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使用磁共振约束的正电子发射断层显像-正电子发射断层显像配准进行正电子发射断层显像的呼吸运动校正

Respiratory motion correction of PET using MR-constrained PET-PET registration.

作者信息

Balfour Daniel R, Marsden Paul K, Polycarpou Irene, Kolbitsch Christoph, King Andrew P

机构信息

King's College London, The Rayne Institute, St Thomas' Hospital, London, UK.

European University of Cyprus, Nicosia, Cyprus.

出版信息

Biomed Eng Online. 2015 Sep 18;14:85. doi: 10.1186/s12938-015-0078-5.

Abstract

BACKGROUND

Respiratory motion in positron emission tomography (PET) is an unavoidable source of error in the measurement of tracer uptake, lesion position and lesion size. The introduction of PET-MR dual modality scanners opens a new avenue for addressing this issue. Motion models offer a way to estimate motion using a reduced number of parameters. This can be beneficial for estimating motion from PET, which can otherwise be difficult due to the high level of noise of the data.

METHOD

We propose a novel technique that makes use of a respiratory motion model, formed from initial MR scan data. The motion model is used to constrain PET-PET registrations between a reference PET gate and the gates to be corrected. For evaluation, PET with added FDG-avid lesions was simulated from real, segmented, ultrashort echo time MR data obtained from four volunteers. Respiratory motion was included in the simulations using motion fields derived from real dynamic 3D MR volumes obtained from the same volunteers.

RESULTS

Performance was compared to an MR-derived motion model driven method (which requires constant use of the MR scanner) and to unconstrained PET-PET registration of the PET gates. Without motion correction, a median drop in uncorrected lesion [Formula: see text] intensity to [Formula: see text] and an increase in median head-foot lesion width, specified by a minimum bounding box, to [Formula: see text] was observed relative to the corresponding measures in motion-free simulations. The proposed method corrected these values to [Formula: see text] ([Formula: see text]) and [Formula: see text] ([Formula: see text]) respectively, with notably improved performance close to the diaphragm and in the liver. Median lesion displacement across all lesions was observed to be [Formula: see text] without motion correction, which was reduced to [Formula: see text] ([Formula: see text]) with motion correction.

DISCUSSION

This paper presents a novel technique for respiratory motion correction of PET data in PET-MR imaging. After an initial 30 second MR scan, the proposed technique does not require use of the MR scanner for motion correction purposes, making it suitable for MR-intensive studies or sequential PET-MR. The accuracy of the proposed technique was similar to both comparative methods, but robustness was improved compared to the PET-PET technique, particularly in regions with higher noise such as the liver.

摘要

背景

正电子发射断层扫描(PET)中的呼吸运动是示踪剂摄取、病变位置和病变大小测量中不可避免的误差来源。PET-MR双模态扫描仪的引入为解决这一问题开辟了一条新途径。运动模型提供了一种使用较少参数估计运动的方法。这对于从PET估计运动可能是有益的,否则由于数据的高噪声水平可能会很困难。

方法

我们提出了一种新技术,该技术利用由初始MR扫描数据形成的呼吸运动模型。该运动模型用于约束参考PET门控与待校正门控之间的PET-PET配准。为了进行评估,从四名志愿者获得的真实、分割、超短回波时间MR数据中模拟添加了FDG摄取病变的PET。使用从同一志愿者获得的真实动态3D MR体积导出的运动场将呼吸运动纳入模拟。

结果

将性能与基于MR导出的运动模型驱动方法(需要持续使用MR扫描仪)以及PET门控的无约束PET-PET配准进行比较。在无运动校正的情况下,相对于无运动模拟中的相应测量值,观察到未校正病变[公式:见正文]强度中位数下降至[公式:见正文],并且由最小包围盒指定的头足病变宽度中位数增加至[公式:见正文]。所提出的方法分别将这些值校正至[公式:见正文]([公式:见正文])和[公式:见正文]([公式:见正文]),在靠近膈肌和肝脏的区域性能显著提高。在无运动校正的情况下,观察到所有病变的病变位移中位数为[公式:见正文],通过运动校正后降至[公式:见正文]([公式:见正文])。

讨论

本文提出了一种用于PET-MR成像中PET数据呼吸运动校正的新技术。在最初30秒的MR扫描之后,所提出的技术不需要为了运动校正目的而使用MR扫描仪,使其适用于MR密集型研究或连续PET-MR。所提出技术的准确性与两种比较方法相似,但与PET-PET技术相比,鲁棒性得到了提高,特别是在肝脏等高噪声区域。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/11fe/4575461/974832f436f4/12938_2015_78_Fig1_HTML.jpg

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