Kevin Moulin1,2,3, Mike Loecher1,2, Matthew J Middione1,2, and Daniel B Ennis1,2,3
1Department of Radiology, Stanford University, Stanford, CA, United States, 2Department of Radiology, Veterans Administration Health Care System, Palo Alto, CA, United States, 3Cardiovascular Institute, Stanford University, Stanford, CA, United States
Synopsis
Traditional diffusion encoding
waveforms are usually composed of two symmetric trapezoidal gradients (TRAP). Shape-free arbitrary (ARB) gradient waveforms
offer a higher b-value than ARBs. They can be designed analytically and symmetric or
numerically and asymmetric. The
objectives of this work were to
analyze the performances of ARB and TRAP for asymmetric numerically designs and
for symmetric analytically designed diffusion encoding gradient waveforms.
Introduction
Diffusion weighted imaging (DWI) is a widely
used non-contrast technique that probes the thermally driven displacement of
water molecules. For a traditional spin echo implementation, the diffusion
encoding gradient waveforms are designed using two symmetric trapezoidal (TRAP)
gradients on either side of the 180-degree refocusing pulse. More advanced
implementations using symmetric gradient design have also been proposed to meet
constraints such as a motion compensation with gradient moment nulling for liver
or cardiac DWI1,2.
Recently, asymmetric gradient waveform
design, with a varying number of gradients before and after the refocusing
pulse, have been shown to afford better b-value performance than
symmetric designs3. In general, asymmetric gradient waveform design is
performed by numerical optimization3-6 and can meet a variety of
constraints, such as motion compensation, eddy current compensation7,
Maxwell compensation8 or to reduce peripheral nerve stimulation
(PNS). These numerical optimizations generate arbitrary (ARB) shaped gradient
waveforms, which are not-necessarily TRAP in shape. For practical reasons,
these ARB shapes may be approximated as a set of TRAP waveforms. However, this
approximation trades-off precision relative to the design constraints. ARB
gradient waveforms can be complicated to implement, but offer several advantages
over TRAP gradients. In symmetric design, ARB
gradient waveforms offer advantages relative to TRAP designs, including maximizing
the diffusion sensitivity to microscruture9,10 and limiting PNS
without de-rating slew rate limit on the gradient system11.
The
first objective of this work was to
analyze the eddy current and motion compensation performances of asymmetric numerical
designs, before and after converting them from ARB to TRAP waveforms. The second objective was to analyze the
benefit for b-value and PNS of an ARB ramp-up gradient over TRAP
gradient for traditional symmetric analytical designs.Methods
All the diffusion encoding waveforms
were designed in silico for a fixed DWI
protocol (FOV=300x300mm2, matrix=128x128, GRAPPA 2x, slice thickness=5mm, BW=2056Hz/px, b-value =500s/mm2,
6 diffusion directions, TE=90ms, TR=1000ms). The hardware (3T Prisma, Siemens
Healthineers) was rated at Gmax=80mT/m, SRmax=200mT/m/s derated to
SRlimit=50mT/m/s for PNS purposes. The waveforms were described by
the moments gradient:
$$M_n=\int_{0}^{TE}G(t).t^n.dt$$
where M0≈0 is required
for imaging while a nulled first (M1=0) and/or second (M1=M2=0)
moment offers velocity and acceleration compensation, respectively.
For the first objective, the performance of ARB and TRAP gradients were
compared for asymmetric gradient waveforms design. Waveforms were generated
numerically using the GrOpt toolbox5, wihich produces ARB waveforms
that can be converted to TRAP (Fig. 1). Owing to digitization errors, the resulting
set of TRAPs need to be balanced to ensure a strict M0=0 by changing
the gradient amplitude of one of the TRAPs. ARB waveforms with motion
compensation (M1=M2=0) and with eddy current nulling (single
nulled eddy current constant λ=20ms) were generated and compared before and
after being converted to TRAP waveforms. For analysis, a full eddy current
spectrum ranging from λ=0 to λ=200ms was used.
For the second objective, the ARB and TRAP symmetric gradient waveforms
were studied in terms of b-value and PNS. To avoid PNS stimulation,
gradient waveforms are usually strongly slew rate limited, which limits the
maximum achievable b-value for a given gradient amplitude and duration.
An ARB waveform that maximizes b-value and avoid PNS can be designed by
using a cubic polynomial ramp-up with one degree of freedom:
$$G_{RampUp}(t)=G_{Max}(1-exp(a.t+a^2.t^2+a^3.t^3))$$
where a is parameter that can be analytically selected to maximize the
slew rate and limit PNS. Here, symmetric TRAP waveforms were designed
analytically with SRmax=200mT/m/s and SRlimit=50mT/m/s were compared to the ARB waveforms in terms of b-value and PNS limit.Results
An example of motion compensated ARB
waveforms (M1=M2=0) designed numerically with GrOpt is
given in Figure 2. The ARB waveforms were then converted to TRAPs and balanced.
This conversion increased the zero, first and second order gradient moments. The
ARB waveform design had M0=1x10-6mT•s/m, which increases
after TRAP conversion to M0=2.4x10-2mT•s/m, but can be reduced
by two orders of magnitude after balancing the TRAPs (M0=-7.8x10-5mT•s/m). The motion compensation constraint was met for the ARB waveforms
(M1=-1x10-9mT•s2/m,
M2=-7.9x10-13mT•s3/m), but significantly
increased after conversion (M1=5x10-4mT•s2/m,
M2=1.2x10-5mT•s3/m) and balancing (M1=1.1x10-5mT•s2/m, M2=1.2x10-6mT•s3/m). For comparison, a monopolar
waveform with the same timing would resulted in M0=1.7x10-14mT•s/m,
M1=-4.4x10-2mT•s2/m and M2=-2.7x10-3mT•s3/m.
The eddy current ARB waveform numerically designed (Figure 3) reduces the eddy
current magnitude over the full range of the spectrum and remains essentially
the same for unbalanced and balanced TRAP waveforms. When the waveform is
designed to mitigate eddy currents using λ=20ms, the resulting eddy current
magnitude was 1x10-3 for ARB, 8x10-3 for the unbalanced
TRAP, and 10x10-3 for the balanced TRAP. For comparison, a monopolar
waveform would have an eddy current magnitude of 27 at λ=20ms.
Finally, symmetric
motion compensated waveforms (M1=M2=0) with SRmax
and SRlimit were compared to an ARB cubic ramped waveforms (a=1.5x10-3) in Figure 4. The b-value
of the TRAP waveforms with SRmax (b-value=504s/mm2)
can be nearly matched by the ARB (b-value=496s/mm2) while
avoiding PNS stimulation (PNS<1).Discussions and Conclusion
Despite a more complex implementation,
ARB waveforms can meet precise design
constraints defined in the numerical optimization while their conversion to TRAP
waveform is usually at a cost of performance. ARB waveforms are also valuable
in analytical symmetric designs to optimize the b-value while managing PNS. Acknowledgements
R01 HL131823
AHA
post-doctoral fellowship AHA-20POST35210644.
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