PHSOR12 Presentation Time: 9:55 AM

IF 1.7 4区 医学 Q4 ONCOLOGY Brachytherapy Pub Date : 2024-10-25 DOI:10.1016/j.brachy.2024.08.086
Lindsey H. Bloom MS , Julie Raffi PhD , Rajesh Venkataramen PhD , Yongbok Kim PhD , Paul Segars PhD , Diandra Ayala-Peacock MD , Oana Craciunescu PhD
{"title":"PHSOR12 Presentation Time: 9:55 AM","authors":"Lindsey H. Bloom MS ,&nbsp;Julie Raffi PhD ,&nbsp;Rajesh Venkataramen PhD ,&nbsp;Yongbok Kim PhD ,&nbsp;Paul Segars PhD ,&nbsp;Diandra Ayala-Peacock MD ,&nbsp;Oana Craciunescu PhD","doi":"10.1016/j.brachy.2024.08.086","DOIUrl":null,"url":null,"abstract":"<div><h3>Purpose</h3><div>Utilizing a female pelvic phantom and following TG-132 methodologies, we developed a novel digital phantom to validate the MR/TRUS contour-based elastic registration algorithm embedded in the commercial needle-tracking software developed by Eigen Health. The reliability of this registration algorithm is crucial for commissioning a pre-existing prostate needle-tracking biopsy system as a gynecological HDR brachytherapy tool.</div></div><div><h3>Methods</h3><div>A previously optimized female pelvic phantom was embedded with six vitamin D fiducial markers. Four markers were placed on the exterior uterine surface (2 lateral, 1 anterior, 1 superior), and two were placed on the uterine interior (1 central, 1 anterior surface). A T2w MR image set of the phantom was acquired and segmented in 3DSlicer, an open-source image analysis software, to define the uterus and fiducials, which were then exported as STL files. Manual deformations were applied in Rhinoceros, a 3D CAD software, and proprietary scripts converted the deformed contours into raw binary images. A custom MATLAB code converted these images into DICOM format for import into Eigen's ProFuseCAD software which was used to segment the deformed uterus and define the fiducials as regions of interest (ROIs). The uterus contour and fiducial ROIs were then imported into Eigen's needle-tracking system. Using a BK Medical linear side-fire TRUS probe, a 150-degree lateral-to-lateral sweep of the non-deformed phantom was acquired. The uterus was segmented on the resulting 3D TRUS volume. Registration between the MRI and TRUS volumes was performed by first rigidly registering the two volumes in the sagittal and transverse planes based on 2 paired points on the uterus. A surface based elastic registration algorithm was then applied to complete the registration process. Target Registration Error (TRE) was estimated between the automatically marked centroid of each fiducial ROI and the manually marked fiducial centers from visual inspection in the acquired TRUS volume. This process was repeated for six different manual deformations applied to the digital phantom uterus to evaluate the system's registration quality. A control case without deformations was also examined.</div></div><div><h3>Results</h3><div>All six of the embedded fiducials were successfully visualized on MR and included in the digital phantom. The limited US FOV restricted visibility of the anterior fiducial, making its coordinates unreliable. For the five visible fiducials, the average ΔX, ΔY, ΔZ between the automatically generated point and the manually defined centroid point was 2.29±1.53, 0.94±1.02, 3.65±1.40mm, respectively. The overall average vector displacement of the location was 4.68 ± 1.49 mm.</div></div><div><h3>Conclusion</h3><div>Our study demonstrates a novel method to validate the deformable registration algorithm used by the Eigen system. Distance results in each plane for all visible fiducials were within the 2-3mm TRE tolerance stated in TG-132. However, the overall displacement vector was commonly greater than the tolerance. There is considerable uncertainty in manually selecting the centroid point of the irregularly shaped fiducials. Further studies are needed to refine the validation process and investigate the sources of uncertainty in the registration results.</div></div>","PeriodicalId":55334,"journal":{"name":"Brachytherapy","volume":null,"pages":null},"PeriodicalIF":1.7000,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Brachytherapy","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1538472124002228","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose

Utilizing a female pelvic phantom and following TG-132 methodologies, we developed a novel digital phantom to validate the MR/TRUS contour-based elastic registration algorithm embedded in the commercial needle-tracking software developed by Eigen Health. The reliability of this registration algorithm is crucial for commissioning a pre-existing prostate needle-tracking biopsy system as a gynecological HDR brachytherapy tool.

