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加速临床常规:用于腰椎间盘突出症二维成像的压缩感知。

Speeding up the clinical routine: Compressed sensing for 2D imaging of lumbar spine disc herniation.

机构信息

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

Department of Radiology, Kantonsspital Graubünden, Chur, Switzerland.

出版信息

Eur J Radiol. 2021 Jul;140:109738. doi: 10.1016/j.ejrad.2021.109738. Epub 2021 Apr 29.

Abstract

PURPOSE

Increasing economic pressure and patient demands for comfort require an ever-increasing acceleration of scan times without compromising diagnostic certainty. This study tested the new acceleration technique Compressed SENSE (CS-SENSE) as well as different reconstruction methods for the lumbar spine.

METHODS

In this prospective study, 10 volunteers and 14 patients with lumbar disc herniation were scanned using a sagittal 2D T2 turbo spin echo (TSE) sequence applying different acceleration factors of SENSE and CS-SENSE. Gradient echo (GRE), autocalibration (CS-Auto) and TSE prescans were tested for reconstruction. Images were analysed by two readers regarding anatomical delineation, diagnostic certainty (for patients only) and image quality as well as objectively calculating the root mean square error (RMSE), structural similarity index (SSIM), SNR and CNR. The Friedman test and Chi-squared were used for ordinal, ANOVA for repeated measurements and Tukey Kramer test for continuous data. Cohen's kappawas calculated for interreader reliability.

RESULTS

CS-SENSE outperformed SENSE and CS-Auto regarding RMSE (e.g. CS-SENSE 1.5: 43.03 ± 11.64 versus SENSE 1.5: 80.41 ± 17.66; p = 0.0038) and SSIM as well as in the subjective rating for CS-SENSE 3 TSE. In the patient setting image quality was unchanged in all subjective criteria up to CS-SENSE 3 TSE (all p > 0.05) compared to standard T2 with 43 % less scan time while the GRE prescan only allowed a reduction of 32 %.

CONCLUSION

Combining a TSE prescan with CS-SENSE enables significant scan time reductions with unchanged ratings for lumbar spine disc herniation making this superior to the currently used SENSE acceleration or GRE reconstructions.

摘要

目的

经济压力的增加和患者对舒适度的需求要求不断加快扫描速度,而又不影响诊断的确定性。本研究测试了新的加速技术压缩感应(CS-SENSE)以及用于腰椎的不同重建方法。

方法

在这项前瞻性研究中,对 10 名志愿者和 14 名腰椎间盘突出症患者使用矢状 2D T2 涡轮自旋回波(TSE)序列进行扫描,应用不同的 SENSE 和 CS-SENSE 加速因子。对梯度回波(GRE)、自动校准(CS-Auto)和 TSE 预扫描进行了重建测试。由两位读者分析图像的解剖结构、诊断确定性(仅针对患者)和图像质量,以及客观地计算均方根误差(RMSE)、结构相似性指数(SSIM)、信噪比(SNR)和对比噪声比(CNR)。采用 Friedman 检验和卡方检验进行有序分类数据,采用重复测量方差分析进行重复测量数据,采用 Tukey Kramer 检验进行连续数据。采用 Cohen 的 kappa 检验评估两位读者之间的可靠性。

结果

CS-SENSE 在 RMSE 方面优于 SENSE 和 CS-Auto(例如,CS-SENSE 1.5:43.03 ± 11.64 与 SENSE 1.5:80.41 ± 17.66;p = 0.0038)和 SSIM,以及 CS-SENSE 3 TSE 的主观评分。在患者环境中,在所有主观标准中,CS-SENSE 3 TSE 的图像质量都没有变化(所有 p > 0.05),与标准 T2 相比扫描时间减少了 43%,而 GRE 预扫描仅允许减少 32%。

结论

将 TSE 预扫描与 CS-SENSE 相结合,可以显著减少扫描时间,而对腰椎间盘突出症的评分保持不变,优于目前使用的 SENSE 加速或 GRE 重建。

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