Suppr超能文献

基于持久同调的认知未受损受试者载脂蛋白E基因型默认模式网络分析

Default Mode Network Analysis of APOE Genotype in Cognitively Unimpaired Subjects Based on Persistent Homology.

作者信息

Kuang Liqun, Jia Jiaying, Zhao Deyu, Xiong Fengguang, Han Xie, Wang Yalin

机构信息

School of Data Science and Technology, North University of China, Taiyuan, China.

School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, United States.

出版信息

Front Aging Neurosci. 2020 Jun 30;12:188. doi: 10.3389/fnagi.2020.00188. eCollection 2020.

Abstract

Current researches on default mode network (DMN) in normal elderly have mainly focused on finding some dysfunctional areas with decreased or increased connectivity. The global network dynamics of apolipoprotein E (APOE) e4 allele group is rarely studied. In our previous brain network study, we have demonstrated the advantage of persistent homology. It can distinguish robust and noisy topological features over multiscale nested networks, and the derived properties are more stable. In this study, for the first time we applied persistent homology to analyze APOE-related effects on whole-brain functional network. In our experiments, the risk allele group exhibited lower network radius and modularity in whole brain DMN based on graph theory, suggesting the abnormal organization structure. Moreover, two suggested measures from persistent homology detected significant differences between groups within the left hemisphere and in the whole brain in two datasets. They were more statistically sensitive to APOE genotypic differences than standard graph-based measures. In summary, we provide evidence that the e4 genotype leads to distinct DMN functional alterations in the early phases of Alzheimer's disease using persistent homology approach. Our study offers a novel insight to explore potential biomarkers in healthy elderly populations carrying APOE e4 allele.

摘要

目前针对正常老年人默认模式网络(DMN)的研究主要集中在寻找一些连接性降低或增加的功能失调区域。载脂蛋白E(APOE)e4等位基因组的全脑网络动态很少被研究。在我们之前的脑网络研究中,我们已经证明了持久同调的优势。它可以在多尺度嵌套网络中区分稳健和嘈杂的拓扑特征,并且所导出的属性更稳定。在本研究中,我们首次应用持久同调来分析APOE对全脑功能网络的相关影响。在我们的实验中,基于图论,风险等位基因组在全脑DMN中表现出较低的网络半径和模块化,表明组织结构异常。此外,来自持久同调的两个建议指标在两个数据集中检测到左半球内和全脑组间的显著差异。它们对APOE基因型差异的统计敏感性高于基于标准图的指标。总之,我们提供证据表明,使用持久同调方法,e4基因型在阿尔茨海默病早期会导致明显的DMN功能改变。我们的研究为探索携带APOE e4等位基因的健康老年人群中的潜在生物标志物提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45e8/7358981/e909524690ce/fnagi-12-00188-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验