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基于个体化肺多孔介质力学模型的特发性肺纤维化区域性肺顺应性评估。

Estimation of Regional Pulmonary Compliance in Idiopathic Pulmonary Fibrosis Based on Personalized Lung Poromechanical Modeling.

机构信息

Inria, Palaiseau 91120, France; Laboratoire de Mécanique des Solides, École Polytechnique/CNRS/IPP, Palaiseau 91120, France.

Hypoxie et Poumon, Université Sorbonne Paris Nord/INSERM, Bobigny 93022, France; Hôpital Avicenne, APHP, Bobigny 93022, France.

出版信息

J Biomech Eng. 2022 Sep 1;144(9). doi: 10.1115/1.4054106.

Abstract

Pulmonary function is tightly linked to the lung mechanical behavior, especially large deformation during breathing. Interstitial lung diseases, such as idiopathic pulmonary fibrosis (IPF), have an impact on the pulmonary mechanics and consequently alter lung function. However, IPF remains poorly understood, poorly diagnosed, and poorly treated. Currently, the mechanical impact of such diseases is assessed by pressure-volume curves, giving only global information. We developed a poromechanical model of the lung that can be personalized to a patient based on routine clinical data. The personalization pipeline uses clinical data, mainly computed tomography (CT) images at two time steps and involves the formulation of an inverse problem to estimate regional compliances. The estimation problem can be formulated both in terms of "effective", i.e., without considering the mixture porosity, or "rescaled," i.e., where the first-order effect of the porosity has been taken into account, compliances. Regional compliances are estimated for one control subject and three IPF patients, allowing to quantify the IPF-induced tissue stiffening. This personalized model could be used in the clinic as an objective and quantitative tool for IPF diagnosis.

摘要

肺功能与肺力学行为密切相关,尤其是在呼吸过程中的大变形。间质性肺疾病,如特发性肺纤维化(IPF),会对肺力学产生影响,从而改变肺功能。然而,IPF 的发病机制仍不清楚,诊断和治疗效果也不佳。目前,这类疾病的力学影响是通过压力-容积曲线来评估的,只能提供整体信息。我们开发了一种个体化的肺多孔弹性模型,可以根据常规临床数据来对患者进行个体化建模。该个体化建模流程使用临床数据,主要是两个时间点的计算机断层扫描(CT)图像,并涉及到一个反问题的构建来估计区域顺应性。该估计问题可以从“有效”的角度来构建,即不考虑混合孔隙率,或者从“重新缩放”的角度来构建,即考虑了孔隙率的一阶效应,从而得到顺应性。我们对一个对照受试者和三个特发性肺纤维化患者进行了区域顺应性估计,从而可以量化特发性肺纤维化引起的组织僵硬。这种个体化模型可以在临床上作为一种客观和定量的特发性肺纤维化诊断工具。

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