Hen Amit Morik1, Patrick Schuencke1, and Leif Schröder1
1Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Berlin, Germany
Synopsis
We propose a method that is a Combined Approach
of Variable Flip Angle (VFA), Keyhole undersampling and Averaging
(CAVKA). It is designed to optimize the use of the limited magnetization and to
accelerate the acquisition in MRI series that suffer from low SNR and thus
require averaging. The method is applied to the acquisition of a CEST
(chemical exchange saturation transfer) image series, where the sensed nucleus
is hyperpolarized 129Xe. There
it provides ~4-fold SNR increase compared to conventional imaging without
averaging or 7-fold acceleration with the same SNR compared to imaging with averaging.
Introduction
X-nuclei based imaging (e.g.
13C, 23Na, 129Xe) usually suffers from low signal
relative to 1H MRI. Increasing the SNR by means of conventional
averaging is very time-consuming especially when a series of images is
required. Such image series are for example acquired in chemical exchange
saturation transfer (CEST), where each image is encoded after applying a
saturation pulse with a different frequency. In this study, we present a new
approach to increase the SNR and/or accelerate the acquisition of CEST measurements with hyperpolarized 129Xe. Methods
Our proposed CAVKA method combines variable flip angle (VFA) excitations1 with the “keyhole” technique and
averaging. Keyhole is a view-sharing approach that includes the acquisition of
two components: a fully sampled reference image and a series of undersampled
images2. Undersampling is achieved by
encoding only a square in the center of k-space (called keyhole). Missing data
in the periphery of the undersampled images is retrieved computationally from the
reference image. In the proposed CAVKA approach, this reference image is acquired
using averaging and the keyhole series is encoded with VFA. Merging the k-space
data of the keyhole and reference images and the subsequent image
reconstruction are done in self-written software in Python. All measurements
were performed on a 9.4T pre-clinical MRI scanner (Bruker, Germany). Xenon hyperpolarization
is achieved through spin exchange optical pumping3 using a home-built polarizer. All results shown come from a two-compartment phantom experiment, where the
outer compartment is filled with H2O and the inner one with a CEST
agent solution (10 μM Cryptophane-A in H2O + 0.2%
DMSO). Hyperpolarized 129Xe
gas was bubbled directly into the solutions.Results
Our approach
increases SNR since VFA divides the available magnetization according to the chosen
number of phase encoding steps. The lower this number, as in an undersampled
image, the higher the magnetization per readout line. Additional de-noising is
achieved, for the entire CEST image series, by the averaged reference image. Fig.1
shows three images: a conventional (non-hybrid) image (A), a hybrid image with
VFA-enhanced center and non-averaged periphery (B) and the CAVKA image
with VFA-enhanced center and averaged periphery (C). The transition from A to B
shows the signal intensity increase due to VFA encoding and the transition from
B to C shows the noise reduction due to averaging of the periphery. Importantly,
the combination of both enables a ~4-fold SNR increase from A to C.
Quantification of the SNR in the images that were composited according to our
method is presented in Fig.2. The plot shows the SNR as a
function of the number of averages of the reference image for three different
undersampling factors of R = 1.33
(green), R = 2 (orange) and R = 4 (blue). In addition, a linear fit
is included (dashed gray line) to show the theoretical SNR values when both,
the periphery and the keyhole region, were averaged. For a fixed undersampling
factor, the SNR increases for increasing number of averages. More important,
the SNR further increases with increasing undersampling factors and almost
reaches the level of the reference line for CAVKA-4 (i.e., R = 4). The outcome of applying the method to an
image series is presented in Fig. 3. It shows the
comparison between two z-spectra: one based on the proposed CAVKA method (blue)
and the other based on fully sampled and averaged images (orange). It displays
a very good agreement between the two spectra by their almost complete overlap.
In particular, this match applies to the CEST contrast at -132 ppm. However,
using CAVKA leads to a significant reduction (7-fold) in the acquisition time
compared to the fully sampled and averaged series. Discussion
The two components of CAVKA optimize the utilization of the
available magnetization according to the number of phase encoding steps. In addition,
the accelerated acquisition of this method is achieved by the reuse of averaged
data from the reference image for the entire undersampled series. The CAVKA method
is particularly useful to accelerate image acquisitions for setups that suffer
from low SNR and demands for averaging. Some limitations apply for capturing
dynamic changes of small areas along the image series where an excessive undersampling
factor corresponds to a small keyhole and might not capture such dynamic
changes that manifest in the periphery. However, in the presented CEST case, a keyhole
size of just 4x4 was still enough to capture the CEST contrast between the two
different compartments.Conclusion
In this work, we have introduced a method that deals with
low SNR in MRI series. Such conditions particularly occur for X-nuclei or
limited magnetization from dilute hyperpolarized agents. Such scenarios often do not allow for long
acquisition times. In addition, future in vivo applications of the HyperCEST
method face reduced SNR compared to in vitro experiments where a large
potential of this method has been demonstrated. Acknowledgements
No acknowledgement found.References
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