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血管微循环多物理模型的灵敏度分析。

Sensitivity analysis of a multi-physics model for the vascular microenvironment.

机构信息

MOX, Department of Mathematics, Politecnico di Milano, Milan, Italy.

School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.

出版信息

Int J Numer Method Biomed Eng. 2023 Nov;39(11):e3752. doi: 10.1002/cnm.3752. Epub 2023 Jul 17.

Abstract

The vascular microenvironment is the scale at which microvascular transport, interstitial tissue properties and cell metabolism interact. The vascular microenvironment has been widely studied by means of quantitative approaches, including multi-physics mathematical models as it is a central system for the pathophysiology of many diseases, such as cancer. The microvascular architecture is a key factor for fluid balance and mass transfer in the vascular microenvironment, together with the physical parameters characterizing the vascular wall and the interstitial tissue. The scientific literature of this field has witnessed a long debate about which factor of this multifaceted system is the most relevant. The purpose of this work is to combine the interpretative power of an advanced multi-physics model of the vascular microenvironment with state of the art and robust sensitivity analysis methods, in order to determine the factors that most significantly impact quantities of interest, related in particular to cancer treatment. We are particularly interested in comparing the factors related to the microvascular architecture with the ones affecting the physics of microvascular transport. Ultimately, this work will provide further insight into how the vascular microenvironment affects cancer therapies, such as chemotherapy, radiotherapy or immunotherapy.

摘要

血管微环境是微血管运输、间质组织特性和细胞代谢相互作用的尺度。血管微环境已经通过定量方法进行了广泛的研究,包括多物理数学模型,因为它是许多疾病(如癌症)病理生理学的核心系统。微血管结构是血管微环境中流体平衡和质量传递的关键因素,与血管壁和间质组织的物理参数一起。该领域的科学文献见证了一场关于这个多方面系统中哪个因素最相关的长期争论。这项工作的目的是将血管微环境的先进多物理模型的解释能力与最先进和强大的敏感性分析方法相结合,以确定对与癌症治疗相关的感兴趣数量有重大影响的因素。我们特别感兴趣的是比较与微血管结构相关的因素与影响微血管运输物理的因素。最终,这项工作将深入了解血管微环境如何影响癌症治疗,如化疗、放疗或免疫疗法。

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