Daeun Kim1, Rodrigo A. Lobos1, Jaume Coll-Font2,3,4, Maaike van den Boomen2,3,4, John Conklin2,5,6, Jianing Pang7, Daniel Staeb8, Peter Speier9, Xiaoming Bi10, Brian Ghoshhajra5,6, Justin P. Haldar1, and Christopher T. Nguyen2,3,4
1Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA, United States, 2A. A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, United States, 3Cardiovascular Research Center, Cardiology Division, Massachusetts General Hospital, Charlestown, MA, United States, 4Department of Medicine, Harvard Medical School, Boston, MA, United States, 5Department of Radiology, Massachusetts General Hospital, Charlestown, MA, United States, 6Department of Radiology, Harvard Medical School, Boston, MA, United States, 7Siemens Medical Solutions USA Inc., Chicago, IL, United States, 8Siemens Healthcare Pty Ltd, Melbourne, Australia, 9Siemens Healthcare GmbH, Erlangen, Germany, 10Siemens Medical Solutions USA Inc., Los Angeles, CA, United States
Synopsis
Conventional
clinical cardiac MRI protocols use a large number (>20) of breath-holds for
capturing cinemagraphic (CINE) scans of the heart in various views. We
hypothesize simultaneous multi-slice (SMS) CINE can be further accelerated
using a reduced FOV and a novel approach based on Region-Optimized Virtual (ROVir)
coils, which can potentially achieve single breath-hold whole heart CINE. We
demonstrated the feasibility of combining SMS and ROVir for highly accelerated
CINE imaging (8-fold reduced scan time), enabling single breath-hold whole ventricular
acquisition. Single breath-hold SMS+ROVir whole-heart CINE yielded cardiac
function parameters with no significant bias when compared to SMS CINE.
Introduction
Conventional
clinical cardiac MRI protocols use a large number (>20) of breath-holds for
capturing cinemagraphic (CINE) scans of the heart in various views. Patients become
fatigued from this kind of scan protocol, decreasing quality of breath-holds
and consequently degrading image quality. Recent advances in accelerated
techniques such as simultaneous multi-slice (SMS)1 and compressed sensing2 have been employed to drastically
reduce CINE imaging scan time and the number of required breath-holds. One
potential method capable of further accelerating CINE imaging is to drastically
reduce the FOV to only include the heart, which could result in 4 to 5-fold
acceleration3. However, naively reducing FOV will normally
result in severe aliasing. In this work, we hypothesize that reduced-FOV SMS
CINE can be achieved by using a novel beamforming approach, Region-Optimized VIRtual
(ROVir) coils4, which can use the characteristics of a multi-channel receiver
array to suppress signal from unwanted spatial regions. This technique can potentially
achieve single breath-hold whole heart CINE. We test the proposed single
breath-hold SMS+ROVir CINE against conventional multi- breath-hold CINE in
normal volunteers with respect to contrast to noise ratio (CNR) and standard
cardiac function parameters.Methods
Pulse Sequence Design and Image Reconstruction: SMS bSSFP CINE was achieved by implementing a gradient-controlled local Larmor adjustment (GC-LOLA 1) to restore the frequency response and stabilize banding artifacts across SMS acquired slices. GC-LOLA unbalances the slice gradient by a small constant and homogenizes RF phase cycles across all slices by adjusting the local Larmor frequency and aligning slice-specific frequency responses. This allows for predictable band placement across all slices and removes banding artifacts that might otherwise disrupt image quality (i.e. banding in blood pool). Prior to image reconstruction, virtual coils were obtained using ROVir, which linearly mixes the original receiver array channels in a way that optimally maximizes signal from the region of interest while also suppressing signal from unwanted spatial regions4 (Figure 1). SMS k-space data reconstruction from the ROVir coils was then performed with Split-Slice GRAPPA5.
In
vivo Study: Four
healthy subjects were recruited with institutional IRB and scanned on a clinical
3T system (MAGNETOM Prisma, Siemens Healthcare, Erlangen, Germany). Full FOV
(360mm x 360mm; matrix = 225 x 225) and 4-fold reduced phase encoding FOV (360mm
x 90mm; matrix = 225 x 56) whole ventricular CINE were acquired with the
prototype SMS (factor 2) using matching bSSFP CINE sequence parameters (TR =
3.1ms, TE = 1.8ms, alpha = 28º, SMS factor = 2, 1.6x1.6x10mm3,
temporal resolution = 49.6ms, 8 slices, 25% gap). For full FOV measurements, 4
breath-holds were needed to cover the whole LV. A single cardiac phase from the
full FOV measurement was used as calibration data for ROVir. For reduced FOV
measurements, only a single breath-hold was needed. Noise scans were also
performed by turning off the RF and collecting 200 samples of noise at each
pixel with the same CINE sequence parameters above.
Image
Analysis: CNR
analysis was performed by first calculating the variance at each pixel from the
noise scans. Afterwards, the absolute signal difference of the left ventricular
myocardium and the blood were normalized by the noise estimates. Cardiac
function parameters including end diastolic volume (EDV), end systolic volume
(ESV), and ejection fraction (EF) were calculated with manual segmentation. Statistical
comparisons were performed with Wilcoxon rank test to test for differences with
a significance level of 0.05.Results
For
reduced FOV CINE, reconstructing with either SMS only or ROVir only resulted in
significant aliasing, severely degrading image quality when compared to the full
FOV reference CINE (Figures 2 and 3). The proposed combination of SMS+ROVir substantially
reduced aliasing (qualitatively) from both in-plane and through-plane
sub-sampling. For all subjects, myocardial to blood CNR for single breath-hold
SMS+ROVir CINE (35.8 ± 5.9) was significantly (p=0.02) decreased compared with
reference full FOV CINE (38.4 ± 6.1). However, cardiac function parameters for
single breath-hold SMS+ROVir CINE (EDV = 126.8 ± 12.2 ml; ESV = 49.5 ± 12.7 ml;
EF = 61.3 ± 4.9 %) was not significantly different compared with full FOV SMS
reference CINE (EDV = 127.5 ± 12.1 ml; ESV = 53.1 ± 9.7 ml; EF = 59.4 ± 6.8%) (Figure
4). Conclusion
We
demonstrated the feasibility of combining SMS and ROVir reconstruction for
highly accelerated CINE imaging (8-fold reduced scan time), thus enabling
single breath-hold whole ventricular acquisition. Single breath-hold SMS+ROVir
whole-heart CINE yielded cardiac function parameters with no significant bias
when compared to SMS CINE. Future work will include combining SMS+ROVir with
compressed sensing reconstructions for further acceleration and evaluating its potential
utility in patients with a variety of cardiomyopathies. Acknowledgements
This work
was partially funded by the National Institutes of Health awards R01HL135242
and R01HL151704.References
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