Modeling pulmonary perfusion and gas exchange in alveolar microstructures

IF 6.9 1区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Computer Methods in Applied Mechanics and Engineering Pub Date : 2024-11-05 DOI:10.1016/j.cma.2024.117499
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Abstract

Pulmonary capillary perfusion and gas exchange are physiological processes that take place at the alveolar level and that are fundamental to sustaining life. Present-day computational simulations of these phenomena are based on low-dimensional mathematical models solved in idealized alveolar geometries, where the chemical reactions between O2-CO2 and hemoglobin are simplified. While providing general insights, current modeling efforts fail to capture the complex chemical reactions that take place in pulmonary capillary blood flow on arbitrary geometries and ignore the crucial impact of microstructural morphology on pulmonary function. Here, we propose a coupled continuum perfusion and gas exchange model that captures complex gas and hemoglobin dynamics in realistic geometries of alveolar tissue. To this end, we derive appropriate governing equations incorporating a two-way Hill-like relationship between gas partial pressures and hemoglobin saturations. We numerically solve the resulting boundary-value problem using a non-linear finite-element approach to simulate and validate velocity, partial pressure, and hemoglobin saturation fields in simple geometries. We further perform sensitivity studies to understand the impact of blood speed and acidity variability on key physiological fields. Notably, we simulate perfusion and gas exchange on anatomical alveolar domains constructed from 3D μ-computed-tomography images of murine lungs. Based on these models, we show that morphological variations decrease O2 and CO2 diffusing capacity, predicting trends and values that are consistent with current medical knowledge. We envision that our model will provide an effective in silico framework to study how exercise and pathological conditions affect perfusion dynamics and the overall gas exchange function of the respiratory system. Source code is available at https://github.com/comp-medicine-uc/alveolar-perfusion-transport-modeling.
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肺泡微结构中的肺灌注和气体交换建模
肺毛细血管灌注和气体交换是发生在肺泡水平的生理过程,是维持生命的基础。目前对这些现象的计算模拟基于在理想化肺泡几何结构中求解的低维数学模型,其中简化了 O2-CO2 和血红蛋白之间的化学反应。目前的建模工作虽然提供了一般性的见解,但未能捕捉到在任意几何形状的肺毛细血管血流中发生的复杂化学反应,也忽视了微结构形态对肺功能的重要影响。在这里,我们提出了一个连续灌注和气体交换耦合模型,它能捕捉肺泡组织现实几何形状中复杂的气体和血红蛋白动态。为此,我们推导出适当的控制方程,其中包含气体分压和血红蛋白饱和度之间的双向希尔关系。我们使用非线性有限元方法对由此产生的边界值问题进行数值求解,以模拟和验证简单几何形状中的速度、分压和血红蛋白饱和度场。我们进一步进行了敏感性研究,以了解血液速度和酸度变化对关键生理场的影响。值得注意的是,我们模拟了根据小鼠肺部三维μ计算机断层成像图像构建的解剖肺泡域的灌注和气体交换。基于这些模型,我们发现形态变化会降低氧气和二氧化碳的扩散能力,预测的趋势和数值与当前的医学知识一致。我们设想,我们的模型将为研究运动和病理条件如何影响呼吸系统的灌注动力学和整体气体交换功能提供一个有效的硅学框架。源代码见 https://github.com/comp-medicine-uc/alveolar-perfusion-transport-modeling。
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来源期刊
CiteScore
12.70
自引率
15.30%
发文量
719
审稿时长
44 days
期刊介绍: Computer Methods in Applied Mechanics and Engineering stands as a cornerstone in the realm of computational science and engineering. With a history spanning over five decades, the journal has been a key platform for disseminating papers on advanced mathematical modeling and numerical solutions. Interdisciplinary in nature, these contributions encompass mechanics, mathematics, computer science, and various scientific disciplines. The journal welcomes a broad range of computational methods addressing the simulation, analysis, and design of complex physical problems, making it a vital resource for researchers in the field.
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