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Evaluation of the Direct Effect of Bilateral Deep Brain Stimulation of the Subthalamic Nucleus on Levodopa-Induced On-Dyskinesia in Parkinson's Disease

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Objective: This study aimed to evaluate the direct anti-dyskinesia effect of deep brain stimulation (DBS) of subthalamic nucleus (STN) on levodopa-induced on-dyskinesia in Parkinson's disease (PD) patients during the early period after surgery without reducing the levodopa dosage. Methods: We retrospectively reviewed PD patients who underwent STN-DBS from January 2017 to October 2019 and enrolled patients with levodopa-induced on-dyskinesia before surgery and without a history of thalamotomy or pallidotomy. The Unified Dyskinesia Rating Scale (UDysRS) parts I+III+IV and the Unified Parkinson's Disease Rating Scale part III (UPDRS-III) were monitored prior to surgery, and at the 3-month follow-up, the location of active contacts was calculated by postoperative CT–MRI image fusion to identify stimulation sites with good anti-dyskinesia effect. Results: There were 41 patients enrolled. The postoperative levodopa equivalent daily dose (LEDD) (823.1 ± 201.5 mg/day) was not significantly changed from baseline (844.6 ± 266.1 mg/day, P = 0.348), while the UDysRS on-dyskinesia subscores significantly decreased from 24 (10–58) to 0 (0–18) [median (range)] after STN stimulation ( P < 0.0001). The levodopa-induced on-dyskinesia recurred in stimulation-off/medication-on state in all the 41 patients and disappeared in 39 patients when DBS stimulation was switched on at 3 months of follow-up. The active contacts which correspond to good effect for dyskinesia were located above the STN, and the mean coordinate was 13.05 ± 1.24 mm lateral, −0.13 ± 1.16 mm posterior, and 0.72 ± 0.78 mm superior to the midcommissural point. Conclusions: High-frequency electrical stimulation of the area above the STN can directly suppress levodopa-induced on-dyskinesia.
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ORIGINAL RESEARCH
published: 12 April 2021
doi: 10.3389/fneur.2021.595741
Frontiers in Neurology | www.frontiersin.org 1April 2021 | Volume 12 | Article 595741
Edited by:
Steven Frucht,
Mount Sinai Hospital, United States
Reviewed by:
Rukmini Mridula Kandadai,
Nizam’s Institute of Medical
Sciences, India
Chum-Hwei Tai,
National Taiwan University
Hospital, Taiwan
*Correspondence:
Yuqing Zhang
yuqzhang@vip.163.com
Specialty section:
This article was submitted to
Movement Disorders,
a section of the journal
Frontiers in Neurology
Received: 17 August 2020
Accepted: 01 March 2021
Published: 12 April 2021
Citation:
Li J, Mei S, Jia X and Zhang Y (2021)
Evaluation of the Direct Effect of
Bilateral Deep Brain Stimulation of the
Subthalamic Nucleus on
Levodopa-Induced On-Dyskinesia in
Parkinson’s Disease.
Front. Neurol. 12:595741.
doi: 10.3389/fneur.2021.595741
Evaluation of the Direct Effect of
Bilateral Deep Brain Stimulation of
the Subthalamic Nucleus on
Levodopa-Induced On-Dyskinesia in
Parkinson’s Disease
Jiping Li 1, Shanshan Mei 2, Xiaofei Jia 1and Yuqing Zhang1
*
1Beijing Institute of Functional Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China, 2Department of
Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
Objective: This study aimed to evaluate the direct anti-dyskinesia effect of deep brain
stimulation (DBS) of subthalamic nucleus (STN) on levodopa-induced on-dyskinesia in
Parkinson’s disease (PD) patients during the early period after surgery without reducing
the levodopa dosage.
Methods: We retrospectively reviewed PD patients who underwent STN-DBS
from January 2017 to October 2019 and enrolled patients with levodopa-induced
on-dyskinesia before surgery and without a history of thalamotomy or pallidotomy. The
Unified Dyskinesia Rating Scale (UDysRS) parts I+III+IV and the Unified Parkinson’s
Disease Rating Scale part III (UPDRS-III) were monitored prior to surgery, and at the
3-month follow-up, the location of active contacts was calculated by postoperative
CT–MRI image fusion to identify stimulation sites with good anti-dyskinesia effect.
