对轻度认知障碍和阿尔茨海默氏症患者脑血流相关网络改变的三维伪连续动脉自旋标记研究

Meng Li, Tianjia Zhu, Yan Kang, Shouliang Qi
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摘要

从阿尔茨海默病神经影像倡议(ADNI)数据库中获取了53名认知正常(CN)受试者、43名MCI受试者和30名AD受试者的三维PCASL图像。利用 PCASL 和质子密度加权图像 (PDWI) 计算了全脑 CBF 图。将脑神经组图谱(Brainetome Atlas)注册到单个 CBF 图谱后,获得了包括皮层和皮层下在内的 246 个区域 CBF 值。计算受试者每两个区域之间的皮尔逊相关系数,构建 CBF 相关网络。然后比较了CN、MCI和AD患者的CBF网络拓扑结构的全局属性(全局网络效率、聚类系数、特征路径长度和小世界属性)、枢纽区域、节点属性(间度中心性,BC)和连接情况。在置换检验中观察到了全局和节点属性的显著变化,在经过z统计量和错误发现率(FDR)校正后,具有显著差异的连接仍然存在。与 CN 相比,AD 的全局效率明显下降。在MCI和AD中,颞叶中部的节点特性存在显著差异,枢纽区域也有所缺失。在额叶,MCI患者的BC减少,而AD患者枕叶的BC增加。在MCI和AD中发现的具有显著差异的中枢区域主要分布在海马和内侧皮层。基于无创三维PCASL的CBF相关网络能够显示MCI和AD患者拓扑组织的变化,而观察到的拓扑组织破坏可能是MCI和AD患者认知能力下降的原因。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A 3D pseudo-continuous arterial spin labeling study of altered cerebral blood flow correlation networks in mild cognitive impairment and Alzheimer's disease
To investigate the abnormalities of the three-dimensional pseudo-continuous arterial spin labeling (3D PCASL) based cerebral blood flow (CBF) correlation networks in mild cognitive impairment (MCI) and Alzheimer's disease (AD).3D PCASL images of 53 cognitive normal (CN) subjects, 43 subjects with MCI, and 30 subjects with AD were acquired from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database. Whole-brain CBF maps were calculated using PCASL and proton density-weighted images (PDWI). The 246 regional CBF values, including the cortex and subcortex, were obtained after registering the Brainnetome Atlas to the individual CBF maps. The Pearson correlation coefficient between every two regions across subjects was calculated to construct the CBF correlation network. Then the topologies of CBF networks with regard to global properties (global network efficiency, clustering coefficient, characteristic path length, and small-world properties), hub regions, nodal properties (betweenness centrality, BC), and connections were compared among CN, MCI, and AD. Significant changes in the global and nodal properties were observed in the permutation tests, and connections with significant differences survived after the z-statistic and false discovery rate (FDR) correction.The CBF correlation networks of CN, MCI, and AD all showed small-world properties. Compared with CN, global efficiency decreased significantly in AD. Significant differences in nodal properties and a loss of hub regions are noted in the middle temporal lobe in both MCI and AD. In the frontal lobe, BC is reduced in MCI while it is increased in the occipital lobe in AD. The identified altered hub regions with significant differences in MCI and AD were mainly distributed in the hippocampus and entorhinal cortex. In addition, disrupted hub regions in AD with significantly decreased connections were mainly found in the precuneus/posterior cingulate cortex (PCC) and hippocampus-cortical cortex.Noninvasive 3D PCASL-based CBF correlation networks are capable of showing changes in topological organization in subjects with MCI and AD, and the observed disruption in the topological organization may underlie cognitive decline in MCI and AD.
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