• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

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。

Hold that pose: capturing cervical dystonia's head deviation severity from video.

机构信息

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

Department of Computer Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA.

出版信息

Ann Clin Transl Neurol. 2022 May;9(5):684-694. doi: 10.1002/acn3.51549. Epub 2022 Mar 25.

DOI:10.1002/acn3.51549
PMID:35333449
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9082391/
Abstract

OBJECTIVE

Deviated head posture is a defining characteristic of cervical dystonia (CD). Head posture severity is typically quantified with clinical rating scales such as the Toronto Western Spasmodic Torticollis Rating Scale (TWSTRS). Because clinical rating scales are inherently subjective, they are susceptible to variability that reduces their sensitivity as outcome measures. The variability could be circumvented with methods to measure CD head posture objectively. However, previously used objective methods require specialized equipment and have been limited to studies with a small number of cases. The objective of this study was to evaluate a novel software system-the Computational Motor Objective Rater (CMOR)-to quantify multi-axis directionality and severity of head posture in CD using only conventional video camera recordings.

METHODS

CMOR is based on computer vision and machine learning technology that captures 3D head angle from video. We used CMOR to quantify the axial patterns and severity of predominant head posture in a retrospective, cross-sectional study of 185 patients with isolated CD recruited from 10 sites in the Dystonia Coalition.

RESULTS

The predominant head posture involved more than one axis in 80.5% of patients and all three axes in 44.4%. CMOR's metrics for head posture severity correlated with severity ratings from movement disorders neurologists using both the TWSTRS-2 and an adapted version of the Global Dystonia Rating Scale (rho = 0.59-0.68, all p <0.001).

CONCLUSIONS

CMOR's convergent validity with clinical rating scales and reliance upon only conventional video recordings supports its future potential for large scale multisite clinical trials.

摘要

目的

头部姿势偏斜是颈性肌张力障碍(CD)的一个特征。头部姿势的严重程度通常通过临床评分量表来量化,如多伦多西部痉挛性斜颈评分量表(TWSTRS)。由于临床评分量表具有内在的主观性,因此它们容易受到变异的影响,从而降低了作为结果测量的敏感性。这种变异性可以通过测量 CD 头部姿势的客观方法来避免。然而,以前使用的客观方法需要专门的设备,并且仅限于少数病例的研究。本研究的目的是评估一种新的软件系统——计算运动客观评分器(CMOR),该系统仅使用常规摄像机记录来量化 CD 多轴方向和头部姿势的严重程度。

方法

CMOR 基于计算机视觉和机器学习技术,从视频中捕获 3D 头部角度。我们使用 CMOR 来量化 185 例孤立性 CD 患者的主要头部姿势的轴向模式和严重程度,这些患者是从 Dystonia Coalition 的 10 个地点招募的。

结果

在 80.5%的患者中,主要头部姿势涉及不止一个轴,在 44.4%的患者中涉及所有三个轴。CMOR 头部姿势严重程度的指标与运动障碍神经学家使用 TWSTRS-2 和改编版全球肌张力障碍评分量表(rho = 0.59-0.68,均 p <0.001)进行的严重程度评分相关。

结论

CMOR 与临床评分量表的收敛有效性以及仅依赖常规录像记录支持了其未来在大规模多中心临床试验中的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/ce7457428863/ACN3-9-684-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/2b7de691f666/ACN3-9-684-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/5cc1fb73bbba/ACN3-9-684-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/5be569d084ce/ACN3-9-684-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/ce7457428863/ACN3-9-684-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/2b7de691f666/ACN3-9-684-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/5cc1fb73bbba/ACN3-9-684-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/5be569d084ce/ACN3-9-684-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a9/9082391/ce7457428863/ACN3-9-684-g002.jpg

