William S. Middleton Memorial Veterans Hospital, Madison, WI, USA.
Department of Neurology, University of Wisconsin Madison, Madison, WI, USA.
Neuroimage Clin. 2017 Sep 9;16:557-563. doi: 10.1016/j.nicl.2017.09.009. eCollection 2017.
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.
帕金森病(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,这些异常是由黑质投射到壳核的多巴胺能神经元变性引起的,从而破坏了额皮质下回路的信息传递。通常,黑质纹状体通路在与身体最初出现症状的一侧相反的大脑侧(对侧)受到更严重的影响。几项研究表明,PD 还与白质微观结构完整性的变化有关。本研究的目的是进一步开发使用扩散加权磁共振成像(MRI)测量 PD 患者与年龄匹配的对照组之间纹状体连接差异的方法。在这项横断面研究中,40 名 PD 患者和 44 名对照者接受了扩散加权成像(DWI),使用了 40 个方向的 MRI 序列和具有重叠切片的优化 60 个方向的序列。使用高对比度结构图像在 40 个方向数据的空间中手动绘制包含壳核和黑质的感兴趣区域(ROI),然后将其配准到 60 个方向的数据。通过用同侧黑质分类目标对壳核 ROI 进行种子播种,在每个数据集的原始空间中进行概率轨迹追踪。然后,使用广义线性模型分析疾病组(PD 与对照组)对平均壳核-SN 连接概率和流线密度的影响,该模型控制年龄、性别、教育以及种子和目标区域特征。结果发现,在大脑两侧以及 40 个和 60 个方向的数据中,PD 患者的平均壳核-SN 流线密度均较低。优化序列提供了 PD 和对照组之间更大的分离;然而,组间个体值重叠。60 个方向的数据还显示,PD 组的平均连接概率值在同侧(趋势)或对侧(显著)均较低。黑质 ROI 内的平均扩散测量值存在微小的组间差异,但当将其作为协变量包含在内时,不会影响 GLM 分析的结果。基于这些结果,我们得出结论,PD 组和对照组之间的平均纹状体连接结构存在差异,使用具有重叠切片的优化 60 个方向 DWI 序列可以提高该技术检测潜在疾病相关差异的敏感性。然而,疾病组之间个体值的重叠限制了其作为分类器的使用。