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基于模型的 T 映射,使用单次反转恢复径向 FLASH 进行稀疏约束。

Model-based T mapping with sparsity constraints using single-shot inversion-recovery radial FLASH.

机构信息

Biomedizinische NMR Forschungs GmbH am Max-Planck-Institut für biophysikalische Chemie, Göttingen, Germany.

Department of Diagnostic and Interventional Radiology, University Medical Center, Göttingen, Germany.

出版信息

Magn Reson Med. 2018 Feb;79(2):730-740. doi: 10.1002/mrm.26726. Epub 2017 Jun 11.

Abstract

PURPOSE

To develop a model-based reconstruction technique for single-shot T mapping with high spatial resolution, accuracy, and precision using an inversion-recovery (IR) fast low-angle shot (FLASH) acquisition with radial encoding.

METHODS

The proposed model-based reconstruction jointly estimates all model parameters, that is, the equilibrium magnetization, steady-state magnetization, 1/ T1*, and all coil sensitivities from the data of a single-shot IR FLASH acquisition with a small golden-angle radial trajectory. Joint sparsity constraints on the parameter maps are exploited to improve the performance of the iteratively regularized Gauss-Newton method chosen for solving the nonlinear inverse problem. Validations include both a numerical and experimental T phantom, as well as in vivo studies of the human brain and liver at 3 T.

RESULTS

In comparison to previous reconstruction methods for single-shot T mapping, which are based on real-time MRI with pixel-wise fitting and a model-based approach with a predetermination of coil sensitivities, the proposed method presents with improved robustness against phase errors and numerical precision in both phantom and in vivo studies.

CONCLUSION

The comprehensive model-based reconstruction with L1 regularization offers rapid and robust T mapping with high accuracy and precision. The method warrants accelerated computing and online implementation for extended clinical trials. Magn Reson Med 79:730-740, 2018. © 2017 International Society for Magnetic Resonance in Medicine.

摘要

目的

利用反转恢复(IR)快速小角度激发(FLASH)采集和径向编码,开发一种基于模型的单-shot T 映射重建技术,以实现高空间分辨率、准确性和精度。

方法

该方法提出了一种基于模型的重建技术,可从单次 IR FLASH 采集的小角度径向轨迹数据中联合估计所有模型参数,即平衡磁化强度、稳态磁化强度、1/T1*和所有线圈灵敏度。通过对参数图进行联合稀疏约束,可以提高选择用于解决非线性逆问题的迭代正则化高斯-牛顿法的性能。验证包括 T phantom 的数值和实验研究,以及 3T 人体大脑和肝脏的体内研究。

结果

与之前基于实时 MRI 的单-shot T 映射重建方法(基于像素拟合的实时 MRI 和预先确定线圈灵敏度的基于模型的方法)相比,该方法在体模和体内研究中具有更高的抗相位误差鲁棒性和数值精度。

结论

基于 L1 正则化的综合模型重建技术提供了快速、稳健、高精度和高精准度的 T 映射。该方法保证了加速计算和在线实现,适用于扩展临床试验。磁共振医学 79:730-740,2018。© 2017 国际磁共振学会。

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