Suppr超能文献

量化 4D 锥形束 CT 和 4DCT 之间肺部通气图像的可重复性。

Quantifying the reproducibility of lung ventilation images between 4-Dimensional Cone Beam CT and 4-Dimensional CT.

机构信息

Radiation Physics Laboratory, School of Medicine, University of Sydney, Sydney, NSW, 2006, Australia.

Department of Medical Physics, School of Mathematical and Physical Sciences, University of Newcastle, Newcastle, NSW, 2300, Australia.

出版信息

Med Phys. 2017 May;44(5):1771-1781. doi: 10.1002/mp.12199. Epub 2017 Apr 17.

Abstract

PURPOSE

Computed tomography ventilation imaging derived from four-dimensional cone beam CT (CTVI ) can complement existing 4DCT-based methods (CTVI ) to track lung function changes over a course of lung cancer radiation therapy. However, the accuracy of CTVI needs to be assessed since anatomic 4DCBCT has demonstrably poor image quality and small field of view (FOV) compared to treatment planning 4DCT. We perform a direct comparison between short interval CTVI and CTVI pairs to understand the patient specific image quality factors affecting the intermodality CTVI reproducibility in the clinic.

METHODS AND MATERIALS

We analysed 51 pairs of 4DCBCT and 4DCT scans acquired within 1 day of each other for nine lung cancer patients. To assess the impact of image quality, CTVIs were derived from 4DCBCT scans reconstructed using both standard Feldkamp-Davis-Kress backprojection (CTVIFDK4DCBCT) and an iterative McKinnon-Bates Simultaneous Algebraic Reconstruction Technique (CTVIMKBSART4DCBCT). Also, the influence of FOV was assessed by deriving CTVIs from 4DCT scans that were cropped to a similar FOV as the 4DCBCT scans (CTVIcrop4DCT), or uncropped (CTVIuncrop4DCT). All CTVIs were derived by performing deformable image registration (DIR) between the exhale and inhale phases and evaluating the Jacobian determinant of deformation. Reproducibility between corresponding CTVI and CTVI pairs was quantified using the voxel-wise Spearman rank correlation and the Dice similarity coefficient (DSC) for ventilation defect regions (identified as the lower quartile of ventilation values). Mann-Whitney U-tests were applied to determine statistical significance of each reconstruction and cropping condition.

RESULTS

The (mean ± SD) Spearman correlation between CTVIFDK4DCBCT and CTVIuncrop4DCT was 0.60 ± 0.23 (range -0.03-0.88) and the DSC was 0.64 ± 0.12 (0.34-0.83). By comparison, correlations between CTVIMKBSART4DCBCT and CTVIuncrop4DCT showed a small but statistically significant improvement with = 0.64 ± 0.20 (range 0.06-0.90, P = 0.03) and DSC = 0.66 ± 0.13 (0.31-0.87, P = 0.02). Intermodal correlations were noted to decrease with an increasing fraction of lung truncation in 4DCBCT relative to 4DCT, albeit not significantly (Pearson correlation R = 0.58, P = 0.002).

CONCLUSIONS

This study demonstrates that DIR based CTVIs derived from 4DCBCT can exhibit reasonable to good voxel-level agreement with CTVIs derived from 4DCT. These correlations outperform previous cross-modality comparisons between 4DCT-based ventilation and nuclear medicine. The use of 4DCBCT scans with iterative reconstruction and minimal lung truncation is recommended to ensure better reproducibility between 4DCBCT- and 4DCT-based CTVIs.

摘要

目的

基于四维锥形束 CT(CTVI)的计算机断层扫描通气成像可补充现有的基于 4DCT 的方法(CTVI),以追踪肺癌放射治疗过程中肺功能的变化。然而,由于与治疗计划 4DCT 相比,解剖 4D-CBCT 的图像质量明显较差且视野(FOV)较小,因此需要评估 CTVI 的准确性。我们直接比较短时间间隔的 CTVI 和 CTVI 对,以了解影响临床中两种模态 CTVI 再现性的患者特定图像质量因素。

方法和材料

我们分析了 9 例肺癌患者在同一天内采集的 51 对 4D-CBCT 和 4DCT 扫描。为了评估图像质量的影响,我们从使用标准 Feldkamp-Davis-Kress 反向投影(CTVIFDK4DCBCT)和迭代 McKinnon-Bates 同时代数重建技术(CTVIMKBSART4DCBCT)重建的 4D-CBCT 扫描中得出 CTVI。此外,通过从与 4D-CBCT 扫描相似的 FOV 裁剪 4DCT 扫描(CTVIcrop4DCT)或未裁剪(CTVIuncrop4DCT)来评估 FOV 的影响。所有 CTVI 均通过在呼气和吸气阶段之间进行可变形图像配准(DIR)并评估变形的雅可比行列式来得出。通过计算对应 CTVI 和 CTVI 对之间的体素级 Spearman 秩相关系数和通气缺陷区域的 Dice 相似系数(以通气值的下四分位数确定)来量化 CTVI 之间的再现性。Mann-Whitney U 检验用于确定每个重建和裁剪条件的统计学意义。

结果

CTVIFDK4DCBCT 与 CTVIuncrop4DCT 之间的(平均值±标准差)Spearman 相关系数为 0.60 ± 0.23(范围为-0.03-0.88),而 DSC 为 0.64 ± 0.12(0.34-0.83)。相比之下,CTVIMKBSART4DCBCT 与 CTVIuncrop4DCT 之间的相关性显示出较小但具有统计学意义的改善,= 0.64 ± 0.20(范围为 0.06-0.90,P = 0.03),DSC = 0.66 ± 0.13(0.31-0.87,P = 0.02)。尽管没有明显意义(Pearson 相关系数 R = 0.58,P = 0.002),但观察到两种模态之间的相关性随着 4DCBCT 相对于 4DCT 的肺截断部分的增加而降低。

结论

本研究表明,基于 DIR 的从 4D-CBCT 得出的 CTVI 与从 4DCT 得出的 CTVI 之间可以表现出合理到良好的体素水平一致性。这些相关性优于以前基于 4DCT 的通气与核医学之间的跨模态比较。建议使用具有迭代重建和最小肺截断的 4D-CBCT 扫描,以确保 4D-CBCT 和 4DCT 基于 CTVI 之间具有更好的再现性。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验