhiko Nishimura, Haruhiko Doho, Hirotaka Takahashi, Tetsuya |
author_sort | Nobukawa, Sou |
collection | PubMed |
description | Reduced integrity of neural pathways from frontal to sensory cortices has been suggested as a potential neurobiological basis of attention-deficit hyperactivity disorder. Neurofeedback has been widely applied to enhance reduced neural pathways in attention-deficit hyperactivity disorder by repeated training on a daily temporal scale. Clinical and model-based studies have demonstrated that fluctuations in neural activity underpin sustained attention deficits in attention-deficit hyperactivity disorder. These aberrant neural fluctuations may be caused by the chaos–chaos intermittency state in frontal-sensory neural systems. Therefore, shifting the neural state from an aberrant chaos–chaos intermittency state to a normal stable state with an optimal external sensory stimulus, termed chaotic resonance, may be applied in neurofeedback for attention-deficit hyperactivity disorder. In this study, we applied a neurofeedback method based on chaotic resonance induced by “reduced region of orbit” feedback signals in the Baghdadi model for attention-deficit hyperactivity disorder. We evaluated the stabilizing effect of reduced region of orbit feedback and its robustness against noise from errors in estimation of neural activity. The effect of chaotic resonance successfully shifted the abnormal chaos-chaos intermittency of neural activity to the intended stable activity. Additionally, evaluation of the influence of noise due to measurement errors revealed that the efficiency of chaotic resonance induced by reduced region of orbit feedback signals was maintained over a range of certain noise strengths. In conclusion, applying chaotic resonance induced by reduced region of orbit feedback signals to neurofeedback methods may provide a promising treatment option for attention-deficit hyperactivity disorder. |
format | Online Article Text |
id | pubmed-8442914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84429142021-09-16 An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance Nobukawa, Sou Wagatsuma, Nobuhiko Nishimura, Haruhiko Doho, Hirotaka Takahashi, Tetsuya Front Comput Neurosci Neuroscience Reduced integrity of neural pathways from frontal to sensory cortices has been suggested as a potential neurobiological basis of attention-deficit hyperactivity disorder. Neurofeedback has been widely applied to enhance reduced neural pathways in attention-deficit hyperactivity disorder by repeated training on a daily temporal scale. Clinical and model-based studies have demonstrated that fluctuations in neural activity underpin sustained attention deficits in attention-deficit hyperactivity disorder. These aberrant neural fluctuations may be caused by the chaos–chaos intermittency state in frontal-sensory neural systems. Therefore, shifting the neural state from an aberrant chaos–chaos intermittency state to a normal stable state with an optimal external sensory stimulus, termed chaotic resonance, may be applied in neurofeedback for attention-deficit hyperactivity disorder. In this study, we applied a neurofeedback method based on chaotic resonance induced by “reduced region of orbit” feedback signals in the Baghdadi model for attention-deficit hyperactivity disorder. We evaluated the stabilizing effect of reduced region of orbit feedback and its robustness against noise from errors in estimation of neural activity. The effect of chaotic resonance successfully shifted the abnormal chaos-chaos intermittency of neural activity to the intended stable activity. Additionally, evaluation of the influence of noise due to measurement errors revealed that the efficiency of chaotic resonance induced by reduced region of orbit feedback signals was maintained over a range of certain noise strengths. In conclusion, applying chaotic resonance induced by reduced region of orbit feedback signals to neurofeedback methods may provide a promising treatment option for attention-deficit hyperactivity disorder. Frontiers Media S.A. 2021-09-01 /pmc/articles/PMC8442914/ /pubmed/34539367 http://dx.doi.org/10.3389/fncom.2021.726641 Text en Copyright © 2021 Nobukawa, Wagatsuma, Nishimura, Doho and Takahashi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Nobukawa, Sou Wagatsuma, Nobuhiko Nishimura, Haruhiko Doho, Hirotaka Takahashi, Tetsuya An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title | An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title_full | An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title_fullStr | An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title_full_unstemmed | An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title_short | An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance |
title_sort | approach for stabilizing abnormal neural activity in adhd using chaotic resonance |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8442914/ https://www.ncbi.nlm.nih.gov/pubmed/34539367 http://dx.doi.org/10.3389/fncom.2021.726641 |
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