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Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals
An increasing number of recent brain imaging studies are dedicated to understanding the neuro mechanism of cognitive impairment in type 2 diabetes mellitus (T2DM) individuals. In contrast to efforts to date that are limited to static functional connectivity, here we investigate abnormal connectivity...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10640562/ https://www.ncbi.nlm.nih.gov/pubmed/37969945 http://dx.doi.org/10.1007/s11571-022-09899-8 |
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author | Lyu, Wenjiao Wu, Ye Huang, Haoming Chen, Yuna Tan, Xin Liang, Yi Ma, Xiaomeng Feng, Yue Wu, Jinjian Kang, Shangyu Qiu, Shijun Yap, Pew-Thian |
author_facet | Lyu, Wenjiao Wu, Ye Huang, Haoming Chen, Yuna Tan, Xin Liang, Yi Ma, Xiaomeng Feng, Yue Wu, Jinjian Kang, Shangyu Qiu, Shijun Yap, Pew-Thian |
author_sort | Lyu, Wenjiao |
collection | PubMed |
description | An increasing number of recent brain imaging studies are dedicated to understanding the neuro mechanism of cognitive impairment in type 2 diabetes mellitus (T2DM) individuals. In contrast to efforts to date that are limited to static functional connectivity, here we investigate abnormal connectivity in T2DM individuals by characterizing the time-varying properties of brain functional networks. Using group independent component analysis (GICA), sliding-window analysis, and k-means clustering, we extracted thirty-one intrinsic connectivity networks (ICNs) and estimated four recurring brain states. We observed significant group differences in fraction time (FT) and mean dwell time (MDT), and significant negative correlation between the Montreal Cognitive Assessment (MoCA) scores and FT/MDT. We found that in the T2DM group the inter- and intra-network connectivity decreases and increases respectively for the default mode network (DMN) and task-positive network (TPN). We also found alteration in the precuneus network (PCUN) and enhanced connectivity between the salience network (SN) and the TPN. Our study provides evidence of alterations of large-scale resting networks in T2DM individuals and shed light on the fundamental mechanisms of neurocognitive deficits in T2DM. |
format | Online Article Text |
id | pubmed-10640562 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-106405622023-11-15 Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals Lyu, Wenjiao Wu, Ye Huang, Haoming Chen, Yuna Tan, Xin Liang, Yi Ma, Xiaomeng Feng, Yue Wu, Jinjian Kang, Shangyu Qiu, Shijun Yap, Pew-Thian Cogn Neurodyn Research Article An increasing number of recent brain imaging studies are dedicated to understanding the neuro mechanism of cognitive impairment in type 2 diabetes mellitus (T2DM) individuals. In contrast to efforts to date that are limited to static functional connectivity, here we investigate abnormal connectivity in T2DM individuals by characterizing the time-varying properties of brain functional networks. Using group independent component analysis (GICA), sliding-window analysis, and k-means clustering, we extracted thirty-one intrinsic connectivity networks (ICNs) and estimated four recurring brain states. We observed significant group differences in fraction time (FT) and mean dwell time (MDT), and significant negative correlation between the Montreal Cognitive Assessment (MoCA) scores and FT/MDT. We found that in the T2DM group the inter- and intra-network connectivity decreases and increases respectively for the default mode network (DMN) and task-positive network (TPN). We also found alteration in the precuneus network (PCUN) and enhanced connectivity between the salience network (SN) and the TPN. Our study provides evidence of alterations of large-scale resting networks in T2DM individuals and shed light on the fundamental mechanisms of neurocognitive deficits in T2DM. Springer Netherlands 2022-11-21 2023-12 /pmc/articles/PMC10640562/ /pubmed/37969945 http://dx.doi.org/10.1007/s11571-022-09899-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Lyu, Wenjiao Wu, Ye Huang, Haoming Chen, Yuna Tan, Xin Liang, Yi Ma, Xiaomeng Feng, Yue Wu, Jinjian Kang, Shangyu Qiu, Shijun Yap, Pew-Thian Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title | Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title_full | Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title_fullStr | Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title_full_unstemmed | Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title_short | Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
title_sort | aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10640562/ https://www.ncbi.nlm.nih.gov/pubmed/37969945 http://dx.doi.org/10.1007/s11571-022-09899-8 |
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