Genetic risks of Alzheimer's by APOE and MAPT on cortical morphology in young healthy adults.

Brain Communications Pub Date : 2023-09-08 eCollection Date: 2023-01-01 DOI:10.1093/braincomms/fcad234
Weijie Huang, Jianmin Zeng, Lina Jia, Dajiang Zhu, John O'Brien, Craig Ritchie, Ni Shu, Li Su
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引用次数: 1

Abstract

Genetic risk factors such as APOE ε4 and MAPT (rs242557) A allele are associated with amyloid and tau pathways and grey matter changes at both early and established stages of Alzheimer's disease, but their effects on cortical morphology in young healthy adults remain unclear. A total of 144 participants aged from 18 to 24 underwent 3T MRI and genotyping for APOE and MAPT to investigate unique impacts of these genetic risk factors in a cohort without significant comorbid conditions such as metabolic and cardiovascular diseases. We segmented the cerebral cortex into 68 regions and calculated the cortical area, thickness, curvature and folding index for each region. Then, we trained machine learning models to classify APOE and MAPT genotypes using these morphological features. In addition, we applied a growing hierarchical self-organizing maps algorithm, which clustered the 68 regions into 4 subgroups representing different morphological patterns. Then, we performed general linear model analyses to estimate the interaction between APOE and MAPT on cortical patterns. We found that the classifiers using all cortical features could accurately classify individuals carrying genetic risks of dementia outperforming each individual feature alone. APOE ε4 carriers had a more convoluted and thinner cortex across the cerebral cortex. A similar pattern was found in MAPT A allele carriers only in the regions that are vulnerable for early tau pathology. With the clustering analysis, we found a synergetic effect between APOE ε4 and MAPT A allele, i.e. carriers of both risk factors showed the most deviation of cortical pattern from the typical pattern of that cluster. Genetic risk factors of dementia by APOE ε4 and MAPT (rs242557) A allele were associated with variations of cortical morphology, which can be observed in young healthy adults more than 30 years before Alzheimer's pathology is likely to occur and 50 years before dementia symptoms may begin.

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年轻健康成年人皮层形态APOE和MAPT对阿尔茨海默病的遗传风险。
遗传风险因素,如APOEε4和MAPT(rs242557)A等位基因与阿尔茨海默病早期和晚期的淀粉样蛋白和tau通路以及灰质变化有关,但它们对年轻健康成年人皮层形态的影响尚不清楚。共有144名年龄在18岁至24岁之间的参与者接受了3T MRI和APOE和MAPT基因分型,以研究这些遗传风险因素在没有代谢和心血管疾病等重大合并症的队列中的独特影响。我们将大脑皮层划分为68个区域,并计算每个区域的皮层面积、厚度、曲率和折叠指数。然后,我们训练机器学习模型,利用这些形态学特征对APOE和MAPT基因型进行分类。此外,我们应用了一种增长的分层自组织映射算法,将68个区域聚类为4个子组,代表不同的形态模式。然后,我们进行了一般的线性模型分析,以估计APOE和MAPT在皮层模式上的相互作用。我们发现,使用所有皮层特征的分类器可以准确地对具有痴呆遗传风险的个体进行分类,优于单独的每个特征。APOEε4携带者在整个大脑皮层中有一个更复杂、更薄的皮层。仅在易受早期tau病理影响的区域,在MAPT A等位基因携带者中发现了类似的模式。通过聚类分析,我们发现APOEε4和MAPT a等位基因之间存在协同效应,即两种危险因素的携带者表现出与该聚类的典型模式最大的皮层模式偏差。APOEε4和MAPT(rs242557)A等位基因导致痴呆的遗传风险因素与皮层形态变化有关,在阿尔茨海默病可能发生前30多年和痴呆症状可能开始前50年,可以在年轻健康成年人中观察到皮层形态变化。
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