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Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study
OBJECTIVE: Tinnitus is a prevalent hearing disorder, which could have a devastating impact on a patient’s life. Functional studies have revealed connectivity pattern changes in the tinnitus brains that suggested a change of network dynamics as well as topological organization. However, no studies ha...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7267018/ https://www.ncbi.nlm.nih.gov/pubmed/32536854 http://dx.doi.org/10.3389/fnins.2020.00541 |
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author | Lin, Xiaofeng Chen, Yueyao Wang, Mingxia Song, Chao Lin, Bingling Yuan, Xiaoping Liu, Qingyu Yang, Haidi Jiang, Ningyi |
author_facet | Lin, Xiaofeng Chen, Yueyao Wang, Mingxia Song, Chao Lin, Bingling Yuan, Xiaoping Liu, Qingyu Yang, Haidi Jiang, Ningyi |
author_sort | Lin, Xiaofeng |
collection | PubMed |
description | OBJECTIVE: Tinnitus is a prevalent hearing disorder, which could have a devastating impact on a patient’s life. Functional studies have revealed connectivity pattern changes in the tinnitus brains that suggested a change of network dynamics as well as topological organization. However, no studies have yet provided evidence for the topological network changes in the gray matter. In this research, we aim to use the graph-theoretical approach to investigate the changes of topology in the tinnitus brain using structural MRI data, which could provide insights into the underlying anatomical basis for the neural mechanism in generating phantom sounds. METHODS: We collected 3D MRI images on 46 bilateral tinnitus patients and 46 age and gender-matched healthy controls. Brain networks were constructed with correlation matrices of the cortical thickness and subcortical volumes of 80 cortical/subcortical regions of interests. Global network properties were analyzed using local and global efficiency, clustering coefficient, and small-world coefficient, and regional network properties were evaluated using the betweenness coefficient for hub connectivity, and interregional correlations for edge properties. Between-group differences in cortical thickness and subcortical volumes were assessed using independent sample t-tests, and local efficiency, global efficiency, clustering coefficient, sigma, and interregional correlation were compared using non-parametric permutation tests. RESULTS: Tinnitus was found to have increased global efficiency, local efficiency, and cluster coefficient, indicating generally heightened connectivity of the network. The small-world coefficient remained normal for tinnitus, indicating intact small-worldness. Betweenness centrality analysis showed that hubs in the amygdala and parahippocampus were only found for tinnitus but not controls. In contrast, hubs in the auditory cortex, insula, and thalamus were only found for controls but not tinnitus. Interregional correlation analysis further found in tinnitus enhanced connectivity between the auditory cortex and prefrontal lobe, and decreased connectivity of the insula with anterior cingulate gyrus and parahippocampus. CONCLUSION: These findings provided the first morphological evidence of altered topological organization of the brain networks in tinnitus. These alterations suggest that heightened efficiency of the brain network and altered auditory-limbic connection for tinnitus, which could be developed in compensation for the auditory deafferentation, leading to overcompensation and, ultimately, an emotional and cognitive burden. |
format | Online Article Text |
id | pubmed-7267018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-72670182020-06-12 Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study Lin, Xiaofeng Chen, Yueyao Wang, Mingxia Song, Chao Lin, Bingling Yuan, Xiaoping Liu, Qingyu Yang, Haidi Jiang, Ningyi Front Neurosci Neuroscience OBJECTIVE: Tinnitus is a prevalent hearing disorder, which could have a devastating impact on a patient’s life. Functional studies have revealed connectivity pattern changes in the tinnitus brains that suggested a change of network dynamics as well as topological organization. However, no studies have yet provided evidence for the topological network changes in the gray matter. In this research, we aim to use the graph-theoretical approach to investigate the changes of topology in the tinnitus brain using structural MRI data, which could provide insights into the underlying anatomical basis for the neural mechanism in generating phantom sounds. METHODS: We collected 3D MRI images on 46 bilateral tinnitus patients and 46 age and gender-matched healthy controls. Brain networks were constructed with correlation matrices of the cortical thickness and subcortical volumes of 80 cortical/subcortical regions of interests. Global network properties were analyzed using local and global efficiency, clustering coefficient, and small-world coefficient, and regional network properties were evaluated using the betweenness coefficient for hub connectivity, and interregional correlations for edge properties. Between-group differences in cortical thickness and subcortical volumes were assessed using independent sample t-tests, and local efficiency, global efficiency, clustering coefficient, sigma, and interregional correlation were compared using non-parametric permutation tests. RESULTS: Tinnitus was found to have increased global efficiency, local efficiency, and cluster coefficient, indicating generally heightened connectivity of the network. The small-world coefficient remained normal for tinnitus, indicating intact small-worldness. Betweenness centrality analysis showed that hubs in the amygdala and parahippocampus were only found for tinnitus but not controls. In contrast, hubs in the auditory cortex, insula, and thalamus were only found for controls but not tinnitus. Interregional correlation analysis further found in tinnitus enhanced connectivity between the auditory cortex and prefrontal lobe, and decreased connectivity of the insula with anterior cingulate gyrus and parahippocampus. CONCLUSION: These findings provided the first morphological evidence of altered topological organization of the brain networks in tinnitus. These alterations suggest that heightened efficiency of the brain network and altered auditory-limbic connection for tinnitus, which could be developed in compensation for the auditory deafferentation, leading to overcompensation and, ultimately, an emotional and cognitive burden. Frontiers Media S.A. 2020-05-27 /pmc/articles/PMC7267018/ /pubmed/32536854 http://dx.doi.org/10.3389/fnins.2020.00541 Text en Copyright © 2020 Lin, Chen, Wang, Song, Lin, Yuan, Liu, Yang and Jiang. http://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 Lin, Xiaofeng Chen, Yueyao Wang, Mingxia Song, Chao Lin, Bingling Yuan, Xiaoping Liu, Qingyu Yang, Haidi Jiang, Ningyi Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title | Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title_full | Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title_fullStr | Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title_full_unstemmed | Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title_short | Altered Topological Patterns of Gray Matter Networks in Tinnitus: A Graph-Theoretical-Based Study |
title_sort | altered topological patterns of gray matter networks in tinnitus: a graph-theoretical-based study |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7267018/ https://www.ncbi.nlm.nih.gov/pubmed/32536854 http://dx.doi.org/10.3389/fnins.2020.00541 |
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