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完全集成的 PET/MRI 的前景:无创性临床定量评估脑葡萄糖代谢。

Promise of Fully Integrated PET/MRI: Noninvasive Clinical Quantification of Cerebral Glucose Metabolism.

机构信息

QIMP Team, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria.

Department of Pediatrics, Children's Hospital of Michigan, The Detroit Medical Center, Wayne State University School of Medicine, Detroit, Michigan

出版信息

J Nucl Med. 2020 Feb;61(2):276-284. doi: 10.2967/jnumed.119.229567. Epub 2019 Aug 2.

Abstract

We describe a fully automated processing pipeline to support the noninvasive absolute quantification of the cerebral metabolic rate for glucose (CMRGlc) in a clinical setting. This pipeline takes advantage of "anatometabolic" information associated with fully integrated PET/MRI. Ten healthy volunteers (5 men and /5 women; 27 ± 7 y old; 70 ± 10 kg) underwent a test-retest F-FDG PET/MRI examination of the brain. The imaging protocol consisted of a 60-min PET list-mode acquisition with parallel MRI acquisitions, including 3-dimensional time-of-flight MR angiography, MRI navigators, and a T1-weighted MRI scan. State-of-the-art MRI-based attenuation correction was derived from T1-weighted MRI (pseudo-CT [pCT]). For validation purposes, a low-dose CT scan was also performed. Arterial blood samples were collected as the reference standard (arterial input function [AIF]). The developed pipeline allows the derivation of an image-derived input function (IDIF), which is subsequently used to create CMRGlc maps by means of a Patlak analysis. The pipeline also includes motion correction using the MRI navigator sequence as well as a novel partial-volume correction that accounts for background heterogeneity. Finally, CMRGlc maps are used to generate a normative database to facilitate the detection of metabolic abnormalities in future patient scans. To assess the performance of the developed pipeline, IDIFs extracted by both CT-based attenuation correction (CT-IDIF) and MRI-based attenuation correction (pCT-IDIF) were compared with the reference standard (AIF) using the absolute percentage difference between the areas under the curves as well as the absolute percentage difference in regional CMRGlc values. The absolute percentage differences between the areas under the curves for CT-IDIF and pCT-IDIF were determined to be 1.4% ± 1.0% and 3.4% ± 2.6%, respectively. The absolute percentage difference in regional CMRGlc values based on CT-IDIF and pCT-IDIF differed by less than 6% from the reference values obtained from the AIF. By taking advantage of the capabilities of fully integrated PET/MRI, we developed a fully automated computational pipeline that allows the noninvasive determination of regional CMRGlc values in a clinical setting. This methodology might facilitate the proliferation of fully quantitative imaging into the clinical arena and, as a result, might contribute to improved diagnostic efficacy.

摘要

我们描述了一种完全自动化的处理管道,以支持在临床环境中对葡萄糖的脑代谢率(CMRGlc)进行无创绝对定量。该管道利用与完全集成的 PET/MRI 相关的“解剖代谢”信息。 10 名健康志愿者(5 名男性和 5 名女性;27 ± 7 岁;70 ± 10 公斤)接受了大脑的 F-FDG PET/MRI 重复检查。成像方案包括 60 分钟的 PET 列表模式采集,并行 MRI 采集,包括三维时间飞行 MR 血管造影,MRI 导航仪和 T1 加权 MRI 扫描。基于最新的 MRI 衰减校正技术,从 T1 加权 MRI(假性 CT [pCT])获得了伪 CT(pCT)。出于验证目的,还进行了低剂量 CT 扫描。采集动脉血样作为参考标准(动脉输入函数 [AIF])。开发的管道允许得出图像衍生的输入函数(IDIF),然后通过 Patlak 分析来创建 CMRGlc 图。该管道还包括使用 MRI 导航序列进行运动校正,以及一种新的部分容积校正,该校正考虑了背景异质性。最后,CMRGlc 图用于生成规范数据库,以方便在未来的患者扫描中检测代谢异常。为了评估开发的管道的性能,使用 CT 衰减校正(CT-IDIF)和 MRI 衰减校正(pCT-IDIF)提取的 IDIF 与参考标准(AIF)进行了比较,使用曲线下面积之间的绝对百分比差异以及区域 CMRGlc 值的绝对百分比差异来进行比较。CT-IDIF 和 pCT-IDIF 的曲线下面积的绝对百分比差异分别确定为 1.4%±1.0%和 3.4%±2.6%。基于 CT-IDIF 和 pCT-IDIF 的区域 CMRGlc 值的绝对百分比差异与从 AIF 获得的参考值相差小于 6%。 通过利用完全集成的 PET/MRI 的功能,我们开发了一种完全自动化的计算管道,该管道允许在临床环境中无创地确定区域 CMRGlc 值。该方法可能有助于将完全定量成像技术推广到临床领域,并因此可能有助于提高诊断效果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/351c/8801961/a1f88228e7bf/jnm229567fig1.jpg

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