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分析技术对早期帕金森病中基于扩散张量成像(DTI)测量结果比较的影响。

Influence of analytic techniques on comparing DTI-derived measurements in early stage Parkinson's disease.

作者信息

Mishra Virendra R, Sreenivasan Karthik R, Zhuang Xiaowei, Yang Zhengshi, Cordes Dietmar, Walsh Ryan R

机构信息

Lou Ruvo Center for Brain Health, Cleveland Clinic Foundation, Las Vegas, Nevada, United States.

Departments of Psychology and Neuroscience, University of Colorado at Boulder, Boulder, Colorado, United States.

出版信息

Heliyon. 2019 Apr 9;5(4):e01481. doi: 10.1016/j.heliyon.2019.e01481. eCollection 2019 Apr.

Abstract

Diffusion tensor imaging (DTI) studies in early Parkinson's disease (PD) to understand pathologic changes in white matter (WM) organization are variable in their findings. Evaluation of different analytic techniques frequently employed to understand the DTI-derived change in WM organization in a multisite, well-characterized, early stage PD cohort should aid the identification of the most robust analytic techniques to be used to investigate WM pathology in this disease, an important unmet need in the field. Thus, region of interest (ROI)-based analysis, voxel-based morphometry (VBM) analysis with varying spatial smoothing, and the two most widely used skeletonwise approaches (tract-based spatial statistics, TBSS, and tensor-based registration, DTI-TK) were evaluated in a DTI dataset of early PD and Healthy Controls (HC) from the Parkinson's Progression Markers Initiative (PPMI) cohort. Statistical tests on the DTI-derived metrics were conducted using a nonparametric approach from this cohort of early PD, after rigorously controlling for motion and signal artifacts during DTI scan which are frequent confounds in this disease population. Both TBSS and DTI-TK revealed a significantly negative correlation of fractional anisotropy (FA) with disease duration. However, only DTI-TK revealed radial diffusivity (RD) to be driving this FA correlation with disease duration. HC had a significantly positive correlation of MD with cumulative DaT score in the right middle-frontal cortex after a minimum smoothing level (at least 13mm) was attained. The present study found that scalar DTI-derived measures such as FA, MD, and RD should be used as imaging biomarkers with caution in early PD as the conclusions derived from them are heavily dependent on the choice of the analysis used. This study further demonstrated DTI-TK may be used to understand changes in DTI-derived measures with disease progression as it was found to be more accurate than TBSS. In addition, no singular region was identified that could explain both disease duration and severity in early PD. The results of this study should help standardize the utilization of DTI-derived measures in PD in an effort to improve comparability across studies and time, and to minimize variability in reported results due to variation in techniques.

摘要

在早期帕金森病(PD)中,利用扩散张量成像(DTI)研究来了解白质(WM)结构的病理变化,其研究结果存在差异。在一个多中心、特征明确的早期PD队列中,评估常用于理解DTI衍生的WM结构变化的不同分析技术,应有助于确定用于研究该疾病WM病理学的最可靠分析技术,这是该领域一个尚未满足的重要需求。因此,在帕金森病进展标志物计划(PPMI)队列的早期PD和健康对照(HC)的DTI数据集中,对基于感兴趣区域(ROI)的分析、具有不同空间平滑度的基于体素的形态学(VBM)分析以及两种最广泛使用的基于骨架的方法(基于纤维束的空间统计,TBSS,和基于张量的配准,DTI-TK)进行了评估。在严格控制DTI扫描期间的运动和信号伪影(这在该疾病人群中是常见的混淆因素)后,使用来自该早期PD队列的非参数方法对DTI衍生的指标进行统计检验。TBSS和DTI-TK均显示分数各向异性(FA)与疾病持续时间呈显著负相关。然而,只有DTI-TK显示径向扩散率(RD)驱动了这种FA与疾病持续时间的相关性。在达到最小平滑水平(至少13mm)后,HC在右侧额中回皮质中平均扩散率(MD)与累积DaT评分呈显著正相关。本研究发现,在早期PD中,应谨慎使用诸如FA、MD和RD等标量DTI衍生测量作为成像生物标志物,因为从中得出的结论在很大程度上依赖于所使用的分析方法。本研究进一步证明,DTI-TK可用于理解DTI衍生测量随疾病进展的变化,因为它比TBSS更准确。此外,未发现单一区域能够解释早期PD中的疾病持续时间和严重程度。本研究结果应有助于规范PD中DTI衍生测量的应用,以提高不同研究和时间之间的可比性,并尽量减少由于技术差异导致的报告结果的变异性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/992e/6458486/75aef6f7b9aa/gr1.jpg

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