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纹状体亚区特异性降低与帕金森病的动态连接相关性分析。

Decreased subregional specificity of the putamen in Parkinson's Disease revealed by dynamic connectivity-derived parcellation.

机构信息

Pacific Parkinson's Research Centre, Vancouver, Canada; Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, Canada.

Pacific Parkinson's Research Centre, Vancouver, Canada; Graduate Program in Neuroscience, University of British Columbia, Vancouver, Canada.

出版信息

Neuroimage Clin. 2018;20:1163-1175. doi: 10.1016/j.nicl.2018.10.022. Epub 2018 Oct 23.

Abstract

Parkinson's Disease (PD) is associated with decreased ability to perform habitual tasks, relying instead on goal-directed behaviour subserved by different cortical/subcortical circuits, including parts of the putamen. We explored the functional subunits in the putamen in PD using novel dynamic connectivity features derived from resting state fMRI recorded from thirty PD subjects and twenty-eight age-matched healthy controls (HC). Dynamic functional segmentation of the putamina was obtained by determining the correlation between each voxel in each putamen along a moving window and applying a joint temporal clustering algorithm to establish cluster membership of each voxel at each window. Contiguous voxels that had consistent cluster membership across all windows were then considered to be part of a homogeneous functional subunit. As PD subjects robustly had two homogenous clusters in the putamina, we also segmented the putamina in HC into two dynamic clusters for a fair comparison. We then estimated the dynamic connectivity using sliding windowed correlation between the mean signal from the identified homogenous subunits and 56 other predefined cortical and subcortical ROIs. Specifically, the mean dynamic connectivity strength and connectivity deviation were then compared to evaluate subregional differences. HC subjects had significant differences in mean dynamic connectivity and connectivity deviation between the two putaminal subunits. The posterior subunit connected strongly to sensorimotor areas, the cerebellum, as well as the middle frontal gyrus. The anterior subunit had strong mean dynamic connectivity to the nucleus accumbens, hippocampus, amygdala, caudate and cingulate. In contrast, PD subjects had fewer differences in mean dynamic connectivity between subunits, indicating a degradation of subregional specificity. Overall UPDRS III and MoCA scores could be predicted using mean dynamic connectivity strength and connectivity deviation. Side of onset of the disease was also jointly related with functional connectivity features. Our results suggest a robust loss of specificity of mean dynamic connectivity and connectivity deviation in putaminal subunits in PD that is sensitive to disease severity. In addition, altered mean dynamic connectivity and connectivity deviation features in PD suggest that looking at connectivity dynamics offers an additional dimension for assessment of neurodegenerative disorders.

摘要

帕金森病(PD)与执行习惯性任务的能力下降有关,而是依赖于不同的皮质/皮质下回路(包括壳核的一部分)所支持的目标导向行为。我们使用从 30 名 PD 患者和 28 名年龄匹配的健康对照者(HC)的静息态 fMRI 记录中获得的新的动态连通性特征,探索了 PD 患者壳核中的功能亚单位。通过确定每个壳核中每个体素与移动窗口之间的相关性,并应用联合时间聚类算法来确定每个体素在每个窗口的聚类成员,从而获得壳核的动态功能分割。在所有窗口中具有一致聚类成员的连续体素被认为是同质功能亚单位的一部分。由于 PD 患者的壳核中确实存在两个同质聚类,我们还将 HC 中的壳核分割为两个动态聚类,以进行公平比较。然后,我们使用从确定的同质亚单位的平均信号与 56 个其他预定义的皮质和皮质下 ROI 之间的滑动窗口相关来估计动态连通性。具体来说,然后比较平均动态连通性强度和连通性偏差,以评估亚区差异。HC 患者的两个壳核亚单位之间的平均动态连通性和连通性偏差存在显著差异。后亚单位与感觉运动区域、小脑以及额中回强烈连接。前亚单位与伏隔核、海马体、杏仁核、尾状核和扣带回具有很强的平均动态连通性。相比之下,PD 患者在亚单位之间的平均动态连通性差异较小,表明亚区特异性降低。总体 UPDRS III 和 MoCA 评分可以使用平均动态连通性强度和连通性偏差来预测。疾病发作的侧也与功能连通性特征共同相关。我们的研究结果表明,PD 患者壳核亚单位的平均动态连通性和连通性偏差特异性显著丧失,这对疾病严重程度敏感。此外,PD 中改变的平均动态连通性和连通性偏差特征表明,观察连通性动态为评估神经退行性疾病提供了额外的维度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18b4/6214880/c403d08bc839/gr1.jpg

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