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基于饱和恢复的心肌 T 映射的去噪对精度和准确性的影响。

Impact of denoising on precision and accuracy of saturation-recovery-based myocardial T mapping.

机构信息

GE Global Research, Munich, Germany.

Department of Computer Science, Technische Universität München, Munich, Germany.

出版信息

J Magn Reson Imaging. 2017 Nov;46(5):1377-1388. doi: 10.1002/jmri.25684. Epub 2017 Apr 4.

Abstract

PURPOSE

To evaluate the impact of a novel postprocessing denoising technique on accuracy and precision in myocardial T mapping.

MATERIALS AND METHODS

This study introduces a fast and robust denoising method developed for magnetic resonance T mapping. The technique imposes edge-preserving regularity and exploits the co-occurence of spatial gradients in the acquired T -weighted images. The proposed approach was assessed in simulations, ex vivo data and in vivo imaging on a cohort of 16 healthy volunteers (12 males, average age 39 ± 8 years, 62 ± 9 bpm) both in pre- and postcontrast injection. The method was evaluated in myocardial T mapping at 3T with a saturation-recovery technique that is accurate but sensitive to noise. ROIs in the myocardium and left-ventricle blood pool were analyzed by an experienced reader. Mean T values and standard deviation were extracted and compared in all studies.

RESULTS

Simulations on synthetic phantom showed signal-to-noise ratio and sharpness improvement with the proposed method in comparison with conventional denoising. In vivo results demonstrated that our method preserves accuracy, as no difference in mean T values was observed in the myocardium (precontrast: 1433/1426 msec, 95%CI: [-40.7, 55.9], p = 0.75, postcontrast: 766/759 msec, 95%CI: [-60.7, 77.2], p = 0.8). Meanwhile, precision was improved with standard deviations of T values being significantly decreased (precontrast: 223/151 msec, 95%CI: [27.3, 116.5], p = 0.003, postcontrast: 176/135 msec, 95%CI: [5.5, 77.1], p = 0.03).

CONCLUSION

The proposed denoising method preserves accuracy and improves precision in myocardial T mapping, with the potential to offer better map visualization and analysis.

LEVEL OF EVIDENCE

3 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2017;46:1377-1388.

摘要

目的

评估一种新的后处理去噪技术对心肌 T 映射准确性和精密度的影响。

材料与方法

本研究介绍了一种为磁共振 T 映射开发的快速稳健的去噪方法。该技术采用了边缘保持正则化方法,并利用了在采集的 T 加权图像中空间梯度的共现。该方法在模拟、离体数据和 16 名健康志愿者(12 名男性,平均年龄 39±8 岁,心率 62±9 次/分)的体内成像中进行了评估,这些志愿者在注射前后均进行了 T 映射。该方法在 3T 下使用准确但对噪声敏感的饱和恢复技术进行了心肌 T 映射评估。由一位有经验的读者对心肌和左心室血池的 ROI 进行了分析。在所有研究中提取并比较了平均 T 值和标准差。

结果

在合成的幻影模拟中,与传统的去噪方法相比,所提出的方法在提高信噪比和锐度方面具有优势。体内结果表明,我们的方法保持了准确性,因为心肌中的平均 T 值没有差异(预对比:1433/1426msec,95%CI:[-40.7,55.9],p=0.75,后对比:766/759msec,95%CI:[-60.7,77.2],p=0.8)。同时,T 值的标准差显著降低,从而提高了精密度(预对比:223/151msec,95%CI:[27.3,116.5],p=0.003,后对比:176/135msec,95%CI:[5.5,77.1],p=0.03)。

结论

所提出的去噪方法在心肌 T 映射中保持了准确性并提高了精密度,有可能提供更好的映射可视化和分析。

证据水平

3 技术功效:阶段 1 J. 磁共振成像 2017;46:1377-1388。

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