Identification of cerebral infarction using bilateral photoplethysmography.

IF 1.8 4区 医学 Q4 ENGINEERING, BIOMEDICAL
Sang Yeon Kim, Hyun Goo Kang, YoungSuk Shin
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引用次数: 0

Abstract

BackgroundCerebral infarction is often associated with underlying cerebral vascular stenosis, such as carotid artery stenosis or cerebral artery stenosis due to arteriosclerosis. Existing imaging techniques, including carotid ultrasound, computed tomography angiography (CTA), and magnetic resonance angiography (MRA), are useful for diagnosis, but have limitations such as radiation exposure, contrast medium use side effects, and high cost. Therefore, the need for a simple, noninvasive, and cost-effective screening tool is emerging.ObjectiveIn this study, we propose a novel cerebral infarction screening technique using PPG signals measured from both index fingers for 120 s.MethodsPPG is a noninvasive optical technology that measures pulse waves that appear according to changes in blood volume. The collected waveforms were divided into windows and then normalized. Maximum Positive Amplitude (MPA) and Maximum Negative Amplitude (MNA) were extracted from each section, and the normal group and cerebral infarction patients were classified through linear discriminant analysis.ResultsAs a result of analyzing a total of 100 subjects (50 patients with cerebral infarction and 50 normal controls), the recognition rate based on MNA was 84%, MPA was 81%, and when the two indices were combined, it was 80%. Sensitivity was 80% for MNA and 72% for MPA, and specificity was 88% and 90%, respectively, suggesting that amplitude-based PPG indices can effectively reflect the presence or absence of cerebrovascular lesions.ConclusionThis study suggests the possibility of simply identifying patients with cerebral infarction by analyzing PPG signals of both fingers. The proposed technique can be used as a screening tool to complement existing imaging techniques, and is expected to contribute to reducing the burden of stroke through early diagnosis and preventive intervention in the future.

双侧光容积脉搏波识别脑梗死。
脑梗死常伴有潜在的脑血管狭窄,如颈动脉狭窄或由动脉硬化引起的脑动脉狭窄。现有的成像技术,包括颈动脉超声、计算机断层血管造影(CTA)和磁共振血管造影(MRA),对诊断有用,但存在辐射暴露、造影剂使用副作用和高成本等局限性。因此,需要一种简单、无创、成本效益高的筛查工具。目的在本研究中,我们提出了一种新的脑梗死筛查技术,利用120 s的双食指PPG信号进行筛查。方法sppg是一种无创光学技术,可根据血容量变化测量脉搏波。将采集到的波形分成窗口进行归一化处理。提取各切片的最大正幅值(MPA)和最大负幅值(MNA),通过线性判别分析对正常组和脑梗死患者进行分类。结果共分析100例受试者(脑梗死患者50例,正常人50例),MNA的识别率为84%,MPA的识别率为81%,两者结合的识别率为80%。MNA和MPA的敏感性分别为80%和72%,特异性分别为88%和90%,表明基于幅度的PPG指标可以有效反映脑血管病变的存在与否。结论本研究提示通过分析两指的PPG信号可以简单识别脑梗死患者。该技术可以作为一种筛查工具来补充现有的成像技术,并有望通过早期诊断和预防干预来减轻中风的负担。
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来源期刊
Technology and Health Care
Technology and Health Care HEALTH CARE SCIENCES & SERVICES-ENGINEERING, BIOMEDICAL
CiteScore
2.10
自引率
6.20%
发文量
282
审稿时长
>12 weeks
期刊介绍: Technology and Health Care is intended to serve as a forum for the presentation of original articles and technical notes, observing rigorous scientific standards. Furthermore, upon invitation, reviews, tutorials, discussion papers and minisymposia are featured. The main focus of THC is related to the overlapping areas of engineering and medicine. The following types of contributions are considered: 1.Original articles: New concepts, procedures and devices associated with the use of technology in medical research and clinical practice are presented to a readership with a widespread background in engineering and/or medicine. In particular, the clinical benefit deriving from the application of engineering methods and devices in clinical medicine should be demonstrated. Typically, full length original contributions have a length of 4000 words, thereby taking duly into account figures and tables. 2.Technical Notes and Short Communications: Technical Notes relate to novel technical developments with relevance for clinical medicine. In Short Communications, clinical applications are shortly described. 3.Both Technical Notes and Short Communications typically have a length of 1500 words. Reviews and Tutorials (upon invitation only): Tutorial and educational articles for persons with a primarily medical background on principles of engineering with particular significance for biomedical applications and vice versa are presented. The Editorial Board is responsible for the selection of topics. 4.Minisymposia (upon invitation only): Under the leadership of a Special Editor, controversial or important issues relating to health care are highlighted and discussed by various authors. 5.Letters to the Editors: Discussions or short statements (not indexed).
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