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首页> 外文期刊>Computers in Biology and Medicine >Global sensitivity analysis of hepatic venous pressure gradient (HVPG) measurement with a stochastic computational model of the hepatic circulation
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Global sensitivity analysis of hepatic venous pressure gradient (HVPG) measurement with a stochastic computational model of the hepatic circulation

机译:肝静脉压梯度(HVPG)测量的全局敏感性分析,肝循环随机计算模型

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摘要

Hepatic venous pressure gradient (HVPG) is a widely employed surrogate of portal pressure gradient (PPG) in the diagnosis of portal hypertension (PHT). However, little is known about how HVPG measurement is affected by the complex vascular changes associated with PHT. In this study, we employed a computational method to quantitatively evaluate the sensitivity of HVPG measurement to various vascular factors involved in the development of sinusoidal PHT, aiming to provide a theoretical reference to guide the clinical application of HVPG measurement. The method consisted of developing a lumped-parameter model of the hepatic circulation to simulate HVPG measurement, stochastic parameter sampling used to represent a wide range of pathological conditions, and global sensitivity analysis performed to identify factors that dominate the accuracy of HVPG measurement. The major findings included 1) presinusoidal portal vascular resistance (R-PXS) and splanchnic vascular resistance (12,0) were the major factors determining the relative difference (E-HVPG) between HVPG and PPG; 2) hepatic arteriolar resistance and portosystemic collateral resistance had little influence on EHVPG although they relate closely to the severity of PHT; and 3) postsinusoidal vascular resistance (R-pts) only mildly affected E-HVPG despite its marked influence on HVPG and PPG. Moreover, stochastic simulations calibrated to HVPG/PPG data measured in a patient cohort revealed that misdiagnosis of clinically significant PHT with HVPG was more likely to occur in the presence of high R-spl combined with low R-pxs and R-pts. These findings suggest that understanding patient-specific vascular conditions can help to improve the application or interpretation of HVPG measurement.
机译:肝静脉压梯度(HVPG)是门静脉高压血压梯度(PPG)的广泛采用的门静脉梯度(PPG)替代。然而,关于HVPG测量如何受与PHT相关的复杂血管变化的影响很少。在本研究中,我们采用了计算方法来定量评估HVPG测量对涉及正弦PHT的各种血管因子的敏感性,旨在提供一种理论参考,以指导HVPG测量的临床应用。该方法包括开发肝循环的总参数模型,以模拟HVPG测量,随机参数采样用于表示广泛的病理条件,以及进行全局敏感性分析,以确定主导HVPG测量的准确性的因素。包含1)PrenInuidal门耳血管抗性(R-PX)和Splanchnic血管阻力(12,0)的主要发现是确定HVPG和PPG之间的相对差异(E-HVPG)的主要因素; 2)肝脏抗性和脱臼抵抗对EHVPG的影响几乎没有影响,尽管它们与PHT的严重程度密切相关; 3)尽管其对HVPG和PPG有显着影响,但PostInuidal血管抗性(R-PTS)仅受到轻度影响的E-HVPG。此外,在患者队列中测量的随机模拟校准在患者队列中测量的HVPG / PPG数据显示,在高R-SPC结合低R-PX和R-PTS的情况下,更可能发生临床上显着的PHT的误诊。这些发现表明了解患者特异性血管条件可以有助于改善HVPG测量的应用或解释。

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