Intra-fractional lung tumor motion monitoring using arbitrary gantry angles during radiotherapy treatment

IF 4.2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Zeitschrift fur Medizinische Physik Pub Date : 2025-11-01 DOI:10.1016/j.zemedi.2024.03.004
Sepideh Hatamikia , Soraya Elmirad , Hugo Furtado , Gernot Kronreif , Elisabeth Steiner , Wolfgang Birkfellner
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Abstract

Intensity-based 2D/3D registration using kilo-voltage (kV) and mega-voltage (MV) on-board imaging is a promising approach for real-time tumor motion tracking. So far, the performance of the kV images as well as kV-MV image pairs for 2D/3D registration using only one gantry angle (in anterior-posterior (AP) direction) has been investigated on patient data. In stereotactic body radiation therapy (SBRT), however, various gantry angles are typically used. This study attempts to answer the question of whether automatic 2D/3D registration is possible using kV images as well as kV-MV image pairs for gantry angles other than the AP direction. We also investigated the effect of additional portal MV images paired with kV images to improve 2D/3D registration in extracting cranio-caudal (CC) and AP displacement at arbitrary gantry angles and different fractions. The kV and MV image sequences as well as 3D volume data from five patients suffering from non-small cell lung cancer undergoing SBRT were used. Diaphragm motion served as the reference signal. The CC and AP displacements resulting from the registration results were compared with the corresponding reference motion signal. Pearson correlation coefficients (R value) was used to calculate the similarity measure between reference signal and the extracted displacements resulting from the registration. Signals we found that using 2D/3D registration tumor motion in 5 degrees of freedom (DOF) with kV images and in 6 degrees of freedom with kV-MV image pairs can be extracted for most gantry angles in all patients. Furthermore, our results have shown that the use of kV-MV image pairs increases the overall chance of tumor visibility and therefore leads to more successful extraction of CC as well as AP displacements for almost all gantry angles in all patients. We observed an improvement in registration of at least 0.29% more gantry angle for all patients when we used kV-MV images compared to kV images alone. In addition, an improvement in the R-value was observed in up to 16 fractions in various patients.
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在放射治疗过程中使用任意龙门角度进行肺部肿瘤内部运动监测。
基于强度的2D/3D配准,利用千伏和毫伏机载成像是一种很有前途的实时肿瘤运动跟踪方法。到目前为止,kV图像以及kV- mv图像对仅使用一个龙门角度(前后(AP)方向)进行2D/3D配准的性能已经在患者数据上进行了研究。然而,在立体定向放射治疗(SBRT)中,通常使用不同的龙门角度。本研究试图回答是否可能使用kV图像以及kV- mv图像对除AP方向以外的龙门角度进行自动2D/3D配准的问题。我们还研究了额外的门静脉MV图像与kV图像配对的效果,以改善在任意龙门角度和不同分数下提取颅尾(CC)和AP位移的2D/3D配准。我们使用了5例接受SBRT治疗的非小细胞肺癌患者的kV和MV图像序列以及3D体积数据。膜片运动作为参考信号。将配准结果得到的CC和AP位移与相应的参考运动信号进行比较。使用Pearson相关系数(R值)计算参考信号与由配准产生的提取位移之间的相似性度量。我们发现,使用2D/3D配准,在kV图像的5自由度(DOF)和kV- mv图像对的6自由度(DOF)中,可以提取所有患者的大多数龙门角度的肿瘤运动信号。此外,我们的研究结果表明,使用kV-MV图像对增加了肿瘤可见性的总体机会,因此可以更成功地提取所有患者几乎所有龙门形角度的CC和AP位移。我们观察到,当我们使用kV- mv图像时,与单独使用kV图像相比,所有患者的门柱角度至少增加了0.29%。此外,在不同患者中观察到多达16个分数的r值改善。
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来源期刊
CiteScore
3.70
自引率
10.00%
发文量
69
审稿时长
65 days
期刊介绍: Zeitschrift fur Medizinische Physik (Journal of Medical Physics) is an official organ of the German and Austrian Society of Medical Physic and the Swiss Society of Radiobiology and Medical Physics.The Journal is a platform for basic research and practical applications of physical procedures in medical diagnostics and therapy. The articles are reviewed following international standards of peer reviewing. Focuses of the articles are: -Biophysical methods in radiation therapy and nuclear medicine -Dosimetry and radiation protection -Radiological diagnostics and quality assurance -Modern imaging techniques, such as computed tomography, magnetic resonance imaging, positron emission tomography -Ultrasonography diagnostics, application of laser and UV rays -Electronic processing of biosignals -Artificial intelligence and machine learning in medical physics In the Journal, the latest scientific insights find their expression in the form of original articles, reviews, technical communications, and information for the clinical practice.
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