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帕金森病步态冻结发展的磁共振成像生物标志物

MRI biomarkers of freezing of gait development in Parkinson's disease.

作者信息

Sarasso Elisabetta, Basaia Silvia, Cividini Camilla, Stojkovic Tanja, Stankovic Iva, Piramide Noemi, Tomic Aleksandra, Markovic Vladana, Stefanova Elka, Kostic Vladimir S, Filippi Massimo, Agosta Federica

机构信息

Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.

Clinic of Neurology, Faculty of Medicine, University of Belgrade, Belgrade, Serbia.

出版信息

NPJ Parkinsons Dis. 2022 Nov 15;8(1):158. doi: 10.1038/s41531-022-00426-4.

Abstract

This study investigated longitudinal clinical, structural and functional brain alterations in Parkinson's disease patients with freezing of gait (PD-FoG) and in those developing (PD-FoG-converters) and not developing FoG (PD-non-converters) over two years. Moreover, this study explored if any clinical and/or MRI metric predicts FoG development. Thirty PD-FoG, 11 PD-FoG-converters and 11 PD-non-converters were followed for two years. Thirty healthy controls were included at baseline. Participants underwent clinical and MRI visits. Cortical thickness, basal ganglia volumes and functional network graph metrics were evaluated at baseline and over time. In PD groups, correlations between baseline MRI and clinical worsening were tested. A ROC curve analysis investigated if baseline clinical and MRI measures, selected using a stepwise model procedure, could differentiate PD-FoG-converters from PD-non-converters. At baseline, PD-FoG patients had widespread cortical/subcortical atrophy, while PD-FoG-converters and non-converters showed atrophy in sensorimotor areas and basal ganglia relative to controls. Over time, PD-non-converters accumulated cortical thinning of left temporal pole and pallidum without significant clinical changes. PD-FoG-converters showed worsening of disease severity, executive functions, and mood together with an accumulation of occipital atrophy, similarly to PD-FoG. At baseline, PD-FoG-converters relative to controls and PD-FoG showed higher global and parietal clustering coefficient and global local efficiency. Over time, PD-FoG-converters showed reduced parietal clustering coefficient and sensorimotor local efficiency, PD-non-converters showed increased sensorimotor path length, while PD-FoG patients showed stable graph metrics. Stepwise prediction model including dyskinesia, postural instability and gait disorders scores and parietal clustering coefficient was the best predictor of FoG conversion. Combining clinical and MRI data, ROC curves provided the highest classification power to predict the conversion (AUC = 0.95, 95%CI: 0.86-1). Structural MRI is a useful tool to monitor PD progression, while functional MRI together with clinical features may be helpful to identify FoG conversion early.

摘要

本研究调查了帕金森病冻结步态患者(PD - FoG)、两年内出现冻结步态的患者(PD - FoG - 转化者)以及未出现冻结步态的患者(PD - 非转化者)的纵向临床、结构和功能脑改变。此外,本研究还探讨了是否有任何临床和/或磁共振成像指标可预测冻结步态的发生。30例PD - FoG患者、11例PD - FoG - 转化者和11例PD - 非转化者被随访两年。基线时纳入30名健康对照者。参与者接受了临床和磁共振成像检查。在基线和随访期间评估皮质厚度、基底节体积和功能网络图谱指标。在PD组中,检测了基线磁共振成像与临床病情恶化之间的相关性。采用逐步模型程序选择基线临床和磁共振成像测量指标,通过ROC曲线分析研究其能否区分PD - FoG - 转化者和PD - 非转化者。基线时,PD - FoG患者存在广泛的皮质/皮质下萎缩,而PD - FoG - 转化者和非转化者相对于对照者在感觉运动区域和基底节出现萎缩。随着时间推移,PD - 非转化者左侧颞极和苍白球皮质变薄,但无明显临床变化。与PD - FoG患者相似,PD - FoG - 转化者疾病严重程度、执行功能和情绪恶化,同时枕叶萎缩加重。基线时,相对于对照者,PD - FoG - 转化者和PD - FoG患者的全局和顶叶聚类系数以及全局局部效率更高。随着时间推移,PD - FoG - 转化者顶叶聚类系数和感觉运动局部效率降低,PD - 非转化者感觉运动路径长度增加,而PD - FoG患者图谱指标保持稳定。包括异动症、姿势不稳和步态障碍评分以及顶叶聚类系数的逐步预测模型是冻结步态转化的最佳预测指标。结合临床和磁共振成像数据,ROC曲线在预测转化方面具有最高的分类能力(AUC = 0.95,95%CI:0.86 - 1)。结构磁共振成像是监测帕金森病进展的有用工具,而功能磁共振成像与临床特征相结合可能有助于早期识别冻结步态转化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8819/9666554/36a3b79fdaa7/41531_2022_426_Fig3_HTML.jpg

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