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量化1.5T磁共振直线加速器的多机构ADC测量变异性:一项模体和体内研究。

Quantifying multi-institutional ADC measurement variability of 1.5 T MR-Linacs: A phantom and in vivo study.

作者信息

Carr Madeline E, Keenan Kathryn E, Beavan Michaela, Byrne Hilary, Higuchi Satomi, Walker Amy, Elliott Sarah, Baines John, Batumalai Vikneswary, Metcalfe Peter, Holloway Lois, Jameson Michael G

机构信息

GenesisCare, Sydney, New South Wales, Australia.

Centre for Medical Radiation Physics, University of Wollongong, Wollongong, New South Wales, Australia.

出版信息

Med Phys. 2025 Mar 13. doi: 10.1002/mp.17739.

Abstract

BACKGROUND

Diffusion-weighted imaging (DWI), a quantitative magnetic resonance imaging (qMRI) technique, has the potential to aid in disease characterization and treatment response monitoring. MR-Linacs (MRLs) enable simultaneous DWI acquisitions during radiotherapy, uniquely aiding in the collection of large-scale datasets for imaging biomarkers, such as the DWI-derived apparent diffusion coefficient (ADC), without additional patient burden. However, the limited data reporting on variability in MRL scanner performance characteristics, and a lack of established clinical trial quality assurance (QA) procedures, are barriers to this route for biomarker validation.

PURPOSE

This study aims to quantify the accuracy, intra-scanner repeatability, and inter-scanner reproducibility of ADC measurements across three MRLs in Australia in both a phantom and in vivo. These measurements will inform the feasibility of carrying out prospective multi-center studies in Australia investigating ADC as a biomarker and form a core set of QA procedures and baselines to assess biomarker and sequence suitability.

METHODS

An isotropic diffusion phantom (at 0°C) and one healthy volunteer were scanned on three Unity MRLs (Elekta AB, Stockholm, Sweden). Standardized (QIBA Diffusion Profile) and anatomy-specific DWI sequences, including sequences recommended by the MR-Linac Consortium Imaging Biomarker Working Group, were used to image the phantom and volunteer. ADC maps generated using the MRL scanner software (inline ADC) and diffusion-weighted (b-value) images were exported from the scanner console. The latter was used to generate ADC maps using commercial software (offline ADC) for a separate comparative analysis. Performance metrics were computed for each sequence, including a coefficient of variation to assess between-session intra-scanner repeatability (CV) and inter-scanner reproducibility (CV), for each phantom vial and contoured organ. Additionally, using the phantoms' known ADC vial values, a percentage bias (bias) was calculated to determine ADC accuracy.

RESULTS

Phantom-based measurements for the standardized QIBA sequence had intra- and inter-scanner CV and bias well within recommended guideline (QIBA Diffusion Profile) tolerance limits of 2.2% and ±3.6%, respectively. All anatomy-specific phantom DWI sequences were also within these tolerances, except for the cervix sequence at one site which showed an average intra-scanner bias of +4.5%. Both accuracy and reproducibility for all sequences were worse for lower diffusivity vials measured in the phantom. Additionally, inline and offline ADC maps had high similarity with average percent differences of +0.2%. Volunteer-based results had worse reproducibility, with the average inter-scanner CV for the brain and pancreas sequences within 9.0%, however, reaching up to 27.1% for pelvis and abdomen sequences.

CONCLUSIONS

This study demonstrated accuracy, intra-scanner repeatability, and inter-scanner reproducibility comparable to metrics reported in the literature, using both the phantom and volunteer datasets. The cervix sequence had the largest variability in both phantom and volunteer results and was recommended for further investigation. This study suggests that qMRI techniques utilizing DWI could be a viable option for future multi-centered patient-based studies utilizing Australian MRLs, with phantom-based quality assurance recommended alongside patient imaging.

摘要

背景

扩散加权成像(DWI)是一种定量磁共振成像(qMRI)技术,有潜力辅助疾病特征描述和治疗反应监测。磁共振直线加速器(MRL)能够在放射治疗期间同步进行DWI采集,这在收集用于成像生物标志物(如DWI衍生的表观扩散系数(ADC))的大规模数据集方面具有独特优势,且不会给患者增加额外负担。然而,关于MRL扫描仪性能特征变异性的数据报告有限,以及缺乏既定的临床试验质量保证(QA)程序,是这条生物标志物验证途径的障碍。

目的

本研究旨在量化澳大利亚三台MRL在体模和体内情况下ADC测量的准确性、扫描仪内重复性和扫描仪间再现性。这些测量将为在澳大利亚开展以ADC作为生物标志物的前瞻性多中心研究的可行性提供参考,并形成一套核心的QA程序和基线,以评估生物标志物和序列的适用性。

方法

使用一个各向同性扩散体模(0°C)和一名健康志愿者在三台Unity MRL(瑞典斯德哥尔摩的医科达公司)上进行扫描。使用标准化(QIBA扩散剖面)和特定解剖结构的DWI序列,包括磁共振直线加速器联盟成像生物标志物工作组推荐的序列,对体模和志愿者进行成像。使用MRL扫描仪软件(在线ADC)生成的ADC图和扩散加权(b值)图像从扫描仪控制台导出。后者用于使用商业软件(离线ADC)生成ADC图,以进行单独的对比分析。为每个序列计算性能指标,包括变异系数,以评估每个体模瓶和勾勒出的器官在扫描期间的扫描仪内重复性(CV)和扫描仪间再现性(CV)。此外,使用体模已知的ADC瓶值,计算百分比偏差(偏差)以确定ADC的准确性。

结果

基于体模的标准化QIBA序列测量的扫描仪内和扫描仪间CV及偏差均在推荐指南(QIBA扩散剖面)分别为2.2%和±3.6%的公差范围内。所有特定解剖结构的体模DWI序列也在这些公差范围内,但有一个部位的宫颈序列显示扫描仪内平均偏差为+4.5%。对于体模中测量的较低扩散率瓶,所有序列的准确性和再现性都较差。此外,在线和离线ADC图具有高度相似性,平均百分比差异为+0.2%。基于志愿者的结果再现性较差,大脑和胰腺序列的扫描仪间平均CV在9.0%以内,但骨盆和腹部序列高达27.1%。

结论

本研究使用体模和志愿者数据集证明了其准确性、扫描仪内重复性和扫描仪间再现性与文献报道的指标相当。宫颈序列在体模和志愿者结果中的变异性最大,建议进一步研究。这项研究表明,利用DWI的qMRI技术可能是未来利用澳大利亚MRL进行以患者为基础的多中心研究的可行选择,建议在患者成像的同时进行基于体模的质量保证。

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