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Reconstruction of a Deformed Tumor Based on Fiducial Marker Registration: A Computational Feasibility Study

机译:基于基准标记配准的变形肿瘤重建:计算可行性研究

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摘要

Interstitial photodynamic therapy has shown promising results in the treatment of locally advanced head and neck cancer. In this therapy, systemic administration of a light-sensitive drug is followed by insertion of multiple laser fibers to illuminate the tumor and its margins. Image-based pretreatment planning is employed in order to deliver a sufficient light dose to the complex locally advanced head-and-neck cancer anatomy, in order to meet clinical requirements. Unfortunately, the tumor may deform between pretreatment imaging for the purpose of planning and intraoperative imaging when the plan is executed. Tumor deformation may result from the mechanical forces applied by the light fibers and variation of the patient’s posture. Pretreatment planning is frequently done with the assistance of computed tomography or magnetic resonance imaging in an outpatient suite, while treatment monitoring and control typically uses ultrasound imaging due to considerations of costs and availability in the operation room. This article presents a computational method designed to bridge the gap between the 2 imaging events by taking a tumor geometry, reconstructed during preplanning, and by following the displacement of fiducial markers, which are initially placed during the preplanning procedure. The deformed tumor shape is predicted by solving an inverse problem, seeking for the forces that would have resulted in the corresponding fiducial marker displacements. The computational method is studied on spheres of variable sizes and demonstrated on computed tomography reconstructed locally advanced head and neck cancer model. Results of this study demonstrate an average error of less than 1 mm in predicting the deformed tumor shape, where 1 mm is typically the order of uncertainty in distance measurements using magnetic resonance imaging or computed tomography imaging and high-quality ultrasound imaging. This study further demonstrates that the deformed shape can be calculated in a few seconds, making the proposed method clinically relevant.
机译:间隙光动力疗法在局部晚期头颈癌的治疗中显示出令人鼓舞的结果。在这种疗法中,在全身性施用光敏药物之后,插入多根激光纤维以照亮肿瘤及其边缘。采用基于图像的预处理计划,以便向复杂的局部晚期头颈癌解剖结构传递足够的光剂量,以满足临床需求。不幸的是,在出于计划目的的预处理成像与执行计划时的术中成像之间,肿瘤可能会变形。光纤施加的机械力和患者姿势的变化可能导致肿瘤变形。在门诊室中,通常需要借助计算机断层扫描或磁共振成像来完成治疗前的计划,而出于成本和手术室可用性的考虑,治疗监测和控制通常会使用超声成像。本文介绍了一种计算方法,旨在通过获取在预计划期间重建的肿瘤几何形状并遵循基准标记的位移来弥合两次成像事件之间的间隔,这些基准标记最初是在预计划过程中放置​​的。通过解决一个反问题来预测变形的肿瘤形状,寻找会导致相应基准标记位移的力。该计算方法在可变大小的球体上进行了研究,并在计算机断层扫描重建的局部晚期头颈癌模型中得到了证明。这项研究的结果表明,在预测变形的肿瘤形状时平均误差小于1 mm,其中1 mm通常是使用磁共振成像或计算机断层扫描成像和高质量超声成像进行距离测量时不确定度的顺序。这项研究进一步证明,可以在几秒钟内计算出变形的形状,从而使所提出的方法具有临床意义。

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