Mridul Bhattarai, Daniel W Shin, Fong Chi Ho, Saman Sotoudeh-Paima, Ilmar Hein, Steven Ross, Naruomi Akino, Kirsten L Boedeker, Ehsan Samei, Ehsan Abadi
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This simulation framework was validated against experimental data. The analysis focused on the impact of tube current and kernel sharpness on two COPD biomarkers: LAA-950 (percentage of lung voxels with attenuation less than -950 HU) and Pi10 (the square root of the wall area around an airway with an internal perimeter of 10 mm) and mean absolute error (MAE; a voxel-wise error metric for emphysema density measurements). The increase in dose level showed minimal impact on the Pi10 measurements, but affected the LAA-950, with a reduction in variability observed at higher dose levels. Increasing kernel sharpness introduced variability in the LAA-950 and Pi10 measurements and higher MAE with sharper kernels. Longitudinal analysis demonstrated that kernel sharpness contributed more to variability in the COPD biomarker measurements over time compared to dose level. Similarly, cross-sectional assessments showed that an increase in MAE, while a decrease in Pi10 measurement error with sharper kernels. 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引用次数: 0
摘要
慢性阻塞性肺疾病(COPD),包括慢性支气管炎和肺气肿,需要通过CT成像精确量化,以准确评估疾病的严重程度和进展。然而,不一致的成像方案往往导致不可靠的测量。本研究旨在利用虚拟(计算机)成像框架优化COPD横断面和纵向CT测量的CT采集和重建方案。根据COPDGene队列,我们开发了不同阶段肺气肿和支气管炎的人体模型。临床CT扫描仪(Aquilion ONE Prism, Canon Medical Systems)的规格被集成到CT模拟器中。该仿真框架与实验数据进行了对比验证。分析的重点是管电流和核锐度对两种COPD生物标志物的影响:LAA-950(衰减小于-950 HU的肺体素百分比)和Pi10(内周长为10 mm的气道周围壁面积的平方根)和平均绝对误差(MAE;用于肺气肿密度测量的逐体误差度量)。剂量水平的增加对Pi10测量的影响最小,但影响LAA-950,在较高剂量水平下观察到的变异性减少。增加核清晰度在LAA-950和Pi10测量中引入了可变性,并且核清晰度更高的MAE。纵向分析表明,与剂量水平相比,核锐度对COPD生物标志物测量随时间变化的影响更大。同样,横断面评估显示MAE增加,而Pi10测量误差随着核的锋利而减少。该研究强调需要标准化的特定任务成像方案,以提高COPD评估的可靠性和准确性,从而提高诊断精度和患者评估。
Quantitative Accuracy of CT Protocols for Cross-sectional and Longitudinal Assessment of COPD: A Virtual Imaging Study.
Chronic obstructive pulmonary disease (COPD), encompassing chronic bronchitis and emphysema, requires precise quantification through CT imaging to accurately assess disease severity and progression. However, inconsistencies in imaging protocols often lead to unreliable measurements. This study aims to optimize CT acquisition and reconstruction protocols for cross-sectional and longitudinal CT measurements of COPD using a virtual (in-silico) imaging framework. We developed human models at various stages of emphysema and bronchitis, informed by the COPDGene cohort. The specifications of a clinical CT scanner (Aquilion ONE Prism, Canon Medical Systems) were integrated into a CT simulator. This simulation framework was validated against experimental data. The analysis focused on the impact of tube current and kernel sharpness on two COPD biomarkers: LAA-950 (percentage of lung voxels with attenuation less than -950 HU) and Pi10 (the square root of the wall area around an airway with an internal perimeter of 10 mm) and mean absolute error (MAE; a voxel-wise error metric for emphysema density measurements). The increase in dose level showed minimal impact on the Pi10 measurements, but affected the LAA-950, with a reduction in variability observed at higher dose levels. Increasing kernel sharpness introduced variability in the LAA-950 and Pi10 measurements and higher MAE with sharper kernels. Longitudinal analysis demonstrated that kernel sharpness contributed more to variability in the COPD biomarker measurements over time compared to dose level. Similarly, cross-sectional assessments showed that an increase in MAE, while a decrease in Pi10 measurement error with sharper kernels. The study underlines the need for standardized task-specific imaging protocols to enhance the reliability and accuracy of COPD assessments, thus improving diagnostic precision and patient assessments.