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Updated: Jan 12, 2026

Registered Bioimaging of Nanomaterials for Diagnostic and Therapeutic Monitoring
Published on: December 9, 2010
Spin and Gradient Multiple Overlapping-Echo Detachment Imaging (SAGE-MOLED): Highly Efficient T2, T 2 * $$
Qinqin Yang1,2, Jianfeng Bao3, Lu Wang1
1Department of Electronic Science, Xiamen University, Xiamen, China.
Purpose:
Combined spin- and gradient-echo EPI (SAGE-EPI) offers advantages in tissue quantification and dynamic imaging but suffers from low spatial resolution and geometric distortions. This study aims to develop a multiple overlapping-echo detachment-based SAGE acquisition (SAGE-MOLED) to enable efficient, distortion-corrected T2, , and M0 mapping for perfusion MRI.
Methods:
SAGE-MOLED was designed as an optimized MOLED variant by refining echo time sampling and integrating multi-train blip-reversed EPI to enhance distortion correction and temporal SNR, enabling reliable extraction of subject-specific arterial input functions (AIFs). To support dynamic imaging, a steady-state Bloch simulation-based synthetic data framework was developed to simultaneously model T1, T2, and -related effects, providing training data for an end-to-end deep learning model that enables efficient multiparametric quantification. In addition, a signal-to-concentration model tailored for dynamic MOLED signals was formulated for accurate estimation of permeability and leakage-corrected perfusion parameters. The proposed technique was validated in water phantom experiments, healthy volunteers, and a pilot clinical study.
Results:
Single-shot SAGE-MOLED demonstrated high consistency with standard methods in both phantom and in vivo experiments, with Pearson correlation coefficient = 0.991 for T2 and 0.988 for mapping in the brain. Compared to conventional SAGE-EPI, SAGE-MOLED mitigated geometric distortions and intravoxel dephasing-related signal loss. In perfusion MRI, dynamic SAGE-MOLED enabled simultaneous permeability and leakage-corrected perfusion parameter estimation with a single-dose contrast injection.
Conclusion:
SAGE-MOLED overcomes key limitations of SAGE-EPI, providing high-fidelity, distortion-corrected T2, , and M0 maps for simultaneous quantification of permeability and perfusion parameters.
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