R. Allen Waggoner1, Chisato Suzuki1, Ken-ichi Ueno1, and Keiji Tanaka1
1RIKEN Center for Brain Science, Wako-shi, Saitama, Japan
Synopsis
Keywords: Artifacts, fMRI, Multi-Echo, Multi-Shot
In regions
suffering from magnetic susceptibility effects, the use of BOLD optimized echo
combination for averaging Single-Shot/Multi-Echo EPI data across echos, leads
to voxels with improves signal but reduced BOLD sensitivity. The use of Multi-shot/Multi-Echo EPI can
suppress the susceptibility effects allowing BOLD optimized echo averaging that
retains BOLD sensitivity.
Introduction
Multi-Echo EPI1
is a technique which is growing in popularity for improving fMRI sampling
efficiency2 and for use in advanced denoising methods3. The images from different echo times can be
combined in a weighted average which accounts for variations in optimum TE for
BOLD contrast across the brain2.
These BOLD optimized weights are obtained using the following equation,
$$w(T_2^*)=\frac{TE_{n}\cdot\exp(-TE_{n}/T_{2(fit)}^*)}{\sum_n TE_{n}\cdot\exp(-TE_{n}/T_{2(fit)}^*)}\:\:\:\:Eq. 1$$
Using Equation 1 for
combing data from voxels suffering from susceptibility artifacts, will bias the
average for that voxel to data from the shortest echo time, which is least
corrupted by the susceptibility effects.
The weight obtained by Equation 1 biases the weighted average to data
close to the measured T2* for each voxel. But in areas of the brain that suffer
from susceptibility artifacts the BOLD effect is not the dominate mechanism for
T2* relaxation. So, for such voxels the
weighted average is optimized for signal but not BOLD sensitivity.
Multi-Shot EPI is an alternative approach for minimizing the impact of
susceptibility gradients on EPI data.
With Multi-Shot EPI only a subset of k-space is acquired following the
RF excitation, so multiple excitations are needed to acquire all of k-space.
The multi-shot acquisition increases the bandwidth in the phase-encode
direction, minimizing susceptibility effects.
Combining Multi-Shot and Multi-Echo will enable regaining of BOLD
sensitivity in regions suffering from susceptibility artifacts. The use of Multi-Shot/Multi-Echo EPI will
also permit acquisitions with higher spatial resolution than can be achieved
with conventional Single-Shot/Multi-Echo EPI, which will further suppress the
susceptibility artifacts. We present data
here that illustrates that the susceptibility effects weights obtain from
Equation 1 and that Multi-Shot/Multi-Echo EPI can, to some extent, restore typical
BOLD like T2* behavior in these regions, particularly at higher resolution.Methods
Experiments were performed on a 3T MAGNETOM Prisma (Siemens
Healthcare, Erlangen, Germany), using a Siemens 64-channel head/neck array and
a prototype Multi-shot/Multi-Echo EPI
sequence. For comparison, Single-shot/Multi-echo
EPI data was also acquired for each subject using a customized multi-echo EPI sequence (CMRR C2P R2016a,
University of Minnesota). The details of
each acquisition are specified in Figure 1.
The subject was a 37 yr. old male.
To illustrate the
impact of susceptibility artifacts on BOLD optimized echo combination
weighting, three points were chosen from the example slice displayed in Figure
1. Point 1 was chosen in the location of
a mild susceptibility artifact. Point 2, was located in a more severe
susceptibility artifact. For comparison,
point 3 was chosen in a location that did not suffer from susceptibility
effects. For each acquisition strategy,
the weights for BOLD optimized echo combination were determined using Equation
1.
Results & Discussion
Point 1 is location in
a region where susceptibility related signal loss is only observed in the
single-shot case. For the single-shot
case, the weights are biased toward shortest TE. For both the low- and high-resolution
multi-shot data sets, the weights are biased toward the longer TEs. In these cases, the weights are consistent
with the weights found for point 3, where there is no susceptibility
effect. Point 1 illustrates that BOLD
contribution to T2* has not changed in regions experiencing susceptibility
effects. For point 2, where the
susceptibility effect is observed for all acquisition strategies, the
optimization weights are all biased toward the short TE.Conclusions
The BOLD optimized
weights shown in Table 1, show that in locations where BOLD is not the dominate
T2* relaxation mechanism, the resulting echo combination will have low BOLD
sensitivity, even though there is image signal at that location in the combined
image. Thus, to obtain data that has both
image signal and BOLD sensitivity throughout the brain, the combination of high
resolution and Multi-Shot/Multi-Echo EPI is more effective than Single-Shot/Multi-Echo
EPI.Acknowledgements
This work was partially funded by a grant from the
Brain/MINDS project.References
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