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NDCN-Brain: An Extensible Dynamic Functional Brain Network Model

As an extension of the static network, the dynamic functional brain network can show continuous changes in the brain’s connections. Then, limited by the length of the fMRI signal, it is difficult to show every instantaneous moment in the construction of a dynamic network and there is a lack of effec...

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Detalles Bibliográficos
Autores principales: Wang, Zhongyang, Xin, Junchang, Chen, Qi, Wang, Zhiqiong, Wang, Xinlei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9142118/
https://www.ncbi.nlm.nih.gov/pubmed/35626453
http://dx.doi.org/10.3390/diagnostics12051298
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author Wang, Zhongyang
Xin, Junchang
Chen, Qi
Wang, Zhiqiong
Wang, Xinlei
author_facet Wang, Zhongyang
Xin, Junchang
Chen, Qi
Wang, Zhiqiong
Wang, Xinlei
author_sort Wang, Zhongyang
collection PubMed
description As an extension of the static network, the dynamic functional brain network can show continuous changes in the brain’s connections. Then, limited by the length of the fMRI signal, it is difficult to show every instantaneous moment in the construction of a dynamic network and there is a lack of effective prediction of the dynamic changes of the network after the signal ends. In this paper, an extensible dynamic brain function network model is proposed. The model utilizes the ability of extracting and predicting the instantaneous state of the dynamic network of neural dynamics on complex networks (NDCN) and constructs a dynamic network model structure that can provide more than the original signal range. Experimental results show that every snapshot in the network obtained by the proposed method has a usable network structure and that it also has a good classification result in the diagnosis of cognitive impairment diseases.
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spelling pubmed-91421182022-05-28 NDCN-Brain: An Extensible Dynamic Functional Brain Network Model Wang, Zhongyang Xin, Junchang Chen, Qi Wang, Zhiqiong Wang, Xinlei Diagnostics (Basel) Article As an extension of the static network, the dynamic functional brain network can show continuous changes in the brain’s connections. Then, limited by the length of the fMRI signal, it is difficult to show every instantaneous moment in the construction of a dynamic network and there is a lack of effective prediction of the dynamic changes of the network after the signal ends. In this paper, an extensible dynamic brain function network model is proposed. The model utilizes the ability of extracting and predicting the instantaneous state of the dynamic network of neural dynamics on complex networks (NDCN) and constructs a dynamic network model structure that can provide more than the original signal range. Experimental results show that every snapshot in the network obtained by the proposed method has a usable network structure and that it also has a good classification result in the diagnosis of cognitive impairment diseases. MDPI 2022-05-23 /pmc/articles/PMC9142118/ /pubmed/35626453 http://dx.doi.org/10.3390/diagnostics12051298 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Zhongyang
Xin, Junchang
Chen, Qi
Wang, Zhiqiong
Wang, Xinlei
NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title_full NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title_fullStr NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title_full_unstemmed NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title_short NDCN-Brain: An Extensible Dynamic Functional Brain Network Model
title_sort ndcn-brain: an extensible dynamic functional brain network model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9142118/
https://www.ncbi.nlm.nih.gov/pubmed/35626453
http://dx.doi.org/10.3390/diagnostics12051298
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