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基于径向 RARE-EPI MRI 的压缩感知重建技术加速多发性硬化病变的 T1 和 T* 同时mapping。

Accelerated Simultaneous T and T* Mapping of Multiple Sclerosis Lesions Using Compressed Sensing Reconstruction of Radial RARE-EPI MRI.

机构信息

Berlin Ultrahigh Field Facility (B.U.F.F.), Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 13125 Berlin, Germany.

Department of Physics, Humboldt Universität zu Berlin, 12489 Berlin, Germany.

出版信息

Tomography. 2023 Jan 31;9(1):299-314. doi: 10.3390/tomography9010024.

Abstract

(1) Background: Radial RARE-EPI MRI facilitates simultaneous T and T* mapping (2in1-RARE-EPI). With modest undersampling (R = 2), the speed gain of 2in1-RARE-EPI relative to Multi-Spin-Echo and Multi-Gradient-Recalled-Echo references is limited. Further reduction in scan time is crucial for clinical studies investigating T and T* as imaging biomarkers. We demonstrate the feasibility of further acceleration, utilizing compressed sensing (CS) reconstruction of highly undersampled 2in1-RARE-EPI. (2) Methods: Two-fold radially-undersampled 2in1-RARE-EPI data from phantoms, healthy volunteers ( = 3), and multiple sclerosis patients ( = 4) were used as references, and undersampled (R = 1-12, effective undersampling R = 2-24). For each echo time, images were reconstructed using CS-reconstruction. For T (RARE module) and T* mapping (EPI module), a linear least-square fit was applied to the images. T and T* from CS-reconstruction of undersampled data were benchmarked against values from CS-reconstruction of the reference data. (3) Results: We demonstrate accelerated simultaneous T and T* mapping using undersampled 2in1-RARE-EPI with CS-reconstruction is feasible. For R = 6 (TA = 01:39 min), the overall MAPE was ≤8% (T*) and ≤4% (T); for R = 12 (TA = 01:06 min), the overall MAPE was <13% (T*) and <5% (T). (4) Conclusion: Substantial reductions in scan time are achievable for simultaneous T and T* mapping of the brain using highly undersampled 2in1-RARE-EPI with CS-reconstruction.

摘要

(1) 背景:径向 RARE-EPI MRI 有助于同时进行 T 和 T映射(2in1-RARE-EPI)。在适度欠采样(R = 2)的情况下,与多自旋回波和多梯度回波参考相比,2in1-RARE-EPI 的速度增益是有限的。进一步减少扫描时间对于研究 T 和 T作为成像生物标志物的临床研究至关重要。我们展示了利用高度欠采样的 2in1-RARE-EPI 的压缩感知(CS)重建进一步加速的可行性。

(2) 方法:使用来自体模、健康志愿者(n = 3)和多发性硬化症患者(n = 4)的双倍径向欠采样 2in1-RARE-EPI 数据作为参考,进行欠采样(R = 1-12,有效欠采样 R = 2-24)。对于每个回波时间,使用 CS 重建重建图像。对于 T(RARE 模块)和 T映射(EPI 模块),应用线性最小二乘拟合到图像上。从欠采样数据的 CS 重建中得到的 T 和 T与从参考数据的 CS 重建中得到的值进行基准测试。

(3) 结果:我们证明了使用 CS 重建进行加速的同时 T 和 T映射是可行的,使用欠采样的 2in1-RARE-EPI。对于 R = 6(TA = 01:39 min),整体平均绝对百分比误差(MAPE)≤8%(T)和≤4%(T);对于 R = 12(TA = 01:06 min),整体平均绝对百分比误差(MAPE)<13%(T*)和<5%(T)。

(4) 结论:使用具有 CS 重建的高度欠采样的 2in1-RARE-EPI 进行大脑的同时 T 和 T*映射,可以实现扫描时间的大幅减少。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a3a2/9960840/41babc7812a5/tomography-09-00024-g001.jpg

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