Results: There were 41 patients enrolled. The postoperative levodopa equivalent daily
dose (LEDD) (823.1 ±201.5 mg/day) was not significantly changed from baseline (844.6
±266.1 mg/day, P=0.348), while the UDysRS on-dyskinesia subscores significantly
decreased from 24 (10–58) to 0 (0–18) [median (range)] after STN stimulation (P<
0.0001). The levodopa-induced on-dyskinesia recurred in stimulation-off/medication-on
state in all the 41 patients and disappeared in 39 patients when DBS stimulation was
switched on at 3 months of follow-up. The active contacts which correspond to good
effect for dyskinesia were located above the STN, and the mean coordinate was 13.05
±1.24 mm lateral, 0.13 ±1.16 mm posterior, and 0.72 ±0.78 mm superior to the
midcommissural point.
Conclusions: High-frequency electrical stimulation of the area above the STN can
directly suppress levodopa-induced on-dyskinesia.
Keywords: deep brain stimulation, dyskinesia, Parkinson’s disease, subthalamic nucleus, motor complications
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
INTRODUCTION
Dyskinesia is one of the most troublesome symptoms of
advanced Parkinson’s disease (PD), often induced by long-term
dopaminergic treatment (levodopa-induced dyskinesia, LID).
Following the definition in the Unified Dyskinesia Rating Scale
(UDysRS) (1), LID is divided into two types: (1) on-dyskinesia
and (2) off-dystonia. On-dyskinesia, which refers to the choreic
and dystonic movements that occur when medicine is working
(1), is present in 70–80% of PD patients who experience
dyskinesia (2).
Deep brain stimulation (DBS) of subthalamic nucleus (STN)
could reduce the required levodopa dosage for symptom control
(3,4), and the majority of researchers opine that the anti-
dyskinesia effect of STN stimulation is mainly due to the
significant postoperative reduction of levodopa medication (5
8), which is an indirect inhibition. However, Kim et al. found
that LID was reduced following STN-DBS in PD regardless
of whether the levodopa dosage was reduced (9), and by
developing a multiple regression model to predict postoperative
dyskinesia scores, Mossner et al. found that STN-DBS improved
dyskinesia beyond levodopa reduction (10). In addition, some
data suggested that STN-DBS may also have direct anti-
dyskinesia effect (9,1115). In our center, we switch on the
stimulation within 3 days after DBS implantation without
levodopa dosage reduction till the first follow-up at 3 months
postoperatively, which provides an opportunity to evaluate the
direct anti-dyskinesia effect of STN-DBS.
The DBS strategies could be different for on-dyskinesia
and off-dystonia: stimulating the sensorimotor region could
significantly improve cardinal parkinsonian symptoms (tremor,
rigidity, and bradykinesia) (16) and also significantly improve
off-dystonia (6,17), while stimulating STN itself could not
suppress on-dyskinesia (11) and even induce dyskinesia (18
20); therefore, this study only focuses on levodopa-induced
on-dyskinesia. We retrospectively reviewed the changes of on-
dyskinesia without medication reduction during the first 3
months postoperatively to evaluate the direct anti-dyskinesia
effect of STN-DBS on levodopa-induced on-dyskinesia and tried
to identify stimulation sites with good anti-dyskinesia effect.
METHODS
Subjects
We retrospectively reviewed the clinical records of 146
PD patients who underwent STN-DBS by the same two
neurosurgeons (Zhang and Li) at the Xuanwu Hospital of Capital
Medical University from January 2017 to October 2019. Patients
who suffered from preoperative levodopa-induced on-dyskinesia
and with a score of Unified Parkinson’s Disease Rating Scale
(UPDRS) (part IV, item 32) 1 were included, and patients
who had a history of thalamotomy or pallidotomy, which
may suppress LID, were excluded. Eventually, 41 patients were
included in this study. Of the 41 patients, 23 were female and
18 were male. Their mean age was 62.7 ±8.2 years. The mean
duration of disease before the surgery was 10.4 ±3.7 years.
Forty patients presented with peak-dose dyskinesia and 1 patient
(P2) with square-wave dyskinesia. Thirty-three patients had
bilateral on-dyskinesia and 8 patients had unilateral dyskinesia
at baseline (Supplementary Table 1). All these patients met the
MDS diagnostic criteria of PD and had bilateral STN-DBS
implantation. The study was approved by the Ethics Committee
of Xuanwu Hospital of Capital Medical University.
