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Published on: December 18, 2016
Optimizing Selective RF Pulses for Enhanced Signal Stability in Turbo Spin Echo Using a Differentiable Extended Phase
Madison M Augelli1, Anuj Sharma1, Mark A Griswold1,2
1Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.
Optimized radiofrequency (RF) pulses for turbo spin echo (TSE) imaging improve slice profile consistency, reducing blurring and enhancing T2 mapping accuracy. This method offers flexible RF pulse design for echo train sequences.
Area of Science:
- Magnetic Resonance Imaging (MRI)
- Pulse Sequence Design
- Quantitative Imaging
Background:
- Turbo Spin Echo (TSE) imaging is crucial for various MRI applications.
- Slice profile inconsistency in TSE can lead to image blurring and inaccurate quantitative measurements, particularly for T2 mapping.
- Existing methods for RF pulse design may not adequately address slice profile consistency across echo trains.
Purpose of the Study:
- To develop and validate a novel method for optimizing radiofrequency (RF) pulses in TSE imaging.
- The primary goal is to enhance slice profile consistency throughout the echo train.
- This aims to reduce image blurring and improve the accuracy of multi-echo spin echo T2 mapping.
Main Methods:
- Utilized a differentiable extended phase graph (EPG) model incorporating RF pulse spinor profiles to calculate slice profiles.
- Employed an L-BFGS optimization algorithm with singular value regularization in PyTorch to minimize signal magnitude errors.
- Compared optimized pulses against time-bandwidth-matched Shinnar-Le Roux (SLR) RF pulses through simulations, phantom studies, and in vivo imaging.
Main Results:
- Optimized pulses achieved a 90% reduction in the standard deviation of normalized integrated signal across echoes compared to SLR pulses.
- Demonstrated increased in vivo image sharpness at tissue-fluid and vessel boundaries.
- Reduced T2 mapping error by 91% in a NIST phantom and yielded more accurate in vivo T2 maps.
Conclusions:
- The developed optimization method allows for flexible RF pulse design in echo train sequences.
- Achieved consistent slice profiles, target signal progression, and constant phase and Full Width at Half Maximum (FWHM) between echoes.
- This approach significantly improves the quality and accuracy of TSE imaging and T2 mapping.
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