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Development of a deformable lung phantom with 3D‐printed flexible airways

机译:3D印刷柔性气道的可变形肺幻影的开发

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Purpose Deformable lung phantoms have been proposed to investigate four‐dimensional (4D) imaging and radiotherapy delivery techniques. However, most phantoms mimic only the lung and tumor without pulmonary airways. The purpose of this study was to develop a reproducible, deformable lung phantom with three‐dimensional (3D)‐printed airways. Methods The phantom consists of: (a) 3D‐printed flexible airways, (b) flexible polyurethane foam infused with iodinated contrast agents, and (c) a motion platform. The airways were simulated using publicly available breath‐hold computed tomography (CT) image datasets of a human lung through airway segmentation, computer‐aided design modeling, and 3D printing with a rubber‐like material. The lung was simulated by pouring liquid expanding foam into a mold with the 3D‐printed airways attached. Iodinated contrast agents were infused into the lung phantom to emulate the density of the human lung. The lung/airways phantom was integrated into our previously developed motion platform, which allows for compression and decompression of the phantom in the superior–inferior direction. We quantified the reproducibility of the density (lung), motion/deformation (lung and airways), and position (airways) using breath‐hold CT scans (with the phantom compressed and decompressed) repeated every two weeks over a 2‐month period as well as 4D CT scans (with the phantom continuously compressed and decompressed) repeated twice over four weeks. The density reproducibility was quantified with a difference image (created by subtracting the rigidly registered baseline and the repeated images) in each of the compressed and decompressed states. Reproducibility of the motion/deformation was evaluated by comparing the baseline displacement vector fields (DVFs) derived from deformable image registration (DIR) between the compressed and decompressed phantom CT images with those of repeated scans and calculating the difference in the displacement vectors. Reproducibility of the airway position was quantified based on DIR between the baseline and repeated images. Results For the breath‐hold CT scans, the mean difference in lung density between baseline and week 8 was ?1.3 (standard deviation 33.5) Hounsfield unit (HU) in the compressed state and 0.4 (36.8)?HU in the decompressed state, while large local differences were observed around the high‐contrast structures (caused by small misalignments). By visual inspection, the DVFs (between the compressed and decompressed states) at baseline and last time point (week 8 for the breath‐hold CT scans) demonstrated a similar pattern. The mean lengths of displacement vector differences between baseline and week 8 were 0.5 (0.4)?mm for the lung and 0.3 (0.2)?mm for the airways. The mean airway displacements between baseline and week 8 were 0.6 (0.5)?mm in the compressed state and 0.6 (0.4)?mm in the decompressed state. We also observed similar results for the 4D CT scans (week 0 vs week 4) as well as for the breath‐hold CT scans at other time points (week 0 vs weeks 2, 4, and 6). Conclusions We have developed a deformable lung phantom with 3D‐printed airways based on a human lung CT image. Our findings indicate reproducible density, motion/deformation, and position. This phantom is based on widely available materials and technology, which represents advantages over other deformable phantoms.
机译:已经提出了可变形的肺映像来研究四维(4D)成像和放射治疗递送技术。然而,大多数幻影仅模仿肺和肿瘤而没有肺气道。本研究的目的是开发一种具有三维(3D)-Printed气道的可重复的可变形的肺幻象。方法幻影包括:(a)3D印刷的柔性气道,(b)柔性聚氨酯泡沫,其注入碘化造影剂,(c)运动平台。通过通过气道分割,计算机辅助设计建模和带有橡胶状材料的橡胶状材料的人肺的公开可用的呼吸阻止计算机分层(CT)图像数据集模拟了气道。通过将液体膨胀泡沫倒入模具中,通过附着的3D印刷气道倒入模具中来模拟肺部。碘化对比剂被注入到肺部幽灵中以仿真人肺的密度。肺/气道幻影被整合到我们先前开发的运动平台中,这允许压缩和减压模糊在优越的下方方向上。我们量化了密度(肺),运动/变形(肺和呼吸道)的再现性,使用呼吸阻止CT扫描(幻影压缩和减压)每两周重复2个月的时间以及4D CT扫描(幻影连续压缩和减压)两次重复两次。用差异图像量化密度重现性(通过在每个压缩和解压缩状态中减去刚性注册的基线和重复图像而产生的差异图像。通过将来自变形的虚线CT图像之间的基线位移矢量场(DVF)与重复扫描的那些进行比较来评估运动/变形的再现性,并通过重复扫描和计算位移矢量的差异来评估来自变形的虚拟CT图像之间的基线位移矢量字段(DVFS)。基于基线和重复图像之间的谜题量化气道位置的再现性。呼吸持有CT扫描的结果,基线与第8周之间的肺部密度平均差异是α1.3(标准偏差33.5)Hounsfield单元(Hu),在压缩状态下,0.4(36.8)?Hu在解压缩状态,而在高造影结构周围观察到大的局部差异(由小错位引起)。通过目视检查,基线和最后一次时间点(呼吸阻止CT扫描的第8周之间的压缩和解压缩状态之间)的DVF(压缩和解压缩状态)展示了类似的模式。基线和第8周之间的平均位移载体差异为0.5(0.4)Ωmm,用于气道的0.3(0.2)毫米。基线和第8周之间的平均气道位移在压缩状态下为0.6(0.5)毫米,在解压缩状态下为0.6(0.4)毫米。我们还观察到4D CT扫描的结果(第0周第4周)以及在其他时间点(第0周第2周,第4周和6周)的呼吸阻止CT扫描的结果类似。结论我们已经开发了一种基于人肺CT图像的3D印刷气道可变形的肺幻影。我们的研究结果表明可重复的密度,运动/变形和位置。该幻影基于广泛的材料和技术,其代表了其他可变形的幽灵的优势。

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