Chennagiri Rajarao Padma1, Jayashree Ganguly2, Hemanth Thayyullathil2, Naveen Bajaj2, Yogesh Kannan Mariappan 2, and Sairam Geethanath1
1Medical Imaging Research Centre, Dayananda Sagar Institutions, Bangalore, India, 2Philips Innovation Campus, Bangalore, India
Synopsis
Selective excitation using Multix and Active
contouR Technique (SMART) proposed here, is an optimization framework for the
joint design of k-space trajectories and radio frequency pulses. The
combination of active contour and the multix has been done for the first time
which allows the use of arbitrary k-space trajectories. SMART has been prospectively implemented on two
channel 3T Philips Ingenia system for different geometric shapes and organs to
demonstrate arbitrary volume selective excitation and has shown improved
excitation profile. Current and future work involves implementation on in-vivo
studies.
Purpose
Selective
excitation using Multix and Active contouR Technique (SMART) has been used to demonstrate arbitrary
k-space trajectory design and implementation for selective excitation for
arbitrary shape . Implementation was done using optimized Excitation field of View (XFOV) shape dependent k-space trajectories to achieve organ specific excitation and water
suppression. Methods
In silico simulation:
SMART
was implemented using k-space trajectories obtained by the active contour method.
Trajectories kx and ky are dependent on the desired excitation pattern XFOV. A single-shot excitation k-space trajectory
designed based on contours derived from the active contour segmentation1
of excitation k-space. Figure 1 shows the psuedo code for SMART implementation.
The following gradient parameters were used for in silico and in vitro phantom
experiments: Gmax = 45mT/m and SR = 200mT/m/ms (specifications matched to a 3T
Multix 2 channel transmit, Philips Ingenia). A trajectory was designed which
supported 4mm X 4mm resolution, a FOV of 128mm X 128mm and an XFOV of 24mm X
24mm resulting in pulse duration (T) of 4ms. Optimized gradients Gx
and Gy oscillate in a manner so that the kx and ky coordinates are optimally sampled by subjecting it
to maximum gradient amplitude (Gmax) and slew rate (SR) constraints. Optimized
gradients and the integration matrix were then
provided to the convex optimization tool (cvx)2 to optimize RF
pulses3. Normalized Root Mean
Square Error (NRMSE) between the obtained magnetization and desired
magnetization was computed to quantify excitation error. SMART was implemented for different geometric shapes and
organ shape such as liver, and compared with the spatial domain method3.
All the simulations were performed in Matlab 2013a, The Mathworks Inc.,
Boston MA. In vitro phantom study:
SMART was implemented for two geometric shapes and an
organ shape (liver). Prospective
implementation was performed on the two channel 3 T Philips Ingenia using a
spherical homogeneous CuSO4 phantom.Results
In silico
: Figure 2 shows SMART
implementation on a vertical rectangle and a liver shape. Results show SMART
can excite target patterns with improved accuracy as compared to spatial domain
method. Accuracy can be attributed to traversal of shape dependent excitation
k-space.
In vitro Phantom: Figure 3 shows comparison between
SMART and spatial method for different geometrical shapes and the optimized
gradients and RF pulses has resulted in more uniform and less erroneous
excitation of the desired pattern. Figure
4 shows the excitation pattern of an arbitrary shape which is in the shape of
liver implemented by SMART and the spatial domain method frameworks. Excitation is more at the centre in
spatial domain method because of spiral excitation trajectory and SMART shows improved
magnetization profile as the k-space trajectories samples the desired
excitation pattern. The optimized gradients and two RF pulses simultaneoulsy
excited the XFOV and effeciently worked for off centric spatial selective excitation
as shown in Figure 4. Figure 5 shows the NRMSE with respect to the
desired excited pattern for in silico
and in vitro experiments for vertical
shape and liver shape.Discussion and Conclusion
The combination of active
contour and multix for the design of arbitrary k-space trajectories has been performed
for the first time. This is an approach that is
formulated as a convex optimization
problem in the spatial domain and allows the use of arbitrary k-space
trajectories. The results of these preliminary studies have offered an opportunity to
demonstrate arbitrary volume
selective excitation and has shown improved excitation magnetization profile to
explore organ specific MRI as compared to the spatial domain method. Excitation
error as observed with 2 channel transmit system can be reduced if the implementation
is done on 8 channel, however current framework is independent of number of
channels. Some of the considerations in the design
of these pulses are (a) mask provided by the active contour (b) gradients
amplitude and slew rate (c) the length of the pulse. SMART samples
k-space directly based on the arbitrary shape due to the nature of active contour where as ref. 4 is a non-convex
optimization framework, which tweaks a given trajectory. Current and future
work future work involves
implementation of this technique along with incorporation of local SAR
constraints based on electromagnetic model simulation such as Virtual Human
Model and in vivo studies.Acknowledgements
No acknowledgement found.References
References: (1)
Kass.et.al., Snakes:
Active Contour Models, IJCV, 1998 (2) Grant
et.al,CVX tool, Copyright 2010. (3) Grissom.et.al,
Spatial
Domain Method for the Design of RF Pulses in Multi coil Parallel Excitation,MRM 2006 (4) Yip.et.al, Joint Design of Trajectory
and RF Pulses for Parallel Excitation,
MRM 2007