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Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer

Background: Alzheimer’s disease (AD) manifests differently in males and females. However, the neuro-mechanism and influence factors are still unknown. Objective: To explore sex differences in brain network topology during AD disease progression and its association with cognition and possible influen...

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Autores principales: Li, Xiaoshu, Zhou, ShanShan, Zhu, Wanqiu, Li, Xiaohu, Gao, Ziwen, Li, Meiqin, Luo, Shilei, Wu, Xingqi, Tian, Yanghua, Yu, Yongqiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209320/
https://www.ncbi.nlm.nih.gov/pubmed/34149392
http://dx.doi.org/10.3389/fnagi.2021.639529
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author Li, Xiaoshu
Zhou, ShanShan
Zhu, Wanqiu
Li, Xiaohu
Gao, Ziwen
Li, Meiqin
Luo, Shilei
Wu, Xingqi
Tian, Yanghua
Yu, Yongqiang
author_facet Li, Xiaoshu
Zhou, ShanShan
Zhu, Wanqiu
Li, Xiaohu
Gao, Ziwen
Li, Meiqin
Luo, Shilei
Wu, Xingqi
Tian, Yanghua
Yu, Yongqiang
author_sort Li, Xiaoshu
collection PubMed
description Background: Alzheimer’s disease (AD) manifests differently in males and females. However, the neuro-mechanism and influence factors are still unknown. Objective: To explore sex differences in brain network topology during AD disease progression and its association with cognition and possible influencing factors. Methods: Resting-state functional magnetic resonance imaging (MRI) data and cognitive scores were collected from 82 AD patients (50 females), 56 amnestic mildly cognitive impaired patients (29 females), and 63 healthy controls (38 females). Global and regional topological network metrics and modular architecture were calculated. Two-way ANOVA was performed to explore group and sex interactions and their main effects. Mediation analysis was used to explore the relationship among education, inter/intra-network connectivity, and the Mini-Mental State Examination (MMSE) score. Results: Lower levels of education, lower MMSE scores, and a positive correlation between the level of education and MMSE scores were found in female AD patients (p = 0.024, r = 0.319). Significantly lower connectivity strength within the sensorimotor network, dorsal attention network, ventral attention network (VAN), and between the sensorimotor and VAN were observed in male AD patients (p = 0.006, 0.028, 0.046, and 0.013, respectively). Group and sex interactions were also found in nodal properties, mainly in the frontal lobe, temporal lobe, middle cingulum, precuneus, and postcentral gyrus. Several of the altered brain network properties were associated with cognitive behavior in male AD patients. Education regulated the MMSE score through the mediation of connection strength between the default mode and limbic networks (LN) in the patient group (aMCI and AD combined). Conclusion: Our results demonstrate that sex differences exist at the brain network level in AD. Sex differences in network topology and education are correlated with sex differences in cognition during AD progression.
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spelling pubmed-82093202021-06-18 Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer Li, Xiaoshu Zhou, ShanShan Zhu, Wanqiu Li, Xiaohu Gao, Ziwen Li, Meiqin Luo, Shilei Wu, Xingqi Tian, Yanghua Yu, Yongqiang Front Aging Neurosci Neuroscience Background: Alzheimer’s disease (AD) manifests differently in males and females. However, the neuro-mechanism and influence factors are still unknown. Objective: To explore sex differences in brain network topology during AD disease progression and its association with cognition and possible influencing factors. Methods: Resting-state functional magnetic resonance imaging (MRI) data and cognitive scores were collected from 82 AD patients (50 females), 56 amnestic mildly cognitive impaired patients (29 females), and 63 healthy controls (38 females). Global and regional topological network metrics and modular architecture were calculated. Two-way ANOVA was performed to explore group and sex interactions and their main effects. Mediation analysis was used to explore the relationship among education, inter/intra-network connectivity, and the Mini-Mental State Examination (MMSE) score. Results: Lower levels of education, lower MMSE scores, and a positive correlation between the level of education and MMSE scores were found in female AD patients (p = 0.024, r = 0.319). Significantly lower connectivity strength within the sensorimotor network, dorsal attention network, ventral attention network (VAN), and between the sensorimotor and VAN were observed in male AD patients (p = 0.006, 0.028, 0.046, and 0.013, respectively). Group and sex interactions were also found in nodal properties, mainly in the frontal lobe, temporal lobe, middle cingulum, precuneus, and postcentral gyrus. Several of the altered brain network properties were associated with cognitive behavior in male AD patients. Education regulated the MMSE score through the mediation of connection strength between the default mode and limbic networks (LN) in the patient group (aMCI and AD combined). Conclusion: Our results demonstrate that sex differences exist at the brain network level in AD. Sex differences in network topology and education are correlated with sex differences in cognition during AD progression. Frontiers Media S.A. 2021-06-03 /pmc/articles/PMC8209320/ /pubmed/34149392 http://dx.doi.org/10.3389/fnagi.2021.639529 Text en Copyright © 2021 Li, Zhou, Zhu, Li, Gao, Li, Luo, Wu, Tian and Yu. https://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
Li, Xiaoshu
Zhou, ShanShan
Zhu, Wanqiu
Li, Xiaohu
Gao, Ziwen
Li, Meiqin
Luo, Shilei
Wu, Xingqi
Tian, Yanghua
Yu, Yongqiang
Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title_full Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title_fullStr Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title_full_unstemmed Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title_short Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
title_sort sex difference in network topology and education correlated with sex difference in cognition during the disease process of alzheimer
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209320/
https://www.ncbi.nlm.nih.gov/pubmed/34149392
http://dx.doi.org/10.3389/fnagi.2021.639529
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