Swallow-PPG: Photoplethysmography Templates for Comprehensive Temporal Analysis of Swallowing Anatomical Actions.

IF 6.7 2区 医学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ying Zhang, Junjie Li, Ping Wang, Huaiyu Zhu, Bo Wang, Wei Luo, Yun Pan
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引用次数: 0

Abstract

In clinical practice, Videofluoroscopic Swallowing Study (VFSS) is commonly used to monitor the activity of anatomical structures during swallowing. However, it is limited by ionizing radiation exposure, adverse effects of barium contrast agents, and the high cost of specialized equipment. In this study, we propose a framework for analyzing swallowing behaviors in photoplethysmography (PPG) waveforms, which includes generalizing the manifestation of swallowing in PPG (i.e., swallowing templates generation) and conducting comprehensive temporal analysis of swallowing anatomical actions (TASAA). For swallowing templates generation, we cluster and average the samples to obtain waveforms of templates, followed by conducting shape-based mapping and averaging on 28 time indicators to derive template unified time indicators (TUTIs). For comprehensive TASAA, we leverage templates waveforms and TUTIs to estimate time indicators based on the mapping relationship between samples and their respective templates. We evaluate the proposed framework on 357 swallowing PPG samples from 41 elderly subjects. The average relative error across all time indicators is 0.123, and 6 indicators notably excel with errors below 0.1. The proposed template-based swallowing analysis framework is expected to become a low-cost and non-ionizing alternative to VFSS for comprehensive TASAA.

吞咽- ppg:用于吞咽解剖动作综合时间分析的光容积脉搏图模板。
在临床实践中,影像透视吞咽研究(VFSS)常用于监测吞咽过程中解剖结构的活动。然而,它受到电离辐射暴露、钡造影剂的不良影响以及专用设备的高成本的限制。在本研究中,我们提出了一个分析光体积脉搏波(PPG)波形中吞咽行为的框架,包括概括吞咽在PPG中的表现(即吞咽模板生成)和进行吞咽解剖动作的综合时间分析(TASAA)。对于吞模板生成,我们先对样本进行聚类和平均,得到模板的波形,然后进行基于形状的映射,对28个时间指标进行平均,得到模板统一时间指标(TUTIs)。对于全面的TASAA,我们利用模板波形和tui来估计基于样本与其各自模板之间的映射关系的时间指标。我们对来自41名老年受试者的357份吞咽PPG样本进行了评估。各时间指标的平均相对误差为0.123,其中6个指标的相对误差在0.1以下。所提出的基于模板的吞咽分析框架有望成为一种低成本和非电离的VFSS替代方案,用于全面的TASAA。
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来源期刊
IEEE Journal of Biomedical and Health Informatics
IEEE Journal of Biomedical and Health Informatics COMPUTER SCIENCE, INFORMATION SYSTEMS-COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
CiteScore
13.60
自引率
6.50%
发文量
1151
期刊介绍: IEEE Journal of Biomedical and Health Informatics publishes original papers presenting recent advances where information and communication technologies intersect with health, healthcare, life sciences, and biomedicine. Topics include acquisition, transmission, storage, retrieval, management, and analysis of biomedical and health information. The journal covers applications of information technologies in healthcare, patient monitoring, preventive care, early disease diagnosis, therapy discovery, and personalized treatment protocols. It explores electronic medical and health records, clinical information systems, decision support systems, medical and biological imaging informatics, wearable systems, body area/sensor networks, and more. Integration-related topics like interoperability, evidence-based medicine, and secure patient data are also addressed.
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