Harsh Kumar Agarwal1 and Ramesh Venkateshan1
1GE Healthcare, Bangalore, India
Synopsis
Keywords: System Imperfections: Measurement & Correction, Artifacts
RF Interference can severely degrade the
performance of an MR system. Several solutions such as RF shielding, waveguides
and special filters are used to send and receive data to the MRI scanner. These
solutions constitute significant part of MR installation and maintenance cost. RF
interference in multi-channel receive MR system is strongly correlated across
multiple receive channels. This correlation is exploited in this manuscript to remove/suppress
the artifacts in the MR images arising due to RF interference. Initials results
are demonstrated on 1.5T commercial MRI scanner with data acquired with open RF
cage door.
PURPOSE
To suppress the RF interference in the MRI system
using the data from the imaging receive coil. INTRODUCTION
External RF interference leads to an increase
noise and zipper artifact in the MRI images. While noise can decrease the image
quality, zipper can occlude the anatomy/pathology of interest and limit the clinical
usability of the MR Image. Several solutions such as Faraday cage with RF
shielded doors and wave guides and band stop filters are used to send/receive signals
for the MR scanner kept inside the Faraday cage. These solutions limits the
ease of use of MR system and also constitute significant installation and operating
cost.
Recently methods are proposed for low-cost
low-field MR systems equipped with auxiliary RF sensors knows as external coils
or sniffer coils were developed to predict and correct the RF interference received
at the imaging coils are proposed1,2. In this manuscript, we have proposed a self-calibrated
method that use the imaging coil data itself to suppress the RF interference without
using the auxiliary RF sensors.METHODS
The MR signal $$$c_i(k_{xy})$$$ received
at the ith receive coil during the readout is combination of desired
signal $$$s_i(k_{xy})$$$, noise $$$n_i(k_{xy})$$$ and RF
interference $$$r_i(k_{xy})$$$,
$$c_i(k_{xy}) = s_i(k_{xy}) + n_i(k_{xy}) + r_i(k_{xy})$$
In this manuscript we assume that the RF
interference across coils are linearly related to reach other and can be
estimated from linear combination of RF interference received at other coils,
$$r_i(k_{xy}) = \sum_{j, j\neq i} a_{i,j} r_j(k_{xy})$$
Interference across all the coils can be modelled as,
$$\mathbf{R} = A \mathbf{R} $$
where $$$\mathbf{R}$$$ is a column vector of RF interference from multiple coils and $$$\mathbf{A}$$$ is square matrix with zero diagonal entries.
As per the above Eq(1) formulation,
$$\mathbf{C} = \mathbf{S} + \mathbf{N} + \mathbf{R} $$
where $$$\mathbf{R}$$$, $$$\mathbf{S}$$$ and $$$\mathbf{N}$$$ are corresponding column vectors across coils. Multiplying $$$\mathbf{I}-\mathbf{A}$$$ to both sides,
$$\begin{matrix}
(\mathbf{I}-\mathbf{A}) \mathbf{C} & = & (\mathbf{I}-\mathbf{A})\mathbf{S} + (\mathbf{I}-\mathbf{A})\mathbf{N} + (\mathbf{I}-\mathbf{A})\mathbf{R} \\
& = & (\mathbf{I}-\mathbf{A})\mathbf{S} + (\mathbf{I}-\mathbf{A})\mathbf{N} \end{matrix}$$
Multiplying psuedo-inverse of $$$\mathbf{I}-\mathbf{A}$$$ , $$$(\mathbf{I}-\mathbf{A})^{-p}$$$ to both sides,
$$(\mathbf{I}-\mathbf{A})^{-p}(\mathbf{I}-\mathbf{A}) \mathbf{C} = (\mathbf{I}-\mathbf{A})\mathbf{S} + (\mathbf{I}-\mathbf{A})\mathbf{N} $$
As seen from above equation, the virtual coils $$$ (\mathbf{I}-\mathbf{A})^{-p}(\mathbf{I}-\mathbf{A}) \mathbf{C} $$$ are generated from original coils $$$\mathbf{C}$$$ in this manuscript.
A volunteer scan with spine imaging was done at
the commercial 1.5T Signa Artist MRI scanner (GE Healthcare, Milwaukee, USA) using 13 channel
posterior coil. RF interference was simulated by repeating a clinical T2w Sagittal
MRI scan with door of RF cage kept open. RESULTS
The sum-of-squares (SOS) MR image acquired with
door closed, Figure 1a) showed no RF interference. However, when the scan was
acquired with open RF cage door, increase in noise and zipper artifact is
observed as seen in Figure 1b). The proposed method generated virtual channel
suppressed the zipper and noise arising due to RF interference as shown in
Figure 1c). DISCUSSION and CONCLUSION
RF Interference
isolation mechanism such as Faraday cage, door of the RF cage, Waveguides and
special filters impacts the installation cost, maintenance cost and ease-of-use
of the MR system. Recently auxiliary coil-based RF interference suppression
methods are proposed for low-cost low-field MR systems which can estimate and
suppress the RF interference from the partially/weakly shielded MR systems. The
application of these methods are however limited by the availability of auxiliary
coil at an MR system. Once a zipper artifact arising due to RF interference is
detected at an MR system, significant amount of time is spent in identifying the
source of RF interference and its mitigation with multiple repeat scans.
In this work we have proposed a method to suppress RF
interference using only the receive coils thereby enabling RF interference
suppression for any MR system acquiring images using multi-channel receive coils.
The proposed method is demonstrated in a commercial 1.5T MR system when 2D T2w scans
is acquired with Faraday cage RF door kept open. However, further studies are warranted
to understand the use and limitation of the proposed method.Acknowledgements
No acknowledgement found.References
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