Methods

A previously optimized female pelvic phantom was embedded with six vitamin D fiducial markers. Four markers were placed on the exterior uterine surface (2 lateral, 1 anterior, 1 superior), and two were placed on the uterine interior (1 central, 1 anterior surface). A T2w MR image set of the phantom was acquired and segmented in 3DSlicer, an open-source image analysis software, to define the uterus and fiducials, which were then exported as STL files. Manual deformations were applied in Rhinoceros, a 3D CAD software, and proprietary scripts converted the deformed contours into raw binary images. A custom MATLAB code converted these images into DICOM format for import into Eigen's ProFuseCAD software which was used to segment the deformed uterus and define the fiducials as regions of interest (ROIs). The uterus contour and fiducial ROIs were then imported into Eigen's needle-tracking system. Using a BK Medical linear side-fire TRUS probe, a 150-degree lateral-to-lateral sweep of the non-deformed phantom was acquired. The uterus was segmented on the resulting 3D TRUS volume. Registration between the MRI and TRUS volumes was performed by first rigidly registering the two volumes in the sagittal and transverse planes based on 2 paired points on the uterus. A surface based elastic registration algorithm was then applied to complete the registration process. Target Registration Error (TRE) was estimated between the automatically marked centroid of each fiducial ROI and the manually marked fiducial centers from visual inspection in the acquired TRUS volume. This process was repeated for six different manual deformations applied to the digital phantom uterus to evaluate the system's registration quality. A control case without deformations was also examined.

Results

All six of the embedded fiducials were successfully visualized on MR and included in the digital phantom. The limited US FOV restricted visibility of the anterior fiducial, making its coordinates unreliable. For the five visible fiducials, the average ΔX, ΔY, ΔZ between the automatically generated point and the manually defined centroid point was 2.29±1.53, 0.94±1.02, 3.65±1.40mm, respectively. The overall average vector displacement of the location was 4.68 ± 1.49 mm.

Conclusion

Our study demonstrates a novel method to validate the deformable registration algorithm used by the Eigen system. Distance results in each plane for all visible fiducials were within the 2-3mm TRE tolerance stated in TG-132. However, the overall displacement vector was commonly greater than the tolerance. There is considerable uncertainty in manually selecting the centroid point of the irregularly shaped fiducials. Further studies are needed to refine the validation process and investigate the sources of uncertainty in the registration results.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
PHSOR12 演讲时间:上午 9:55
目的利用女性盆腔模型并遵循 TG-132 方法,我们开发了一种新型数字模型来验证 Eigen Health 开发的商用针追踪软件中嵌入的基于 MR/TRUS 轮廓的弹性配准算法。该配准算法的可靠性对于将已有的前列腺针跟踪活检系统作为妇科 HDR 近距离放射治疗工具投入使用至关重要。四个标记置于子宫外表面(2 个外侧、1 个前侧、1 个上侧),两个置于子宫内部(1 个中央、1 个前表面)。在开源图像分析软件 3DSlicer 中获取并分割模型的 T2w MR 图像集,以定义子宫和靶标,然后将其导出为 STL 文件。手动变形应用于三维 CAD 软件 Rhinoceros,专有脚本将变形轮廓转换为原始二进制图像。定制的 MATLAB 代码将这些图像转换成 DICOM 格式,以便导入 Eigen 的 ProFuseCAD 软件,该软件用于分割变形的子宫,并将靶标定义为感兴趣区(ROI)。然后将子宫轮廓和靶标 ROI 导入 Eigen 的针追踪系统。使用 BK Medical 线性侧射 TRUS 探头,对非变形模型进行 150 度横向扫描。在生成的三维 TRUS 体积上对子宫进行分割。首先根据子宫上的两个配对点,在矢状面和横向面上对两个容积进行刚性配准,从而在核磁共振成像和 TRUS 容积之间进行配准。然后应用基于表面的弹性配准算法完成配准过程。在获取的 TRUS 容量中,通过目视检查估算每个靶标 ROI 的自动标记中心点与人工标记的靶标中心点之间的目标注册误差(TRE)。为评估系统的配准质量,对数字模型子宫进行了六种不同的手动变形,并重复了这一过程。结果所有六个嵌入的靶标都成功地在磁共振成像上显示出来,并包含在数字模型中。有限的 US FOV 限制了前部靶标的可见度,使其坐标不可靠。对于五个可见的靶标,自动生成点与手动定义的中心点之间的平均ΔX、ΔY、ΔZ分别为2.29±1.53、0.94±1.02、3.65±1.40mm。我们的研究展示了一种验证 Eigen 系统所使用的可变形配准算法的新方法。所有可见靶标在每个平面上的距离结果都在 TG-132 规定的 2-3 毫米 TRE 容差范围内。但是,总体位移矢量通常大于容差。手动选择不规则形状靶标的中心点存在相当大的不确定性。还需要进一步研究来完善验证过程,并调查配准结果的不确定性来源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Brachytherapy
Brachytherapy 医学-核医学
CiteScore
3.40
自引率
21.10%
发文量
119
审稿时长
9.1 weeks
期刊介绍: Brachytherapy is an international and multidisciplinary journal that publishes original peer-reviewed articles and selected reviews on the techniques and clinical applications of interstitial and intracavitary radiation in the management of cancers. Laboratory and experimental research relevant to clinical practice is also included. Related disciplines include medical physics, medical oncology, and radiation oncology and radiology. Brachytherapy publishes technical advances, original articles, reviews, and point/counterpoint on controversial issues. Original articles that address any aspect of brachytherapy are invited. Letters to the Editor-in-Chief are encouraged.
期刊最新文献
Editorial Board Masthead Table of Contents Thursday, July 11, 20244:00 PM - 5:00 PM PP01 Presentation Time: 4:00 PM MSOR12 Presentation Time: 5:55 PM
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1