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基于任务的图像质量评估:双源 CT 系统剂量减少和使用高级模型迭代重建算法对光谱性能的影响。

Impact of dose reduction and the use of an advanced model-based iterative reconstruction algorithm on spectral performance of a dual-source CT system: A task-based image quality assessment.

机构信息

Department of Medical Imaging, CHU Nimes, Univ Montpellier, Medical Imaging Group Nimes, EA 2992, Bd Pr Robert Debré, 30029 Nîmes Cedex 9, France.

Department of Medical Imaging, CHU Nimes, Univ Montpellier, Medical Imaging Group Nimes, EA 2992, Bd Pr Robert Debré, 30029 Nîmes Cedex 9, France.

出版信息

Diagn Interv Imaging. 2021 Jul-Aug;102(7-8):405-412. doi: 10.1016/j.diii.2021.03.002. Epub 2021 Apr 2.

Abstract

PURPOSE

To assess the impact of dose reduction and the use of an advanced modeled iterative reconstruction algorithm (ADMIRE) on image quality in low-energy monochromatic images from a dual-source dual energy computed tomography CT (DSCT) platform.

MATERIALS AND METHODS

Acquisitions on an image-quality phantom were performed using DSCT equipment with 100/Sn150 kVp for four dose levels (CTDI: 20/11/8/5mGy). Raw data were reconstructed for six energy levels (40/50/60/70/80/100 keV) using filtered back projection and two levels of ADMIRE (A3/A5). Noise power spectrum (NPS) and task-based transfer function (TTF) were calculated on virtual monoenergetic images (VMIs). Detectability index (d') was computed to model the detection task of two enhanced iodine lesions as function of keV.

RESULTS

Noise-magnitude was significantly reduced between 40 to 70 keV by -56±0% (SD) (range: -56%--55%) with FBP; -56±0% (SD) (-56%--56%) with A3; and -57±1% (SD) (range: -57%--56%) with A5. The average spatial frequency of the NPS peaked at 70 keV and decreased as ADMIRE level increased. TTF values at 50% were greatest at 40 keV and shifted towards lower frequencies as the keV increased. The detectability of both lesions increased with increasing dose level and ADMIRE level. For the simulated lesion with iodine at 2mg/mL, d' values peaked at 70 keV for all reconstruction types, except for A3 at 20 mGy and A5 at 11 and 20 mGy, where d' peaked at 60 keV. For the other simulated lesion, d' values were highest at 40 keV and decreased beyond.

CONCLUSION

At low keV on VMIs, this study confirms that iterative reconstruction reduces the noise magnitude, improves the spatial resolution and increases the detectability of enhanced iodine lesions.

摘要

目的

评估在双源双能计算机断层扫描(DSCT)平台的低能单能图像中,降低剂量和使用高级模型迭代重建算法(ADMIRE)对图像质量的影响。

材料与方法

使用配备 100/Sn150 kVp 的 DSCT 设备,对图像质量体模进行四次剂量水平(CTDI:20/11/8/5mGy)采集。使用滤波反投影和 ADMIRE 的两个级别(A3/A5)对 6 个能量水平(40/50/60/70/80/100 keV)重建原始数据。在虚拟单能量图像(VMIs)上计算噪声功率谱(NPS)和基于任务的传递函数(TTF)。检测指数(d')用于模拟两个增强碘病变的检测任务,作为 keV 的函数。

结果

与 FBP 相比,噪声幅度在 40 到 70 keV 之间降低了-56±0%(SD)(范围:-56%--55%);与 A3 相比,降低了-56±0%(SD)(范围:-56%--56%);与 A5 相比,降低了-57±1%(SD)(范围:-57%--56%)。NPS 的平均空间频率在 70 keV 处达到峰值,并随着 ADMIRE 水平的增加而降低。在 50% TTF 值在 40 keV 时最大,并随着 keV 的增加向较低频率移动。随着剂量水平和 ADMIRE 水平的增加,两种病变的检测能力都增加。对于碘含量为 2mg/mL 的模拟病变,除了 20 mGy 时的 A3 和 11 和 20 mGy 时的 A5,d'值在所有重建类型中都在 70 keV 处达到峰值,在其他模拟病变中,d'值在 40 keV 时最高,并在此后降低。

结论

在 VMIs 的低 keV 下,本研究证实迭代重建可降低噪声幅度、提高空间分辨率并提高增强碘病变的检测能力。

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