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超短回波时间时空间标记反转脉冲磁共振血管造影术结合去噪深度学习重建评估腹部内脏动脉。

Ultrashort echo time time-spatial labeling inversion pulse magnetic resonance angiography with denoising deep learning reconstruction for the assessment of abdominal visceral arteries.

机构信息

Department of Radiology, Tohoku University Hospital, Sendai, Japan.

Canon Medical Systems Corporation, Tochigi, Japan.

出版信息

J Magn Reson Imaging. 2021 Jun;53(6):1926-1937. doi: 10.1002/jmri.27481. Epub 2020 Dec 26.

Abstract

Current contrast-enhanced magnetic resonance angiography (MRA) and non-contrast-enhanced balanced steady-state free precession (bSSFP) MRA cause susceptibility artifacts from metallic devices in assessing endovascular visceral-artery interventions. The aims of this study are to investigate and compare image quality (IQ) and susceptibility artifacts of three-dimensional (3D) ultrashort echo time (UTE) time-spatial labeling inversion pulse (Time-SLIP) with those of 3D bSSFP Time-SLIP and to assess denoising deep learning reconstruction (dDLR) for the improvement of the signal-to-noise ratio (SNR) in 3D UTE with sparse sampling in phantoms and human subjects. This is a prospective type of study. Pulsatile glycerin-water flow phantom with platinum-tungsten-alloy coil, stainless-steel, nitinol, and cobalt-alloy stents were used. Ten healthy volunteers (seven males) and three patients (two males) were included in this study. 3D UTE Time-SLIP and 3D bSSFP Time-SLIP at 3T were used. The phantom-based study compared the signal-intensity ratio of the device levels (SR ) and distal segments (SR ) to the proximal segments. The volunteer-based study measured SNR, contrast ratio (CR), and IQ. The patient study evaluated local artifacts from metallic devices. Statistical tests included paired t-tests, Wilcoxon-signed rank tests, and Kruskal-Wallis tests. In the phantom-based study, SR was small with UTE Time-SLIP, except the stainless-steel stent. SR was greater (49.1%-90.4%) on bSSFP images than UTE images (-11.1% to 9.6%). Among volunteers, dDLR in UTE images improved SNR (p < 0.05) and IQ (p < 0.05), but CR was unaffected. UTE Time-SLIP showed inferior SNR and IQ than bSSFP Time-SLIP in images with and without dDLR (p < 0.05 for each). However, among patients, UTE Time-SLIP showed reduced metal artifacts compared to bSSFP Time-SLIP. Irrespective of the lower SNR and IQ of 3D UTE Time-SLIP than those of 3D bSSFP Time-SLIP, the former appeared to better depict flow after stenting or coiling. This indicates the potential of 3D UTE Time-SLIP to provide suitable diagnostic images of target vessels. dDLR improved SNR with reducing artifacts related to radial sampling, while maintaining the contrast. LEVEL OF EVIDENCE: 2. TECHNICAL EFFICACY STAGE: 2.

摘要

当前,基于对比剂的磁共振血管造影(MRA)和非对比增强的平衡稳态自由进动(bSSFP)MRA 在评估内脏动脉血管内介入时,会因金属设备产生磁化率伪影。本研究旨在评估三维(3D)超短回波时间(UTE)时空标记反转脉冲(Time-SLIP)与 3D bSSFP Time-SLIP 的图像质量(IQ)和磁化率伪影,并评估稀疏采样的 3D UTE 中降噪深度学习重建(dDLR)对提高信噪比(SNR)的作用,在体模和人体受试者中进行研究。这是一项前瞻性研究。使用含有铂钨合金线圈、不锈钢、镍钛诺和钴合金支架的搏动甘油水流动体模。本研究纳入了 10 名健康志愿者(7 名男性)和 3 名患者(2 名男性)。在 3T 下使用 3D UTE Time-SLIP 和 3D bSSFP Time-SLIP。体模研究比较了设备水平(SR )和远端节段(SR )与近端节段的信号强度比。志愿者研究测量 SNR、对比比(CR)和 IQ。患者研究评估了金属设备的局部伪影。统计检验包括配对 t 检验、Wilcoxon 符号秩检验和 Kruskal-Wallis 检验。在体模研究中,除了不锈钢支架外,UTE Time-SLIP 的 SR 较小。bSSFP 图像上的 SR 大于 UTE 图像(49.1%-90.4%)(-11.1% 至 9.6%)。在志愿者中,UTE 图像的 dDLR 提高了 SNR(p<0.05)和 IQ(p<0.05),但 CR 不受影响。在有和没有 dDLR 的图像中,UTE Time-SLIP 的 SNR 和 IQ 均低于 bSSFP Time-SLIP(p<0.05)。然而,在患者中,与 bSSFP Time-SLIP 相比,UTE Time-SLIP 显示出减少的金属伪影。尽管 3D UTE Time-SLIP 的 SNR 和 IQ 低于 3D bSSFP Time-SLIP,但前者似乎更好地描绘了支架置入或线圈置入后的血流。这表明 3D UTE Time-SLIP 有可能提供目标血管的合适诊断图像。dDLR 通过减少与径向采样相关的伪影来提高 SNR,同时保持对比度。证据水平:2. 技术效果阶段:2.

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