Takashi Fujiwara1, Lorna Browne1, Ladonna Malone1, Quin Lu2, Brian Fonseca3, Michael DiMaria3, and Alex J Barker1,4
1Department of Radiology, Section of Pediatric Radiology, Children's Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, CO, United States, 2Philips Healthcare NA, San Francisco, CA, United States, 3Department of Pediatrics, Section of Pediatric Cardiology, Children's Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, CO, United States, 4Department of Bioengineering, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
Synopsis
We
investigate the feasibility of the accelerating 4D flow with compressed sensing
and online reconstruction in pediatric patients. In-vitro models and imaging in
pediatric patients was performed and hemodynamic quantification was compared to
conventional approaches. The results demonstrated flow metrics and clinically
relevant indices measured by 6-fold accelerated CS were in good agreement with
those measured by conventional acceleration techniques, with scan time savings
of 30.2%. This suggests the feasibility of using CS 4D flow for pediatric
patients in the clinical setting.
Introduction
4D flow MRI is a promising tool for assessing
complex hemodynamics in pediatric patients with congenital heart disease. However,
large fields of view (FOV) are often required to cover all heart chambers and proximal
vessels, causing long scan times that are difficult for young patients under
sedation. As a result, clinical translation of 4D flow MRI in pediatric imaging
has been limited. Recent compressed sensing (CS) studies in adult volunteers
and patients have shown promising results with scan time reductions that maintain
hemodynamic accuracy. The studies, which have used an ‘aorta’ FOV and CS acceleration
rates of 6-8, found good accuracy compared to fully sampled data, with slightly
lower peak velocities1,2. However, the feasibility of CS-accelerated
pediatric ‘whole heart’ 4D flow MRI is still unclear and translation is
challenged by a lack of online reconstruction. Thus, this study investigates the
feasibility of using CS 4D flow with online reconstruction to quantify hemodynamics
in in-vitro models and a cohort of pediatric congenital heart disease patients.
In addition to traditional flow measurements,
we investigate the accuracy of CS 4D flow to obtain disease specific
measurements, such as cardiovascular shunting (Qp:Qs), regurgitant fraction
(RF) in tetralogy of Fallot (TOF) patients, and maximum velocity in coarctation patients. Methods
All 4D flow
scans were obtained on a Philips Ingenia or Elition 3T MRI using vendor
supplied 16 channel posterior coils and 16 channel anterior coils. In-vitro
models were scanned with no acceleration (i.e. fully-sampled), parallel imaging
(SENSE), and a vendor optimized parallel imaging and CS approach (Compressed
SENSE, hereafter ‘CS’). To limit scan time, in-vivo scans were conducted with parallel
imaging-only followed by the CS approach. Acceleration factors of 4 (SENSE) and
6 (CS) were used for all scans. Post-processing corrected for eddy currents,
noise, and velocity aliasing using in-house code (MATLAB). Scan parameters are
found in Table 1.
In-vitro:
A straight compliant tube (23.3cm in length, 1.7cm in diameter with Young’s
modulus of 2MPa) filled with gadolinium-doped water was connected to a pulsatile
flow pump set to three stroke volumes (SV) and heart rates (HR): (25ml, 96bpm);
(30ml, 80bpm); (45ml, 50bpm). Peak flow rate, peak velocity and net flow were
measured at three different locations (EnSight, ANSYS Inc.) (Fig.2A). Two stenoses were subsequently
created by constricting the tube to 74% (Mild) and 81% (Severe) and flow was measured
at SV=30ml and HR=70bpm. Peak velocities at the stenosis were measured with a maximum
intensity projection (MIP) of systolic velocity and flow was qualitatively
compared by systolic streamlines.
In-vivo:
15 pediatric/young adult patients were enrolled for this IRB-approved study (demographics
and scan parameters, Table 1; Field of view, Fig. 1A). Flow quantification was
performed similar to the in-vitro protocol, with the aorta and pulmonary
arteries segmented to extract aortic/pulmonary velocities (3D slicer). Flow at seven
anatomic landmarks was measured (Fig. 1B). Qp/Qs, and regurgitant fraction were
measured and the maximum coarctation velocity was computed by a systolic
velocity MIP (when relevant). Results
In-vitro:
The model without stenosis showed the flow measurements had a maximum
difference of 3.0% (fully-sampled vs. SENSE) and 1.5% (fully-sampled vs. CS)
(Fig.2B-D). In the stenosis model, peak velocities at the mild stenosis showed
a maximum of 3% difference (fully-sampled vs. CS), while lower velocities were
measured with SENSE and CS at the severe stenosis (14%, Fig. 2E-H).
In-vivo:
All images were successfully acquired. The pulmonary arteries were not analyzed
in three patients (hemi-Fontan circulation in two patients and severe aliasing in
a patient with dysplastic pulmonary valve). In total, quantitative analysis included
15 aortas and 12 pulmonary arteries. CS had consistently faster scan times,
3:47±1:09
vs. 5:23±1:34
min, a reduction of 30.2% (Table 1, p < 0.01). Peak flow, peak velocity and
net flow were not significantly different between SENSE and CS (p<0.08,
Table 1). Averaged flow waveforms were similar
(Fig. 3). The maximum coarctation velocities were similar with a mean difference
of 0.11m/s (Fig.4AB). RF was also similar with mean difference of 3.2%
(Fig.4CD). Qp/Qs was not statistically different (p = 0.14, Fig.4E).Discussion
Flow measurements by CS with 6-fold acceleration agreed with those obtained
with parallel imaging and fully sampled data. The previously-reported trend
of peak flow underestimation was not found in the flow waveforms2, possibly
because this implementation of CS did not apply sparse sampling to the temporal
direction1. Instead, slightly lower peak velocities at the location
of severe stenosis in the in-vitro model was found, a phenomena that has also
been previously reported2. Nonetheless, CS showed equivalent flow
quantification values as SENSE with shorter scan times. Further investigation in
complex CHD is necessary to better understand the limitations of the CS in
severe stenosis.Conclusion
6-fold accelerated 4D flow MRI with CS was accurate for flow
quantification in pediatric patients within 4 minutes, suggesting feasibility
for pediatric use. Complex flow measurements such as those found post-stenosis
flow, should be performed with care.Acknowledgements
No acknowledgement found.References
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