Centre for Cognitive Neuroscience, Neuroscience and Behavioural Disorders Programme, Duke-National University of Singapore Medical School, Singapore 169857, and.
Centre for Cognitive Neuroscience, Neuroscience and Behavioural Disorders Programme, Duke-National University of Singapore Medical School, Singapore 169857, and
J Neurosci. 2019 Jul 10;39(28):5534-5550. doi: 10.1523/JNEUROSCI.1451-18.2019. Epub 2019 May 20.
Healthy aging is accompanied by disruptions in the functional modular organization of the human brain. Cross-sectional studies have shown age-related reductions in the functional segregation and distinctiveness of brain networks. However, less is known about the longitudinal changes in brain functional modular organization and their associations with aging-related cognitive decline. We examined age- and aging-related changes in functional architecture of the cerebral cortex using a dataset comprising a cross-sectional healthy young cohort of 57 individuals (mean ± SD age, 23.71 ± 3.61 years, 22 males) and a longitudinal healthy elderly cohort of 72 individuals (mean ± baseline age, 68.22 ± 5.80 years, 39 males) with 2-3 time points (18-24 months apart) of task-free fMRI data. We found both cross-sectional (elderly vs young) and longitudinal (in elderly) global decreases in network segregation (decreased local efficiency), integration (decreased global efficiency), and module distinctiveness (increased participation coefficient and decreased system segregation). At the modular level, whereas cross-sectional analyses revealed higher participation coefficient across all modules in the elderly compared with young participants, longitudinal analyses revealed focal longitudinal participation coefficient increases in three higher-order cognitive modules: control network, default mode network, and salience/ventral attention network. Cross-sectionally, elderly participants also showed worse attention performance with lower local efficiency and higher mean participation coefficient, and worse global cognitive performance with higher participation coefficient in the dorsal attention/control network. These findings suggest that healthy aging is associated with whole-brain connectome-wide changes in the functional modular organization of the brain, accompanied by loss of functional segregation, particularly in higher-order cognitive networks. Cross-sectional studies have demonstrated age-related reductions in the functional segregation and distinctiveness of brain networks. However, longitudinal aging-related changes in brain functional modular architecture and their links to cognitive decline remain relatively understudied. Using graph theoretical and community detection approaches to study task-free functional network changes in a cross-sectional young and longitudinal healthy elderly cohort, we showed that aging was associated with global declines in network segregation, integration, and module distinctiveness, and specific declines in distinctiveness of higher-order cognitive networks. Further, such functional network deterioration was associated with poorer cognitive performance cross-sectionally. Our findings suggest that healthy aging is associated with system-level changes in brain functional modular organization, accompanied by functional segregation loss particularly in higher-order networks specialized for cognition.
健康的衰老伴随着人类大脑功能模块化组织的紊乱。横断面研究表明,随着年龄的增长,大脑网络的功能分离和独特性会降低。然而,关于大脑功能模块化组织的纵向变化及其与衰老相关认知能力下降的关系,我们知之甚少。我们使用包含横断面健康年轻队列(57 人,平均年龄±标准差为 23.71±3.61 岁,22 名男性)和纵向健康老年队列(72 人,平均基线年龄±标准差为 68.22±5.80 岁,39 名男性)的数据集,使用任务态 fMRI 数据进行了 2-3 次(相隔 18-24 个月)测量,研究了大脑皮层的功能结构的年龄和衰老相关变化。我们发现,无论是横断面(老年人与年轻人)还是纵向(老年人),网络分离(局部效率降低)、整合(全局效率降低)和模块独特性(参与系数增加,系统分离降低)都呈全球性降低。在模块化水平上,虽然横断面分析显示老年人的所有模块的参与系数都高于年轻人,但纵向分析显示,在三个高级认知模块中,控制网络、默认模式网络和突显/腹侧注意网络的焦点纵向参与系数增加。在横断面研究中,老年人的注意力表现也较差,表现为局部效率较低,平均参与系数较高,而在背侧注意/控制网络中的参与系数较高,整体认知表现也较差。这些发现表明,健康的衰老与大脑功能模块化组织的全脑连接组学变化有关,同时伴随着功能分离的丧失,特别是在高级认知网络中。横断面研究已经证明,随着年龄的增长,大脑网络的功能分离和独特性会降低。然而,大脑功能模块化结构的纵向衰老相关变化及其与认知能力下降的关系仍然相对研究不足。我们使用图论和社区检测方法,对横断面年轻队列和纵向健康老年队列的任务态功能网络变化进行研究,结果表明,衰老与网络分离、整合和模块独特性的整体下降以及高级认知网络独特性的特定下降有关。此外,这种功能网络的恶化与横断面较差的认知表现有关。我们的研究结果表明,健康的衰老与大脑功能模块化组织的系统水平变化有关,伴随着功能分离的丧失,特别是在专门用于认知的高级网络中。