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Multiscale Modeling of Airway Inflammation Induced by Mechanical Ventilation

机译:机械通气诱发气道炎症的多尺度建模

摘要

Mechanical ventilation (MV) is a system that partially or fully assists patients whose respiratory system fails to achieve a gas exchange function. However, MV can cause a ventilator-associated lung injury (VALI) or even contribute to a multiple organ dysfunction syndrome (MODS) in acute respiratory distress syndrome (ARDS) patients. Despite advances in today technologies, mortality rates for ARDS patient are still high. A better understanding of the interactions between airflow from mechanical ventilator and the airway could provide useful information used to develop a better strategy to ventilate patients. The mechanisms, which mechanical ventilation induces airway inflammation, are complex processes and cover a wide range of spatial scales. The multiscale model of the airway have been developed combining the computational models at organ, tissue, and cellular levels. A model at the organ level was used to study behaviors of the airway during mechanical ventilation. Strain distributions in each layer of the airway were investigated using a model at the tissue level. The cellular inflammatory responses during mechanical ventilation were investigated through the cellular automata (CA) model incorporating all biophysical processes during inflammatory responses. The multiscale modeling framework started by obtaining airway displacements from the organ-level model. They were then transferred to the tissue-level model for determining the strain distributions in each airway layer. The strain levels in each layer were then transferred to the cellular-level model for inflammatory responses due to strain levels. The ratio of the number of damage cells to healthy cells was obtained through the cellular-level model. This ratio, in turn, modulated changes in the Young’s modulus of elasticity at the tissue and organ levels. The simulation results showed that high tidal volume (1400 cc) during mechanical ventilation can cause tissue injury due to high concentration of activated immune cells and low tidal volume during mechanical ventilation (700 cc) can prevent tissue injury during mechanical ventilation and can mitigate tissue injury from the high tidal volume ventilation. The multiscale model developed in this research could provide useful information about how mechanical ventilation contributes to airway inflammation so that a better strategy to ventilate patients can be developed.
机译:机械通气(MV)是部分或完全为呼吸系统无法实现气体交换功能的患者提供帮助的系统。然而,在急性呼吸窘迫综合征(ARDS)患者中,MV可能导致呼吸机相关性肺损伤(VALI),甚至导致多器官功能障碍综合征(MODS)。尽管当今技术取得了进步,但ARDS患者的死亡率仍然很高。更好地了解机械呼吸机气流与气道之间的相互作用可能会提供有用的信息,以用于开发更好的呼吸机策略。机械通气引起气道炎症的机制是复杂的过程,并且涉及广泛的空间尺度。结合器官,组织和细胞水平的计算模型,开发了气道的多尺度模型。使用器官水平的模型研究机械通气期间气道的行为。使用组织水平的模型研究气道每一层的应变分布。通过细胞自动机(CA)模型研究了机械通气过程中的细胞炎症反应,该模型结合了炎症反应期间的所有生物物理过程。多尺度建模框架通过从器官水平模型获得气道位移开始。然后将它们转移到组织水平模型中,以确定每个气道层中的应变分布。然后将每一层中的应变水平转移到细胞水平模型中,以应对由于应变水平引起的炎症反应。通过细胞水平模型获得损伤细胞与健康细胞的比例。反过来,该比率可以调节组织和器官水平的杨氏弹性模量的变化。仿真结果表明,机械通气时高潮气量(1400 cc)会导致组织损伤,这是由于激活的免疫细胞浓度高引起的;机械通气时低潮气量(700 cc)可以防止机械通气时的组织损伤并减轻组织损伤从高潮气量通风。在这项研究中开发的多尺度模型可以提供有关机械通气如何导致气道炎症的有用信息,从而可以开发出更好的通气方法。

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    Koombua Kittisak;

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  • 年度 2009
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