Camera-based Bipedal Plantar Pulse Transit Time Difference Measurement for Lower Limb Arterial Stenosis Detection.

IF 4.4 2区 医学 Q2 ENGINEERING, BIOMEDICAL
Zhiyuan Xu, Shuhan Yi, Yukai Huang, Dongmin Huang, Zi Luo, Ningbo Zhao, Wenjin Wang
{"title":"Camera-based Bipedal Plantar Pulse Transit Time Difference Measurement for Lower Limb Arterial Stenosis Detection.","authors":"Zhiyuan Xu, Shuhan Yi, Yukai Huang, Dongmin Huang, Zi Luo, Ningbo Zhao, Wenjin Wang","doi":"10.1109/TBME.2025.3580446","DOIUrl":null,"url":null,"abstract":"<p><p>Peripheral arterial disease (PAD) can lead to severe foot problems, including claudication and amputation in extreme cases. Currently, clinical diagnosis primarily relies on costly and cumbersome methods like spectral Doppler ultrasound and Ankle-Brachial index (ABI). This highlights the urgent need for a low-cost and convenient screening approach. The lower extremity arterial stenosis caused by PAD leads to a delay in pulse wave transmission from the heart to the feet. This study proposes a novel PAD screening method, the bipedal plantar pulse transit time difference (PTTD), calculated as the time difference between photoplethysmographic (PPG) signals extracted from RGB videos of the feet. A simulation experiment was conducted on 19 healthy adult subjects, in which five different vascular obstruction conditions (i.e., PAD degrees) were simulated by applying varying pressures to the calf. The experimental results show that PTTD achieved 90.53% accuracy in PAD-simulation detection and 80.00% in five-class PAD-simulation grading, offering improvements of 10.53% and 28.42% over the baseline perfusion index (PI)-based detection and grading models, respectively. Additionally, we collected plantar video recordings from 10 PAD patients at the Department of Ultrasound in a hospital, demonstrating the feasibility in real clinical settings. This indicates that PTTD measured between bipedal plantars exhibits high sensitivity to vascular obstruction and holds promise as an efficient tool for PAD screening.</p>","PeriodicalId":13245,"journal":{"name":"IEEE Transactions on Biomedical Engineering","volume":"PP ","pages":""},"PeriodicalIF":4.4000,"publicationDate":"2025-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Biomedical Engineering","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1109/TBME.2025.3580446","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

Peripheral arterial disease (PAD) can lead to severe foot problems, including claudication and amputation in extreme cases. Currently, clinical diagnosis primarily relies on costly and cumbersome methods like spectral Doppler ultrasound and Ankle-Brachial index (ABI). This highlights the urgent need for a low-cost and convenient screening approach. The lower extremity arterial stenosis caused by PAD leads to a delay in pulse wave transmission from the heart to the feet. This study proposes a novel PAD screening method, the bipedal plantar pulse transit time difference (PTTD), calculated as the time difference between photoplethysmographic (PPG) signals extracted from RGB videos of the feet. A simulation experiment was conducted on 19 healthy adult subjects, in which five different vascular obstruction conditions (i.e., PAD degrees) were simulated by applying varying pressures to the calf. The experimental results show that PTTD achieved 90.53% accuracy in PAD-simulation detection and 80.00% in five-class PAD-simulation grading, offering improvements of 10.53% and 28.42% over the baseline perfusion index (PI)-based detection and grading models, respectively. Additionally, we collected plantar video recordings from 10 PAD patients at the Department of Ultrasound in a hospital, demonstrating the feasibility in real clinical settings. This indicates that PTTD measured between bipedal plantars exhibits high sensitivity to vascular obstruction and holds promise as an efficient tool for PAD screening.

基于摄像头的双足足跖脉冲传输时间差测量用于下肢动脉狭窄检测。
外周动脉疾病(PAD)可导致严重的足部问题,包括在极端情况下跛行和截肢。目前,临床诊断主要依靠谱多普勒超声和踝肱指数(ABI)等昂贵而繁琐的方法。这表明迫切需要一种低成本和方便的筛查方法。由PAD引起的下肢动脉狭窄导致脉搏波从心脏传递到足部的延迟。本研究提出了一种新的PAD筛选方法——双足足足脉冲传递时间差(PTTD),该方法通过从足部RGB视频中提取的光容积脉搏波(PPG)信号之间的时间差来计算。对19名健康成人受试者进行模拟实验,通过对小腿施加不同的压力,模拟5种不同的血管阻塞情况(即PAD程度)。实验结果表明,PTTD在pad模拟检测中的准确率为90.53%,在pad模拟五类分级中准确率为80.00%,与基于基线灌注指数(PI)的检测和分级模型相比,分别提高了10.53%和28.42%。此外,我们还收集了某医院超声科10例PAD患者的足底视频记录,以证明其在实际临床环境中的可行性。这表明在两足足底之间测量的PTTD对血管阻塞具有很高的敏感性,有望成为PAD筛查的有效工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
IEEE Transactions on Biomedical Engineering
IEEE Transactions on Biomedical Engineering 工程技术-工程:生物医学
CiteScore
9.40
自引率
4.30%
发文量
880
审稿时长
2.5 months
期刊介绍: IEEE Transactions on Biomedical Engineering contains basic and applied papers dealing with biomedical engineering. Papers range from engineering development in methods and techniques with biomedical applications to experimental and clinical investigations with engineering contributions.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信