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使用压缩感知加速腰椎磁共振成像:质量与效率。

Accelerated MRI of the Lumbar Spine Using Compressed Sensing: Quality and Efficiency.

机构信息

Department of Radiology, University Hospital Cologne, Cologne, Germany.

Philips Healthcare Germany, Hamburg, Germany.

出版信息

J Magn Reson Imaging. 2019 Jun;49(7):e164-e175. doi: 10.1002/jmri.26526. Epub 2018 Sep 29.

Abstract

BACKGROUND

Decreasing MRI scan time is a key factor to increase patient comfort and compliance as well as the productivity of MRI scanners.

PURPOSE/HYPOTHESIS: Compressed sensing (CS) should significantly accelerate 3D scans. This study evaluated the clinical application and cost effectiveness of accelerated 3D T sequences of the lumbar spine.

STUDY TYPE

Prospective, cross-sectional, observational.

POPULATION

Twenty healthy volunteers and 10 patients.

FIELD STRENGTH/SEQUENCE: A 3D T TSE sequence, identical 3D sequences with three different parallel imaging and CS accelerating factors, and 2D TSE sequences as a clinical reference were obtained on a 3T scanner.

ASSESSMENT

Three readers evaluated the sequences for delineation of anatomical structures and image quality. A quantitative analysis consisting of root mean square error, structural similarity index, signal-to-noise ratio, and contrast-to-noise ratio were performed. The scan times were used to calculate cost differences for each sequence.

STATISTICAL TESTS

An analysis of variance with repeated measurements and the Friedman test were used to test for potential differences between the sequences. Post-hoc analysis was made with the chi-squared and Tukey-Kramer test.

RESULTS

CS with factor 4.5 results in unchanged image quality compared to the T TSE for volunteers and patients (overall image impression: 4.75 vs. 4.20 [P = 0.73] and 4.90 vs. 4.47 [P = 0.44]). The CS 4.5 scan is 167 seconds (-39%) faster than the 3D and 216.5 seconds (-45%) faster than the 2D sequences. No significant differences was found for the diagnostic certainty in the volunteers and patients between 2D TSE and 3D CS 4.5 (P = 0.89 and P = 0.43). A reduction of scan time to 148 seconds (CS 8) was still rated acceptable for most diagnosis.

DATA CONCLUSION

CS accelerates the 3D T without compromising image quality. The 3D sequences offer comparable diagnostic quality to the clinical 2D standard with less scan time (-45%), potentially increasing the productivity of MRI scanners.

LEVEL OF EVIDENCE

1 Technical Efficacy: Stage 6 J. Magn. Reson. Imaging 2019;49:e164-e175.

摘要

背景

减少 MRI 扫描时间是提高患者舒适度和依从性以及提高 MRI 扫描仪效率的关键因素。

目的/假设:压缩感知(CS)应该可以显著加速 3D 扫描。本研究评估了加速腰椎 3D T 序列的临床应用和成本效益。

研究类型

前瞻性、横断面、观察性。

人群

20 名健康志愿者和 10 名患者。

磁场强度/序列:在 3T 扫描仪上获得了 3D T TSE 序列、三个不同并行成像和 CS 加速因子的相同 3D 序列以及 2D TSE 序列作为临床参考。

评估

三位读者评估了这些序列在解剖结构和图像质量方面的描绘。进行了定量分析,包括均方根误差、结构相似性指数、信噪比和对比噪声比。使用扫描时间计算每个序列的成本差异。

统计检验

使用重复测量方差分析和 Friedman 检验来测试序列之间的潜在差异。使用卡方和 Tukey-Kramer 检验进行事后分析。

结果

志愿者和患者的 CS 因子 4.5 结果与 T TSE 相比图像质量保持不变(整体图像印象:4.75 与 4.20 [P=0.73] 和 4.90 与 4.47 [P=0.44])。CS 4.5 扫描比 3D 序列快 167 秒(-39%),比 2D 序列快 216.5 秒(-45%)。志愿者和患者的 2D TSE 和 3D CS 4.5 之间的诊断确定性没有发现显著差异(P=0.89 和 P=0.43)。扫描时间减少到 148 秒(CS 8)仍然被认为对大多数诊断是可接受的。

数据结论

CS 加速了 3D T,而不会影响图像质量。3D 序列提供与临床 2D 标准相当的诊断质量,扫描时间更短(-45%),有可能提高 MRI 扫描仪的效率。

证据水平

1 技术功效:第 6 阶段 J. Magn. Reson. Imaging 2019;49:e164-e175.

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