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Lumped‐parameter models of the pulmonary vasculature during the progression of pulmonary arterial hypertension

机译:肺动脉高压进展过程中肺血管的集总参数模型

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摘要

A longitudinal study of monocrotaline‐induced pulmonary arterial hypertension (PAH) was carried out in Sprague‐Dawley rats to investigate the changes in impedance (comprising resistance and compliance) produced by elevated blood pressure. Using invasively measured blood flow as an input, blood pressure was predicted using 3‐ and 4‐element Windkessel (3WK, 4WK) type lumped‐parameter models. Resistance, compliance, and inductance model parameters were obtained for the five different treatment groups via least‐squares errors. The treated animals reached levels of hypertension, where blood pressure increased two folds from control to chronic stage of PAH (mean pressure went from 24 ± 5 to 44 ± 6 mmHg, P < 0.0001) but blood flow remained overall unaffected. Like blood pressure, the wave‐reflection coefficient significantly increased at the advanced stage of PAH (0.26 ± 0.09 to 0.52 ± 0.09, P < 0.0002). Our modeling efforts revealed that resistances and compliance changed during the disease progression, where changes in compliance occur before the changes in resistance. However, resistance and compliance are not directly inversely related. As PAH develops, resistances increase nonlinearly (R d exponentially and R at a slower rate) while compliance linearly decreases. And while 3WK and 4WK models capture the pressure‐flow relation in the pulmonary vasculature during PAH, results from Akaike Information Criterion and sensitivity analysis allow us to conclude that the 3WK is the most robust and accurate model for this system. Ninety‐five percent confidence intervals of the predicted model parameters are included for the population studied. This work establishes insight into the complex remodeling process occurring in PAH.
机译:在Sprague-Dawley大鼠中进行了单芥子碱诱导的肺动脉高压(PAH)的纵向研究,以研究血压升高引起的阻抗变化(包括阻力和顺应性)。使用侵入性测量的血流作为输入,使用3元素和4元素Windkessel(3WK,4WK)型集总参数模型预测血压。通过最小二乘误差获得了五个不同治疗组的电阻,顺应性和电感模型参数。治疗的动物达到了高血压水平,从控制水平到慢性PAH的血压升高了两倍(平均压力从24±5到44±6 mmHg,P <0.0001),但血流总体上未受影响。像血压一样,PAH晚期的波反射系数显着增加(0.26±0.09至0.52±0.09,P <0.0002)。我们的建模工作表明,抗药性和顺应性在疾病进展过程中发生了变化,其中顺应性的变化发生在抗药性变化之前。但是,抵抗力和依从性并不是直接相反的关系。随着PAH的发展,电阻非线性增加(R d呈指数增长,R的速率变慢),而顺应性则线性下降。尽管3WK和4​​WK模型捕获了PAH期间肺血管中的压力-流量关系,但Akaike信息准则和敏感性分析的结果使我们得出结论,3WK是该系统最可靠,最准确的模型。所研究的总体包括了预测模型参数的95%的置信区间。这项工作可以深入了解PAH中发生的复杂重塑过程。

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