帕金森病突发震颤的数字签名。

IF 6.7 1区 医学 Q1 NEUROSCIENCES
Aryaman S Gala, Kevin B Wilkins, Matthew N Petrucci, Yasmine M Kehnemouyi, Anca Velisar, Megan H Trager, Helen M Bronte-Stewart
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引用次数: 0

摘要

帕金森病(PD)患者在持续姿势或运动时会出现震颤,这与动作性震颤不同。震颤会影响手指敲击时运动迟缓的临床评级。目前,还没有一种可靠的方法可以分离出突发性震颤,并仅根据自主运动来测量主要运动症状。在这项研究中,我们研究了在定量数字成像(QDG)设备上重复交替敲击手指(RAFT)时出现的突发性震颤是否能被可靠地识别并与自主敲击区分开来。九十六名帕金森病患者和四十二名健康对照者进行了三十秒的 QDG-RAFT 任务和运动障碍协会-统一帕金森病评分量表第三部分(MDS-UPDRS III)。QDG-RAFT 过程中震颤的视觉识别由一位经验丰富的运动障碍专家进行标记。研究了两种识别震颤的方法:1)生理学上的时间阈值;2)使用拍击的时间和振幅特征的 XGBoost 模型。XGBoost 模型识别震颤的准确率很高(精确度-召回曲线下面积为 0.981),优于基于时间的阈值。分类器识别出的震颤持续时间百分比与 MDS-UPDRS III 震颤子分数有显著相关性(r = 0.50,p
本文章由计算机程序翻译,如有差异,请以英文原文为准。

The digital signature of emergent tremor in Parkinson's disease.

The digital signature of emergent tremor in Parkinson's disease.

Emergent tremor in Parkinson's disease (PD) can occur during sustained postures or movements that are different from action tremor. Tremor can contaminate the clinical rating of bradykinesia during finger tapping. Currently, there is no reliable way of isolating emergent tremor and measuring the cardinal motor symptoms based on voluntary movements only. In this study, we investigated whether emergent tremor during repetitive alternating finger tapping (RAFT) on a quantitative digitography (QDG) device could be reliably identified and distinguished from voluntary tapping. Ninety-six individuals with PD and forty-two healthy controls performed a thirty-second QDG-RAFT task and the Movement Disorders Society - Unified Parkinson's Disease Rating Scale Part III (MDS-UPDRS III). Visual identification of tremor during QDG-RAFT was labeled by an experienced movement disorders specialist. Two methods of identifying tremor were investigated: 1) physiologically informed temporal thresholds 2) XGBoost model using temporal and amplitude features of tapping. The XGBoost model showed high accuracy for identifying tremor (area under the precision-recall curve of 0.981) and outperformed temporal-based thresholds. Percent time duration of classifier-identified tremor showed significant correlations with MDS-UPDRS III tremor subscores (r = 0.50, p < 0.0001). There was a significant change in QDG metrics for bradykinesia, rigidity, and arrhythmicity after tremor strikes were excluded (p < 0.01). The results demonstrate that emergent tremor during QDG-RAFT has a unique digital signature and the duration of tremor correlated with the MDS-UPDRS III tremor items. When involuntary tremor strikes were excluded, the QDG metrics of bradykinesia and rigidity were significantly worse, demonstrating the importance of distinguishing tremor from voluntary movement when rating bradykinesia.

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来源期刊
NPJ Parkinson's Disease
NPJ Parkinson's Disease Medicine-Neurology (clinical)
CiteScore
9.80
自引率
5.70%
发文量
156
审稿时长
11 weeks
期刊介绍: npj Parkinson's Disease is a comprehensive open access journal that covers a wide range of research areas related to Parkinson's disease. It publishes original studies in basic science, translational research, and clinical investigations. The journal is dedicated to advancing our understanding of Parkinson's disease by exploring various aspects such as anatomy, etiology, genetics, cellular and molecular physiology, neurophysiology, epidemiology, and therapeutic development. By providing free and immediate access to the scientific and Parkinson's disease community, npj Parkinson's Disease promotes collaboration and knowledge sharing among researchers and healthcare professionals.
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