Changyu Sun1, Yu Wang1, and Frederick H. Epstein1,2
1Biomedical Engineering, University of Virginia, Charlottesville, VA, United States, 2Radiology, University of Virginia, Charlottesville, VA, United States
Synopsis
Multiband (MB) excitation of spiral cine DENSE MRI has the
potential to provide three-slice coverage in single breathhold with 2D
displacement encoding. To acquire three slices in one breathhold of 14
heartbeats, we develop MB3+ phase modulation, and use golden-angle rotation,
outer volume suppression and variable flip angle. We extend our recent
Cartesian slice-L+S method to develop a non-Cartesian slice-low-rank
reconstruction model. DENSE data with MB=3 were acquired in 4 volunteers. The
MB3+ DENSE method shows fewer artifacts than CAIPIRINHA and Hadamard encoding
phase modulations. The slice-low-rank method with MB+ significantly improves slice
separation providing fewer artifacts and signal decay.
Purpose
Accurate and reproducible whole-slice
and segmental circumferential strain assessed rapidly in three short-axis
slices would provide valuable diagnostic and prognostic information and
facilitate an efficient clinical workflow. For spiral cine DENSE, a well-established
strain MRI method, three slices are typically acquired with each slice
requiring one breathhold (14 heartbeats)1,2,3. We have previously
demonstrated multiband (MB) DENSE, acquiring three slices in two breathholds; however,
slice separation artifacts and low signal-to-noise ratio presented challenges
for further acceleration. Here we present improved results by modifying the MB
phase modulation method and utilizing an improved iterative MB reconstruction
model.Methods
We implemented a modified spiral cine
DENSE sequence with variable flip angle MB excitation, outer volume suppression3,
and golden angle-rotation (Figure 1A). To acquire three slices in a single breathhold
with temporal resolution of 30ms, the acquisition protocol uses 4 spiral
interleaves3. However, when
the number of interleaves is not a multiple of the MB factor, slice separation
is challenging (for example, when MB=3 and number of interleaves = 4, as in
Figure 2A). To overcome this challenge, we employed CAIPIRINHA phase modulation corresponding to MB=4 to
simultaneously excite 3 slices using a 4 interleave acquisition (termed MB3+,
Figure 1A). Experimentally, we compared CAIPIRINHA MB=3 phase modulation,
Hadamard encoding phase modulation4 and MB3+. These methods were
compared using a non-Cartesian slice GRAPPA (NCSG) reconstruction5. Single-band DENSE images at matched slice
locations served as reference standards for comparison.
To improve the reconstruction, we developed
a self-calibration method to fit NCSG kernels5 and coil sensitivity
maps for each slice (Figure 1B). Specifically, the artifact-generating T1-relaxation
echo was removed, followed by phase demodulation, NUFFT and temporal averaging of
images to generate kernels and sensitivity maps without calibration scans. Next,
the reconstruction employed a non-cartesian slice-low-rank approach based on a
recently-developed Cartesian slice-L+S method6, which enforces MB
data consistency, uses in- and through-plane coil information, exploits golden-angle rotation and enforces temporal low rank of multiple slices to reduce slice separation artifacts (Figure 1C). The
slice-low-rank reconstructed images were compared to non-iterative NCSG
reconstructed images5 and reference single-band DENSE images at
matched slice locations.
We evaluated the single-breathhold MB
DENSE method in 4 human volunteers, where 3 slices with 2D displacement
encoding were simultaneously acquired in a single breathhold (14 heartbeats). For
one volunteer, datasets were acquired using three different phase modulation
methods. MRI was performed on a 3T system (Prisma, Siemens) using 24-30 RF
receiver channels.Results
Figure 2A compares
NCSG and slice-low-rank, using MB3 phase modulation in the acquisition.
Slice-low-rank shows better image quality and is more similar to reference
images than NCSG.
Figure 2B illustrates
the comparison of different MB phase modulation strategies, where NCSG-reconstructed
images using MB3, Hadamard, MB3+ and reference single-band images are shown. MB3+
shows higher SNR of the myocardium than MB3 and Hadamard (arrows).
Figure 3
illustrates example results from one volunteer, where MB3 phase modulation was
used along with the NCSG reconstruction, and these images are compared to ones
using MB3+ phase modulation and the slice-low-rank reconstruction. MB3+ combined
with slice-low-rank shows significant improvement of image quality compared to
MB3 with NCSG, demonstrating fewer artifacts and better SNR.
Figure 4
illustrates example slice-low-rank and MB3+ results for 3 slices imaged
simultaneously, and, adjacently, single-band reference images. The MB images
show image quality similar to single-band images at basal, mid-ventricular and
apical locations for both magnitude and phase.
Example
circumferential strain maps (Ecc) and segmental strain-time curves
also show a close correspondence between the single-band and optimized MB
methods (Figure 5A). Correlation and Bland-Altman plots in Figure 5B, and
intraclass correlation of 0.98 quantitatively show excellent agreement between
single-breathhold optimized MB DENSE and single-band DENSE for all segments and
all three slices of four volunteers.Discussion
The proposed MB spiral cine DENSE method
with MB3+ phase modulation, self-calibration, golden-angle rotation, and a slice-low-rank
reconstruction provides single-breathhold strain imaging of the left ventricle
with excellent agreement compared to single-band cine DENSE strain. When combined with fully-automated
deep-learning strain analysis7, these methods can provide accurate
and reproducible global and segmental strain imaging with an efficient clinical
workflow, requiring the addition of just a single breathhold to any 3T cardiac
MRI protocol. Acknowledgements
This work was supported by R01HL147104.References
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