DBS Surgical Procedure and Coordinates
of DBS Electrode
DBS electrode implantation was performed under local
anesthesia. The CRW stereotactic frame (Radionics, Webster,
New York, USA) was applied under local anesthesia, then
CT scanning was performed. The CT images were fused
immediately with the preoperative magnetic resonance imaging
(MRI; Siemens 3.0 Tesla, Sonata, Germany) images through
the StealthStation Surgical Navigation System (Medtronic,
Minneapolis, Minnesota, USA), and the coordinates of the
target and the entrance trajectory were defined on stereotactic
MRI images by directly visualizing the STN. Intraoperative
microelectrode single needle recording (MER) using the
Microdrive system (Alpha Omega Engineering, Nazareth, Israel)
was performed, starting from 10 mm above the target. After the
precise localization of the target point, DBS electrodes (Model
3389, Medtronic, Minneapolis, MN, USA) with four contacts
were placed in such a way that the metal tip of the DBS electrode
was located 2–3 mm above the ventral STN border, and the
contacts were positioned and labeled as follows: contacts 0 and 1,
inside the STN; contact 2, dorsal margin of the STN; and contact
3, above the STN. Then, the DBS electrodes were tunneled
and connected to a rechargeable implantable pulse generator
(Activa R
RC, Medtronic, Minneapolis, MN, USA) implanted in
the subclavian region under general anesthesia. Postoperative CT
images were fused with the preoperative MRI images to confirm
the final position of the electrode metal tip and the trajectory
of the DBS electrode and to calculate the coordinates of each
contact, and the distance from the metal tip to the center of each
contact (distal to proximal: contact 0, contact 1, contact 2, and
contact 3) was 0.75, 2.75, 4.75, and 6.75 mm, respectively.
DBS Programming
DBS programming was initiated within 3 days after surgery with
an initial setting of 60–90 µs/130–160 Hz/1.0–1.5 V. Patients
underwent adjustment of stimulation settings until optimal
control of the symptoms was established during hospitalization.
The adjustment strategy of DBS programming was as follows:
firstly, we used unipolar stimulation and chose the contact
which positioned at the dorsal margin of the STN as the active
contact for patients with LID and the contact inside the STN
for patients without LID; if the patient did not achieve good
control of symptoms, then it was changed to dual-contact
monopolar stimulation (a contact within the STN +a contact
above the STN); finally, interleaving stimulation was utilized,
when necessary.
Patients had the first postoperative clinical assessments and
adjustment of stimulation settings and medication in the 3-
month follow-up. On the 1st day of follow-up, the stimulation
parameters were carefully screened following all contacts in
Frontiers in Neurology | www.frontiersin.org 2April 2021 | Volume 12 | Article 595741
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
FIGURE 1 | LEDD changes and outcome of UDysRS and UPDRS-III. (A) LEDD: at baseline 844.6 ±266.1 mg/day, at 3 months of follow-up 823.1 ±201.5 mg/day.
(B) Violin with plots showing UDysRS (I+III+IV) scores: 24 (10–58) at baseline to 0 (0–18) at 3 months of follow-up. (C) UPDRS-III: Med-off 49.95 ±13.30, Med-on
21.03 ±11.87 at baseline; Med-off/Stim-on 20.88 ±7.68, Med-on/Stim-on 15.55 ±7.11 at 3 months of follow-up. The values are presented as mean ±standard
deviation or median (range). ****, P<0.0001; **, P<0.01; ns, non-significant; LEDD,levodopa equivalent daily dose; UDysRS, Unified Dyskinesia Rating Scale;
UPDRS-III, Unified Parkinson’s Disease Rating Scale part III.
medication-off (Med-off ) state after at least 12 h without taking
any anti-parkinsonian medication in the morning; the contacts
and stimulation parameters were optimized to obtain maximum
clinical benefit and minimal side effects. After switching off DBS
for 30 min, patients took the usual first morning dose of levodopa;
if on-dyskinesia occurred, then we switched on the DBS to test the
anti-dyskinesia effect of active contacts.
Clinical Assessment and Statistical
Analysis
The outcome assessments consisted of the on-dyskinesia
subscores of the UDysRS (parts I+III+IV) and UPDRS-III
before surgery and 3 months after surgery. Baseline assessments
of UPDRS-III were completed in Med-off state after at least
12 h without taking any anti-parkinsonian medication, and
UPDRS-III of the Med-on state was the maximum improvement
following a dose of levodopa equal to 150% of the patient’s
usual first morning dose. At the 3-month follow-up, all scores
were assessed in DBS stimulation-on (Stim-on) condition on
the 2nd day following the same dose of levodopa as baseline.
The clinical improvement was computed as ([(Prescores
Postscores)/Prescores] 100%). Student’s t-test or the Wilcoxon
signed-rank test was used to determine whether there was a
significant difference between the clinical scale scores at baseline
and at 3 months follow-up. Statistical analysis was performed
with SPSS (version 20.0; SPSS Inc, Chicago, IL). P<0.05 were
considered statistically significant.
