健康老龄化背景下大脑结构变化对认知的影响:通过图形脑关联工具(gBAT)探索中介效应

IF 3.5 2区 医学 Q1 NEUROIMAGING Human Brain Mapping Pub Date : 2024-10-09 DOI:10.1002/hbm.70038
Ida Rangus, Alex Teghipco, Sarah Newman-Norlund, Roger Newman-Norlund, Chris Rorden, Nicholas Riccardi, Sarah Wilson, Natalie Busby, Janina Wilmskoetter, Samaneh Nemati, Lumi Bakos, Julius Fridriksson, Leonardo Bonilha
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引用次数: 0

摘要

与年龄相关的脑结构变化对衰老和认知能力衰退之间已得到充分证实的联系的贡献尚未完全确定。虽然与年龄相关的区域性脑萎缩和认知能力下降都已被广泛研究,但与年龄相关的区域性脑萎缩对认知功能的具体中介作用尚不清楚。本研究介绍了一种具有图形用户界面的开源软件工具,该工具可简化高级全脑中介分析,使研究人员能够系统地探索大脑如何在各种行为和健康结果之间的关系中发挥中介作用。该工具通过研究区域脑容量作为中介来确定与年龄相关的脑容量损失对健康老龄化认知的贡献。我们分析了南卡罗来纳大学老年脑队列研究(Aging Brain Cohort Study)中 131 名神经系统健康的成年参与者(平均年龄 50 ± 20.8 岁,年龄范围 20-79 岁,73% 为女性)的区域脑容量和认知测试数据(蒙特利尔认知评估 [MoCA])。利用我们为评估大脑与行为之间的关联而开发的开源工具,并为探索中介效应进行了优化,我们进行了一系列中介分析,将参与者的年龄作为预测变量,将MoCA和MoCA子测试总分作为结果变量,并将区域脑容量作为潜在的中介变量。结果发现,特定解剖网络中与年龄相关的萎缩在多个认知领域中调节了年龄与认知之间的关系。具体来说,双侧额叶、顶叶和枕叶区域以及广泛的皮层下区域的萎缩介导了年龄对MoCA总分的影响。不同脑区的萎缩会影响不同的MoCA子分数。这些区域包括:前额叶区域、感觉运动皮层和顶枕区(执行功能分值)、前额叶和颞枕区、尾状核(注意力和集中力分值)、额叶和顶枕区,以及连接的皮层下区域,如视束(视觉空间分值)和额顶区(语言分值)。基于大脑的中介分析为评估大脑结构对年龄和认知之间关系的中介作用提供了一个因果框架,并为认知老化提供了一个比以前更细致的理解。通过验证这种方法的适用性和有效性,并将其公开提供给科学界,我们促进了对大脑中介变量之间因果机制的探索。
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The Influence of Structural Brain Changes on Cognition in the Context of Healthy Aging: Exploring Mediation Effects Through gBAT—The Graphical Brain Association Tool

The contribution of age-related structural brain changes to the well-established link between aging and cognitive decline is not fully defined. While both age-related regional brain atrophy and cognitive decline have been extensively studied, the specific mediating role of age-related regional brain atrophy on cognitive functions is unclear. This study introduces an open-source software tool with a graphical user interface that streamlines advanced whole-brain mediation analyses, enabling researchers to systematically explore how the brain acts as a mediator in relationships between various behavioral and health outcomes. The tool is showcased by investigating regional brain volume as a mediator to determine the contribution of age-related brain volume loss toward cognition in healthy aging. We analyzed regional brain volumes and cognitive testing data (Montreal Cognitive Assessment [MoCA]) from a cohort of 131 neurologically healthy adult participants (mean age 50 ± 20.8 years, range 20–79, 73% females) drawn from the Aging Brain Cohort Study at the University of South Carolina. Using our open-source tool developed for evaluating brain-behavior associations across the brain and optimized for exploring mediation effects, we conducted a series of mediation analyses using participant age as the predictor variable, total MoCA and MoCA subtest scores as the outcome variables, and regional brain volume as potential mediators. Age-related atrophy within specific anatomical networks was found to mediate the relationship between age and cognition across multiple cognitive domains. Specifically, atrophy in bilateral frontal, parietal, and occipital areas, along with widespread subcortical regions mediated the effect of age on total MoCA scores. Various MoCA subscores were influenced by age through atrophy in distinct brain regions. These involved prefrontal regions, sensorimotor cortex, and parieto-occipital areas for executive function subscores, prefrontal and temporo-occipital regions, along with the caudate nucleus for attention and concentration subscores, frontal and parieto-occipital areas, alongside connecting subcortical areas such as the optic tract for visuospatial subscores and frontoparietal areas for language subscores. Brain-based mediation analysis offers a causal framework for evaluating the mediating role of brain structure on the relationship between age and cognition and provides a more nuanced understanding of cognitive aging than previously possible. By validating the applicability and effectiveness of this approach and making it openly available to the scientific community, we facilitate the exploration of causal mechanisms between variables mediated by the brain.

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来源期刊
Human Brain Mapping
Human Brain Mapping 医学-核医学
CiteScore
8.30
自引率
6.20%
发文量
401
审稿时长
3-6 weeks
期刊介绍: Human Brain Mapping publishes peer-reviewed basic, clinical, technical, and theoretical research in the interdisciplinary and rapidly expanding field of human brain mapping. The journal features research derived from non-invasive brain imaging modalities used to explore the spatial and temporal organization of the neural systems supporting human behavior. Imaging modalities of interest include positron emission tomography, event-related potentials, electro-and magnetoencephalography, magnetic resonance imaging, and single-photon emission tomography. Brain mapping research in both normal and clinical populations is encouraged. Article formats include Research Articles, Review Articles, Clinical Case Studies, and Technique, as well as Technological Developments, Theoretical Articles, and Synthetic Reviews. Technical advances, such as novel brain imaging methods, analyses for detecting or localizing neural activity, synergistic uses of multiple imaging modalities, and strategies for the design of behavioral paradigms and neural-systems modeling are of particular interest. The journal endorses the propagation of methodological standards and encourages database development in the field of human brain mapping.
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