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头部震颤在痉挛性斜颈中的表现:利用计算机视觉进行严重程度的量化评估。

Head tremor in cervical dystonia: Quantifying severity with computer vision.

机构信息

Institute for Neural Computation, University of California, San Diego, La Jolla, CA, USA.

Parkinson's Disease Center and Movement Disorders Clinic, Department of Neurology, Baylor College of Medicine, Houston, TX, USA.

出版信息

J Neurol Sci. 2022 Mar 15;434:120154. doi: 10.1016/j.jns.2022.120154. Epub 2022 Jan 22.

DOI:10.1016/j.jns.2022.120154
PMID:35101766
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9059761/
Abstract

BACKGROUND

Head tremor (HT) is a common feature of cervical dystonia (CD), usually quantified by subjective observation. Technological developments offer alternatives for measuring HT severity that are objective and amenable to automation.

OBJECTIVES

Our objectives were to develop CMOR (Computational Motor Objective Rater; a computer vision-based software system) to quantify oscillatory and directional aspects of HT from video recordings during a clinical examination and to test its convergent validity with clinical rating scales.

METHODS

For 93 participants with isolated CD and HT enrolled by the Dystonia Coalition, we analyzed video recordings from an examination segment in which participants were instructed to let their head drift to its most comfortable dystonic position. We evaluated peak power, frequency, and directional dominance, and used Spearman's correlation to measure the agreement between CMOR and clinical ratings.

RESULTS

Power averaged 0.90 (SD 1.80) deg/Hz, and peak frequency 1.95 (SD 0.94) Hz. The dominant HT axis was pitch (antero/retrocollis) for 50%, roll (laterocollis) for 6%, and yaw (torticollis) for 44% of participants. One-sided t-tests showed substantial contributions from the secondary (t = 18.17, p < 0.0001) and tertiary (t = 12.89, p < 0.0001) HT axes. CMOR's HT severity measure positively correlated with the HT item on the Toronto Western Spasmodic Torticollis Rating Scale-2 (Spearman's rho = 0.54, p < 0.001).

CONCLUSIONS

We demonstrate a new objective method to measure HT severity that requires only conventional video recordings, quantifies the complexities of HT in CD, and exhibits convergent validity with clinical severity ratings.

摘要

背景

头部震颤(HT)是颈性肌张力障碍(CD)的常见特征,通常通过主观观察来量化。技术的发展为测量 HT 的严重程度提供了替代方法,这些方法客观且易于自动化。

目的

我们的目标是开发 CMOR(基于计算机视觉的软件系统),以从临床检查期间的视频记录中量化 HT 的振荡和方向方面,并测试其与临床评分量表的收敛效度。

方法

对于由肌张力障碍联盟招募的 93 名孤立性 CD 和 HT 参与者,我们分析了参与者被指示让头部漂移到最舒适的扭曲位置的检查片段的视频记录。我们评估了峰值功率、频率和方向优势,并使用 Spearman 相关系数来衡量 CMOR 与临床评分之间的一致性。

结果

功率平均值为 0.90(SD 1.80)deg/Hz,峰值频率为 1.95(SD 0.94)Hz。主导的 HT 轴为 50%的俯仰(前/后斜颈)、6%的滚动(侧斜颈)和 44%的偏航(斜颈)。单侧 t 检验显示次要(t=18.17,p<0.0001)和第三(t=12.89,p<0.0001)HT 轴有实质性贡献。CMOR 的 HT 严重程度测量值与多伦多西部痉挛性斜颈评定量表-2 的 HT 项目呈正相关(Spearman 的 rho=0.54,p<0.001)。

结论

我们展示了一种新的客观方法来测量 HT 的严重程度,该方法仅需要常规视频记录,量化了 CD 中 HT 的复杂性,并与临床严重程度评分具有收敛效度。

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本文引用的文献

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The Dystonia Coalition: A Multicenter Network for Clinical and Translational Studies.肌张力障碍联盟:一个用于临床和转化研究的多中心网络。
Front Neurol. 2021 Apr 8;12:660909. doi: 10.3389/fneur.2021.660909. eCollection 2021.
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Head tremor and pain in cervical dystonia.头部震颤和颈肌张力障碍疼痛。
J Neurol. 2021 May;268(5):1945-1950. doi: 10.1007/s00415-020-10378-5. Epub 2021 Jan 8.
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Quantifying Tremor in Essential Tremor Using Inertial Sensors-Validation of an Algorithm.使用惯性传感器量化原发性震颤中的震颤-算法验证。
基于无标记运动捕捉(MMC)技术的临床康复测量应用的系统综述。
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From null to midline: changes in head posture do not predictably change head tremor in cervical dystonia.从无到中线:头部姿势的改变并不能可预测地改变颈部肌张力障碍中的头部震颤。
Dystonia. 2022;1. doi: 10.3389/dyst.2022.10684. Epub 2022 Sep 1.
5
Hold that pose: capturing cervical dystonia's head deviation severity from video.保持那个姿势:从视频中捕捉颈部肌张力障碍的头部偏斜严重程度。
Ann Clin Transl Neurol. 2022 May;9(5):684-694. doi: 10.1002/acn3.51549. Epub 2022 Mar 25.
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Soft Material-Enabled, Active Wireless, Thin-Film Bioelectronics for Quantitative Diagnostics of Cervical Dystonia.用于颈肌张力障碍定量诊断的基于软材料的有源无线薄膜生物电子学
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Postural Directionality and Head Tremor in Cervical Dystonia.姿势方向性与颈部肌张力障碍中的头部震颤。
Tremor Other Hyperkinet Mov (N Y). 2020 Jan 20;10. doi: 10.7916/tohm.v0.745. eCollection 2020.
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Parkinsonism Relat Disord. 2019 Sep;66:130-137. doi: 10.1016/j.parkreldis.2019.07.024. Epub 2019 Jul 20.
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Head tremor at disease onset: an ataxic phenotype of cervical dystonia.发病时的头部震颤:痉挛性斜颈的共济失调表型。
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