Da Wang1,2, Jiaxin Shao1, Daniel B. Ennis1,2,3, and Peng Hu1,2
1Department of Radiological Sciences, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, United States, 2Biomedical Physics Interdepartmental Graduate Program, University of California, Los Angeles, Los Angeles, CA, United States, 3Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, United States
Synopsis
In this work, we propose a new
and more efficient flow encoding and velocity calculation strategy for PC-MRI using
a temporal modulation technique to double the temporal resolution or reduce the
scan time by 50%. This is the first study to examine a temporal modulation
strategy for an under-sampled M1-space (gradient first moment space including FC, FEx, FEy and FEz encoding steps). Our strategy can be combined
with conventional acceleration techniques, i.e. parallel imaging and compressed
sensing, to further shorten the scan time of PC-MRI.
PURPOSE
To develop and evaluate an M1-space
(gradient first moment) under-sampling phase-contrast MRI (PC-MRI) technique
with hybrid one- and two-sided flow-encoding (FE) and velocity spectrum
separation (HOTSPA) for accelerated blood flow and velocity measurement.METHODS
The temporal sampling
period of the conventional reference 4D flow PC-MRI is 4*TR*views-per-segment (VPS). In the
HOTSPA technique, the temporal sampling period is shortened by 50% to 2*TR*VPS.
This is achieved by applying two-sided FE in the z-direction (i.e. +FEz
and -FEz) and by alternating two orthogonal in-plane FE directions in the X-Y plane (i.e. X+Y and X-Y directions) in two consecutive cardiac phases
as shown in Fig. 1. Specifically, the two-sided FEz data includes a
temporal modulated velocity waveform $$$\phi_{0}(n)\pm\phi_{v,z}(n)=\phi_{0}(n)+e^{i*\pi*n}*\phi_{v,z}(n)$$$, where $$$\phi_{0}(n)$$$ is the
the flow-compensated (FC) background phase, $$$\phi_{v,z}(n)$$$ is the
signal phase associated with z-directional velocity and n is cardiac phase
number. The hybrid one-sided FEx and two-sided FEy are
used to generate a $$$\phi_{0}(n)+\phi_{v,x}(n)\pm\phi_{v,y}(n)=\phi_{0}(n)+\phi_{v,x}(n)+e^{i*\pi*n}*\phi_{v,y}(n)$$$ waveform
in the two remaining in-plane directions. $$$\phi_{v,x/y}(n)$$$ is the
signal phase associated with x/y-directional velocity. If one applies a
temporal Fourier transform of HOTSPA 4D flow data with alternating FE
directions, the Fourier velocity spectra for the three orthogonal flow
directions are shifted away from each other and can be easily separated using a
filter. Such temporal modulated FE strategy allows for separations of the
Fourier velocity spectrum into components for the FC and the three-directional (3D)
velocity waveforms, accelerating PC-MRI by encoding 3D velocities using only
2TRs (±Z and X±Y) instead of 4TRs (four M1-space
encoding steps including FC and three-directional FE) as in reference
four-point PC-MRI. The theory and workflow are shown in Fig. 2. More details
about the technique are recently published in Ref. 1. Six volunteers were
scanned at the common carotid arteries (CCAs) using four sequences: 1) 2D reference
four-point PC-MRI with three-directional FE plus the FC data, i.e. 2D FC/3FE; 2) our HOTSPA
strategy but with 2D spatial encoding, i.e. 2D HOTSPA. The 2D sequences
parameters are: TE/TR=3.9/6.3 ms, Flip Angle=20°,
VENC=100-110 cm/s, FOV=256*176 cm2, Acquired matrix size=256*176,
slice thickness=7 mm, VPS=1 and 2 for FC/3FE, 2 for HOTSPA. 3) 4D flow
FC/3FE; 4) 4D HOTSPA. The 4D sequences parameters are: TE/TR=3.6-3.9/6.2-6.4 ms,
Flip Angle=20°, VENC=100-110 cm/s, FOV=256*176*20 cm3,
Acquired matrix size=256*176*8, VPS=4.RESULTS
Fig. 3a-b
show examples of through-plane mean velocity and peak velocity measurement
(average and maximum within the vessel lumen, respectively) of the CCA
comparing three different measurements: the 1-VPS 2D FC/3FE (grey), the 2-VPS 2D
HOTSPA (blue), the 2-VPS 2D FC/3FE PC-MRI (red). The velocity measurements were
similar between the 2-VPS 2D HOTSPA and the 1-VPS 2D FC/3FE, although HOTSPA
acquisition time was reduced by 50%. However, 2-VPS 2D FC/3FE underestimated
the peak velocity by approximately 15% due to its long temporal footprint and
temporal sampling period. Across the six subjects, using the 2D 1-VPS FC/3FE as
the reference, the bias of 2D HOTSPA was -0.005 mL (-0.1% relative bias error)
with 95% Confidential Interval (CI) [-0.3, 0.3] mL for total volumetric flow
and 1.21 cm/s (1.14% relative bias error) with 95% CI [-5.1, 7.5] cm/s for peak
velocity (Bland-Altman plots of Fig. 3c-d). The peak velocity of all 12
measurements based on the 2-VPS HOTSPA and 1-VPS 2D FC/3FE PC-MRI were
significantly higher than the 2-VPS 2D FC/3FE measurements (P<0.05, one-side
paired t-test). Fig.
4a-b show examples of through-plane mean velocity and peak velocity measurement
in one slice of the 4D flow data comparing two different measurements: the 4-VPS
4D FC/3FE (red), and the 4-VPS 4D HOTSPA (blue). The 4D HOTSPA technique
generated up to 40% higher peak velocity compared with standard 4D FC/3FE. As
shown in Fig. 4c, the total volumetric flow measurements agree well between 4D
HOTSPA and 4D FC/3FE (-0.02 mL bias with [-0.3 0.3] mL 95% CI). The peak
velocity from 4-VPS HOTSPA was significantly higher than the 4-VPS standard 4D
FC/3FE (P<0.05, one-side paired t-test).DISCUSSION
In this work, we propose a new
and more efficient flow encoding and velocity calculation strategy for PC-MRI using
a temporal modulation technique to double the temporal resolution or reduce the
scan time by 50%. This is the first study to examine a temporal modulation
strategy for an under-sampled M1-space. Our strategy can be combined
with conventional acceleration techniques, i.e. parallel imaging and compressed
sensing, to further shorten the scan time of PC-MRI. CONCLUSION
The proposed HOTSPA technique
achieves nearly two-fold acceleration of PC-MRI while maintaining accuracy for
total volumetric flow and peak velocity quantification. Acknowledgements
NIH
R01HL127153References
1.
Wang D., et.al. MRM 2016 Aug 9. doi: 10.1002/mrm.26366. [Epub ahead of print]