使用之字形中心 ky-kz 轨迹和高分辨率深度学习重建的运动鲁棒冠状动脉磁共振血管造影。

IF 2 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Hideki Ota, Yoshiaki Morita, Diana Vucevic, Satoshi Higuchi, Hidenobu Takagi, Hideaki Kutsuna, Yuichi Yamashita, Paul Kim, Mitsue Miyazaki
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引用次数: 0

摘要

目的:通过采用 "之 "字形扇形中心 ky-kz k 空间轨迹结合高分辨率深度学习重建(HR-DLR),开发一种新型磁共振冠状动脉造影(MRCA)技术:所有成像数据均来自 12 名健康受试者和 2 名患者,使用两台临床 3-T 磁共振成像仪采集,并获得了机构审查委员会的批准。10名健康受试者同时接受了标准三维快速梯度回波(sFGE)和中心ky-kz k空间轨迹FGE(cFGE)采集,以比较扫描时间和图像质量。此外,还对信噪比(SNR)和对比度-信噪比(CNR)以及血管的清晰度进行了定量测量。此外,还在两名患者身上评估了建议的 cFGE 序列的可行性。为了评估中心 ky-kz 轨迹的可行性,cFGE 采用了 30 毫米阈值的导航回波窗,而 sFGE 则采用了标准的 5 毫米阈值。使用带 HR-DLR 的 cFGE 和不带 HR-DLR 的 sFGE 对 MRCA 图像质量进行 5 级评分(无诊断意义 = 1,一般 = 2,中等 = 3,良好 = 4,优秀 = 5)。应用 HR-DLR 的 cFGE 图像评估与不应用 HR-DLR 的 sFGE 进行了比较。相关变量的比较采用弗里德曼检验、Wilcoxon符号秩检验或配对t检验:结果:以 30 mm 为阈值的 cFGE 实际 MRCA 扫描时间不到 5 分钟,效率接近 100%,显示了其快速性和稳健性。相比之下,sFGE 采用 5 毫米阈值,平均扫描时间约为 15 分钟。不使用 HR-DLR 的 sFGE 和 cFGE 的 MRCA 整体图像质量分别为 3.3 分和 2.7 分,而使用 HR-DLR 的 cFGE 和 sFGE 的图像质量则提高到 3.6 分:我们的研究结果表明,高质量的 MRCA 是一种稳健、省时的解决方案,可提高患者的舒适度并增加临床治疗量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Motion robust coronary MR angiography using zigzag centric ky-kz trajectory and high-resolution deep learning reconstruction.

Motion robust coronary MR angiography using zigzag centric ky-kz trajectory and high-resolution deep learning reconstruction.

Purpose: To develop a new MR coronary angiography (MRCA) technique by employing a zigzag fan-shaped centric ky-kz k-space trajectory combined with high-resolution deep learning reconstruction (HR-DLR).

Methods: All imaging data were acquired from 12 healthy subjects and 2 patients using two clinical 3-T MR imagers, with institutional review board approval. Ten healthy subjects underwent both standard 3D fast gradient echo (sFGE) and centric ky-kz k-space trajectory FGE (cFGE) acquisitions to compare the scan time and image quality. Quantitative measures were also performed for signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR) as well as sharpness of the vessel. Furthermore, the feasibility of the proposed cFGE sequence was assessed in two patients. For assessing the feasibility of the centric ky-kz trajectory, the navigator-echo window of a 30-mm threshold was applied in cFGE, whereas sFGE was applied using a standard 5-mm threshold. Image quality of MRCA using cFGE with HR-DLR and sFGE without HR-DLR was scored in a 5-point scale (non-diagnostic = 1, fair = 2, moderate = 3, good = 4, and excellent = 5). Image evaluation of cFGE, applying HR-DLR, was compared with sFGE without HR-DLR. Friedman test, Wilcoxon signed-rank test, or paired t tests were performed for the comparison of related variables.

Results: The actual MRCA scan time of cFGE with a 30-mm threshold was acquired in less than 5 min, achieving nearly 100% efficiency, showcasing its expeditious and robustness. In contrast, sFGE was acquired with a 5-mm threshold and had an average scan time of approximately 15 min. Overall image quality for MRCA was scored 3.3 for sFGE and 2.7 for cFGE without HR-DLR but increased to 3.6 for cFGE with HR-DLR and (p < 0.05). The clinical result of patients obtained within 5 min showed good quality images in both patients, even with a stent, without artifacts. Quantitative measures of SNR, CNR, and sharpness of vessel presented higher in cFGE with HR-DLR.

Conclusion: Our findings demonstrate a robust, time-efficient solution for high-quality MRCA, enhancing patient comfort and increasing clinical throughput.

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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
58
审稿时长
>12 weeks
期刊介绍: MAGMA is a multidisciplinary international journal devoted to the publication of articles on all aspects of magnetic resonance techniques and their applications in medicine and biology. MAGMA currently publishes research papers, reviews, letters to the editor, and commentaries, six times a year. The subject areas covered by MAGMA include: advances in materials, hardware and software in magnetic resonance technology, new developments and results in research and practical applications of magnetic resonance imaging and spectroscopy related to biology and medicine, study of animal models and intact cells using magnetic resonance, reports of clinical trials on humans and clinical validation of magnetic resonance protocols.
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