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The mixing rate of the arterial blood pressure waveform Markov chain is correlated with shock index during hemorrhage in anesthetized swine

机译:麻醉猪出血过程中动脉血压波形马尔可夫链的混合率与休克指数相关

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Identifying the need for interventions during hemorrhage is complicated due to physiological compensation mechanisms that can stabilize vital signs until a significant amount of blood loss. Physiological systems providing compensation during hemorrhage affect the arterial blood pressure waveform through changes in dynamics and waveform morphology. We investigated the use of Markov chain analysis of the arterial blood pressure waveform to monitor physiological systems changes during hemorrhage. Continuous arterial blood pressure recordings were made on anesthetized swine (N=7) during a 5 min baseline period and during a slow hemorrhage (10 ml/kg over 30 min). Markov chain analysis was applied to 20 sec arterial blood pressure waveform segments with a sliding window. 20 ranges of arterial blood pressure were defined as states and empirical transition probability matrices were determined for each 20 sec segment. The mixing rate (2 largest eigenvalue of the transition probability matrix) was determined for all segments. A change in the mixing rate from baseline estimates was identified during hemorrhage for each animal (median time of 13 min, ∼10% estimated blood volume, with minimum and maximum times of 2 and 33 min, respectively). The mixing rate was found to have an inverse correlation with shock index for all 7 animals (median correlation coefficient of −0.95 with minimum and maximum of −0.98 and −0.58, respectively). The Markov chain mixing rate of arterial blood pressure recordings is a novel potential biomarker for monitoring and understanding physiological systems during hemorrhage.
机译:由于生理补偿机制可以稳定生命体征直至大量失血,因此确定出血期间需要干预的情况十分复杂。在出血期间提供补偿的生理系统会通过动态变化和波形形态来影响动脉血压波形。我们调查了动脉血压波形的马尔可夫链分析的使用,以监测出血期间的生理系统变化。在5分钟的基线期和缓慢出血期间(30分钟内10 ml / kg)在麻醉的猪(N = 7)上连续记录动脉血压。马尔可夫链分析应用于带有滑动窗口的20秒动脉血压波形段。将20种动脉血压范围定义为状态,并为每个20秒段确定经验转换概率矩阵。确定所有段的混合速率(跃迁概率矩阵的2个最大特征值)。在每只动物的出血期间,确定了混合速率与基线估计值之间的变化(中位时间为13分钟,估计血量约为10%,最小和最大时间分别为2分钟和33分钟)。发现混合速率与所有7只动物的休克指数呈负相关(中位数相关系数为-0.95,最小和最大值分别为-0.98和-0.58)。动脉血压记录的马尔可夫链混合率是一种新型的潜在生物标记,可用于监测和了解出血期间的生理系统。

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