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Usefulness of hybrid deformable image registration algorithms in prostate radiation therapy

机译:混合可变形图像配准算法在前列腺放射治疗中的实用性

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摘要

To evaluate the accuracy of commercially available hybrid deformable image registration (DIR) algorithms when using planning CT (pCT) and daily cone‐beam computed tomography (CBCT) in radiation therapy for prostate cancer. The hybrid DIR algorithms in RayStation and MIM Maestro were evaluated. Contours of the prostate, bladder, rectum, and seminal vesicles (SVs) were used as region‐of‐interest (ROIs) to guide image deformation in the hybrid DIR and to compare the DIR accuracy. To evaluate robustness of the hybrid DIR for prostate cancer patients with organs with volume that vary on a daily basis, such as the bladder and rectum, the DIR algorithms were performed on ten pairs of CT volumes from ten patients who underwent prostate intensity‐modulated radiation therapy or volumetric modulated arc therapy. In a visual evaluation, MIM caused unrealistic image deformation in soft tissues, organs, and pelvic bones. The mean dice similarity coefficient (DSC) ranged from 0.46 to 0.90 for the prostate, bladder, rectum, and SVs; the style="fixed-case">SVs had the lowest style="fixed-case">DSC. Target registration error ( style="fixed-case">TRE) at the centroid of the style="fixed-case">ROIs was about 2 mm for the prostate and bladder, and about 6 mm for the rectum and style="fixed-case">SVs. RayStation did not cause unrealistic image deformation, and could maintain the shape of pelvic bones in most cases. The mean style="fixed-case">DSC and style="fixed-case">TRE at the centroid of the style="fixed-case">ROIs were about 0.9 and within 5 mm generally. In both software programs, the use of style="fixed-case">ROIs to guide image deformation had the possibility to reduce any unrealistic image deformation and might be effective to keep the style="fixed-case">DIR physically reasonable. The style="fixed-case">pCT/ style="fixed-case">CBCT DIR for the prostate cancer did not reduce the style="fixed-case">DIR accuracy because of the use of style="fixed-case">ROIs to guide the image deformation.
机译:当在前列腺癌的放射治疗中使用计划CT(pCT)和每日锥形束计算机断层扫描(CBCT)时,要评估市售的混合可变形图像配准(DIR)算法的准确性。评估了RayStation和MIM Maestro中的混合DIR算法。前列腺,膀胱,直肠和精囊(SV)的轮廓被用作目标区域(ROI),以指导混合DIR中的图像变形并比较DIR的准确性。为了评估混合DIR对具有每天变化的器官(例如膀胱和直肠)的前列腺癌患者的鲁棒性,对10例接受了前列腺强度调制放射治疗的患者的10对CT体积执行了DIR算法疗法或容积调制弧光疗法。在视觉评估中,MIM在软组织,器官和骨盆骨骼中引起不真实的图像变形。前列腺,膀胱,直肠和SV的平均骰子相似系数(DSC)在0.46到0.90之间。 style =“ fixed-case”> SV s的 style =“ fixed-case”> SVC 最低。前列腺和膀胱的 style =“ fixed-case”> ROI s质心处的目标配准错误( style =“ fixed-case”> TRE )约为2 mm ,对于直肠和 style =“ fixed-case”> SV s约为6毫米。 RayStation不会引起不真实的图像变形,并且在大多数情况下可以保持骨盆骨骼的形状。在 style =“ fixed-case”> ROI <>的质心处的平均 style =“ fixed-case”> DSC 和 style =“ fixed-case”> TRE / s约为0.9,一般在5毫米以内。在这两个软件程序中,使用 style =“ fixed-case”> ROI s引导图像变形可以减少任何不切实际的图像变形,并且可能有效地保持 style =“ fixed -case“> DIR 身体上合理。前列腺癌的 style =“ fixed-case”> pCT / style =“ fixed-case”> CBCT DIR 不能减少 style =“ fixed-case”> pCT > DIR 的准确性,因为使用了 style =“ fixed-case”> ROI s来引导图像变形。

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