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基于图论的主观认知衰退与健康对照之间不同的葡萄糖代谢脑网络。

Different glucose metabolic brain networks between Subjective Cognitive Decline and Health Control based on graph theory.

作者信息

Dong Qiuyue, Han Ying, Jiang Jiehui

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:1084-1087. doi: 10.1109/EMBC44109.2020.9176160.

Abstract

Recently, more evidences manifest that the subjective cognitive decline (SCD) of unimpaired individual may represent first symptom of Alzheimer's disease (AD). This study investigated the differences of intrinsic glucose metabolic functional connectivity between SCD and healthy subject (HC) groups from the perspective of brain network topology. In this study we attained 18F-Fluorodeoxyglucose positron emission tomography (18F-FDG PET) scans from Xuanwu Hospital, Beijing, China, including 85 SCD subjects (male = 16, mean age = 66, MMSE = 28.4) and 74 HC subjects (male = 37, mean age = 65,MMSE=29.0). Graph theory method has been used in this study. Network parameters, including global efficiency, local efficiency, characteristic path length, clustering coefficient, betweenness centrality, sigma and modularity were calculated and compared between two groups. As a result, both SCD and HC groups showed the small-world property. Meanwhile, SCD showed loss of small-world properties, for example, sigma in SCD was significantly lower than HC (p<0.05). In addition, the clustering coefficient and local efficiency of SCD were both higher than HC significantly (p<0.05). In contrast, the characteristic path length and global efficiency of SCD were lower than HC, which led to the regularization of brain network in SCD group. Furthermore, we found global modularity of SCD was lower than HC and the number of modules also decreased. Our findings suggested that there exist differences in glucose metabolic brain network between two groups, demonstrating that the graph theory analysis method could be useful and helpful to predict risks in the preclinical stage of AD.

摘要

最近,越来越多的证据表明,认知未受损个体的主观认知下降(SCD)可能是阿尔茨海默病(AD)的首发症状。本研究从脑网络拓扑学角度探讨了SCD组与健康对照组(HC)之间内在葡萄糖代谢功能连接的差异。在本研究中,我们获取了来自中国北京宣武医院的18F-氟脱氧葡萄糖正电子发射断层扫描(18F-FDG PET)数据,包括85名SCD受试者(男性16名,平均年龄66岁,简易精神状态检查表(MMSE)评分为28.4)和74名HC受试者(男性37名,平均年龄65岁,MMSE评分为29.0)。本研究采用了图论方法。计算并比较了两组之间的网络参数,包括全局效率、局部效率、特征路径长度、聚类系数、中介中心性、西格玛和模块化程度。结果显示,SCD组和HC组均呈现小世界特性。同时,SCD组表现出小世界特性的丧失,例如,SCD组的西格玛显著低于HC组(p<0.05)。此外,SCD组的聚类系数和局部效率均显著高于HC组(p<0.05)。相反,SCD组的特征路径长度和全局效率低于HC组,这导致SCD组脑网络的规则化。此外,我们发现SCD组的全局模块化程度低于HC组,且模块数量也减少。我们的研究结果表明,两组之间的葡萄糖代谢脑网络存在差异,这表明图论分析方法可能有助于预测AD临床前期的风险。

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