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压缩感知在乳腺 MRI 中的应用:解决空间分辨率和时间分辨率之间的权衡。

Compressed Sensing for Breast MRI: Resolving the Trade-Off Between Spatial and Temporal Resolution.

机构信息

From the *Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, the Netherlands; †MR Application Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany; and ‡Department of Radiology, Bernard and Irene Schwartz Center for Biomedical Imaging, New York University School of Medicine, New York, NY.

出版信息

Invest Radiol. 2017 Oct;52(10):574-582. doi: 10.1097/RLI.0000000000000384.

DOI:10.1097/RLI.0000000000000384
PMID:28463932
Abstract

OBJECTIVE

Ultrafast dynamic contrast-enhanced magnetic resonance imaging of the breast enables assessment of the contrast inflow dynamics while providing images with diagnostic spatial resolution. However, the slice thickness of common ultrafast techniques still prevents multiplanar reconstruction. In addition, some temporal blurring of the enhancement characteristics occurs in case view-sharing is used. We evaluate a prototype compressed-sensing volume-interpolated breath-hold examination (CS-VIBE) sequence for ultrafast breast MRI that improves through plane spatial resolution and avoids temporal blurring while maintaining an ultrafast temporal resolution (less than 5 seconds per volume). Image quality (IQ) of the new sequence is compared with an ultrafast view-sharing sequence (time-resolved angiography with interleaved stochastic trajectories [TWIST]), and assessment of lesion morphology is compared with a regular T1-weighted 3D Dixon sequence (VIBE-DIXON) with an acquisition time of 91 seconds.

MATERIALS AND METHODS

From April 2016 to October 2016, 30 women were scanned with the CS-VIBE sequence, replacing the routine ultrafast TWIST sequence in a hybrid breast MRI protocol. The need for informed consent was waived. All MRI scans were performed on a 3T MAGNETOM Skyra system (Siemens Healthcare, Erlangen, Germany) using a 16-channel bilateral breast coil. Two reader studies were conducted involving 5 readers. In the first study, overall IQ of CS-VIBE and TWIST in the axial plane was independently rated for 23 women for whom prior MRI examinations with TWIST were available. In addition, the presence of several types of artifacts was rated on a 5-point scale. The second study was conducted in women (n = 16) with lesions. In total, characteristics of 31 lesions (5 malignant and 26 benign) were described independently for CS-VIBE and VIBE-DIXON, according to the BI-RADS MRI-lexicon. In addition, a lesion conspicuity score was given.

RESULTS

Using CS-VIBE, a much higher through-plane spatial resolution was achieved in the same acquisition time as with TWIST, without affecting in-plane IQ (P = 0.260). Time-resolved angiography with interleaved stochastic trajectories showed slightly more motion artifacts and infolding and ghosting artifacts compared with CS-VIBE, whereas CS-VIBE showed more breathing and pulsation artifacts. For morphologic assessment, intrareader agreement between CS-VIBE and the more time-consuming VIBE-DIXON was slight to almost perfect, and generally higher than interreader agreement. Mean sensitivity (84.0% and 92.0% for CS-VIBE and VIBE-DIXON, P = 0.500) and specificity (60.0% and 55.4% for CS-VIBE and VIBE-DIXON, P = 0.327) were comparable for both sequences.

CONCLUSIONS

Compressed-sensing volume-interpolated breath-hold examination allows an increase of the through-plane spatial resolution of ultrafast dynamic contrast-enhanced magnetic resonance imaging compared with TWIST at a comparable in-plane IQ. Morphological assessment of lesions using CS-VIBE is comparable to VIBE-DIXON, which takes 18 times longer. Consequently, CS-VIBE enables 3D evaluation of breast lesions in ultrafast breast MRI.

摘要

目的

超快速动态对比增强磁共振成像(DCE-MRI)可评估对比剂流入动力学,同时提供具有诊断空间分辨率的图像。然而,普通超快速技术的切片厚度仍然妨碍了多平面重建。此外,在使用视图共享时,增强特征会发生一些时间模糊。我们评估了一种用于超快乳腺 MRI 的原型压缩感知容积内插屏气检查(CS-VIBE)序列,该序列可提高平面空间分辨率,避免时间模糊,同时保持超快速时间分辨率(每个容积小于 5 秒)。新序列的图像质量(IQ)与超快速视图共享序列(时分辨血管成像与交错随机轨迹[TWIST])进行比较,并且与具有 91 秒采集时间的常规 T1 加权 3D Dixon 序列(VIBE-DIXON)进行比较,以评估病变形态。

材料和方法

2016 年 4 月至 2016 年 10 月,30 名女性接受了 CS-VIBE 序列扫描,该序列替代了混合乳腺 MRI 方案中的常规超快速 TWIST 序列。放弃了知情同意的需要。所有 MRI 扫描均在 3T MAGNETOM Skyra 系统(西门子医疗,德国埃尔朗根)上使用 16 通道双侧乳腺线圈进行。进行了两项读者研究,涉及 23 名女性,其中 23 名女性有 TWIST 先前的 MRI 检查。另外,还对 5 分制的几种类型的伪影进行了评分。第二项研究是在有病变的女性(n = 16)中进行的。总共,根据 BI-RADS MRI 词典,根据 CS-VIBE 和 VIBE-DIXON 独立描述了 31 个病变(5 个恶性和 26 个良性)的特征。此外,还给出了病变的可视性评分。

结果

使用 CS-VIBE,在与 TWIST 相同的采集时间内实现了更高的平面空间分辨率,而不会影响平面 IQ(P = 0.260)。时分辨血管成像与交错随机轨迹相比,CS-VIBE 显示出更多的运动伪影和折叠伪影和重影伪影,而 CS-VIBE 显示出更多的呼吸和脉动伪影。对于形态评估,CS-VIBE 与耗时更长的 VIBE-DIXON 之间的读者内一致性为轻微至几乎完美,并且通常高于读者间一致性。两种序列的平均灵敏度(CS-VIBE 为 84.0%和 92.0%,VIBE-DIXON 为 92.0%,P = 0.500)和特异性(CS-VIBE 为 60.0%和 55.4%,VIBE-DIXON 为 55.4%,P = 0.327)相当。

结论

与 TWIST 相比,压缩感知容积内插屏气检查可提高超快速 DCE-MRI 的平面空间分辨率,而平面 IQ 相当。使用 CS-VIBE 对病变进行形态评估与 VIBE-DIXON 相当,VIBE-DIXON 耗时 18 倍。因此,CS-VIBE 可在超快乳腺 MRI 中实现乳腺病变的 3D 评估。

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