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Noise improves the association between effects of local stimulation and structural degree of brain networks
Stimulation to local areas remarkably affects brain activity patterns, which can be exploited to investigate neural bases of cognitive function and modify pathological brain statuses. There has been growing interest in exploring the fundamental action mechanisms of local stimulation. Nevertheless, h...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10205011/ https://www.ncbi.nlm.nih.gov/pubmed/37167331 http://dx.doi.org/10.1371/journal.pcbi.1010866 |
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author | Zheng, Yi Tang, Shaoting Zheng, Hongwei Wang, Xin Liu, Longzhao Yang, Yaqian Zhen, Yi Zheng, Zhiming |
author_facet | Zheng, Yi Tang, Shaoting Zheng, Hongwei Wang, Xin Liu, Longzhao Yang, Yaqian Zhen, Yi Zheng, Zhiming |
author_sort | Zheng, Yi |
collection | PubMed |
description | Stimulation to local areas remarkably affects brain activity patterns, which can be exploited to investigate neural bases of cognitive function and modify pathological brain statuses. There has been growing interest in exploring the fundamental action mechanisms of local stimulation. Nevertheless, how noise amplitude, an essential element in neural dynamics, influences stimulation-induced brain states remains unknown. Here, we systematically examine the effects of local stimulation by using a large-scale biophysical model under different combinations of noise amplitudes and stimulation sites. We demonstrate that noise amplitude nonlinearly and heterogeneously tunes the stimulation effects from both regional and network perspectives. Furthermore, by incorporating the role of the anatomical network, we show that the peak frequencies of unstimulated areas at different stimulation sites averaged across noise amplitudes are highly positively related to structural connectivity. Crucially, the association between the overall changes in functional connectivity as well as the alterations in the constraints imposed by structural connectivity with the structural degree of stimulation sites is nonmonotonically influenced by the noise amplitude, with the association increasing in specific noise amplitude ranges. Moreover, the impacts of local stimulation of cognitive systems depend on the complex interplay between the noise amplitude and average structural degree. Overall, this work provides theoretical insights into how noise amplitude and network structure jointly modulate brain dynamics during stimulation and introduces possibilities for better predicting and controlling stimulation outcomes. |
format | Online Article Text |
id | pubmed-10205011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-102050112023-05-24 Noise improves the association between effects of local stimulation and structural degree of brain networks Zheng, Yi Tang, Shaoting Zheng, Hongwei Wang, Xin Liu, Longzhao Yang, Yaqian Zhen, Yi Zheng, Zhiming PLoS Comput Biol Research Article Stimulation to local areas remarkably affects brain activity patterns, which can be exploited to investigate neural bases of cognitive function and modify pathological brain statuses. There has been growing interest in exploring the fundamental action mechanisms of local stimulation. Nevertheless, how noise amplitude, an essential element in neural dynamics, influences stimulation-induced brain states remains unknown. Here, we systematically examine the effects of local stimulation by using a large-scale biophysical model under different combinations of noise amplitudes and stimulation sites. We demonstrate that noise amplitude nonlinearly and heterogeneously tunes the stimulation effects from both regional and network perspectives. Furthermore, by incorporating the role of the anatomical network, we show that the peak frequencies of unstimulated areas at different stimulation sites averaged across noise amplitudes are highly positively related to structural connectivity. Crucially, the association between the overall changes in functional connectivity as well as the alterations in the constraints imposed by structural connectivity with the structural degree of stimulation sites is nonmonotonically influenced by the noise amplitude, with the association increasing in specific noise amplitude ranges. Moreover, the impacts of local stimulation of cognitive systems depend on the complex interplay between the noise amplitude and average structural degree. Overall, this work provides theoretical insights into how noise amplitude and network structure jointly modulate brain dynamics during stimulation and introduces possibilities for better predicting and controlling stimulation outcomes. Public Library of Science 2023-05-11 /pmc/articles/PMC10205011/ /pubmed/37167331 http://dx.doi.org/10.1371/journal.pcbi.1010866 Text en © 2023 Zheng et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zheng, Yi Tang, Shaoting Zheng, Hongwei Wang, Xin Liu, Longzhao Yang, Yaqian Zhen, Yi Zheng, Zhiming Noise improves the association between effects of local stimulation and structural degree of brain networks |
title | Noise improves the association between effects of local stimulation and structural degree of brain networks |
title_full | Noise improves the association between effects of local stimulation and structural degree of brain networks |
title_fullStr | Noise improves the association between effects of local stimulation and structural degree of brain networks |
title_full_unstemmed | Noise improves the association between effects of local stimulation and structural degree of brain networks |
title_short | Noise improves the association between effects of local stimulation and structural degree of brain networks |
title_sort | noise improves the association between effects of local stimulation and structural degree of brain networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10205011/ https://www.ncbi.nlm.nih.gov/pubmed/37167331 http://dx.doi.org/10.1371/journal.pcbi.1010866 |
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