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Tracking regional tissue volume and function change in lung using image registration

机译:使用图像配准跟踪肺的局部组织体积和功能变化

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摘要

We have previously demonstrated the 24-hour redistribution and reabsorption of bronchoalveolar lavage (BAL) fluid delivered to the lung during a bronchoscopic procedure in normal volunteers. In this work we utilize image-matching procedures to correlate fluid redistribution and reabsorption to changes in regional lung function. Lung CT datasets from six human subjects were used in this study. Each subject was scanned at four time points before and after BAL procedure. Image registration was performed to align images at different time points and different inflation levels. The resulting dense displacement fields were utilized to track tissue volume changes and reveal deformation patterns of local parenchymal tissue quantitatively. The registration accuracy was assessed by measuring landmark matching errors, which were on the order of 1 mm. The results show that quantitative-assessed fluid volume agreed well with bronchoscopist-reported unretrieved BAL volume in the whole lungs (squared linear correlation coefficient was 0.81). The average difference of lung tissue volume at baseline and after 24 hours was around 2, which indicates that BAL fluid in the lungs was almost absorbed after 24 hours. Regional lung-function changes correlated with the presence of BAL fluid, and regional function returned to baseline as the fluid was reabsorbed.
机译:我们之前已经证明了在正常志愿者中,在支气管镜检查过程中输送到肺部的支气管肺泡灌洗液(BAL)在24小时内会重新分布和重新吸收。在这项工作中,我们利用图像匹配程序将液体的重新分配和再吸收与区域肺功能的变化相关联。本研究使用了来自六个人类受试者的肺部CT数据集。在BAL手术前后的四个时间点对每个受试者进行扫描。进行图像配准以在不同时间点和不同充气水平下对齐图像。由此产生的密集位移场被用来跟踪组织体积变化并定量揭示局部实质组织的变形模式。通过测量界标匹配误差(大约1毫米)来评估套准精度。结果表明,定量评估的体液量与支气管镜医师报告的整个肺部未采出的BAL体量非常吻合(线性相关系数的平方为0.81)。基线时和24小时后肺组织体积的平均差约为2,这表明24小时后肺中的BAL液几乎被吸收。区域肺功能的变化与BAL液的存在有关,随着液体的重新吸收,区域功能恢复到基线。

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