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解剖图谱在早产儿通气和搏动性灌注实时电阻抗断层成像重建中的应用。

Use of an anatomical atlas in real-time EIT reconstructions of ventilation and pulsatile perfusion in preterm infants.

作者信息

Rocheleau Christopher J, Overton Trevor D, da Rosa Nilton Barbosa, Saulnier Gary J, Shishvan Omid Rajabi, Baker Christopher D, Enzer Katelyn G, Mueller Jennifer L

机构信息

Department of Mathematics, Colorado State University, Fort Collins, 80523, CO, USA.

School of Biomedical Engineering, Colorado State University, Fort Collins, 80523, CO, USA.

出版信息

Sci Rep. 2025 Aug 13;15(1):29622. doi: 10.1038/s41598-025-15543-2.

Abstract

Electrical impedance tomography (EIT) is a bedside imaging technique in which voltage data arising from current applied on electrodes is used to compute images of admittivity in real time. Due to the severe ill-posedness of the inverse problem, good spatial resolution poses a challenge in EIT. Conversely, the temporal resolution is high, facilitating dynamic bedside imaging. In this work, we propose a real-time linearized reconstruction algorithm that makes use of an anatomical atlas to provide prior spatial information at two stages of the reconstruction with the goal of improving the spatial resolution. The algorithm updates a non-constant initial estimate of an anatomically relevant distribution of conductivity and susceptivity obtained from the mean of the atlas, and using the Schur complement method as a post-processing technique. Two atlases are constructed from a database of CT scans of 89 infants; one for the reconstruction of ventilation and one for the reconstruction of pulsatile perfusion. The algorithm is applied to data collected on 16 premature infants with lung disease of prematurity and 5 healthy control infants to reconstruct conductivity and susceptivity images of both ventilation and pulsatile perfusion in real time using the ACT 5 EIT system. EIT parameters describing homogeneity of ventilation distribution throughout the lung and the distribution anterior/posterior and in the left versus right lung were computed for each infant. The left/right ventilation distribution was found to distinguish between the healthy and the preterm infants with statistical significance (p-value< 0.05). The reconstructions demonstrate qualitatively improved resolution when compared to the NOSER algorithm currently used on the ACT 5 system for real-time bedside imaging, and the ability to image changes due to ventilation and pulsatile perfusion, as well as regional inhomogeneity. Since CT scans were not available for these infants, there is no gold standard for validation. In conclusion, we present a novel real-time algorithm with the goal of improving spatial resolution for bedside imaging with EIT for conductivity and susceptivity imaging of ventilation and pulsatile perfusion, with the potential to aid in the evaluation of lung function in infants at the bedside.

摘要

电阻抗断层成像(EIT)是一种床边成像技术,其中,施加在电极上的电流产生的电压数据用于实时计算电导率图像。由于反问题的严重不适定性,在EIT中实现良好的空间分辨率具有挑战性。相反,时间分辨率很高,便于进行床边动态成像。在这项工作中,我们提出了一种实时线性化重建算法,该算法利用解剖图谱在重建的两个阶段提供先验空间信息,以提高空间分辨率为目标。该算法更新从图谱均值获得的电导率和磁导率的解剖学相关分布的非恒定初始估计,并使用舒尔补方法作为后处理技术。从89名婴儿的CT扫描数据库中构建了两个图谱;一个用于通气重建,一个用于搏动灌注重建。该算法应用于16名患有早产儿肺部疾病的早产儿和5名健康对照婴儿收集的数据,使用ACT 5 EIT系统实时重建通气和搏动灌注的电导率和磁导率图像。计算了描述每个婴儿整个肺部通气分布均匀性以及肺部前后和左右分布的EIT参数。发现左右通气分布在健康婴儿和早产婴儿之间具有统计学显著差异(p值<0.05)。与目前在ACT 5系统上用于实时床边成像的NOSER算法相比,重建结果在定性上显示出分辨率有所提高,并且能够对通气和搏动灌注引起的变化以及区域不均匀性进行成像。由于这些婴儿无法获得CT扫描,因此没有用于验证的金标准。总之,我们提出了一种新颖的实时算法,目标是提高EIT床边成像的空间分辨率,用于通气和搏动灌注的电导率和磁导率成像,有可能在床边帮助评估婴儿的肺功能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8568/12343824/06316fe120e2/41598_2025_15543_Fig1_HTML.jpg

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