Quantitative correlation between small airway morphology with respiratory function during disease progression in COPD: CFD analysis of human airways based on CT and OCT imaging

IF 4.8 2区 医学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Jing Ning , Ming Ding , Zejiang Li , Minrui Cai , Xiuyan Liu , Yan Cai
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引用次数: 0

Abstract

Background and Objective

The quantitative knowledge of the influence of the small airway disease on the functional changes in chronic obstructive pulmonary disease (COPD) patients has been severely limited.

Methods

This study presents an innovative patient-specific computational framework that integrates CT and OCT imaging data with multiscale computational fluid dynamics (CFD) analysis. A three-dimensional tracheobronchial tree is reconstructed from CT scans of a mild COPD patient, spanning from the central airway to the 4th generation bronchial bifurcations. OCT imaging is subsequently conducted on upper, middle, and lower lobe bronchi of the right lung to quantify airway radius and wall thickness at 5th-9th generation bifurcations. These morphological parameters, hypothesized to correlate with small airway resistance and compliance, are implemented as impedance boundary conditions at the 3D model outlets.

Results

The simulation results demonstrate significant alterations in pressure gradients and velocity profiles under varying impedance conditions. The structure-function analysis quantify the morphological changes in small airways and their influences on the global respiratory function during disease progression. It is found that the relative residual volume (RV/TV) in the lung grows by up to 20 % from the early stage to the current stage of the disease. Additionally, the value of RV/TV may increase by up to 60 % if the radius of the 5th generation airway is halved.

Conclusions

By synergizing patient-specific geometry with impedance-adaptive boundary conditions derived from multimodal imaging, the framework facilitates accurate quantification of the structure-function relationships between small airway morphology and lung function, and enables patient-specific assessments for COPD patients.
慢性阻塞性肺病疾病进展过程中小气道形态与呼吸功能的定量相关性:基于CT和OCT成像的人气道CFD分析
背景与目的关于小气道病变对慢性阻塞性肺疾病(COPD)患者功能改变影响的定量认识严重受限。方法本研究提出了一种创新的患者特异性计算框架,该框架将CT和OCT成像数据与多尺度计算流体动力学(CFD)分析相结合。本文通过CT扫描重建了一位轻度COPD患者的三维气管支气管树,从中央气道到第四代支气管分叉。随后对右肺上、中、下叶支气管进行OCT成像,量化第5 -9代分支的气道半径和壁厚。这些形态参数,假设与小气道阻力和顺应性相关,在3D模型出口作为阻抗边界条件实现。结果模拟结果表明,在不同的阻抗条件下,压力梯度和速度分布有显著的变化。结构-功能分析量化了疾病进展过程中小气道的形态学变化及其对整体呼吸功能的影响。研究发现,从疾病早期到目前阶段,肺内的相对残余体积(RV/TV)增长高达20%。此外,如果第五代气道的半径减半,RV/TV的值可能增加高达60%。通过将患者特异性几何与多模态成像得出的阻抗自适应边界条件协同起来,该框架有助于准确量化小气道形态与肺功能之间的结构-功能关系,并能够对COPD患者进行患者特异性评估。
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来源期刊
Computer methods and programs in biomedicine
Computer methods and programs in biomedicine 工程技术-工程:生物医学
CiteScore
12.30
自引率
6.60%
发文量
601
审稿时长
135 days
期刊介绍: To encourage the development of formal computing methods, and their application in biomedical research and medical practice, by illustration of fundamental principles in biomedical informatics research; to stimulate basic research into application software design; to report the state of research of biomedical information processing projects; to report new computer methodologies applied in biomedical areas; the eventual distribution of demonstrable software to avoid duplication of effort; to provide a forum for discussion and improvement of existing software; to optimize contact between national organizations and regional user groups by promoting an international exchange of information on formal methods, standards and software in biomedicine. Computer Methods and Programs in Biomedicine covers computing methodology and software systems derived from computing science for implementation in all aspects of biomedical research and medical practice. It is designed to serve: biochemists; biologists; geneticists; immunologists; neuroscientists; pharmacologists; toxicologists; clinicians; epidemiologists; psychiatrists; psychologists; cardiologists; chemists; (radio)physicists; computer scientists; programmers and systems analysts; biomedical, clinical, electrical and other engineers; teachers of medical informatics and users of educational software.
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