Datta Singh Goolaub1, Ye Tian2, Joshua F.P. van Amerom1, John Wood3,4, Jon Detterich4, Krishna S. Nayak2, and Christopher K. Macgowan1,5
1Translational Medicine, The Hospital for Sick Children, Toronto, ON, Canada, 2Ming Hsieh Department of Electrical and Computer Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, United States, 3Biomedical Engineering, University of Southern California, Los Angeles, CA, United States, 4Division of Cardiology, Department of Pediatrics and Radiology, Children's Hospital Los Angeles, Los Angeles, CA, United States, 5Medical Biophysics, University of Toronto, Toronto, ON, Canada
Synopsis
Keywords: Prenatal, Fetus
In this study, we demonstrate the
feasibility of CINE fetal CMR at 0.55 T at multiple spatial resolutions. First,
real-time images are reconstructed for motion-correction and cardiac gating. Fetal
cardiac CINEs are then reconstructed using the corrected data. Retrospective CINEs
have higher SNR relative to their corresponding real-time reconstructions. Feasibility
of the pipeline is demonstrated for up to 1.0 mm in-plane resolution. Good
cardiac structure conspicuity is observed at coarse spatial resolutions in
real-times and at all spatial resolutions in CINEs.
Introduction
Fetal cardiovascular MRI (CMR) faces several challenges such as small
cardiac structures, high heart rates and uncontrollable motion [1], [2]. Dynamic imaging in the form of
real-time images or cardiac-gated CINEs allow for visualizing moving structures
to aid pathology assessment.
Recently developed
lower field, wider bore MRI systems (0.55 T, 70 cm) have potential for providing
a more comfortable and accessible platform for fetal CMR. The goal of this work
is to demonstrate and compare real-time and CINE reconstructions of spiral SSFP
of the human fetal heart at 0.55 T. Real-time reconstructions allow for dynamic
visualization of cardiac function and anatomy but are limited by low signal-to-noise
ratio (SNR) at high spatiotemporal resolutions. On the other hand, CINE
reconstructions combine data acquired over many heart beats to yield dynamic
visualization with high SNR but are limited by motion corruption and the need
for a cardiac gating signal. Here, we apply motion-correction with a CINE
reconstruction framework for fetal spiral SSFP, previously developed for radial
imaging at 1.5 T [3], and demonstrate its utility for
fetal CMR at high spatiotemporal resolution with spiral imaging at 0.55 T.Methods
Four human pregnancies (Fetus 1-4, gestational age 32-34 weeks) were
imaged under free breathing conditions using a whole-body 0.55 T scanner (prototype
Magnetom Aera, Siemens Healthineers, Erlangen, Germany) equipped with
high-performance shielded gradients (45 mT/m amplitude, 200 T/m/s slew rate).
Acquisitions were performed with the following parameters: field-of-view = 240×240
mm2, slice thickness = 4 mm, spatial resolutions = 1.0×1.0 mm2,
1.5×1.5 mm2, and 1.7×1.7 mm2, spiral arms = 2600–3500,
interleaves = 63, echo time = 0.9 ms, repetition time = 5.7 ms, flip angle = 90o,
and trajectory = pseudo golden angle (repeated after every 144 arms).
As shown in Figure 1, real-time reconstructions were performed with
compressed sensing (CS, temporal finite difference: 0.08) using 15 arms with 10
arms shared between frames (interpolated temporal resolution of ~29 ms) using
framework from [4]. Translational motion correction and
data rejection from through-plane motion were performed on the real-time reconstructions.
Motion-corrected real-times were then used to derive the fetal heart rate using
metric optimized gating (MOG) [5]. The gated motion-corrected k-space
was then reconstructed into a CINE (20 cardiac phases, temporal resolution
~22ms) using CS (temporal finite difference: 0.02). Real-time and CINE
reconstructions were compared for image quality using SNR.
To assess the effect of acceleration on CINE image quality, the 1.0 mm
resolution data was also reconstructed into CINEs using increasing number of arms
(250 to 2500 at increments of 250, where 250 arms corresponded to 1.425 s).
Normalized root-mean-squared difference (NRMSD) was quantified, using a CINE
reconstruction from all available data as reference [3]. Finally, to assess reproducibility
of the measurement, the data was divided into 2 windows of 1250 independent arms
and the NRMSD between each reconstruction and the previous reference was
computed.Results and Discussion
Figure 2 shows representative real-time and CINE reconstructions in
Fetus 2 along with a summary of motion parameters (translation range: [4.1 4.6]
mm, mutual information: 0.9 ± 0.1) and fetal RR interval (434 ± 13 ms) derived
from the real-time images. Figure 3 compares real-time and CINE images, reconstructed
from the same acquisitions, from each fetus. For real-time reconstructions, the
measured SNRs across all fetuses were 10 ± 1, 9 ± 3 and 6 ± 1 for
resolutions of 1.7 mm, 1.5 mm, and 1.0 mm, respectively. At increasing
spatial resolution, real-times degraded with cardiac details becoming less
conspicuous with decreasing SNR. The lower SNR in 1.0 mm real-times still
allowed for motion correction and MOG. Similarly, CINE SNR measurements decreased
with increasing spatial resolution (28 ± 9, 27 ± 4 and 12 ± 3,
respectively) as expected. At each resolution, CINE reconstructions had better SNR
(3 ± 1 times) than their corresponding real-times, with CINE at 1.0 mm still providing
better SNR than real-times at 1.7 mm. Since CINE reconstructions combine more
data into each image frame, they provide higher SNR and improve conspicuity of cardiac
structures, particularly at high resolution.
Figure 4 shows the effect of undersampling on CINE image quality, with NRMSD
error decreasing monotonically with increasing number of arms. Errors in the
undersampled data sprout from 3 sources: (1) increased noise and undersampling
artifacts, (2) variation in data rejection in motion correction, and (3)
variation of spiral arm clustering at different segments of the fetal heart
rates. Assuming an acceptable NRMSD value is 10 %, CINE reconstructions can be
achieved with as few as 1250 arms.
Figure 5 depicts the reproducibility of CINE reconstruction. The average
NRMSD across all fetuses was 11 ± 4 %, showing good consistency between the
reconstructions of independent data. Note the first window in Fetus 2 had the
highest error (19 %) owing to signal not having reached steady state in that
period, leading to residual artifact.Conclusion
We have demonstrated the feasibility of fetal
CINE SSFP CMR at 0.55 T. Real-times showed good visualization but can be limited
by SNR at the highest spatiotemporal resolutions. Motion corrected CINEs were
of high quality at resolutions up to 1.0 mm spatial and 20 ms temporal.Acknowledgements
Christopher Macgowan and Krishna Nayak have joint senior authorship.
This work was supported by USC Provost’s Strategic Direction for Research Award and KSOM Dean’s Pilot Grant.
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