RESULTS
Clinical Outcome
The postoperative levodopa equivalent daily dose (LEDD) (823.1
±201.5 mg/day) was not significantly changed from the baseline
(844.6 ±266.1 mg/day, P=0.348) (Figure 1A). There were 39
patients without levodopa dosage reductions, and 2 patients (P38,
P40) with the addition of amantadine and a reduction of LEDD
for persistent dyskinesia after surgery.
However, the UDysRS on-dyskinesia subscores significantly
reduced after STN-DBS stimulation [from baseline 24 (10–58)
to 0 (0–18), median (range), P<0.0001; Figure 1B); 36/41
(87.8%) patients scored 0 on UPDRS-IV item 32, and only
5 patients (P27, P28, P30, P38, P40) continued to experience
persistent dyskinesia, and their dyskinesia was observed in
four experimental conditions with stimulation and medication
on and off subdivided into the following (Table 1): 1 patient
(P27) presented with stimulation-induced dyskinesia (SID),
2 patients (P28, P30) presented with unilateral levodopa-
induced on-dyskinesia, and the remaining 2 patients (P38,
P40) experienced abnormal involuntary movements after DBS
surgery despite medication withdrawal and cessation of DBS
stimulation, which may be induced by a microlesion in the STN
due to surgery (surgery-related dyskinesia, SRD) (21). In other
words, levodopa-induced on-dyskinesia was completely relieved
in 39/41 (95%) patients.
There were a 57.5 ±14.5% improvement in UPDRS-III scores
in Med-off/Stim-on state relative to the Med-off state at baseline
(from 49.95 ±13.30 to 20.88 ±7.68, P<0.0001) and a 69.0 ±
12.4% improvement in Med-on/Stim-on relative to the Med-off
at baseline (from 49.95 ±13.30 to 15.55 ±7.11, P<0.0001)
(Figure 1C).
Coordinates of Electrode and
Programming Settings
Four electrodes were implanted deeper than planning: the left
electrode of P28, the right electrode of P30, and the bilateral
electrodes of P41 (Figures 2A–C), and the vertical coordinates
(Z-axis) of the electrode metal tip were 7.50, 7.71, 8.31, and
7.65 mm, respectively, inferior to the midcommissural point.
P41 underwent dorsal relocation of bilateral DBS electrodes
on the 6th day postoperatively by withdrawing the left DBS
electrode 4 mm and the right electrode 2 mm (Figure 2D). The
final coordinates of the electrode metal tip relative to the
midcommissural point are described in Table 2.
DBS programing settings are summarized in Table 2 and
Supplementary Table 1. A total of 74 STN-DBS electrodes were
programmed for levodopa-induced on-dyskinesia management,
and a complete relief of such dyskinesia was found in 72
electrodes (Figure 3A): dual-contact monopolar stimulation or
Frontiers in Neurology | www.frontiersin.org 3April 2021 | Volume 12 | Article 595741
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
TABLE 1 | Body parts involved by dyskinesia.
Patients On-dyskinesia at baseline Dyskinesia at 3-month follow-up Type of
postoperative
dyskinesia in Stim-on
Med-off/Stim-off Med-on/Stim-off Med-off/Stim-on Med-on/Stim-on
P27 Left upper limb Left upper limb Left foot Left foot SID
P28 Left limbs and right upper limb Left limbs and right
upper limb
Right upper limb LID
P30 Upper limbs Upper limbs Left upper limb LID
P38 Four limbs and trunk Right foot Four limbs Right foot Right foot SRD
P40 Neck, four limbs, and trunk Right foot Four limbs and trunk Right foot Right foot SRD
SID, stimulation-induced dyskinesia; LID, levodopa-induced dyskinesia; SRD, surgery-related dyskinesia.
FIGURE 2 | 3D illustration for the localization of electrode contacts (Model
3389, Medtronic) by lead-DBS software: (A) patient 28, (B) patient 30, and (C)
patient 41 (initial implantation): the left electrode of P28, the right electrode of
P30, and the bilateral electrodes of P41 were implanted deeper than planning,
and the most dorsal contact (contact 3) was located inside the STN; on the
other hand, the right electrode of P28 and the left electrode of P31 were
implanted as planning: contacts 0 and 1 were located inside the STN, contact
2 was located at the dorsal margin of the STN, and contact 3 was located
above the STN. (D) patient 41 (after relocation).
interleaving stimulation (two active contacts: C+1–3– or C+0–
3– or C+0–2–) was utilized in 66 electrodes and unipolar
stimulation (C+2–) was utilized in 6 electrodes.
