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Echo planar time‐resolved imaging with subspace reconstruction and optimized spatiotemporal encoding

Zijing Dong, Fuyixue Wang, Timothy G. Reese, Berkin Bilgiç, Kawin Setsompop

2020Magnetic Resonance in Medicine49 citationsDOIOpen Access PDF

Abstract

Purpose To develop new encoding and reconstruction techniques for fast multi‐contrast/quantitative imaging. Methods The recently proposed Echo Planar Time‐resolved Imaging (EPTI) technique can achieve fast distortion‐ and blurring‐free multi‐contrast/quantitative imaging. In this work, a subspace reconstruction framework is developed to improve the reconstruction accuracy of EPTI at high encoding accelerations. The number of unknowns in the reconstruction is significantly reduced by modeling the temporal signal evolutions using low‐rank subspace. As part of the proposed reconstruction approach, a B 0 ‐update algorithm and a shot‐to‐shot B 0 variation correction method are developed to enable the reconstruction of high‐resolution tissue phase images and to mitigate artifacts from shot‐to‐shot phase variations. Moreover, the EPTI concept is extended to 3D k‐space for 3D GE‐EPTI, where a new “temporal‐variant” of CAIPI encoding is proposed to further improve performance. Results The effectiveness of the proposed subspace reconstruction was demonstrated first in 2D GESE EPTI, where the reconstruction achieved higher accuracy when compared to conventional B 0 ‐informed GRAPPA. For 3D GE‐EPTI, a retrospective undersampling experiment demonstrates that the new temporal‐variant CAIPI encoding can achieve up to 72× acceleration with close to 2× reduction in reconstruction error when compared to conventional spatiotemporal‐CAIPI encoding. In a prospective undersampling experiment, high‐quality whole‐brain and tissue phase maps at 1 mm isotropic resolution were acquired in 52 seconds at 3T using 3D GE‐EPTI with temporal‐variant CAIPI encoding. Conclusion The proposed subspace reconstruction and optimized temporal‐variant CAIPI encoding can further improve the performance of EPTI for fast quantitative mapping.

Topics & Concepts

Echo-planar imagingEncoding (memory)PlanarSubspace topologyEcho (communications protocol)Computer scienceComputer visionNuclear magnetic resonanceArtificial intelligencePattern recognition (psychology)Magnetic resonance imagingPhysicsComputer graphics (images)MedicineRadiologyComputer networkAdvanced X-ray Imaging TechniquesDigital Holography and MicroscopyOptical measurement and interference techniques
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