Colebank M J, Taylor R, Hacker T A, Chesler N C
Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, and Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA.
Cardiovascular Research Center, University of Wisconsin-Madison, Madison, WI, USA.
bioRxiv. 2023 Jan 27:2023.01.26.525736. doi: 10.1101/2023.01.26.525736.
Computational models provide an efficient paradigm for integrating and linking multiple spatial and temporal scales. However, these models are difficult to parameterize and match to experimental data. Recent advances in both data collection and model analyses have helped overcome this limitation. Here, we combine a multiscale, biventricular interaction model with mouse data before and after left ventricular (LV) ischemia. Sensitivity analyses are used to identify the most influential parameters on pressure and volume predictions. The subset of influential model parameters are calibrated to biventricular pressure-volume loop data (n=3) at baseline. Each mouse underwent left anterior descending coronary artery ligation, during which changes in fractional shortening and RV pressure-volume dynamics were recorded. Using the calibrated model, we simulate acute LV ischemia and contrast outputs at baseline and in simulated ischemia. Our baseline simulations align with the LV and RV data, and our predictions during ischemia complement recorded RV data and prior studies on LV function during myocardial infarction. We show that a model with both biventricular mechanical interaction and systems level cardiovascular dynamics can quantitatively reproduce data and qualitatively match prior findings from animal studies on LV ischemia.
计算模型为整合和连接多个空间和时间尺度提供了一种有效的范式。然而,这些模型难以进行参数化并与实验数据相匹配。数据收集和模型分析方面的最新进展有助于克服这一限制。在此,我们将一个多尺度双心室相互作用模型与左心室(LV)缺血前后的小鼠数据相结合。敏感性分析用于确定对压力和容积预测最具影响力的参数。将有影响力的模型参数子集校准至基线时的双心室压力-容积环数据(n = 3)。每只小鼠均接受左冠状动脉前降支结扎,在此过程中记录缩短分数和右心室压力-容积动态变化。使用校准后的模型,我们模拟急性左心室缺血,并对比基线和模拟缺血时的输出结果。我们的基线模拟结果与左心室和右心室数据相符,并且我们在缺血期间的预测结果补充了记录的右心室数据以及先前关于心肌梗死期间左心室功能的研究。我们表明,一个兼具双心室机械相互作用和系统水平心血管动力学的模型能够定量再现数据,并在定性上与先前动物研究中关于左心室缺血的结果相匹配。