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锥形束计算机断层扫描中定制轨迹的优化。

Optimization for customized trajectories in cone beam computed tomography.

机构信息

Austrian Center for Medical Innovation and Technology, Wiener Neustadt, Austria.

Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria.

出版信息

Med Phys. 2020 Oct;47(10):4786-4799. doi: 10.1002/mp.14403. Epub 2020 Aug 29.

Abstract

PURPOSE

We developed a target-based cone beam computed tomography (CBCT) imaging framework for optimizing an unconstrained three dimensional (3D) source-detector trajectory by incorporating prior image information. Our main aim is to enable a CBCT system to provide topical information about the target using a limited angle noncircular scan orbit with a minimal number of projections. Such a customized trajectory should include enough information to sufficiently reconstruct a particular volume of interest (VOI) under kinematic constraints, which may result from the patient size or additional surgical or radiation therapy-related equipment.

METHODS

A patient-specific model from a prior diagnostic computed tomography (CT) volume is used as a digital phantom for CBCT trajectory simulations. Selection of the best projection views is accomplished through maximizing an objective function fed by the imaging quality provided by different x-ray positions on the digital phantom data. The final optimized trajectory includes a limited angular range and a minimal number of projections which can be applied to a C-arm device capable of general source-detector positioning. The performance of the proposed framework is investigated in experiments involving an in-house-built box phantom including spherical targets as well as an Alderson-Rando head phantom. In order to quantify the image quality of the reconstructed image, we use the average full-width-half-maximum (FWHM ) for the spherical target and feature similarity index (FSIM), universal quality index (UQI), and contrast-to-noise ratio (CNR) for an anatomical target.

RESULTS

Our experiments based on both the box and head phantom showed that optimized trajectories could achieve a comparable image quality in the VOI with respect to the standard C-arm circular CBCT while using approximately one quarter of projections. We achieved a relative deviation <7% for FWHM between the reconstructed images from the optimized trajectories and the standard C-arm CBCT for all spherical targets. Furthermore, for the anatomical target, the relative deviation of FSIM, UQI, and CNR between the reconstructed image related to the proposed trajectory and the standard C-arm circular CBCT was found to be 5.06%, 6.89%, and 8.64%, respectively. We also compared our proposed trajectories to circular trajectories with equivalent angular sampling as the optimized trajectories. Our results show that optimized trajectories can outperform simple partial circular trajectories in the VOI in term of image quality. Typically, an angular range between 116° and 152° was used for the optimized trajectories.

CONCLUSION

We demonstrated that applying limited angle noncircular trajectories with optimized orientations in 3D space can provide a suitable image quality for particular image targets and has a potential for limited angle and low-dose CBCT-based interventions under strong spatial constraints.

摘要

目的

我们开发了一种基于目标的锥形束计算机断层扫描(CBCT)成像框架,通过结合先前的图像信息来优化无约束的三维(3D)源-探测器轨迹。我们的主要目的是使 CBCT 系统能够通过使用具有最小投影数量的有限角度非圆形扫描轨道提供关于目标的局部信息。这样的定制轨迹应包含足够的信息,以便在运动学约束下充分重建特定的感兴趣体积(VOI),这些约束可能来自患者的大小或额外的手术或放射治疗相关设备。

方法

使用来自先前诊断计算机断层扫描(CT)容积的患者特定模型作为 CBCT 轨迹模拟的数字体模。通过最大化由数字体模数据上不同 X 射线位置提供的成像质量的目标函数来完成最佳投影视图的选择。最终优化的轨迹包括一个有限的角度范围和最小数量的投影,可以应用于能够进行一般源-探测器定位的 C 臂设备。在涉及内部构建的盒子体模的实验中,包括球形目标和 Alderson-Rando 头体模,研究了所提出框架的性能。为了量化重建图像的图像质量,我们使用球形目标的平均全宽半最大值(FWHM)和解剖目标的特征相似性指数(FSIM)、通用质量指数(UQI)和对比度噪声比(CNR)。

结果

我们基于盒子和头体模的实验表明,与标准 C 臂圆形 CBCT 相比,优化轨迹可以在 VOI 中实现可比的图像质量,而投影数量约为其四分之一。对于所有球形目标,我们实现了优化轨迹与标准 C 臂 CBCT 之间的重建图像的 FWHM 相对偏差<7%。此外,对于解剖目标,与所提出的轨迹相关的重建图像的 FSIM、UQI 和 CNR 的相对偏差分别为 5.06%、6.89%和 8.64%。我们还将我们提出的轨迹与等效角采样的圆形轨迹进行了比较。我们的结果表明,在 VOI 中,优化轨迹在图像质量方面可以优于简单的部分圆形轨迹。通常,优化轨迹的角度范围为 116°至 152°。

结论

我们证明了在 3D 空间中应用具有优化方向的有限角度非圆形轨迹可以为特定的图像目标提供合适的图像质量,并具有在强空间约束下进行有限角度和低剂量 CBCT 干预的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/89b5/7693244/3d93e68e6228/MP-47-4786-g001.jpg

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