IEEE J Biomed Health Inform. 2024 Nov;28(11):6653-6660. doi: 10.1109/JBHI.2024.3455100. Epub 2024 Nov 6.
Recent innovations in oscillometric blood pressure (BP) estimation leveraging pulse transit time (PTT) show promise even when pulse amplitude is compromised. However, current PTT methods often require multiple sensors. This study introduces a novel approach for oscillometric BP estimation utilizing only a single sensor. Our method simplifies PTT measurement through decomposing oscillometric pulses into forward and reflected wave components. Notably, we found that the time interval between the forward and first reflected wave is shortest when cuff pressure is at the systolic level, while the interval between the first and second reflected waves is longest when the cuff pressure corresponds to the diastolic level. To validate our method, we extensively analyzed two datasets: the first comprised 150 arm oscillometric recordings from 10 healthy individuals, and the second included 425 wrist oscillometric recordings from 85 healthy individuals. Our analysis revealed minimal standard deviation errors for BP measurements: 7.03 mmHg (systolic) and 5.96 mmHg (diastolic) for arm recordings, and 7.98 mmHg (systolic) and 5.39 mmHg (diastolic) for wrist recordings. Across both datasets, the mean error for both systolic and diastolic BP measurements was merely 0.01 mmHg, underscoring the precision of the method. Comparative analysis against established methodologies further affirmed the superior performance of our approach, which also met the ANSI/AAMI/ISO81060-2 standard. While our dataset primarily comprises recordings from healthy individuals, further validation on diverse datasets encompassing challenging cases such as obesity, arterial stiffness, and atrial fibrillation is imperative to evaluate its applicability across various clinical scenarios.
最近利用脉搏传输时间(PTT)进行的示波法血压(BP)估计的创新技术显示出了希望,即使在脉搏幅度受到影响的情况下也是如此。然而,当前的 PTT 方法通常需要多个传感器。本研究提出了一种利用单个传感器进行示波法 BP 估计的新方法。我们的方法通过将示波脉冲分解为正向波和反射波分量来简化 PTT 测量。值得注意的是,我们发现当袖带压力处于收缩压水平时,正向波和第一反射波之间的时间间隔最短,而当袖带压力对应舒张压水平时,第一反射波和第二反射波之间的时间间隔最长。为了验证我们的方法,我们对两个数据集进行了广泛分析:第一个数据集包含 10 名健康个体的 150 次手臂示波记录,第二个数据集包含 85 名健康个体的 425 次手腕示波记录。我们的分析表明,BP 测量的标准偏差误差最小:手臂记录为 7.03mmHg(收缩压)和 5.96mmHg(舒张压),手腕记录为 7.98mmHg(收缩压)和 5.39mmHg(舒张压)。在两个数据集上,收缩压和舒张压的平均误差都仅为 0.01mmHg,这突出了该方法的精度。与已建立的方法进行的比较分析进一步证实了我们方法的卓越性能,该方法也符合 ANSI/AAMI/ISO81060-2 标准。虽然我们的数据集主要包含来自健康个体的记录,但在包含肥胖、动脉僵硬和心房颤动等挑战性病例的多样化数据集中进行进一步验证,对于评估其在各种临床情况下的适用性至关重要。