R. Allen Waggoner1, Thorsten Feiweier2, and Keiji Tanaka1
1Laboratory for Cognitive Brain Mapping, RIKEN - Center for Brain Science, Wako-shi, Japan, 2Siemens Healthcare GmbH, Erlangen, Germany
Synopsis
On clinical scanners, high
b-value diffusion studies using SE-EPI suffer from the need for long TEs, which
leads to signal loss due to T2 decay.
Stimulated-Echo EPI permits high b-values together with short TEs on
clinical scanners. We demonstrate that
tractograms obtained from high b-value STE-EPI images are clean even in regions
where tractograms from SE-EPI images with the same b-values break down.
Introduction
Recent studies using very high
performance gradient coils have shown the value of acquiring high b-value
diffusion-weighted (DW) data, with short echo times.1,2 This significantly improves SNR in the
heavily DW images. But the maximum
gradient strength available in those studies is not available on clinical MRI
scanners. The use of Stimulated-Echo EPI
(STE-EPI) enables the acquisition of heavily diffusion-weighted data with
clinically available gradient coils, while keeping TE short. This is accomplished by extending the T1-dependent
mixing time TM (see Fig. 1A) to increase Δ, without increasing TE. The use of Stimulated-Echoes for DW images
predates even DTI,3 but it is not widely used
because at low b-values, Spin-Echo EPI (SE-EPI) has better SNR. The use of Stimulated-Echoes as a tool for studying
diffusion in systems with long T1s and short T2s is an idea that even predates
MRI.4 Dhital and Turner
showed that at 7 Tesla, STE-EPI has higher SNR than SE-EPI at long echo times
(TE + TM).5 In this study, we show that at high b-values STE-EPI can
yield higher-quality results than SE-EPI on a clinical 3T scanner as well.Methods
Experiments were performed on a
3T MAGNETOM Prisma (Siemens Healthcare, Erlangen, Germany), using a Siemens
32-channel head coil and a prototype STE-EPI sequence. For comparison, SE-EPI data was also acquired
for each subject using a customized multi-band DTI sequence (CMRR C2P R2016a,
University of Minnesota). For both
sequences, 60 2mm-thick slices were acquired with a multi-band factor of 2,
iPAT=2, and Partial Fourier=7/8. The
in-plane resolution was 2x2 mm2, with an FOV of 192x192mm2. The values of TR, TE, Δ, and 𝛿, are given in Fig. 3. The nominal b-values in each case were b=0
(11 volumes), 2500 (48 directions) , 5000 (48 directions) s/mm2;
however, primarily due to crusher
gradients, the actual minimum b-values were 5 s/mm2 (SE-EPI) and 85
s/mm2 (STE-EPI). The use of
the long Δ does
significantly increase the overall acquisition time for the 107 volumes
acquired using each pulse sequence, from 7.4 mins. for SE-EPI to 22.6 mins.
for STE-EPI. Two subjects were studied
(one female), average age 40yrs.
Each
data set was distortion corrected and motion corrected, using FSL's topup and
eddy.6 A PCA-based denoising
algorithm, dwidenoise, was applied.7,8 Then, multi-shell multi-tissue constrained
spherical deconvolution (MSMT-CSD) in MRtrix38 was used to estimate
fiber orientation distributions.8,9 500,000 fiber tracts were
generated from random seeds throughout the white matter using the fiber
orientation distributions, and tracts shorter than 30 mm were removed.Results & Discussion
Fig. 2 shows example images at each b-value for both STE-EPI
and SE-EPI, from subject A. At the
higher b-values, the STE-EPI images are clearly cleaner, especially in the
inferior portion of the brain, the region farthest from the receive array. The long Δ and therefore long TM of
the STE-EPI b=0 images causes the crusher gradients to add noticeable diffusion
weighting (b=85 s/mm2) and thus stronger gray matter/white matter
contrast than in the SE-EPI b=0 images.
The much shorter TE of the STE-EPI images (47 ms vs 90.4 ms) results in
less signal drop-out in the orbitofrontal region than in the SE-EPI images.
Fig 3.
Shows the tractograms for both subjects and each pulse sequence. The STE-EPI tractograms are relatively clean
over the entire brain, including the cerebellum. In regions close to the receive coils and
therefore higher in SNR, the SE-EPI tractograms are also largely free of randomly
oriented tracts. In the inferior part of
the brain, especially toward the middle of the brain, the tracts appear to be
largely random, clearly suffering from the poor quality of the underlying data.Conclusions
High b-value DW data enables characterization of the complex
fiber orientation distributions present in voxels containing multiple fiber
bundles. Obtaining such data is
difficult with clinically available gradient coils, when using SE-EPI, because
long TEs are needed with a corresponding signal loss due to T2 relaxation. As we have demonstrated here, STE-EPI permits
high b-values, while minimizing TE by use of a long Δ (and TM). Thus STE-EPI seems to be an ideal sequence
for high b-value DTI studies on clinical MRI scanners.Acknowledgements
This work was partially funded by a grant from the
Brain/MINDS project.References
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