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An Algorithm of Extracting Intracranial Pressure Latency Relative to Electrocardiogram R Wave

机译:相对于心电图R波的颅内压潜伏期提取算法

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摘要

ICP latency is defined as the time interval between the peak of QRS complex of the electrocardiogram (ECG) and the corresponding onset of intracranial pressure (ICP) pulse. Due to its inherent relationship with arterial pulse wave velocity, ICP latency may allow continuous monitoring of pathophysiological changes in the cerebrovasculature. The objective of the present work was to develop and validate a computerized algorithm for extracting ICP latency in a beat-by-beat fashion. The proposed ICP latency extraction algorithm exploits the mature technique of ECG QRS detection and includes a new adaptive peak detection methodology. The results were validated by comparing the performance of two human observers versus the algorithm in terms of locating the onset points of ICP pulses for 59 recordings extracted from 25 adult patients. The average ICP latency was 72.6 ± 19.5 milliseconds (range 40.0 – 159.8). The ICP pulse detection algorithm demonstrated a baseline sensitivity of 0.97 and a positive predictivity of 0.88. No difference was found in the mean location errors from comparing the results obtained by the two observers and those from comparing the results from algorithm to those from the two observers. Further investigation is needed to demonstrate the role of ICP latency in characterizing dynamic cerebral vascular pathophysiological changes in clinical states such as subarachnoid hemorrhage and traumatic brain injury.
机译:ICP潜伏期定义为心电图(ECG)的QRS波峰与相应的颅内压(ICP)脉冲发作之间的时间间隔。由于其与动脉脉搏波速度的内在联系,ICP潜伏期可允许连续监测脑血管系统的病理生理变化。本工作的目的是开发并验证一种计算机算法,以逐个节拍的方式提取ICP延迟。提出的ICP延迟提取算法利用了ECG QRS检测的成熟技术,并包括一种新的自适应峰值检测方法。通过比较两个人类观察者的性能与该算法在确定从25位成年患者中提取的59条记录的ICP脉冲的起始点方面,验证了结果。 ICP的平均等待时间为72.6±19.5毫秒(范围40.0 – 159.8)。 ICP脉冲检测算法的基线灵敏度为0.97,阳性预测值为0.88。比较两个观察者获得的结果以及将算法结果与两个观察者获得的结果进行比较,发现平均位置误差没有差异。需要进一步的研究来证明ICP潜伏期在表征诸如蛛网膜下腔出血和脑外伤等临床状态中动态脑血管病理生理变化的特征中的作用。

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