Enhancing the Diagnostic Accuracy of Amyloid PET: The Impact of MR-Guided PET Reconstruction

IF 3.8 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
M. Mehdi Khalighi;Christina B. Young;Skylar Weiss;Michael Zeineh;Guido Davidzon;Elizabeth Mormino;Greg Zaharchuk
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引用次数: 0

Abstract

18F-Florbetaben (FBB) uptake in the supratentorial cortex is indicative of amyloid positivity. Due to positron emission tomography (PET)’s low spatial resolution, image noise, and spill-over of signal from adjacent white-matter into gray-matter, trained readers may provide inconsistent reads and quantitative calculations like centiloids (CLs) are also affected. A set of 264 FBB (amyloid) PET/MRI exams were reconstructed using conventional ordered subset expectation maximization (OSEM) method and MR-guided block sequential regularized expectation maximization (MRgBSREM) method. Three trained readers evaluated the images from these 264 patients, which were reconstructed using the OSEM method. Fifty-three exams were rated inconsistently and were mixed with another 53 exams which were rated consistently. These 106 subjects were then rated by our readers using the MRgBSREM PET reconstruction method. CLs were measured using both reconstruction methods. There is significant correlation between CL measured by OSEM and MRgBSREM methods with R $2 = 0.99$ . The number of inconsistent exams dropped by 64% using MRgBSREM method as compared with OSEM method. Using Fleiss-Kappa statistical test, the agreement between readers was raised from “Fair” to “Significant” in the 106-subjects subset. PET reconstruction with MR priors can significantly improve the consistency of ratings among trained readers. Given the prevalence of inconsistent ratings in amyloid PET, methods that enhance the ability to distinguish intermediate amyloid levels could be valuable for the widespread adoption of this modality.
提高淀粉样蛋白PET的诊断准确性:mr引导下PET重建的影响
18F-Florbetaben (FBB)在幕上皮层的摄取表明淀粉样蛋白阳性。由于正电子发射断层扫描(PET)的低空间分辨率,图像噪声,以及信号从邻近的白质溢出到灰质,训练有素的读取器可能会提供不一致的读取和定量计算,如centiloids (CLs)也会受到影响。采用常规有序子集期望最大化(OSEM)方法和磁共振引导块序列正则化期望最大化(MRgBSREM)方法对264张FBB(淀粉样蛋白)PET/MRI检查结果进行重构。三名训练有素的阅读者评估来自这264名患者的图像,这些图像使用OSEM方法重建。53门考试的评分不一致,另外53门考试的评分一致。然后,我们的读者使用MRgBSREM PET重建方法对这106名受试者进行评分。使用两种重建方法测量CLs。OSEM与MRgBSREM方法测得的CL有显著的相关性,R $2 = 0.99$。与OSEM方法相比,MRgBSREM方法的不一致检查次数减少了64%。使用Fleiss-Kappa统计检验,在106个被试子集中,读者之间的一致性从“一般”提高到“显著”。基于MR先验的PET重建可以显著提高训练后读者评分的一致性。鉴于淀粉样蛋白PET评分不一致的普遍存在,增强区分中间淀粉样蛋白水平能力的方法可能对这种模式的广泛采用有价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Radiation and Plasma Medical Sciences
IEEE Transactions on Radiation and Plasma Medical Sciences RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
8.00
自引率
18.20%
发文量
109
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