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新型用于 PET 门控协议的 3D 心脏左心室肌肉分割方法及其验证。

Novel 3D heart left ventricle muscle segmentation method for PET-gated protocol and its verification.

机构信息

Faculty of Mechatronics, Institute for Metrology and Biomedical Engineering, Warsaw University of Technology, ul. św. Andrzeja Boboli 8, 02-525, Warsaw, Poland.

Pmod Technologies LLC, Sumatrastrasse 25, 8006, Zurich, Switzerland.

出版信息

Ann Nucl Med. 2019 Aug;33(8):629-638. doi: 10.1007/s12149-019-01373-6. Epub 2019 Jun 1.

Abstract

OBJECTIVE

The aim of this study was to propose and verify a universal method of left ventricular myocardium segmentation, able to operate on heart gated PET data with different sizes, shapes and uptake distributions. The proposed method can be classified as active model method and is based on the BEAS (B-spline Explicit Active Surface) algorithm published by Barbosa et al. The method was implemented within the Pmod PCARD software package. Method verification by comparison with reference software and phantom data is also presented in the paper.

METHODS

The proposed method extends the BEAS model by defining mechanical features of the model: tensile strength and bending resistance. Formulas describing model internal energy increase during its stretching and bending are proposed. The segmentation model was applied to the data of 60 patients, who had undergone cardiac gated PET scanning. QGS by Cedars-Sinai and ECTb by Emory University Medical Centre served as reference software for comparing ventricular volumes. The method was also verified using data of left ventricular phantoms of known volume.

RESULTS

The results of the proposed method are well correlated with the results of QGS (slope: 0.841, intercept: 0.944 ml, R: 0.867) and ECTb (slope: 0.830, intercept: 2.109 ml, R: 0.845). The volumes calculated by the proposed method were very close to the true cavity volumes of two different phantoms.

CONCLUSIONS

The analysis of gated PET data by the proposed method results in volume measurements comparable to established methods. Phantom experiments demonstrate that the volume values correspond to the physical ones.

摘要

目的

本研究旨在提出并验证一种通用的左心室心肌分割方法,该方法能够对具有不同大小、形状和摄取分布的门控 PET 心脏数据进行操作。所提出的方法可以归类为主动模型方法,它基于 Barbosa 等人发表的 BEAS(B 样条显式主动表面)算法。该方法是在 Pmod PCARD 软件包内实现的。本文还介绍了通过与参考软件和体模数据比较来验证该方法的结果。

方法

所提出的方法通过定义模型的力学特性来扩展 BEAS 模型:拉伸强度和弯曲阻力。提出了描述模型在拉伸和弯曲过程中内部能量增加的公式。该分割模型应用于 60 名接受心脏门控 PET 扫描的患者的数据。Cedars-Sinai 的 QGS 和 Emory 大学医学中心的 ECTb 作为比较心室容积的参考软件。该方法还使用具有已知容积的左心室体模数据进行了验证。

结果

所提出的方法的结果与 QGS(斜率:0.841,截距:0.944 ml,R:0.867)和 ECTb(斜率:0.830,截距:2.109 ml,R:0.845)的结果高度相关。通过所提出的方法计算的容积非常接近两个不同体模的真实腔容积。

结论

通过所提出的方法对门控 PET 数据进行分析可得到与既定方法相当的容积测量值。体模实验表明,容积值与实际值相对应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ea/6660505/359b885f155f/12149_2019_1373_Fig1_HTML.jpg

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