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使用配备快速千伏切换双能成像的商用直线加速器机载成像仪对无标记肿瘤追踪进行表征

Characterization of Markerless Tumor Tracking Using the On-Board Imager of a Commercial Linear Accelerator Equipped With Fast-kV Switching Dual-Energy Imaging.

作者信息

Roeske John C, Mostafavi Hassan, Haytmyradov Maksat, Wang Adam, Morf Daniel, Cortesi Luca, Surucu Murat, Patel Rakesh, Cassetta Roberto, Zhu Liangjia, Lehmann Mathias, Harkenrider Matthew M

机构信息

Department of Radiation Oncology, Loyola University Chicago, Maywood, Illinois.

Varian Medical Systems, Palo Alto, California.

出版信息

Adv Radiat Oncol. 2020 Mar 2;5(5):1006-1013. doi: 10.1016/j.adro.2020.01.008. eCollection 2020 Sep-Oct.

Abstract

PURPOSE

To describe and characterize fast-kV switching, dual-energy (DE) imaging implemented within the on-board imager of a commercial linear accelerator for markerless tumor tracking (MTT).

METHODS AND MATERIALS

Fast-kV switching, DE imaging provides for rapid switching between programmed tube voltages (ie, 60 and 120 kVp) from one image frame to the next. To characterize this system, the weighting factor used for logarithmic subtraction and signal difference-to-noise ratio were analyzed as a function of time and frame rate. MTT was evaluated using a thorax motion phantom and fast kV, DE imaging was compared versus single energy (SE) imaging over 360 degrees of rotation. A template-based matching algorithm was used to track target motion on both DE and SE sequences. Receiver operating characteristics were used to compare tracking results for both modalities.

RESULTS

The weighting factor was inversely related to frame rate and stable over time. After applying the frame rate-dependent weighting factor, the signal difference-to-noise ratio was consistent across all frame rates considered for simulated tumors ranging from 5 to 25 mm in diameter. An analysis of receiver operating characteristics curves showed improved tracking with DE versus SE imaging. The area under the curve for the 10-mm target ranged from 0.821 to 0.858 for SE imaging versus 0.968 to 0.974 for DE imaging. Moreover, the residual tracking errors for the same target size ranged from 2.02 to 2.18 mm versus 0.79 to 1.07 mm for SE and DE imaging, respectively.

CONCLUSIONS

Fast-kV switching, DE imaging was implemented on the on-board imager of a commercial linear accelerator. DE imaging resulted in improved MTT accuracy over SE imaging. Such an approach may have application for MTT of patients with lung cancer receiving stereotactic body radiation therapy, particularly for small tumors where MTT with SE imaging may fail.

摘要

目的

描述并表征在商用直线加速器机载成像仪内实现的用于无标记肿瘤追踪(MTT)的快速千伏切换双能(DE)成像。

方法与材料

快速千伏切换DE成像可在一个图像帧到下一个图像帧之间实现编程管电压(即60和120 kVp)的快速切换。为表征该系统,分析了用于对数减法的加权因子以及信号差噪比随时间和帧率的变化。使用胸部运动模型评估MTT,并在360度旋转范围内将快速千伏DE成像与单能(SE)成像进行比较。基于模板的匹配算法用于在DE和SE序列上追踪目标运动。采用接受者操作特征来比较两种模式的追踪结果。

结果

加权因子与帧率呈反比关系且随时间稳定。应用与帧率相关的加权因子后,对于直径5至25毫米的模拟肿瘤,在所有考虑的帧率下信号差噪比均保持一致。接受者操作特征曲线分析表明,与SE成像相比,DE成像的追踪效果更佳。对于10毫米目标,SE成像的曲线下面积范围为0.821至0.858,而DE成像为0.968至0.974。此外,相同目标大小的残余追踪误差,SE成像为2.02至2.18毫米,DE成像为0.79至1.07毫米。

结论

在商用直线加速器的机载成像仪上实现了快速千伏切换DE成像。与SE成像相比,DE成像提高了MTT的准确性。这种方法可能适用于接受立体定向体部放射治疗的肺癌患者的MTT,特别是对于使用SE成像进行MTT可能失败的小肿瘤。

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