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 influenc...

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Main Authors: Xiaoshu Li, ShanShan Zhou, Wanqiu Zhu, Xiaohu Li, Ziwen Gao, Meiqin Li, Shilei Luo, Xingqi Wu, Yanghua Tian, Yongqiang Yu
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Aging Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnagi.2021.639529/full
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spelling doaj-e272e2296c8644d7a16948fb5eaad3df2021-06-03T04:38:32ZengFrontiers Media S.A.Frontiers in Aging Neuroscience1663-43652021-06-011310.3389/fnagi.2021.639529639529Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of AlzheimerXiaoshu Li0ShanShan Zhou1Wanqiu Zhu2Xiaohu Li3Ziwen Gao4Meiqin Li5Shilei Luo6Xingqi Wu7Yanghua Tian8Yongqiang Yu9Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Neurology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaBackground: 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.https://www.frontiersin.org/articles/10.3389/fnagi.2021.639529/fullAlzheimer’s diseasecognitive reservemodularitynetwork topologysex differencesmall-world property
collection DOAJ
language English
format Article
sources DOAJ
author Xiaoshu Li
ShanShan Zhou
Wanqiu Zhu
Xiaohu Li
Ziwen Gao
Meiqin Li
Shilei Luo
Xingqi Wu
Yanghua Tian
Yongqiang Yu
spellingShingle Xiaoshu Li
ShanShan Zhou
Wanqiu Zhu
Xiaohu Li
Ziwen Gao
Meiqin Li
Shilei Luo
Xingqi Wu
Yanghua Tian
Yongqiang Yu
Sex Difference in Network Topology and Education Correlated With Sex Difference in Cognition During the Disease Process of Alzheimer
Frontiers in Aging Neuroscience
Alzheimer’s disease
cognitive reserve
modularity
network topology
sex difference
small-world property
author_facet Xiaoshu Li
ShanShan Zhou
Wanqiu Zhu
Xiaohu Li
Ziwen Gao
Meiqin Li
Shilei Luo
Xingqi Wu
Yanghua Tian
Yongqiang Yu
author_sort Xiaoshu Li
title 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_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_sort sex difference in network topology and education correlated with sex difference in cognition during the disease process of alzheimer
publisher Frontiers Media S.A.
series Frontiers in Aging Neuroscience
issn 1663-4365
publishDate 2021-06-01
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.
topic Alzheimer’s disease
cognitive reserve
modularity
network topology
sex difference
small-world property
url https://www.frontiersin.org/articles/10.3389/fnagi.2021.639529/full
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