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使用压缩感知技术进行腰椎成像:与传统并行成像技术的比较。

Using the Compressed Sensing Technique for Lumbar Vertebrae Imaging: Comparison with Conventional Parallel Imaging.

机构信息

Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China.

Department of Clinical Science, Philips Healthcare, Beijing 100600, China.

出版信息

Curr Med Imaging. 2021;17(8):1010-1017. doi: 10.2174/1573405617666210126155814.

Abstract

OBJECTIVE

To compare conventional sensitivity encoding turbo spin-echo (SENSE-TSE) with compressed sensing plus SENSE turbo spin-echo (CS-TSE) in lumbar vertebrae magnetic resonance imaging (MRI).

METHODS

This retrospective study of lumbar vertebrae MRI included 600 patients; 300 patients received SENSE-TSE and 300 patients received CS-TSE. The SENSE acceleration factor was 1.4 for T1WI, 1.7 for T2WI, and 1.7 for PDWI. The CS total acceleration factor was 2.4, 3.6, 4.0, and 4.0 for T1WI, T2WI, PDWI sagittal, and T2WI transverse, respectively. The image quality of each MRI sequence was evaluated objectively by the signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR) and subjectively on a five-point scale. Two radiologists independently reviewed the MRI sequences of the 300 patients receiving CS-TSE, and their diagnostic consistency was evaluated. The degree of intervertebral foraminal stenosis and nerve root compression was assessed using the T1WI sagittal and T2WI transverse images.

RESULTS

The scan time was reduced from 7 min 28 s to 4 min 26 s with CS-TSE. The median score of nerve root image quality was 5 (p > 0.05). The diagnostic consistency using CS-TSE images between the two radiologists was high for diagnosing lumbar diseases (κ > 0.75) and for evaluating the degree of lumbar foraminal stenosis and nerve root compression (κ = 0.882). No differences between SENSE-TSE and CS-TSE were observed for sensitivity, specificity, positive predictive value, or negative predictive value.

CONCLUSION

CS-TSE has the potential for diagnosing lumbar vertebrae and disc disorders.

摘要

目的

比较常规敏感编码 turbo 自旋回波(SENSE-TSE)与压缩感知加 SENSE turbo 自旋回波(CS-TSE)在腰椎磁共振成像(MRI)中的应用。

方法

本研究回顾性分析了 600 例腰椎 MRI 患者,其中 300 例患者接受 SENSE-TSE 检查,300 例患者接受 CS-TSE 检查。SENSE 加速因子分别为 T1WI 1.4、T2WI 1.7 和 PDWI 1.7。CS 总加速因子分别为 T1WI 2.4、T2WI 3.6、PDWI 矢状位 4.0 和 T2WI 横断位 4.0。通过信噪比(SNR)和对比噪声比(CNR)对每个 MRI 序列的图像质量进行客观评估,并进行 5 分制的主观评估。两名放射科医生独立对 300 例接受 CS-TSE 检查的患者的 MRI 序列进行评估,并评价其诊断一致性。使用 T1WI 矢状位和 T2WI 横断位图像评估椎间孔狭窄和神经根受压的程度。

结果

CS-TSE 扫描时间从 7 分 28 秒缩短至 4 分 26 秒。神经根图像质量中位数评分为 5 分(p > 0.05)。两名放射科医生使用 CS-TSE 图像诊断腰椎疾病的诊断一致性较高(κ > 0.75),评估腰椎椎间孔狭窄和神经根受压的程度的一致性也较高(κ = 0.882)。SENSE-TSE 和 CS-TSE 的敏感性、特异性、阳性预测值和阴性预测值无差异。

结论

CS-TSE 有可能用于诊断腰椎和椎间盘疾病。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12b5/8653421/b4c9c24eb662/CMIM-17-1010_F1.jpg

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