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Assessment of Left Ventricular Diastolic Function using Phonocardiogram Signals: A Comparison with Echocardiography

机译:心电图信号评估左心室舒张功能:与超声心动图的比较

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This paper presents a fully-automated end-to-end phonocardiogram(PCG)-based wearable system capable of providing echocardiography-like metrics for left ventricular (LV) diastolic function assessment. Proxy metrics for five echocardiographic parameters were calculated based on physiologically-motivated features extracted from PCG signals using noise-subtraction, heartbeat-segmentation, and quality-assurance algorithms. The clinical value of these proxy metrics was evaluated using the latest American Society of Echocardiography/European Association of Cardiovascular Imaging guidelines for evaluation of LV diastolic function. When tested on a group of n=34 patients, proxy metrics successfully identified LV diastolic dysfunction in a n=29 subset with 87.5% accuracy, and elevated LV filling pressures in a n=17 subset with 75% accuracy.
机译:本文提出了一种基于端到端的全自动心电图(PCG)的可穿戴系统,该系统能够为左心室(LV)舒张功能评估提供类似超声心动图的指标。五个超声心动图参数的代理指标是根据使用噪声减除,心跳细分和质量保证算法从PCG信号中提取的生理动机特征计算得出的。这些替代指标的临床价值使用最新的美国超声心动图学会/欧洲心血管成像协会评估左心室舒张功能的指南进行评估。当对一组n = 34的患者进行测试时,代理指标成功地以87.5%的准确率识别出n = 29子集的LV舒张功能障碍,并且以75%的准确度成功识别了n = 17子集的左室充盈压升高。

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