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Accelerated radial echo-planar spectroscopic imaging using golden angle view-ordering and compressed-sensing
Andres Saucedo1,2, Paul M Macey3, M Albert Thomas1,2
1Department of Radiological Sciences, University of California Los Angeles, Los Angeles, California, USA.
Magnetic Resonance in Medicine
|February 19, 2021
Summary
Accelerated 2D radial echo-planar spectroscopic imaging (REPSI) with compressed sensing reduces scan time by 2.5x, maintaining high image and quantitation quality. This novel method offers improved accuracy and reliability for accelerated MRSI compared to Cartesian approaches.
Area of Science:
- Magnetic Resonance Imaging
- Spectroscopic Imaging
- Medical Physics
Background:
- Accelerated Magnetic Resonance Spectroscopic Imaging (MRSI) is crucial for clinical applications.
- Undersampled echo-planar spectroscopic imaging (EPSI) with compressed sensing is a common acceleration technique.
- Optimizing speed and quality in MRSI remains a key challenge.
Purpose of the Study:
- To implement and evaluate a novel, accelerated 2D radial echo-planar spectroscopic imaging (REPSI) sequence.
- To compare the performance of REPSI against an undersampled Cartesian spectroscopic sequence using compressed sensing.
- To assess the impact of undersampling and compressed sensing on image and quantitation quality.
Main Methods:
- A 2D REPSI sequence was developed using golden-angle view-ordering on a 3T MRI scanner.
- Radial and Cartesian EPSI data were acquired at multiple acceleration factors with time-equivalent durations.
- Compressed sensing with total variation regularization was used for reconstruction of prospectively and retrospectively undersampled phantom and in vivo brain data.
Main Results:
- Accelerated REPSI tolerated greater scan time reductions than Cartesian EPSI.
- REPSI achieved a 2.5-fold reduction in scan time while preserving image and quantitation quality.
- Metrics including spectral and metabolite map errors, and concentration estimates showed superior performance for REPSI (e.g., N-acetyl aspartate REPSI=9.4% vs EPSI=16.3% at acceleration factor 2.5).
Conclusions:
- Accelerated MRSI using undersampled radial echo-planar acquisitions offers superior reconstruction accuracy and quantitation compared to Cartesian EPSI.
- The REPSI approach with compressed sensing provides a better balance between imaging speed and quality.
- Radial undersampling with compressed sensing can significantly reduce 2D spectroscopic imaging acquisition time.
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