Sleep Quality Modulates the Association between Dynamic Functional Network Connectivity and Cognitive Function in Healthy Older Adults

被引:2
|
作者
Xu, Hong-Zhou [1 ]
Peng, Xue-Rui [1 ,3 ]
Liu, Yun-Rui [1 ,4 ]
Lei, Xu [1 ]
Yu, Jing [1 ,2 ]
机构
[1] Southwest Univ, Fac Psychol, Tiansheng Rd, Chongqing 400715, Peoples R China
[2] Chinese Acad Sci, Inst Psychol, Key Lab Mental Hlth, Beijing, Peoples R China
[3] Tech Univ Dresden, Fac Psychol, Lifespan Dev Neurosci, Dresden, Germany
[4] Univ Basel, Fac Psychol, Ctr Cognit & Decis Sci, Basel, Switzerland
基金
中国国家自然科学基金;
关键词
aging; dynamic functional network connectivity; sleep; cognitive function; machine learning; BASAL GANGLIA; DEFAULT MODE; PREFRONTAL CORTEX; BRAIN; VARIABILITY; PATTERNS; PREDICTION; COMPONENTS;
D O I
10.1016/j.neuroscience.2021.11.018
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
is associated with changes in sleep, brain activity, and cognitive function, as well as the association among these factors; however, the precise nature of these changes has not been elucidated. This study systematically investigated the modulatory effect of sleep on the relationship between brain functional network connectivity (FNC) and cognitive function in older adults. In total, 107 community-dwelling healthy older adults were recruited and assigned into poor sleep and good sleep groups based on the Pittsburgh Sleep Quality Index. The static functional network connectivity (sFNC), the temporal variability of dynamic FNC (dFNC) from variance (dFNC-var), and the dFNC from clustering state (dFNC-state) were calculated. Corresponding cognition-predictive models were constructed for each sleep group. dFNC but not sFNC, was able to significantly predict the cognitive function in older adults. Specifically, sleep played a modulatory role in the association between dFNC and cognitive function, with sleep-specific variations at both microscopic (i.e., specific edges) and macroscopic levels (i.e., specific states) of dFNC. (c) 2021 IBRO. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:131 / 142
页数:12
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