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Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness
Disorders of consciousness are impaired states of consciousness caused by severe brain injuries. Previous resting-state functional magnetic resonance imaging studies have reported abnormal brain network properties at different topological scales in patients with disorders of consciousness by using g...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10066573/ https://www.ncbi.nlm.nih.gov/pubmed/37013173 http://dx.doi.org/10.1093/braincomms/fcad069 |
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author | Guo, Yu Cao, Bolin He, Yanbin Xie, Qiuyou Liang, Qimei Lan, Yue Zhang, Mingxian Qiu, Yidan Yu, Ronghao Huang, Ruiwang |
author_facet | Guo, Yu Cao, Bolin He, Yanbin Xie, Qiuyou Liang, Qimei Lan, Yue Zhang, Mingxian Qiu, Yidan Yu, Ronghao Huang, Ruiwang |
author_sort | Guo, Yu |
collection | PubMed |
description | Disorders of consciousness are impaired states of consciousness caused by severe brain injuries. Previous resting-state functional magnetic resonance imaging studies have reported abnormal brain network properties at different topological scales in patients with disorders of consciousness by using graph theoretical analysis. However, it is still unclear how inter-regional directed propagation activities affect the topological organization of functional brain networks in patients with disorders of consciousness. To reveal the altered topological organization in patients with disorders of consciousness, we constructed whole-brain directed functional networks by combining functional connectivity analysis and time delay estimation. Then we performed graph theoretical analysis based on the directed functional brain networks at three topological scales, from the nodal scale, the resting-state network scale to the global scale. Finally, the canonical correlation analysis was used to determine the correlations between altered topological properties and clinical scores in patients with disorders of consciousness. At the nodal scale, we observed decreased in-degree and increased out-degree in the precuneus in patients with disorders of consciousness. At the resting-state network scale, the patients with disorders of consciousness showed reorganized motif patterns within the default mode network and between the default mode network and other resting-state networks. At the global scale, we found a lower global clustering coefficient in the patients with disorders of consciousness than in the controls. The results of the canonical correlation analysis showed that the abnormal degree and the disrupted motif were significantly correlated with the clinical scores of the patients with disorders of consciousness. Our findings showed that consciousness impairment can be revealed by abnormal directed connection patterns at multiple topological scales in the whole brain, and the disrupted directed connection patterns may serve as clinical biomarkers to assess the dysfunction of patients with disorders of consciousness. |
format | Online Article Text |
id | pubmed-10066573 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-100665732023-04-02 Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness Guo, Yu Cao, Bolin He, Yanbin Xie, Qiuyou Liang, Qimei Lan, Yue Zhang, Mingxian Qiu, Yidan Yu, Ronghao Huang, Ruiwang Brain Commun Original Article Disorders of consciousness are impaired states of consciousness caused by severe brain injuries. Previous resting-state functional magnetic resonance imaging studies have reported abnormal brain network properties at different topological scales in patients with disorders of consciousness by using graph theoretical analysis. However, it is still unclear how inter-regional directed propagation activities affect the topological organization of functional brain networks in patients with disorders of consciousness. To reveal the altered topological organization in patients with disorders of consciousness, we constructed whole-brain directed functional networks by combining functional connectivity analysis and time delay estimation. Then we performed graph theoretical analysis based on the directed functional brain networks at three topological scales, from the nodal scale, the resting-state network scale to the global scale. Finally, the canonical correlation analysis was used to determine the correlations between altered topological properties and clinical scores in patients with disorders of consciousness. At the nodal scale, we observed decreased in-degree and increased out-degree in the precuneus in patients with disorders of consciousness. At the resting-state network scale, the patients with disorders of consciousness showed reorganized motif patterns within the default mode network and between the default mode network and other resting-state networks. At the global scale, we found a lower global clustering coefficient in the patients with disorders of consciousness than in the controls. The results of the canonical correlation analysis showed that the abnormal degree and the disrupted motif were significantly correlated with the clinical scores of the patients with disorders of consciousness. Our findings showed that consciousness impairment can be revealed by abnormal directed connection patterns at multiple topological scales in the whole brain, and the disrupted directed connection patterns may serve as clinical biomarkers to assess the dysfunction of patients with disorders of consciousness. Oxford University Press 2023-03-28 /pmc/articles/PMC10066573/ /pubmed/37013173 http://dx.doi.org/10.1093/braincomms/fcad069 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the Guarantors of Brain. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Guo, Yu Cao, Bolin He, Yanbin Xie, Qiuyou Liang, Qimei Lan, Yue Zhang, Mingxian Qiu, Yidan Yu, Ronghao Huang, Ruiwang Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title | Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title_full | Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title_fullStr | Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title_full_unstemmed | Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title_short | Disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
title_sort | disrupted multi-scale topological organization of directed functional brain networks in patients with disorders of consciousness |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10066573/ https://www.ncbi.nlm.nih.gov/pubmed/37013173 http://dx.doi.org/10.1093/braincomms/fcad069 |
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