Jassar Hassan, Tai An, Chen Xinfeng, Keiper Timothy D, Paulson Eric, Lathuilière Fabienne, Bériault Silvain, Hébert François, Savard Laurence, Cooper David T, Cloake Sneha, Li X Allen
Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA.
Elekta AB, Stockholm, Sweden.
Med Phys. 2023 May;50(5):3103-3116. doi: 10.1002/mp.16342. Epub 2023 Mar 16.
Real-time motion monitoring (RTMM) is necessary for accurate motion management of intrafraction motions during radiation therapy (RT).
Building upon a previous study, this work develops and tests an improved RTMM technique based on real-time orthogonal cine magnetic resonance imaging (MRI) acquired during magnetic resonance-guided adaptive RT (MRgART) for abdominal tumors on MR-Linac.
A motion monitoring research package (MMRP) was developed and tested for RTMM based on template rigid registration between beam-on real-time orthogonal cine MRI and pre-beam daily reference 3D-MRI (baseline). The MRI data acquired under free-breathing during the routine MRgART on a 1.5T MR-Linac for 18 patients with abdominal malignancies of 8 liver, 4 adrenal glands (renal fossa), and 6 pancreas cases were used to evaluate the MMRP package. For each patient, a 3D mid-position image derived from an in-house daily 4D-MRI was used to define a target mask or a surrogate sub-region encompassing the target. Additionally, an exploratory case reviewed for an MRI dataset of a healthy volunteer acquired under both free-breathing and deep inspiration breath-hold (DIBH) was used to test how effectively the RTMM using the MMRP can address through-plane motion (TPM). For all cases, the 2D T2/T1-weighted cine MRIs were captured with a temporal resolution of 200 ms interleaved between coronal and sagittal orientations. Manually delineated contours on the cine frames were used as the ground-truth motion. Common visible vessels and segments of target boundaries in proximity to the target were used as anatomical landmarks for reproducible delineations on both the 3D and the cine MRI images. Standard deviation of the error (SDE) between the ground-truth and the measured target motion from the MMRP package were analyzed to evaluate the RTMM accuracy. The maximum target motion (MTM) was measured on the 4D-MRI for all cases during free-breathing.
The mean (range) centroid motions for the 13 abdominal tumor cases were 7.69 (4.71-11.15), 1.73 (0.81-3.05), and 2.71 (1.45-3.93) mm with an overall accuracy of <2 mm in the superior-inferior (SI), the left-right (LR), and the anterior-posterior (AP) directions, respectively. The mean (range) of the MTM from the 4D-MRI was 7.38 (2-11) mm in the SI direction, smaller than the monitored motion of centroid, demonstrating the importance of the real-time motion capture. For the remaining patient cases, the ground-truth delineation was challenging under free-breathing due to the target deformation and the large TPM in the AP direction, the implant-induced image artifacts, and/or the suboptimal image plane selection. These cases were evaluated based on visual assessment. For the healthy volunteer, the TPM of the target was significant under free-breathing which degraded the RTMM accuracy. RTMM accuracy of <2 mm was achieved under DIBH, indicating DIBH is an effective method to address large TPM.
We have successfully developed and tested the use of a template-based registration method for an accurate RTMM of abdominal targets during MRgART on a 1.5T MR-Linac without using injected contrast agents or radio-opaque implants. DIBH may be used to effectively reduce or eliminate TPM of abdominal targets during RTMM.
实时运动监测(RTMM)对于放射治疗(RT)期间分次内运动的精确运动管理是必要的。
在先前研究的基础上,本研究开发并测试了一种改进的RTMM技术,该技术基于在磁共振引导的自适应放疗(MRgART)期间获取的实时正交电影磁共振成像(MRI),用于MR直线加速器上的腹部肿瘤。
开发了一个运动监测研究包(MMRP)并基于束流开启实时正交电影MRI与束前每日参考3D-MRI(基线)之间的模板刚性配准对RTMM进行测试。在1.5T MR直线加速器上对18例腹部恶性肿瘤患者(8例肝脏、4例肾上腺(肾窝)和6例胰腺)进行常规MRgART期间自由呼吸下采集的MRI数据用于评估MMRP包。对于每位患者,从内部每日4D-MRI导出的3D中位图像用于定义靶区掩膜或包含靶区的替代子区域。此外,对一名健康志愿者在自由呼吸和深吸气屏气(DIBH)下采集的MRI数据集进行的探索性病例分析用于测试使用MMRP的RTMM能够多有效地解决平面内运动(TPM)。对于所有病例,以200ms的时间分辨率在冠状位和矢状位交错采集2D T2/T1加权电影MRI。电影帧上手动勾勒的轮廓用作真实运动。常见的可见血管和靠近靶区的靶边界段用作在3D和电影MRI图像上进行可重复勾勒的解剖标志。分析真实运动与MMRP包测量的靶运动之间的误差标准差(SDE)以评估RTMM的准确性。在自由呼吸期间对所有病例在4D-MRI上测量最大靶运动(MTM)。
13例腹部肿瘤病例的平均(范围)质心运动在头脚(SI)、左右(LR)和前后(AP)方向分别为7.69(4.71 - 11.15)、1.73(0.81 - 3.05)和2.71(1.45 - 3.93)mm,总体精度在各方向均<2mm。4D-MRI测得的MTM在SI方向的平均(范围)为7.38(2 - 11)mm,小于质心的监测运动,表明实时运动捕捉的重要性。对于其余患者病例,由于靶区变形和AP方向的大TPM、植入物引起图像伪影和/或图像平面选择欠佳,在自由呼吸下进行真实轮廓勾勒具有挑战性。这些病例基于视觉评估。对于健康志愿者,自由呼吸下靶区的TPM显著,这降低了RTMM的准确性。在DIBH下实现了<2mm的RTMM精度,表明DIBH是解决大TPM的有效方法。
我们已成功开发并测试了基于模板配准方法在1.5T MR直线加速器上进行MRgART期间对腹部靶区进行精确RTMM,无需使用注射造影剂或不透射线植入物。DIBH可用于在RTMM期间有效减少或消除腹部靶区的TPM。