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Non-invasive hemodynamic state monitoring using ultrasound

机译:使用超声波进行无创血液动力学状态监测

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摘要

Hemodynamic monitoring provides vital information for diagnosing and treating patients in acute clinical settings. A method is investigated to non-invasively monitor changes in the hemodynamic state. The approach utilizes short-axis ultrasound color flow imaging and processing methods to produce simultaneous waveforms for the arterial area and flow. Beat-to-beat measurements of the mean area, peak volumetric flow rate, and heart rate are extracted, and the distribution of these parameters is used to define the hemodynamic state. Changes in the hemodynamic state are detected by calculating a distance between new measurements and the current hemodynamic state, and then comparing this distance to an adaptive threshold. The distribution was modeled as a multivariate normal distribution characterized by a mean vector and a covariance matrix, and the Mahalanobis distance was used as the distance metric. The threshold level was adapted to produce a constant probability of false positives based on the current distribution. The method was evaluated by observing pharmacologically induced changes in the hemodynamic state during an in vivo animal experiment. The ultrasound-based measurements provided sufficient accuracy to discriminate between the hemodynamic states before, during and after infusion of a vasodilator. The ability to detect an acute change in the hemodynamic state was demonstrated in the transient period at the start of the infusion.
机译:血流动力学监测为急性临床环境中的患者诊断和治疗提供了重要信息。研究了一种无创监测血液动力学状态变化的方法。该方法利用短轴超声彩色血流成像和处理方法来生成动脉区域和血流的同时波形。提取平均面积,峰值体积流速和心率的逐节拍测量值,并将这些参数的分布用于定义血液动力学状态。通过计算新测量值与当前血液动力学状态之间的距离,然后将该距离与自适应阈值进行比较,可以检测到血液动力学状态的变化。将该分布建模为以均值向量和协方差矩阵为特征的多元正态分布,并将马氏距离用作距离度量。阈值水平适用于根据电流分布产生恒定的假阳性概率。通过在体内动物实验过程中观察药理作用引起的血流动力学状态变化来评估该方法。基于超声的测量提供了足够的准确性,以区分在输注血管扩张剂之前,之中和之后的血液动力学状态。在输注开始的短暂时间内证明了检测血液动力学状态急性变化的能力。

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