相似文献

1
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.
2
Head tremor in cervical dystonia: Quantifying severity with computer vision.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。
J Neurol Sci. 2022 Mar 15;434:120154. doi: 10.1016/j.jns.2022.120154. Epub 2022 Jan 22.
3
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.
4
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。
J Neurol. 2019 Aug;266(8):1844-1851. doi: 10.1007/s00415-019-09341-w. Epub 2019 Apr 26.
5
It's tricky: Rating alleviating maneuvers in cervical dystonia.评价颈部肌张力障碍的缓解动作很棘手。
J Neurol Sci. 2020 Dec 15;419:117205. doi: 10.1016/j.jns.2020.117205. Epub 2020 Nov 1.
6
[Inter-rater reliability while using the Toronto Western Spasmodic Torticollis Rating Scale (TWSTRS) in patients with cervical dystonia].[在颈部肌张力障碍患者中使用多伦多西部痉挛性斜颈评定量表(TWSTRS)时的评分者间信度]
Brain Nerve. 2009 Jan;61(1):65-71.
7
Content overlap of 91 dystonia symptoms among the seven most commonly used cervical dystonia scales.七种最常用的颈肌张力障碍量表中 91 个肌张力障碍症状的内容重叠。
Neurol Sci. 2024 Apr;45(4):1507-1514. doi: 10.1007/s10072-023-07157-1. Epub 2023 Nov 1.
8
Botulinum toxin type B for cervical dystonia.用于治疗颈部肌张力障碍的B型肉毒毒素
Cochrane Database Syst Rev. 2005 Jan 25(1):CD004315. doi: 10.1002/14651858.CD004315.pub2.
9
Longitudinal evaluation of patients with isolated head tremor.孤立性头部震颤患者的纵向评估。
Parkinsonism Relat Disord. 2022 Jan;94:10-12. doi: 10.1016/j.parkreldis.2021.11.018. Epub 2021 Nov 26.
10
Does Raising the Arms Modify Head Tremor Severity in Cervical Dystonia?举手是否会改变颈源性震颤的严重程度?
Tremor Other Hyperkinet Mov (N Y). 2021 Jun 23;11:21. doi: 10.5334/tohm.623.

引用本文的文献

1
Head movement dynamics in dystonia: a multi-centre retrospective study using visual perceptive deep learning.肌张力障碍中的头部运动动力学:一项使用视觉感知深度学习的多中心回顾性研究。
NPJ Digit Med. 2024 Jun 18;7(1):160. doi: 10.1038/s41746-024-01140-6.
2
Motor assessment of X-linked dystonia parkinsonism via machine-learning-based analysis of wearable sensor data.基于机器学习的可穿戴传感器数据分析对 X 连锁型肌张力障碍帕金森病的运动评估。
Sci Rep. 2024 Jun 9;14(1):13229. doi: 10.1038/s41598-024-63946-4.
3
The use of digital outcome measures in clinical trials in rare neurological diseases: a systematic literature review.

本文引用的文献

1
Head tremor in cervical dystonia: Quantifying severity with computer vision.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。
J Neurol Sci. 2022 Mar 15;434:120154. doi: 10.1016/j.jns.2022.120154. Epub 2022 Jan 22.
2
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.
3
Deep learning-enabled medical computer vision.基于深度学习的医学计算机视觉。
在罕见神经系统疾病临床试验中使用数字结局测量指标:系统文献回顾。
Orphanet J Rare Dis. 2023 Aug 2;18(1):224. doi: 10.1186/s13023-023-02813-3.
4
Improving the Efficacy of Botulinum Toxin for Cervical Dystonia: A Scoping Review.提高肉毒毒素治疗颈肌张力障碍的疗效:范围综述。
Toxins (Basel). 2023 Jun 9;15(6):391. doi: 10.3390/toxins15060391.
5
Evaluation of Various State of the Art Head Pose Estimation Algorithms for Clinical Scenarios.评估各种用于临床场景的最新头部姿势估计算法。
Sensors (Basel). 2022 Sep 10;22(18):6850. doi: 10.3390/s22186850.
NPJ Digit Med. 2021 Jan 8;4(1):5. doi: 10.1038/s41746-020-00376-2.
4
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.
5
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
Adv Mater Technol. 2019 Oct;4(10). doi: 10.1002/admt.201900458. Epub 2019 Aug 16.
6
Dysphagia in cervical dystonia patients receiving optimised botulinum toxin therapy: a single-center retrospective cohort study.优化肉毒毒素治疗后伴吞咽困难的痉挛性斜颈患者:单中心回顾性队列研究。
J Neural Transm (Vienna). 2020 Aug;127(8):1161-1165. doi: 10.1007/s00702-020-02220-z. Epub 2020 Jun 25.
7
Defining research priorities in dystonia.定义肌张力障碍研究重点。
Neurology. 2020 Mar 24;94(12):526-537. doi: 10.1212/WNL.0000000000009140. Epub 2020 Feb 25.
8
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.
9
The Prevalence of Dystonic Tremor and Tremor Associated with Dystonia in Patients with Cervical Dystonia.颈源性肌张力障碍患者的肌张力障碍性震颤和与肌张力障碍相关的震颤的患病率。
Sci Rep. 2020 Jan 29;10(1):1436. doi: 10.1038/s41598-020-58363-2.
10
Caregiver burden and health-related quality of life in idiopathic dystonia patients under botulinum toxin treatment: a cross-sectional study.肉毒杆菌毒素治疗下特发性肌张力障碍患者的照顾者负担及健康相关生活质量:一项横断面研究
J Neural Transm (Vienna). 2020 Jan;127(1):61-70. doi: 10.1007/s00702-019-02109-6. Epub 2019 Dec 4.