Genetic basis of anatomical asymmetry and aberrant dynamic functional networks in Alzheimer’s disease

N. Rubido, Gernot Riedel, Vesna Vuksanović
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Abstract

Genetic associations with macroscopic brain networks can provide insights into healthy and aberrant cortical connectivity in disease. However, associations specific to dynamic functional connectivity in Alzheimer’s disease are still largely unexplored. Understanding the association between gene expression in the brain and functional networks may provide useful information about the molecular processes underlying variations in impaired brain function. Given the potential of dynamic functional connectivity to uncover brain states associated with Alzheimer’s disease, it is interesting to ask: How does gene expression associated with Alzheimer’s disease map onto the dynamic functional brain connectivity? If genetic variants associated with neurodegenerative processes involved in Alzheimer’s disease are to be correlated with brain function, it is essential to generate such a map. Here, we investigate how the relation between gene expression in the brain and dynamic functional connectivity arises from nodal interactions, quantified by their role in network centrality (i.e., the drivers of the metastability), and the principal component of genetic co-expression across the brain. Our analyses include genetic variations associated with Alzheimer’s disease and also genetic variants expressed within the cholinergic brain pathways. Our findings show that contrasts in metastability of functional networks between Alzheimer’s and healthy individuals can in part be explained by the two combinations of genetic co-variations in the brain with the confidence interval between 72% and 92%. The highly central nodes, driving the brain aberrant metastable dynamics in Alzheimer’s disease, highly correlate with the magnitude of variations from two combinations of genes expressed in the brain. These nodes include mainly the white matter, parietal and occipital brain regions, each of which (or their combinations) are involved in impaired cognitive function in Alzheimer’s disease. In addition, our results provide evidence of the role of genetic associations across brain regions in asymmetric changes in ageing. We validated our findings on the same cohort using alternative brain parcellation methods. This work demonstrates how genetic variations underpin aberrant dynamic functional connectivity in Alzheimer’s disease.
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阿尔茨海默病解剖不对称和异常动态功能网络的遗传基础
与宏观大脑网络的遗传关联可以为疾病中健康和异常的皮层连接提供见解。然而,阿尔茨海默病中动态功能连接的特异性关联在很大程度上仍未被探索。了解大脑中基因表达与功能网络之间的关系,可以为了解脑功能受损变异的分子过程提供有用的信息。考虑到动态功能连接有可能揭示与阿尔茨海默病相关的大脑状态,有趣的问题是:与阿尔茨海默病相关的基因表达如何映射到动态功能的大脑连接上?如果与阿尔茨海默病中涉及的神经退行性过程相关的基因变异与大脑功能相关,那么生成这样的图谱是必要的。在这里,我们研究了大脑中基因表达与动态功能连接之间的关系是如何从节点相互作用中产生的,通过它们在网络中心性中的作用(即亚稳态的驱动因素)和大脑中基因共表达的主要成分来量化。我们的分析包括与阿尔茨海默病相关的遗传变异,以及在胆碱能脑通路中表达的遗传变异。我们的研究结果表明,阿尔茨海默病患者和健康个体之间功能网络亚稳态的差异可以部分地用大脑中遗传共变异的两种组合来解释,置信区间在72%到92%之间。在阿尔茨海默病中,驱动大脑异常亚稳态动态的高度中心淋巴结与大脑中表达的两种基因组合的变异程度高度相关。这些淋巴结主要包括白质、顶叶和枕叶脑区,其中每一个(或它们的组合)都与阿尔茨海默病的认知功能受损有关。此外,我们的研究结果提供了跨大脑区域的遗传关联在衰老过程中不对称变化中的作用的证据。我们在同一队列中使用替代脑包裹方法验证了我们的发现。这项工作证明了遗传变异如何支持阿尔茨海默病的异常动态功能连接。
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