用于心脏研究的波形描画装置的验证:可重复性和数据挖掘分析

V. Almeida, J. Borba, T. Pereira, H. Pereira, J. Cardoso, C. Correia
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引用次数: 0

摘要

本文设想在心血管疾病筛查中,展示基于价格合理且易于操作的仪器以及用户友好的计算机辅助算法的创新非侵入性技术的潜力。这些技术的基础假设是动脉硬度目前是心血管疾病发展的重要预测指标,可以通过分析动脉压波形(APW)来评估。先前开发的基于PZ的非侵入性APW捕获设备目前正在临床环境中进行测试,使用由健康和不健康受试者组成的异质人群。设计并开发了专用的Matlab分析工具来提取相关信息并进一步分析APW。训练有素的观察员在同一天和连续几个月内对APW进行了几次记录,以评估其再现性。数据挖掘分析是使用Weka 3-6-5软件包的最后一个任务。开发心血管应用的数据挖掘算法的有用性可以有利于心血管筛查,有助于早期识别动脉僵硬相关模式。
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Validation of a waveform delineator device for cardiac studies: Repeatability and data mining analysis
This paper envisages showing the potential of innovative non-invasive techniques based on affordable and easily operated instrumentation as well as user-friendly computer aided algorithms in the screening of cardiovascular (CV) diseases. These techniques are based on the assumption that arterial stiffness is currently an important predicator of the CV diseases development and can be assessed by analyzing the arterial pressure waveform (APW). A previously developed PZ based device for non-invasive APW capture is currently under test in clinical environment, using a heterogeneous population constituted by healthy and unhealthy subjects. A dedicated Matlab analysis tool was designed and developed to extract relevant information and further APW analysis. Several recordings of the APW in the same day and in consecutive months are being performed by trained observers, to evaluate its reproducibility. Data mining analysis is subsequently the last task where the Weka 3-6-5 package software is used. The usefulness of developing data mining algorithms for cardiovascular applications can benefit the CV screenings contributing for the early identification of arterial stiffness related patterns.
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