Department of Engineering and Applied Physics, University of Science and Technology of China, Hefei, Anhui, China.
Department of Ultrasound Medicine, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China.
Med Phys. 2022 Oct;49(10):6334-6345. doi: 10.1002/mp.15928. Epub 2022 Aug 23.
Radiotherapy to tumors in the abdomen is challenging because of the significant organ movement and tissue deformation caused by respiration.
A motion management strategy that integrated ultrasound (US) imaging with abdominal compression was developed and evaluated, where US was used to real-time monitor organ motion after abdominal compression.
A device that combined a US imaging system and an abdominal compression plate (ACP) was developed. Twenty-one healthy volunteers were involved to evaluate the motion management efficacy. Each volunteer was immobilized on a flat bench by the device. Abdominal US data were successively collected with and without ACP compression, and experiments were repeated three times to verify the imaging reproducibility. A template matching algorithm based on normalized cross-correlation was implemented to track the targets (vessels in the liver, pancreas, and stomach) automatically. The matching algorithm was validated by comparing with the manual references. Automatic tracking was judged as failed if the center-of-mass difference from manual tracking was beyond a failure threshold. Based on the locations obtained through the template matching algorithm, the motion correlation between liver and pancreas/stomach was investigated using the Pearson correlation test. Paired Student's t-test was used to analyze the difference between the results without and with ACP compression.
The liver motion amplitude over all 21 volunteers was significantly (p < 0.001) reduced from 14.9 ± 5.5/3.4 ± 1.8 mm in superior-inferior (SI)/anterior-posterior (AP) direction before ACP compression to 7.3 ± 1.5/1.6 ± 0.7 mm after ACP compression. The mean liver motion standard deviation before compression was on average 2.8/1.4 mm in SI/AP direction and was significantly (p < 0.001) reduced to 0.9/0.4 mm after compression. The failure rates of automatic tracking for liver, pancreas, and stomach were reduced for failure thresholds of 1-5 mm after applying ACP. The Pearson correlation coefficients between liver and pancreas/stomach were 0.98/0.97 without ACP and 0.96/0.94 with ACP in the SI direction and were 0.68/0.68 and 0.43/0.42 in the AP direction. The motion prediction errors for pancreas/stomach with ACP have significantly (p < 0.001) reduced to 0.45 ± 0.36/0.52 ± 0.43 mm from 0.69 ± 0.56/0.71 ± 0.66 mm without ACP in the SI direction, and to 0.38 ± 0.33/0.39 ± 0.27 mm from 0.44 ± 0.35/0.61 ± 0.59 mm in the AP direction.
The proposed strategy that combines real-time US imaging and abdominal compression has the potential to reduce the abdominal organ motion while improving both target tracking reliability and motion reproducibility. Furthermore, the observed correlation between liver and pancreas/stomach motion indicates the possibility of indirect pancreas/stomach tracking using liver markers as tracking surrogates. The strategy is expected to provide an alternative for respiratory motion management in the radiation treatment of abdominal tumors.
由于呼吸引起的显著器官运动和组织变形,腹部肿瘤的放射治疗具有挑战性。
开发并评估了一种将超声(US)成像与腹部压缩相结合的运动管理策略,其中 US 用于在腹部压缩后实时监测器官运动。
开发了一种将 US 成像系统和腹部压缩板(ACP)结合在一起的设备。有 21 名健康志愿者参与了该设备的效能评估。每位志愿者均在平板凳上通过设备固定。在有和没有 ACP 压缩的情况下,连续采集腹部 US 数据,并重复三次实验以验证成像的可重复性。实现了基于归一化互相关的模板匹配算法,用于自动跟踪目标(肝脏、胰腺和胃中的血管)。通过与手动参考的比较验证了匹配算法。如果质心差异超出失败阈值,则自动跟踪被判断为失败。基于通过模板匹配算法获得的位置,使用 Pearson 相关检验研究肝脏和胰腺/胃之间的运动相关性。使用配对学生 t 检验分析无 ACP 压缩和有 ACP 压缩结果之间的差异。
在所有 21 名志愿者中,肝脏运动幅度在 SI/AP 方向上从 ACP 压缩前的 14.9 ± 5.5/3.4 ± 1.8 mm 显著(p < 0.001)降低至 ACP 压缩后的 7.3 ± 1.5/1.6 ± 0.7 mm;在 SI/AP 方向上,在压缩前的平均肝脏运动标准差为 2.8/1.4 mm,在压缩后显著(p < 0.001)降低至 0.9/0.4 mm。在应用 ACP 后,肝脏、胰腺和胃的自动跟踪失败率降低至 1-5mm 的失败阈值。在 SI 方向上,没有 ACP 时肝脏和胰腺/胃之间的 Pearson 相关系数为 0.98/0.97,而有 ACP 时为 0.96/0.94;在 AP 方向上,没有 ACP 时为 0.68/0.68,有 ACP 时为 0.43/0.42。在 SI 方向上,胰腺/胃的运动预测误差从无 ACP 时的 0.69 ± 0.56/0.71 ± 0.66 mm 显著(p < 0.001)降低至 0.45 ± 0.36/0.52 ± 0.43 mm,在 AP 方向上,从无 ACP 时的 0.44 ± 0.35/0.61 ± 0.59 mm 显著(p < 0.001)降低至 0.38 ± 0.33/0.39 ± 0.27 mm。
该研究提出的将实时 US 成像与腹部压缩相结合的策略具有降低腹部器官运动的潜力,同时提高目标跟踪可靠性和运动可重复性。此外,观察到的肝脏和胰腺/胃运动之间的相关性表明,使用肝脏标志物作为跟踪替代物间接跟踪胰腺/胃的可能性。该策略有望为腹部肿瘤的放射治疗中的呼吸运动管理提供一种替代方法。