两种采用可变形图像配准的4DCT成像呼吸系统的性能评价与定量比较

IF 2.2 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Ali Al-Zein, Rawan H. Naim, Wassim Jalbout, Bilal H. Shahine
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引用次数: 0

摘要

目的提高4DCT成像的准确性,提高肿瘤的精准定位,提高放射治疗的有效性和针对性。本研究的重点是评估使用GateCT (VisionRT Ltd, London, United Kingdom)与压力传感器系统(ANZAI Medical Co., Ltd, Shinagawa, Tokyo)提供4DCT呼吸信息的准确性。方法采用动态呼吸模体,封闭3个不同密度的A、P、R球体,生成两套系统跟踪的呼吸模式。利用静态图像集对三相图像集进行变形配准,对基于GateCT和ANZAI系统的三个呼吸阶段图像集进行分析。我们的可变形配准方法揭示了不同相位图像集与各种指标(如骰子相似系数(DSC),平均表面距离(MSD),绝对体积估计,平均雅可比矩阵和Warp)量化的距离。结果两种呼吸系统各相和球的DSC值均大于0.90,其中GateCT和ANZAI系统A、P、R球的DSC平均值分别为0.980比0.977,0.977比0.976,0.977比0.976。两种体系在所有球体和相中的MSDs均小于2mm。此外,两个系统的平均体积估计误差,相对于静态,表现出统计学上的不显著性(p > 0.05)。Friedman检验显示两种系统在中位Jacobian和中位Warping上存在显著差异(p < 0.05)。除了可变形图像配准在量化呼吸系统性能方面的有效性外,两种系统在提供4DCT呼吸信息方面也表现出相当的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Performance evaluation and quantitative comparison of two 4DCT imaging respiratory systems using deformable image registration

Performance evaluation and quantitative comparison of two 4DCT imaging respiratory systems using deformable image registration

Purpose

Improved accuracy in 4DCT imaging and precise targeting of tumors contribute to more effective and targeted radiation therapy. This study focuses on evaluating the accuracy of utilizing the GateCT (VisionRT Ltd, London, United Kingdom) in comparison with a pressure sensor system (ANZAI Medical Co., Ltd., Shinagawa, Tokyo) to provide 4DCT with respiratory information.

Methods

A dynamic breathing phantom enclosing three spheres (A, P, and R) of different densities was enrolled to produce breathing patterns tracked by the two systems. Image sets for three breathing phases obtained based on GateCT and ANZAI systems were analyzed using deformable registration by deforming the three-phase image sets with the static image sets. Our deformable registration approach revealed how far different phase image sets were from the quantified by various metrics, such as dice similarity coefficient (DSC), mean surface distance (MSD), absolute volume estimation, mean Jacobian, and Warp.

Results

Results indicated DSC values greater than 0.90 across all phases and spheres for both respiratory systems, with mean DSC values for spheres A, P, and R of 0.980 versus 0.977, 0.977 versus 0.976, and 0.977 versus 0.976 for GateCT and ANZAI systems, respectively. MSDs for both systems were consistently less than 2 mm across all spheres and phases. Furthermore, the mean volume estimation error for both systems, relative to the static, exhibited statistical insignificance (p > 0.05). Friedman test revealed significant differences in median Jacobian, and median Warping between the two systems (p < 0.05).

Conclusions

In addition to the effectiveness of deformable image registration in the quantification of respiratory system performance, both systems exhibited comparable performance in providing 4DCT with respiratory information.

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来源期刊
CiteScore
3.60
自引率
19.00%
发文量
331
审稿时长
3 months
期刊介绍: Journal of Applied Clinical Medical Physics is an international Open Access publication dedicated to clinical medical physics. JACMP welcomes original contributions dealing with all aspects of medical physics from scientists working in the clinical medical physics around the world. JACMP accepts only online submission. JACMP will publish: -Original Contributions: Peer-reviewed, investigations that represent new and significant contributions to the field. Recommended word count: up to 7500. -Review Articles: Reviews of major areas or sub-areas in the field of clinical medical physics. These articles may be of any length and are peer reviewed. -Technical Notes: These should be no longer than 3000 words, including key references. -Letters to the Editor: Comments on papers published in JACMP or on any other matters of interest to clinical medical physics. These should not be more than 1250 (including the literature) and their publication is only based on the decision of the editor, who occasionally asks experts on the merit of the contents. -Book Reviews: The editorial office solicits Book Reviews. -Announcements of Forthcoming Meetings: The Editor may provide notice of forthcoming meetings, course offerings, and other events relevant to clinical medical physics. -Parallel Opposed Editorial: We welcome topics relevant to clinical practice and medical physics profession. The contents can be controversial debate or opposed aspects of an issue. One author argues for the position and the other against. Each side of the debate contains an opening statement up to 800 words, followed by a rebuttal up to 500 words. Readers interested in participating in this series should contact the moderator with a proposed title and a short description of the topic
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