Chengcheng Zhu1, Joseph Leach1, Sinyeob Ahn2, Peter Speier3, Michaela Schmidt3, Christoph Forman3, Gerhard Laub2, David Saloner1, and Michael D Hope1
1Radiology, University of California, San Francisco, San Francisco, CA, United States, 2Siemens Healthcare, San Francisco, CA, United States, 3Siemens Healthcare, Erlangen, Germany
Synopsis
Clinical
CE-MRA of the abdomen is limited in spatial resolution/coverage, or is excessively
time consuming. We implemented a compressed sensing (CS) steady state MRA technique
with an acceleration factor of 25, achievable in a 15 second breath hold, with
0.8mm isotropic resolution and a large 48cm coverage. In an investigation on 13
patients, we found CS-MRA had higher image quality scores and vessel sharpness
compared with free breathing high-resolution MRA and clinical breath hold low-resolution
MRA, with a reduced scan time. Our proposed CS-MRA technique is promising for
the evaluation of abdominal vessels.
Introduction
Gadolinium based abdominal contrast
enhanced MRA (CE-MRA) has been widely used in clinical practice to image a variety
of abdominal vascular diseases, including aorto-iliac aneurysms and renal artery
stenosis. Ultrasmall
Superparamagnetic Iron Oxide (USPIO, Ferumoxytol) steady state MRA has been used as an
alternative when the patient has poor renal function and cannot receive
Gadolinium1. Despite the successes of
these techniques, many technical challenges persist. Free breathing acquisitions
necessitate a long scan time and may suffer from motion artifacts. Breath-hold acquisitions
reduce motion artifacts, however, the reduced scan time (~25 seconds) results
in limited coverage and lower resolution. Additionally, for some patients, a 25
second breath hold is not feasible. Novel acceleration techniques including
compressed sensing (CS) have the potential to reduce scan time and increase spatial resolution while maintaining image
quality 2, however validation in
patients is still very limited. This study aims to develop a highly accelerated
(a factor of 25), high resolution abdominal CS-MRA technique with initial validation in clinical
patients.Methods
Study
population: 13 patients with
poor renal function or history of renal transplant (not eligible for Gadolinium contrast) and a variety of vascular diseases (abdominal aortic
aneurysm, renal artery stenosis, or inflow peripheral vascular disease) were
recruited. Ultrasmall Superparamagnetic Iron Oxide (USPIO) contrast agent
(Ferumoxytol) was slowly infused into the patient before imaging. All scans were performed on a Siemens 3T
system (MAGNETOM Skyra, Siemens Healthcare, Erlangen, Germany). Sequences:
Three FLASH sequences were acquired: 1) Free breathing high-resolution MRA,
0.8mm isotropic resolution, 2 minutes scan time, 48cm FOV (head to foot
direction). 2) Clinical breath-hold low-resolution MRA, 1.3-1.5mm isotropic, 25
second breath-hold, 36cm FOV. 3) Compressed sensing breath-hold high-resolution
MRA used a prototype sequence previously implemented 2,
0.8mm isotropic, 15 second breath-hold, 48cm FOV. For the CS-MRA, the k-space data
were acquired using a highly under-sampled (R=25) Cartesian spiral phyllotaxis
sampling pattern (Figure 1) and
reconstructed directly on the scanner with an iterative SENSE technique (L1
regularized in the wavelet domain). A regularization factor of 0.002 and 20
iterations were used. The online reconstruction took 5 minutes in the background.
Image
Analysis: Two radiologists scored images (1-5 scale) of the large
vessels (aorta/iliacs) and renal arteries, and measured the aortic diameter.
Lumen to muscle contrast ratio, lumen signal inhomogeneity (SD/mean), and
sharpness were quantified and compared. Paired one-way ANOVA was used to
compare the three techniques.Results
Two radiologists had good agreement for image scoring and diameter
measurements (ICC = 0.73 and 0.99), and a qualitative and quantitative image
quality matrix for the 3 sequences is shown in Table 1. All three sequences achieved good and comparable image
quality for large vessels (average scores >3.8, p=0.11). Delineation of the
renal arteries was significantly improved with the breath-hold techniques
compared to the free-breathing acquisition, with CS-MRA achieving the best
image quality. All three techniques had comparable lumen inhomogeneity, and
aortic diameter measurements showed no dependence on acquisition. CS-MRA had
the highest contrast ratio and lumen sharpness. Sample images of an abdominal
aortic aneurysm are shown in Figure 2, and
images of the renal arteries are shown in
Figure 3. Free breathing MRA commonly suffered from breathing artifacts.
Low-resolution breath-hold MRA had limited coverage and the lowest sharpness
(resolution). Breath-hold CS-MRA had the best image quality, highest sharpness,
and the shortest scan time. Discussion
To
our knowledge, this is the first study validating compressed sensing methods
for breath hold abdominal contrast enhanced MRA. We achieved good image quality
with a factor of 25 acceleration, making 0.8mm isotropic resolution (1/5 voxel
size of clinical breath hold MRA) and a large coverage of 48cm realizable in a
15 second breath hold. While low resolution breath hold MRA was sufficient for
the evaluation of large vessels, the higher resolution of CS-MRA significantly
increased the image sharpness, improving the evaluation of smaller vessels like
the renal and superior mesenteric arteries. The shorter breath-hold (15 seconds
vs. 25 seconds for clinical CE-MRA) improves patient comfort and reduces the likelihood
of a nondiagnostic exam.
Although a steady
state contrast agent was used in this study, allowing for repeat imaging and thus
balanced evaluation of the 3 contrast-enhanced acquisitions, the CS-MRA technique
developed here can be used for first-pass Gadolinium MRA without modification. Future
work is need to evaluate its feasibility for first-pass Gadolinium MRA. Conclusion
Highly accelerated compressed sensing contrast-enhanced MRA is a
promising tool for the evaluation of abdominal vessels with high resolution,
large coverage, and short scan time. Acknowledgements
No acknowledgement found.References
1. Hope MD, Hope TA, Zhu C, Faraji F, Haraldsson H, Ordovas KG, et al. Vascular imaging with ferumoxytol as a contrast agent. AJR. American journal of roentgenology. 2015;205:W366-373
2. Stalder AF, Schmidt M, Quick HH, Schlamann M, Maderwald S, Schmitt P, et al. Highly undersampled contrast-enhanced mra with iterative reconstruction: Integration in a clinical setting. Magnetic resonance in medicine. 2015;74:1652-1660