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Segmentation precision of abdominal anatomy for MRI-based radiotherapy

机译:MRI放射治疗的腹部解剖学分割精度

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The limited soft tissue visualization provided by computed tomography, the standard imaging modality for radiotherapy treatment planning and daily localization, has motivated studies on the use of magnetic resonance imaging (MRI) for better characterization of treatment sites, such as the prostate and head and neck. However, no studies have been conducted on MRI-based segmentation for the abdomen, a site that could greatly benefit from enhanced soft tissue targeting. We investigated the interobserver and intraobserver precision in segmentation of abdominal organs on MR images for treatment planning and localization. Manual segmentation of 8 abdominal organs was performed by 3 independent observers on MR images acquired from 14 healthy subjects. Observers repeated segmentation 4 separate times for each image set. Interobserver and intraobserver contouring precision was assessed by computing 3-dimensional overlap (Dice coefficient [DC]) and distance to agreement (Hausdorff distance [HD]) of segmented organs. The mean and standard deviation of intraobserver and interobserver DC and HD values were DCintraobserver = 0.89 ± 0.12, HDintraobserver = 3.6mm ± 1.5, DCinterobserver = 0.89 ± 0.15, and HDinterobserver = 3.2mm ± 1.4. Overall, metrics indicated good interobserver/intraobserver precision (mean DC 0.7, mean HD 4mm). Results suggest that MRI offers good segmentation precision for abdominal sites. These findings support the utility of MRI for abdominal planning and localization, as emerging MRI technologies, techniques, and onboard imaging devices are beginning to enable MRI-based radiotherapy.
机译:计算机体层摄影术(放射疗法治疗计划和日常定位的标准成像方式)所提供的有限的软组织可视化,激发了使用磁共振成像(MRI)更好地表征治疗部位(例如前列腺和头颈部)的研究。 。但是,尚未进行基于MRI的腹部分割的研究,该部位可从增强的软组织靶向中大大受益。我们研究了观察者间和观察者间在MR图像上腹部器官分割中的精确度,以进行治疗计划和定位。由3位独立的观察者对从14位健康受试者采集的MR图像进行8个腹部器官的手动分割。观察者对每个图像集重复分割4次。观察者间和观察者内轮廓的精确度通过计算分段器官的3维重叠(Dice系数[DC])和一致点距离(Hausdorff距离[HD])进行评估。观察者内和观察者间DC和HD值的平均值和标准差为DCintraobserver = 0.89±0.12,HDintraobserver = 3.6mm±1.5,DCinterobserver = 0.89±0.15和HDinterobserver = 3.2mm±1.4。总体而言,指标表明观察者之间/观察者内部的精度很高(平均DC> 0.7,平均HD <4mm)。结果表明,MRI为腹部部位提供了良好的分割精度。这些发现支持MRI在腹部计划和定位中的实用性,因为新兴的MRI技术,技术和车载成像设备已开始启用基于MRI的放射治疗。

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