基于压缩感知的I-123 FP-CIT SPECT迭代重建与偏移采集的结合:仿真研究。

Norikazu Matsutomo, Takeyuki Hashimoto, Mitsuha Fukami, Tomoaki Yamamoto
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引用次数: 0

摘要

目的:本研究的目的是验证使用压缩感知(CS)迭代重建(CS- ir)和偏移采集相结合的欠采样单光子发射计算机断层扫描(SPECT)成像。方法:采用三种不同类型的数值幻影对CS偏移采集得到的图像质量和定量进行评价。使用滤波后的反投影(FBP)、最大似然期望最大化(ML-EM)、CS-IR和CS-IR进行偏移采集重建SPECT图像。从空间分辨率、纵横比(ASR)、活性浓度线性度、对比度、变异百分比系数(%CV)和特异性结合比(SBR)等方面考察了CS-IR偏移采集的效果。结果:在CS-IR中,随着偏移采集的投影数量减少,最大一半的全宽度保持不变。从欠采样投影中观察ML-EM和CS-IR的asr变化和计数密度线性。采用偏移采集的CS-IR得到的%CV明显低于ML-EM和CS-IR得到的。用CS-IR进行偏移采集的60个投影和用FBP获得的120个投影的% cv没有显著差异。虽然偏移获取的CS-IR的sbr倾向于略低于FBP,但偏移获取的CS-IR的sbr不随投影数量的变化而变化。结论:与常用的SPECT重建方法相比,CS-IR偏移采集可以提供良好的图像质量和定量,特别是对欠采样投影数据。我们提出的方法可以缩短整体SPECT采集时间,这将使患者受益,并使动态SPECT采集的量化成为可能。
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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Combination of compressed sensing-based iterative reconstruction and offset acquisition for I-123 FP-CIT SPECT: a simulation study.

Objectives: The purpose of this study was to validate undersampled single-photon emission computed tomography (SPECT) imaging using a combination of compressed sensing (CS) iterative reconstruction (CS-IR) and offset acquisition.

Methods: Three types of numerical phantoms were used to evaluate image quality and quantification derived from CS with offset acquisition. SPECT images were reconstructed using filtered back-projection (FBP), maximum likelihood-expectation maximization (ML-EM), CS-IR, and CS-IR with offset acquisition. The efficacy of CS-IR with offset acquisition was examined in terms of spatial resolution, aspect ratio (ASR), activity concentration linearity, contrast, percent coefficient of variation (%CV), and specific binding ratio (SBR).

Results: The full widths at half maximum remained unchanged as the number of projections decreased in CS-IR with offset acquisition. Changes in ASRs and linearities of count density were observed for ML-EM and CS-IR from undersampled projections. The %CV obtained by CS-IR with offset acquisition was substantially lower than that obtained by ML-EM and CS-IR. There were no significant differences between the %CVs obtained from 60 projections by CS-IR with offset acquisition and from 120 projections by FBP. Although the SBRs for CS-IR with offset acquisition tended to be slightly lower than for FBP, the SBRs for CS-IR with offset acquisition did not change with the number of projections.

Conclusions: CS-IR with offset acquisition can provide good image quality and quantification compared with a commonly used SPECT reconstruction method, especially from undersampled projection data. Our proposed method could shorten overall SPECT acquisition times, which would benefit patients and enable quantification with dynamic SPECT acquisitions.

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来源期刊
Asia Oceania Journal of Nuclear Medicine and Biology
Asia Oceania Journal of Nuclear Medicine and Biology Medicine-Radiology, Nuclear Medicine and Imaging
CiteScore
1.80
自引率
0.00%
发文量
28
审稿时长
12 weeks
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