Multiscale Modeling of Respiratory Transport Phenomena and Intersubject Variability

IF 25.4 1区 工程技术 Q1 MECHANICS Annual Review of Fluid Mechanics Pub Date : 2024-08-27 DOI:10.1146/annurev-fluid-031424-103721
Stavros C. Kassinos, Josué Sznitman
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Abstract

Our understanding of respiratory flow phenomena has been consolidated over decades with the exploration of in vitro and in silico canonical models that underscore the multiscale fluid mechanics spanning the vast airway complex. In recent years, there has been growing recognition of the significant intersubject variability characterizing the human lung morphometry that modulates underlying canonical flows across subjects. Despite outstanding challenges in modeling and validation approaches, exemplified foremost in capturing chronic respiratory diseases, the field is swiftly moving toward hybrid in silico whole-lung simulations that combine various model classes to resolve airflow and aerosol transport spanning the entire respiratory tract over cumulative breathing cycles. In the years to come, the prospect of accessible, community-curated datasets, in conjunction with the use of machine learning tools, could pave the way for in silico population-based studies to uncover unrecognized trends at the population level and deliver new respiratory diagnostic and pulmonary drug delivery endpoints.
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呼吸传输现象和受试者间变异性的多尺度建模
几十年来,我们对呼吸流动现象的理解随着体外和硅学典型模型的探索而不断巩固,这些模型强调了横跨巨大气道复合体的多尺度流体力学。近年来,越来越多的人认识到,人体肺部形态具有显著的受试者间变异性,这种变异性会调节不同受试者的基本典型气流。尽管建模和验证方法面临着巨大挑战,其中最突出的例子是捕捉慢性呼吸道疾病,但这一领域正迅速向混合硅学全肺模拟方向发展,这种模拟结合了各种模型类别,可在累积呼吸周期内解决整个呼吸道的气流和气溶胶传输问题。在未来几年中,可访问的、社区收集的数据集前景与机器学习工具的使用相结合,将为基于人群的硅学研究铺平道路,从而揭示人群水平上未认识到的趋势,并提供新的呼吸诊断和肺部给药终点。
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来源期刊
CiteScore
54.00
自引率
0.40%
发文量
43
期刊介绍: The Annual Review of Fluid Mechanics is a longstanding publication dating back to 1969 that explores noteworthy advancements in the field of fluid mechanics. Its comprehensive coverage includes various topics such as the historical and foundational aspects of fluid mechanics, non-newtonian fluids and rheology, both incompressible and compressible fluids, plasma flow, flow stability, multi-phase flows, heat and species transport, fluid flow control, combustion, turbulence, shock waves, and explosions. Recently, an important development has occurred for this journal. It has transitioned from a gated access model to an open access platform through Annual Reviews' innovative Subscribe to Open program. Consequently, all articles published in the current volume are now freely accessible to the public under a Creative Commons Attribution (CC BY) license. This new approach not only ensures broader dissemination of research in fluid mechanics but also fosters a more inclusive and collaborative scientific community.
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