Chen Weikun, Kang Taishan, Lin Qing, Guo Xinyu, Wu Jian, Li Simin, Zheng Yuchen, Lin Jianzhong, Lin Liangjie, Wang Jiazheng, Qu Xiaobo, Chen Zhong, Cai Shuhui, Cai Congbo
IEEE Trans Biomed Eng. 2025 Jul 18;PP. doi: 10.1109/TBME.2025.3590286.
Multi-parametric quantitative mag- netic resonance imaging (mqMRI) provides comprehensive and accurate information about tissue microstructure and holds significant clinical value for the diagnosis and treatment of diseases. However, conventional methods require long scan time, leading to registration errors and physiological variability between different sequence acqui- sitions. This study aims to propose an advanced imaging method that addresses these limitations.
A novel approach called longitudinal magnetization controlled multiple overlapping-echo detachment (LMC-MOLED) imaging was proposed. LMC-MOLED leverages a deep neural network trained on synthetic data generated from Bloch simulation, incorporating non-ideal factors such as B0 and B1 inhomogeneities to efficiently reconstruct parametric maps.
LMC-MOLED enables simulta- neous quantification of T1, T2, T2*, proton density (PD), ΔB0, and B1 parameters in approximately 1.2 seconds per slice. Validation experiments using numerical brain, phantom, and human brains demonstrate its excellent performance, particularly in terms of acquisition speed, image quality, and robustness. Additionally, LMC-MOLED effectively corrects distortions introduced by long echo train acquisition.
LMC-MOLED offers a rapid, robust solution for mqMRI, providing multi-parametric mapping in a single scan with signify- cantly reduced acquisition time. It holds potential to improve diagnostic accuracy and alleviate patient burden.
多参数定量磁共振成像(mqMRI)可提供有关组织微观结构的全面且准确的信息,对疾病的诊断和治疗具有重要的临床价值。然而,传统方法需要较长的扫描时间,导致不同序列采集之间存在配准误差和生理变异性。本研究旨在提出一种先进的成像方法来解决这些局限性。
提出了一种名为纵向磁化控制多重重叠回波分离(LMC - MOLED)成像的新方法。LMC - MOLED利用在由布洛赫模拟生成的合成数据上训练的深度神经网络,纳入诸如B0和B1不均匀性等非理想因素,以有效地重建参数图。
LMC - MOLED能够在每切片约1.2秒内同时定量T1、T2、T2*、质子密度(PD)、ΔB0和B1参数。使用数字脑、体模和人脑进行的验证实验证明了其优异的性能,特别是在采集速度、图像质量和稳健性方面。此外,LMC - MOLED有效地校正了长回波链采集引入的失真。
LMC - MOLED为mqMRI提供了一种快速、稳健的解决方案,在单次扫描中提供多参数映射,同时显著减少采集时间。它具有提高诊断准确性和减轻患者负担的潜力。