Related Experiment Video
Updated: Jan 15, 2026

08:51
Magnetic Resonance Imaging of Multiple Sclerosis at 7.0 Tesla
Published on: February 19, 2021
9.7K
Rapid flow-artifact-free high-resolution T2 mapping via multi-shot multiple overlapping-echo detachment imaging.
Qizhi Yang1,2, Jianfeng Bao3, Zurong Ni1
1Department of Electronic Science, Fujian Provincial Key Laboratory of Plasma and Magnetic Resonance, Xiamen University, Xiamen, Fujian, China.
Magnetic Resonance in Medicine
|October 9, 2025
Summary
This study introduces a fast, submillimeter T2 mapping technique using multi-shot MOLED and deep learning to correct phase variations. The method achieves high accuracy and clinical practicality, overcoming challenges from pulsatile cerebrospinal fluid (CSF).
Area of Science:
- Magnetic Resonance Imaging (MRI)
- Medical Physics
- Biomedical Engineering
Background:
- T2 mapping is crucial for MRI-based tissue characterization.
- Existing methods often face trade-offs between resolution, acquisition time, and scan volume.
- Pulsatile cerebrospinal fluid (CSF) can introduce phase variations, complicating segmented k-space acquisitions.
Purpose of the Study:
- To develop a T2 mapping method with submillimeter resolution and ~1-minute acquisition time.
- To enable large volume coverage without console or coil modifications.
- To implement a deep learning approach for correcting inter-shot phase variations caused by CSF pulsation.
Main Methods:
- Integration of a multi-shot (msh-) acquisition scheme into multiple overlapping-echo detachment imaging (MOLED).
- Application of deep learning for correcting discontinuous phase jumps by leveraging signal and artifact incoherence.
- Validation of the method using phantoms (3T and 7T) and human subjects (3T).
Main Results:
- Phantom and human T2 mapping results showed low mean absolute errors (1.11/0.89 ms) compared to spin-echo.
- msh-MOLED demonstrated good structural depiction compared to turbo spin-echo.
- Successful elimination of CSF-induced phase errors without autocalibration, navigators, gating, or lengthy postprocessing.
Conclusions:
- A T2 mapping method with submillimeter resolution and high clinical practicality has been developed and validated.
- The navigator-free, calibrationless approach effectively addresses inter-shot phase variations from pulsatile CSF.
- This technique maintains quantification accuracy and rapid acquisition, suggesting potential for removing trajectory-related ghost artifacts via spatial encoding and inpainting.

