IEEE Trans Med Imaging. 2023 May;42(5):1374-1387. doi: 10.1109/TMI.2022.3228075. Epub 2023 May 2.
This work introduced a stack-of-radial multi-echo asymmetric-echo MRI sequence for free-breathing liver volumetric acquisition. Regularized model-based reconstruction was implemented in Berkeley Advanced Reconstruction Toolbox (BART) to jointly estimate all physical parameter maps (water, fat, R , and B field inhomogeneity maps) and coil sensitivity maps from self-gated k -space data. Specifically, locally low rank and temporal total variation regularization were employed directly on physical parameter maps. The proposed free-breathing radial technique was tested on a water/fat & iron phantom, a young volunteer, and obesity/diabetes/hepatic steatosis patients. Quantitative fat fraction and R accuracy were confirmed by comparing our technique with the reference breath-hold Cartesian scan. The multi-echo radial sampling sequence achieves fast k -space coverage and is robust to motion. Moreover, the proposed motion-resolved model-based reconstruction allows for free-breathing liver fat and R quantification in multiple motion states. Overall, our proposed technique offers a convenient tool for non-invasive liver assessment with no breath holding requirement.
本研究介绍了一种用于自由呼吸肝脏容积采集的堆叠径向多回波非对称回波 MRI 序列。正则化基于模型的重建方法在 Berkeley 高级重建工具包(BART)中实现,用于从自门控 k 空间数据中联合估计所有物理参数图(水、脂肪、R 和磁场不均匀性图)和线圈灵敏度图。具体来说,局部低秩和时间全变分正则化直接应用于物理参数图。该自由呼吸径向技术在水/脂肪和铁体模、年轻志愿者以及肥胖/糖尿病/脂肪肝患者中进行了测试。通过将我们的技术与参考屏气笛卡尔扫描进行比较,验证了定量脂肪分数和 R 的准确性。多回波径向采样序列实现了快速的 k 空间覆盖,并且对运动具有鲁棒性。此外,所提出的运动分辨基于模型的重建允许在多个运动状态下进行自由呼吸肝脏脂肪和 R 定量。总体而言,我们提出的技术为无需屏气的肝脏评估提供了一种方便的工具。