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一种基于机载影像系统千伏投影中标记点跟踪提取三维运动的算法:四维锥形束 CT 和肿瘤跟踪的意义。

An algorithm to extract three-dimensional motion by marker tracking in the kV projections from an on-board imager: four-dimensional cone-beam CT and tumor tracking implications.

机构信息

Department of Radiation Oncology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA.

出版信息

J Appl Clin Med Phys. 2011 Feb 1;12(2):3407. doi: 10.1120/jacmp.v12i2.3407.

Abstract

The purpose of this work is to extract three-dimensional (3D) motion trajectories of internal implanted and external skin-attached markers from kV cone-beam projections and reduce image artifact from patient motion in cone-beam computed tomography (CBCT) from on-board imager. Cone beam radiographic projections were acquired for a mobile phantom and liver patients with internal implanted and external skin-attached markers. An algorithm was developed to automatically find the positions of the markers in the projections. It uses normalized cross-correlation between a template image of a metal seed marker and the projections to find the marker position. From these positions and time-tagged angular views, the marker 3D motion trajectory was obtained over a time interval of nearly one minute, which is the time required for scanning. This marker trajectory was used to remap the pixels of the projections to eliminate motion. Then, the motion-corrected projections were used to reconstruct CBCT. An algorithm was developed to extract 3D motion trajectories of internal and external markers from cone-beam projections using a kV monoscopic on-board imager. This algorithm was tested and validated using a mobile phantom and patients with liver masses that had radio-markers implanted in the tumor and attached to the skin. The extracted motion trajectories were used to investigate motion correlation between internal and external markers in liver patients. Image artifacts from respiratory motion were reduced in CBCT reconstructed from cone-beam projections that were preprocessed to remove motion shifts obtained from marker tracking. With this method, motion-related image artifacts such as blurring and spatial distortion were reduced, and contrast and position resolutions were improved significantly in CBCT reconstructed from motion-corrected projections. Furthermore, correlated internal and external marker 3D-motion tracks obtained from the kV projections might be useful for 4DCBCT, beam gating and tumor motion monitoring or tracking.

摘要

这项工作的目的是从千伏锥形束投影中提取内部植入和外部皮肤附着标记物的三维(3D)运动轨迹,并减少机载成像仪在锥形束计算机断层扫描(CBCT)中因患者运动而产生的图像伪影。为移动体模和肝部有内部植入和外部皮肤附着标记物的患者采集锥形束射线照相投影。开发了一种算法来自动在投影中找到标记物的位置。它使用金属种子标记模板图像与投影之间的归一化互相关来找到标记位置。从这些位置和标记有时间戳的角度视图中,在近一分钟的时间间隔内(即扫描所需的时间)获得了标记物的 3D 运动轨迹。使用该标记轨迹重新映射投影中的像素以消除运动。然后,使用运动校正后的投影进行 CBCT 重建。开发了一种算法,使用千伏单目机载成像仪从锥形束投影中提取内部和外部标记物的 3D 运动轨迹。该算法已在带有肝肿瘤植入放射性标记物并附着于皮肤的移动体模和患者上进行了测试和验证。提取的运动轨迹用于研究肝部患者内部和外部标记物之间的运动相关性。通过从使用标记物跟踪获得的运动偏移预处理锥形束投影,减少了 CBCT 重建中的呼吸运动图像伪影。使用该方法,减少了运动相关的图像伪影,例如模糊和空间变形,并且从运动校正后的投影重建的 CBCT 中显著提高了对比度和位置分辨率。此外,从千伏投影获得的相关内部和外部标记物的 3D 运动轨迹可能对 4D CBCT、束流门控和肿瘤运动监测或跟踪有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a2cc/5718670/a9f7ffc7e588/ACM2-12-223-g001.jpg

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