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首页> 外文期刊>Annals of Biomedical Engineering >On Non-Invasive Measurement of Gastric Motility from Finger Photoplethysmographic Signal
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On Non-Invasive Measurement of Gastric Motility from Finger Photoplethysmographic Signal

机译:从手指光电容积描记信号无创测量胃动力的研究

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This article investigates the possibility of extracting gastric motility (GM) information from finger photoplethysmographic (PPG) signals non-invasively. Now-a-days measuring GM is a challenging task because of invasive and complicated clinical procedures involved. It is well-known that the PPG signal acquired from finger consists of information related to heart rate and respiratory rate. This thread is taken further and effort has been put here to find whether it is possible to extract GM information from finger PPG in an easier way and without discomfort to the patients. Finger PPG and GM (measured using Electrogastrogram, EGG) signals were acquired simultaneously at the rate of 100 Hz from eight healthy subjects for 30 min duration in fasting and postprandial states. In this study, we process the finger PPG signal and extract a slow wave that is analogous to actual EGG signal. To this end, we chose two advanced signal processing approaches: first, we perform discrete wavelet transform (DWT) to separate the different components, since PPG and EGG signals are non-stationary in nature. Second, in the frequency domain, we perform cross-spectral and coherence analysis using autoregressive (AR) spectral estimation method in order to compare the spectral details of recorded PPG and EGG signals. In DWT, a lower frequency oscillation (≈0.05 Hz) called slow wave was extracted from PPG signal which looks similar to the slow wave of GM in both shape and frequency in the range (0–0.1953) Hz. Comparison of these two slow wave signals was done by normalized cross-correlation technique. Cross-correlation values are found to be high (range 0.68–0.82, SD 0.12, R = 1.0 indicates exact agreement, p < 0.05) for all subjects and there is no significant difference in cross-correlation between fasting and postprandial states. The coherence analysis results demonstrate that a moderate coherence (range 0.5–0.7, SD 0.13, p < 0.05) exists between EGG and PPG signal in the “slow wave” frequency band, without any significant change in the level of coherence in postprandial state. These results indicate that finger PPG signal contains GM-related information. The findings are sufficiently encouraging to motivate further exploration of finger PPG as a non-invasive source of GM-related information.
机译:本文研究了从手指光体积描记器(PPG)信号中无创地提取胃动力(GM)信息的可能性。由于涉及侵入性和复杂的临床程序,如今测量GM是一项具有挑战性的任务。众所周知,从手指获取的PPG信号包括与心率和呼吸率有关的信息。进一步研究该思路,并在这里努力寻找是否有可能以一种更简单的方式从手指PPG中提取GM信息,并且不会给患者带来不适。在禁食和餐后状态下,从八名健康受试者的手指PPG和GM(使用电子胃电图,EGG测量)以100 Hz的频率同时采集30分钟,持续时间为30分钟。在这项研究中,我们处理手指PPG信号并提取类似于实际EGG信号的慢波。为此,我们选择了两种先进的信号处理方法:首先,我们执行离散小波变换(DWT)来分离不同的分量,因为PPG和EGG信号本质上是非平稳的。其次,在频域中,我们使用自回归(AR)频谱估计方法执行互谱和相干分析,以便比较记录的PPG和EGG信号的频谱细节。在DWT中,从PPG信号中提取了一个称为慢波的低频振荡(≈0.05Hz),它在形状和频率(0-0.1953)Hz范围内看起来都类似于GM的慢波。这两个慢波信号的比较是通过归一化互相关技术完成的。发现所有受试者的互相关值均很高(范围为0.68–0.82,SD为0.12,R = 1.0表示完全吻合,p <0.05),并且禁食状态和餐后状态之间的互相关性没有显着差异。相干分析结果表明,在“慢波”频带中,EGG和PPG信号之间存在适度的相干(范围0.5-0.7,SD 0.13,p <0.05),餐后状态下的相干水平没有任何显着变化。这些结果表明手指PPG信号包含GM相关信息。这些发现足够令人鼓舞,以激励人们进一步探索将手指PPG作为GM相关信息的非侵入性来源。

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