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基于视频运动分析的颈动脉狭窄快速筛查检测。

Detection of Carotid Artery Stenosis Based on Video Motion Analysis for Fast Screening.

机构信息

Graduate Institute of Clinical Medicine National Taiwan University College of Medicine Taipei Taiwan.

Division of Cardiology, Department of Internal Medicine and Cardiovascular Center National Taiwan University Hospital Taipei Taiwan.

出版信息

J Am Heart Assoc. 2022 Sep 6;11(17):e025702. doi: 10.1161/JAHA.122.025702. Epub 2022 Aug 17.

DOI:10.1161/JAHA.122.025702
PMID:35975739
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9496434/
Abstract

Background Carotid artery stenosis (CAS) is a common cause of ischemic stroke, and the early detection of CAS may improve patient outcomes. Carotid Doppler ultrasound is commonly used to diagnose CAS. However, it is costly and may not be practical for regular screening practice. This article presents a novel noninvasive and noncontact detection technique using video-based motion analysis (VMA) to extract useful information from subtle pulses on the skin surface to screen for CAS. Methods and Results We prospectively enrolled 202 patients with prior carotid Doppler ultrasound data. A short 30-second video clip of the neck was taken using a commercial mobile device and analyzed by VMA with mathematical quantification of the amplitude of skin motion changes in a blinded manner. The first 40 subjects were used to set up the VMA protocol and define cutoff values, and the following 162 subjects were used for validation. Overall, 54% of the 202 subjects had ultrasound-confirmed CAS. Using receiver operating characteristic curve analysis, the area under the curve of VMA-derived discrepancy values to differentiate patients with and without CAS was excellent (area under the curve, 0.914 [95% CI, 0.874-0.954]; <0.01). The best cutoff value of VMA-derived discrepancy values to screen for CAS was 5.1, with a sensitivity of 87% and a specificity of 87%. The diagnostic accuracy was consistently high in different subject subgroups. Conclusions A simple and accurate screening technique to quickly screen for CAS using a VMA system is feasible, with acceptable sensitivity and specificity.

摘要

背景

颈动脉狭窄(CAS)是缺血性脑卒中的常见病因,早期发现 CAS 可能改善患者预后。颈动脉多普勒超声常用于诊断 CAS,但成本较高,可能不适合常规筛查。本文提出了一种使用基于视频的运动分析(VMA)的新型无创、非接触检测技术,该技术从皮肤表面的细微脉搏中提取有用信息,用于筛查 CAS。

方法和结果

前瞻性纳入了 202 例既往有颈动脉多普勒超声数据的患者。使用商用移动设备拍摄 30 秒的颈部短视频片段,通过 VMA 进行分析,以盲法对皮肤运动变化幅度进行数学量化。前 40 例用于建立 VMA 方案和定义截断值,后 162 例用于验证。202 例患者中,54%经超声证实为 CAS。使用受试者工作特征曲线分析,VMA 衍生差异值区分有和无 CAS 患者的曲线下面积为 0.914(95%CI:0.874-0.954;<0.01)。VMA 衍生差异值筛查 CAS 的最佳截断值为 5.1,灵敏度为 87%,特异度为 87%。在不同的亚组患者中,诊断准确性始终较高。

结论

使用 VMA 系统快速筛查 CAS 的简单、准确的筛查技术具有可接受的灵敏度和特异性,是可行的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/7533cb6e129f/JAH3-11-e025702-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/094fc90d3987/JAH3-11-e025702-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/70202ccb8952/JAH3-11-e025702-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/4dcdee425d15/JAH3-11-e025702-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/7533cb6e129f/JAH3-11-e025702-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/094fc90d3987/JAH3-11-e025702-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/70202ccb8952/JAH3-11-e025702-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/4dcdee425d15/JAH3-11-e025702-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243d/9496434/7533cb6e129f/JAH3-11-e025702-g001.jpg

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