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Increasing accuracy of pulse transit time measurements by automated elimination of distorted photoplethysmography waves

机译:通过自动消除畸变的光电容积描记波来提高脉冲传输时间测量的准确性

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摘要

Photoplethysmography (PPG) is a widely available non-invasive optical technique to visualize pressure pulse waves (PWs). Pulse transit time (PTT) is a physiological parameter that is often derived from calculations on ECG and PPG signals and is based on tightly defined characteristics of the PW shape. PPG signals are sensitive to artefacts. Coughing or movement of the subject can affect PW shapes that much that the PWs become unsuitable for further analysis. The aim of this study was to develop an algorithm that automatically and objectively eliminates unsuitable PWs. In order to develop a proper algorithm for eliminating unsuitable PWs, a literature study was conducted. Next, a ‘7Step PW-Filter’ algorithm was developed that applies seven criteria to determine whether a PW matches the characteristics required to allow PTT calculation. To validate whether the ‘7Step PW-Filter’ eliminates only and all unsuitable PWs, its elimination results were compared to the outcome of manual elimination of unsuitable PWs. The ‘7Step PW-Filter’ had a sensitivity of 96.3% and a specificity of 99.3%. The overall accuracy of the ‘7Step PW-Filter’ for detection of unsuitable PWs was 99.3%. Compared to manual elimination, using the ‘7Step PW-Filter’ reduces PW elimination times from hours to minutes and helps to increase the validity, reliability and reproducibility of PTT data.
机译:光电容积描记术(PPG)是一种广泛使用的非侵入性光学技术,用于可视化压力脉搏波(PW)。脉冲渡越时间(PTT)是一种生理参数,通常从对ECG和PPG信号的计算中得出,并且基于PW形状的严格定义的特性。 PPG信号对伪影很敏感。受试者的咳嗽或运动会影响PW形状,以至于PW变得不适合进一步分析。这项研究的目的是开发一种可以自动客观地消除不合适的PW的算法。为了开发一种适当的算法来消除不合适的PW,进行了文献研究。接下来,开发了一种“ 7Step PW-Filter”算法,该算法应用了七个条件来确定PW是否与允许进行PTT计算所需的特性相匹配。为了验证“ 7Step PW-Filter”是否仅消除了所有不合适的PW,将其消除结果与手动消除不适合的PW的结果进行了比较。 “ 7Step PW-Filter”的灵敏度为96.3%,特异性为99.3%。用于检测不合适PW的“ 7Step PW-Filter”的总体准确度为99.3%。与手动消除相比,使用“ 7Step PW-Filter”可以将消除PW的时间从数小时缩短至数分钟,并有助于提高PTT数据的有效性,可靠性和可重复性。

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