Investigating 4D respiratory cone-beam CT imaging for thoracic interventions on robotic C-arm systems: a deformable phantom study.

IF 2.4 4区 医学 Q3 ENGINEERING, BIOMEDICAL Physical and Engineering Sciences in Medicine Pub Date : 2024-10-24 DOI:10.1007/s13246-024-01491-0
Tess Reynolds, Owen Dillon, Yiqun Ma, Nicholas Hindley, J Webster Stayman, Magdalena Bazalova-Carter
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Abstract

Increasingly, interventional thoracic workflows utilize cone-beam CT (CBCT) to improve navigational and diagnostic yield. Here, we investigate the feasibility of implementing free-breathing 4D respiratory CBCT for motion mitigated imaging in patients unable to perform a breath-hold or without suspending mechanical ventilation during thoracic interventions. Circular 4D respiratory CBCT imaging trajectories were implemented on a clinical robotic CBCT system using additional real-time control hardware. The circular trajectories consisted of 1 × 360° circle at 0° tilt with fixed gantry velocities of 2°/s, 10°/s, and 20°/s. The imaging target was an in-house developed anthropomorphic breathing thorax phantom with deformable lungs and 3D-printed imaging targets. The phantom was programmed to reproduce 3 patient-measured breathing traces. Following image acquisition, projections were retrospectively binned into ten respiratory phases and reconstructed using filtered back projection, model-based, and iterative motion compensated algorithms. A conventional circular acquisition on the system of the free-breathing phantom was used as comparator. Edge Response Width (ERW) of the imaging target boundaries and Contrast-to-Noise Ratio (CNR) were used for image quality quantification. All acquisitions across all traces considered displayed visual evidence of motion blurring, and this was reflected in the quantitative measurements. Additionally, all the 4D respiratory acquisitions displayed a lower contrast compared to the conventional acquisitions for all three traces considered. Overall, the current implementation of 4D respiratory CBCT explored in this study with various gantry velocities combined with motion compensated algorithms improved image sharpness for the slower gantry rotations considered (2°/s and 10°/s) compared to conventional acquisitions over a variety of patient traces.

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机器人 C 臂系统胸部介入的 4D 呼吸锥束 CT 成像研究:可变形模型研究。
越来越多的胸部介入工作流程利用锥束 CT(CBCT)来提高导航和诊断效率。在此,我们研究了对无法进行屏气或在胸腔介入期间未暂停机械通气的患者实施自由呼吸 4D 呼吸 CBCT 以减轻运动成像的可行性。利用附加的实时控制硬件,在临床机器人 CBCT 系统上实现了圆形 4D 呼吸 CBCT 成像轨迹。圆形轨迹包括 1 × 360° 圆,倾斜度为 0°,龙门速度固定为 2°/s、10°/s 和 20°/s。成像目标是一个内部开发的拟人呼吸胸腔模型,带有可变形肺部和 3D 打印成像目标。该模型经过编程,可再现病人测量到的 3 个呼吸轨迹。图像采集后,将投影回溯分档为十个呼吸阶段,并使用滤波背投影、基于模型和迭代运动补偿算法进行重建。在自由呼吸模型的系统上进行的传统圆形采集作为对比。成像目标边界的边缘响应宽度(ERW)和对比噪声比(CNR)用于图像质量量化。所有踪迹的所有采集都显示出运动模糊的视觉证据,这也反映在定量测量中。此外,与常规采集相比,所有三个迹线的所有 4D 呼吸采集都显示出较低的对比度。总体而言,本研究中探索的 4D 呼吸 CBCT 当前实施方案采用了不同的龙门速度,并结合运动补偿算法,与传统采集相比,在考虑的较慢龙门旋转速度(2°/s 和 10°/s)下,各种患者轨迹的图像清晰度都有所提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.40
自引率
4.50%
发文量
110
期刊最新文献
Improving deep learning U-Net++ by discrete wavelet and attention gate mechanisms for effective pathological lung segmentation in chest X-ray imaging. Investigating 4D respiratory cone-beam CT imaging for thoracic interventions on robotic C-arm systems: a deformable phantom study. Sensitivity improvement of a deuterium-deuterium neutron generator based in vivo neutron activation analysis (IVNAA) system. Unsupervised generative model for simulating post-operative double eyelid image. Quality management of head and neck patient treatments using statistical process control techniques.
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