Deep brain stimulation (DBS) surgery
can significantly improve the quality of
life for patients suffering from movement
disorders, but the success of the
procedure depends on the implantation
accuracy of the DBS electrode array.
Pre-operative surgical planning and
navigation are based on the assumption
that the brain tissue is rigid between the
time of the acquisition of the
pre-operative image set and the time of
surgery. A shift of deep brain structures
by only a few millimeters can potentially
increase the number of required
microelectrode and/or macroelectrode
tracks and decrease implantation
accuracy. We studied 25 subjects that
underwent DBS surgery and analyzed brain
shift between pre-operative and
post-operative 3D MRI scans using a 3D
non-rigid registration algorithm. The
registration algorithm automatically
aligned the pre-operative and the
post-operative 3D MRI scans and provided
the shift vectors over the entire
brain. The images were first aligned
rigidly and then non-rigidly registered
with an algorithm based on thin plate
splines and maximization of the normalized
mutual information. Steps of the
registration algorithm are shown in
Fig. 1, while the brain shift vector field
of one of the subjects is shown in Fig. 2.
Figure
1: The result of the two-stage
registration process for one of the
subjects is shown in axial (first column),
coronal (second column), and sagittal
(third column) views. The second row shows
the full slices of the rigidly aligned
pre-op and post-op images, while the first
row shows the corresponding zoomed-in
skull regions and the third row shows the
corresponding zoomed-in ventricular
regions, all after the rigid
registration. The fourth row shows the
same ventricular regions after the
non-rigid registration. All the views
contain checkerboard displays of the
pre-op image and the registered post-op
image. Note the good alignment of the
diploe in the top row, which suggests that
the rigid registration was accurate. The
misalignment of the outer edge of the skin
in the pre-op and the post-op image in the
top row was likely caused by the
deformation of the soft tissues outside
the skull. The misaligned ventricles in
the third row show that the soft
structures deformed between the two scans,
while the well aligned ventricles in the
fourth row suggest that the non-rigid
registration was accurate. The figure is from
[1] and it is used with permission; Copyright
© 2007 S. Karger AG, Basel. All rights
reserved.
Figure
2: Vector field plot of brain shift
vectors for one of the subjects shown on
3D pre-op image (top left image). Three
images in the right column are axial,
coronal and sagittal slices with the
projections of the 3D shift vectors to the
2D slice. The white vector is the
direction of gravity and red vectors are
the shift vectors. Red dots in the 2D
slices and red spheres in the 3D image
represent the base of the shift vectors,
whereas the lines show their length and
direction. The bottom left image is the
checkerboard image of the pre-op and the
diploe-based rigidly registered post-op
image whereas the bottom center image is
the checkerboard image of the pre-op and
the non-rigidly registered post-op
image. The figure is from [2] and it is
used with permission; Copyright ©
2007 Society of Photo-Optical
Instrumentation Engineers (SPIE). All
rights reserved.
Brain shift of up to 4 mm was observed
in deep brain structures. Fig. 3. shows
the brain shift vectors at the anterior
commissure (AC), the anterior edge of the
posterior commissure (PC), the
medial-anterior corner of left putamen
(PL) and the medial-anterior corner of
right putamen (PR) for one of the
subjects. On average, the recorded shift
was in the direction of gravity, with
deeper structures experiencing smaller
shift than more superficial
structures. The main conclusion of the
study is that the brain shift is
comparable to the size of the targets in
deep brain stimulation surgery and should
not be ignored. Techniques that minimize
the amount of brain shift may therefore
lead to increased accuracy of DBS lead
implantation.
Figure
3: Brain shift vectors of AC, PC, PL and
PR points (marked as white points)
superimposed on the axial slices of the
pre-op and the rigidly registered post-op
image of a subject. The magnitude and
projection to the axial plane of each
brain shift vector are shown in the pre-op
image and in the corresponding position in
the post-op image. The figure is from
[1] and it is used with permission; Copyright
© 2007 S. Karger AG, Basel. All rights
reserved.
References:
[1] Khan, M., Mewes, K., Gross, E. R.,
Skrinjar, O., "Assessment of Brain Shift
Related to Deep Brain Stimulation
Surgery", Stereotactic and Functional
Neurosurgery, 86(1): 44-53,
2008. LINK
[2] Khan, M., Mewes, K., Gross, E. R.,
Skrinjar, O., "Brain Shift Analysis for
Deep Brain Stimulation Surgery Using
Non-Rigid Registration", SPIE Medical
Imaging, San Diego, CA, USA, Vol. 6509,
February 2007. LINK