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Evaluation of striatonigral connectivity using probabilistic tractography in Parkinsons disease

机译:帕金森氏病概率概率成像法评价纹状体-三角连接

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摘要

The cardinal movement abnormalities of Parkinson's disease (PD), including tremor, muscle rigidity, and reduced speed and frequency of movements, are caused by degeneration of dopaminergic neurons in the substantia nigra that project to the putamen, compromising information flow through frontal-subcortical circuits. Typically, the nigrostriatal pathway is more severely affected on the side of the brain opposite (contralateral) to the side of the body that manifests initial symptoms. Several studies have suggested that PD is also associated with changes in white matter microstructural integrity. The goal of the present study was to further develop methods for measuring striatonigral connectivity differences between PD patients and age-matched controls using diffusion weighted magnetic resonance imaging (MRI).In this cross-sectional study, 40 PD patients and 44 controls underwent diffusion weighted imaging (DWI) using a 40-direction MRI sequence as well as an optimized 60-direction sequence with overlapping slices. Regions of interest (ROIs) encompassing the putamen and substantia nigra were hand drawn in the space of the 40-direction data using high-contrast structural images and then coregistered to the 60-direction data. Probabilistic tractography was performed in the native space of each dataset by seeding the putamen ROI with an ipsilateral substantia nigra classification target. The effect of disease group (PD versus control) on mean putamen-SN connection probability and streamline density were then analyzed using generalized linear models controlling for age, gender, education, as well as seed and target region characteristics.Mean putamen-SN streamline density was lower in PD on both sides of the brain and in both 40- and 60-direction data. The optimized sequence provided a greater separation between PD and control means; however, individual values overlapped between groups. The 60-direction data also yielded mean connection probability values either trending (ipsilateral) or significantly (contralateral) lower in the PD group. There were minor between-group differences in average diffusion measures within the substantia nigra ROIs that did not affect the results of the GLM analyses when included as covariates. Based on these results, we conclude that mean striatonigral structural connectivity differs between PD and control groups and that use of an optimized 60-direction DWI sequence with overlapping slices increases the sensitivity of the technique to putative disease-related differences. However, overlap in individual values between disease groups limits its use as a classifier.
机译:帕金森氏病(PD)的主要运动异常,包括震颤,肌肉僵硬以及运动速度和频率降低,是由黑质中投射到壳核的多巴胺能神经元变性引起的,从而损害了通过额下皮层回路的信息流。通常,黑质纹状体途径在表现出初始症状的身体一侧的相对侧(对侧)受到更严重的影响。多项研究表明,PD也与白质微结构完整性的变化有关。本研究的目的是进一步开发使用弥散加权磁共振成像(MRI)来测量PD患者与年龄匹配的对照之间的纹状体连接性差异的方法。在这项横断面研究中,对40名PD患者和44个对照进行了弥散加权成像(DWI)使用40方向MRI序列以及优化的60方向序列与重叠的切片。使用高对比度结构图像在40方向数据的空间中手工绘制了包含壳核和黑质的感兴趣区域(ROI),然后将其共配准为60方向数据。通过在同侧黑质分类目标上植入核壳蛋白ROI,在每个数据集的本机空间中进行概率束测图。然后使用控制年龄,性别,受教育程度以及种子和目标区域特征的广义线性模型分析疾病组(PD与对照)对平均Putamen-SN连接概率和流线密度的影响。在大脑两侧的PD和40方向和60方向数据中均较低。优化的顺序在PD和控制手段之间提供了更大的分离;但是,各个值在组之间重叠。 60方向数据还得出PD组中平均连接概率值呈趋势(同侧)或显着(对侧)降低。在黑质ROI内,平均扩散量度之间存在较小的组间差异,当作为协变量纳入时,这些差异不会影响GLM分析的结果。根据这些结果,我们得出结论,PD和对照组之间的平均纹状体结构连通性不同,并且使用具有重叠切片的优化的60方向DWI序列增加了该技术对假定的疾病相关差异的敏感性。但是,疾病组之间各个值的重叠限制了其作为分类器的用途。

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