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基于年轻健康成年人的皮质形态学研究阿尔茨海默病的遗传风险。 (你提供的原文“by and on”表述不完整,我根据理解进行了翻译,你可补充完整信息后再让我翻译)

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

作者信息

Huang Weijie, Zeng Jianmin, Jia Lina, Zhu Dajiang, O'Brien John, Ritchie Craig, Shu Ni, Su Li

机构信息

State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing 100875, China.

Department of Neuroscience, Neuroscience Institute, Insigneo Institute for In Silico Medicine, University of Sheffield, Sheffield S10 2HQ, UK.

出版信息

Brain Commun. 2023 Sep 8;5(5):fcad234. doi: 10.1093/braincomms/fcad234. eCollection 2023.

Abstract

Genetic risk factors such as ε4 and (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 and 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 and 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 and 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. ε4 carriers had a more convoluted and thinner cortex across the cerebral cortex. A similar pattern was found in A allele carriers only in the regions that are vulnerable for early tau pathology. With the clustering analysis, we found a synergetic effect between ε4 and 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 ε4 and (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.

摘要

诸如ε4和(rs242557)A等位基因等遗传风险因素与阿尔茨海默病早期和发病阶段的淀粉样蛋白和tau蛋白通路以及灰质变化有关,但它们对年轻健康成年人皮质形态的影响仍不清楚。共有144名年龄在18至24岁之间的参与者接受了3T磁共振成像(MRI)检查,并对ε4和(rs242557)进行基因分型,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。我们将大脑皮质分割为68个区域,并计算每个区域的皮质面积、厚度、曲率和折叠指数。然后,我们使用这些形态学特征训练机器学习模型来对ε4和(rs242557)基因型进行分类。此外,我们应用了一种不断增长的分层自组织映射算法,该算法将68个区域聚类为4个代表不同形态模式的亚组。然后,我们进行一般线性模型分析,以估计ε4和(rs242557)对皮质模式的相互作用。我们发现,使用所有皮质特征的分类器能够准确地对携带痴呆遗传风险的个体进行分类,其表现优于单独的每个个体特征。ε4携带者在整个大脑皮质中具有更复杂且更薄的皮质。仅在易发生早期tau蛋白病变的区域中,A等位基因携带者也发现了类似的模式。通过聚类分析,我们发现ε4和A等位基因之间存在协同效应,即两个风险因素的携带者表现出的皮质模式与该聚类的典型模式偏差最大。由ε4和(rs242557)A等位基因导致的痴呆遗传风险因素与皮质形态的变化有关,这种变化在阿尔茨海默病病理可能出现之前30多年以及痴呆症状可能开始之前50年的年轻健康成年人中即可观察到。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b36/10489122/9d6eeda7aa30/fcad234_ga1.jpg

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