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像素打印:用于CT成像的逼真的患者特异性肺部模型的三维打印

PixelPrint: Three-dimensional printing of realistic patient-specific lung phantoms for CT imaging.

作者信息

Shapira Nadav, Donovan Kevin, Mei Kai, Geagan Michael, Roshkovan Leonid, Litt Harold I, Gang Grace J, Stayman J Webster, Shinohara Russell T, Noël Peter B

机构信息

Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, PA, USA.

出版信息

Proc SPIE Int Soc Opt Eng. 2022 Feb-Mar;12031. doi: 10.1117/12.2611805. Epub 2022 Apr 4.

DOI:10.1117/12.2611805
PMID:35664728
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9164709/
Abstract

Phantoms are essential tools for assessing and verifying performance in computed tomography (CT). Realistic patient-based lung phantoms that accurately represent textures and densities are essential in developing and evaluating novel CT hardware and software. This study introduces PixelPrint, a 3D-printing solution to create patient-specific lung phantoms with accurate contrast and textures. PixelPrint converts patient images directly into printer instructions, where density is modeled as the ratio of filament to voxel volume to emulate local attenuation values. For evaluation of PixelPrint, phantoms based on four COVID-19 pneumonia patients were manufactured and scanned with the original (clinical) CT scanners and protocols. Density and geometrical accuracies between phantom and patient images were evaluated for various anatomical features in the lung, and a radiomic feature comparison was performed for mild, moderate, and severe COVID-19 pneumonia patient-based phantoms. Qualitatively, CT images of the patient-based phantoms closely resemble the original CT images, both in texture and contrast levels, with clearly visible vascular and parenchymal structures. Regions-of-interest (ROIs) comparing attenuation demonstrated differences below 15 HU. Manual size measurements performed by an experienced thoracic radiologist revealed a high degree of geometrical correlation between identical patient and phantom features, with differences smaller than the intrinsic spatial resolution of the images. Radiomic feature analysis revealed high correspondence, with correlations of 0.95-0.99 between patient and phantom images. Our study demonstrates the feasibility of 3D-printed patient-based lung phantoms with accurate geometry, texture, and contrast that will enable protocol optimization, CT research and development advancements, and generation of ground-truth datasets for radiomic evaluations.

摘要

体模是评估和验证计算机断层扫描(CT)性能的重要工具。逼真的基于患者的肺部体模,能够准确呈现纹理和密度,对于开发和评估新型CT硬件及软件至关重要。本研究介绍了PixelPrint,这是一种3D打印解决方案,可创建具有精确对比度和纹理的患者特异性肺部体模。PixelPrint将患者图像直接转换为打印机指令,其中密度被建模为细丝与体素体积的比率,以模拟局部衰减值。为了评估PixelPrint,制作了基于四名新冠肺炎患者的体模,并使用原始(临床)CT扫描仪和协议进行扫描。评估了肺部各种解剖特征在体模和患者图像之间的密度和几何精度,并对基于轻度、中度和重度新冠肺炎患者的体模进行了放射组学特征比较。定性地说,基于患者的体模的CT图像在纹理和对比度水平上都与原始CT图像非常相似,血管和实质结构清晰可见。比较衰减的感兴趣区域(ROI)显示差异低于15 HU。由经验丰富的胸部放射科医生进行的手动尺寸测量表明,相同患者和体模特征之间存在高度的几何相关性,差异小于图像的固有空间分辨率。放射组学特征分析显示高度对应,患者和体模图像之间的相关性为0.95 - 0.99。我们的研究证明了具有精确几何形状、纹理和对比度的3D打印基于患者的肺部体模的可行性,这将有助于协议优化、CT研发进展以及生成用于放射组学评估的真实数据集。

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本文引用的文献

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Update: Medical 3D Printing for the Radiologist.更新:放射科医生的医学 3D 打印。
Radiographics. 2020 Jul-Aug;40(4):E21-E23. doi: 10.1148/rg.2020190217.
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Quasi-simultaneous 3D printing of muscle-, lung- and bone-equivalent media: a proof-of-concept study.准同步打印肌肉、肺和骨等效介质:概念验证研究。
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Lifelike and Deformable Lung Phantoms for 4DCT Imaging: A Three-Dimensional Printing Approach.用于4DCT成像的逼真可变形肺部模型:一种三维打印方法。
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Lifelike phantoms for assessing clinical image quality and dose reduction capabilities of a deep learning CT reconstruction algorithm.用于评估深度学习CT重建算法的临床图像质量和剂量降低能力的逼真体模。
Proc SPIE Int Soc Opt Eng. 2024 Feb;12925. doi: 10.1117/12.3006547. Epub 2024 Apr 1.
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Patient-derived PixelPrint phantoms for evaluating clinical imaging performance of a deep learning CT reconstruction algorithm.基于患者数据的 PixelPrint 体模用于评估深度学习 CT 重建算法的临床成像性能。
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3D printed phantom with 12 000 submillimeter lesions to improve efficiency in CT detectability assessment.用于提高 CT 检测效率评估的带有 12000 个亚毫米级病变的 3D 打印体模。
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Design and fabrication of 3D-printed patient-specific soft tissue and bone phantoms for CT imaging.用于 CT 成像的 3D 打印个体化软组织和骨模型的设计和制作。
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Design and fabrication of 3D-printed patient-specific soft tissue and bone phantoms for CT imaging.用于CT成像的3D打印患者特异性软组织和骨骼模型的设计与制造。
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