At 3 months follow-up, all the patients still presented
with choreatic on-dyskinesia in Med-on/Stim-off condition;
by testing the effort of these 138 active contacts, we found
that the direct suppression of levodopa-induced on-dyskinesia
was achieved by the stimulation of dorsal contacts (contact
3 in 65 electrodes and contact 2 in 7 electrodes), which
were located above 1 mm inferior to the anteroposterior
commissure plane (Z= 1); the mean coordinate of these
72 contacts was 13.05 ±1.24 mm lateral, 0.13 ±1.16 mm
posterior, and 0.72 ±0.78 mm superior to the midcommissural
point, and the majority (85%) were above the anteroposterior
commissure plane (Figures 3B,C). The unipolar stimulation
(C+3–) was utilized in two electrodes (left electrode of
P28 and right electrode of P30) but failed to suppress the
TABLE 2 | Position of the electrodes and DBS settings.
Localization and DBS settings Left electrode Right electrode
Coordinates of the
electrode metal tip
relative to the
midcommissural
point (mm)
Lateral (X-axis) 11.55 ±1.22
(8.38 to 14.05)
11.21 ±1.21
(8.4914.48)
Anteroposterior
(Y-axis)
2.37 ±1.07
(0.56 to 4.90)
2.72 ±1.07
(0.74 to 4.64)
Vertical (Z-axis) 4.91 ±1.15
(1.86 to 7.50)
5.16 ±0.78
(3.65 to 7.71)
Stimulation
parameter
Frequency (Hz) 145.73 ±15.63
(120160)
145.73 ±15.62
(120160)
Pulse widths (µs) 85.12 ±13.25
(60120)
84.15 ±13.96
(60120)
Amplitudes (V) 2.17 ±0.38
(1.53.0)
2.23 ±0.40
(1.53.0)
The values are presented as mean ±standard deviation (minimum–maximum).
contralateral LID; this two contacts were located within STN
(Figures 2A,B).
Adverse Events
There were 55 contacts of 31 electrodes (19 patients) that
were found to induce dyskinesia (SID) (Supplementary Table 1),
which were located inside the STN. The SID was completely
relieved by changing to dorsal contact stimulation or dual-
contact monopolar stimulation in 18 patients, while 1 patient
experienced persistent SID (P27) at 3 months postoperatively.
There were four patients (P37–40) who experienced SRD:
in two patients, SRD self-resolved before 3 months follow-
up (P37, P39), while it persisted in the remaining two
patients (P38, P40). Infection of the incision occurred in one
patient (P25).
Case Description for Special Cases
There was one patient (P41) who continued to experience
persistent bilateral levodopa-induced on-dyskinesia after DBS
stimulation by using the most dorsal contacts, even reducing
the medication from Madopar 125 mg every 4 hours(q4h)
to 62.5 mg q4h, and the coordinates of the electrode metal
tip relative to the midcommissural point were left (X,
Y,Z12.35, 5.74, 8.31 mm) and right (10.85, 2.59,
Frontiers in Neurology | www.frontiersin.org 4April 2021 | Volume 12 | Article 595741
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
FIGURE 3 | Distribution of electrode and active contacts. (A) Distribution of 72 electrodes which got good LID management, and all DBS electrodes were mapped to
the right side to allow for direct comparison. The X-coordinate is positive toward the lateral. Unipolar stimulation in 6 electrodes (yellow plots are active contacts) and
double monopolar stimulation or interleaving stimulation in 66 electrodes (red and blue plots are active contacts); red plots and yellow plots were the contacts
corresponding to good anti-dyskinesia effect, while blue plots were the contacts corresponding to good effect for PD motor symptoms but without anti-dyskinesia
effect; black plots were inactive contacts. (B) Distribution of the 72 active contacts which showed successful anti-dyskinesia effect, 2D diagram in an anterior view;
(C) Z-coordinate of the 72 active contacts which showed successful anti-dyskinesia effect: 0.72 ±0.78 mm (12.36 mm). The values were presented as mean ±
standard deviation (minimum–maximum); 61/72 (85%) were above the anteroposterior commissure plane (Z=0).
7.65 mm). Bilateral DBS electrodes were dorsally repositioned
under a local anesthetic on the 6th day postoperatively by
withdrawing the left DBS electrode 4 mm and the right
electrode 2 mm, and there was sustained relief of dyskinesia
using the most dorsal contacts without levodopa reduction
(Figures 2C,D).
At 3 months follow-up, there were five patients (P27, P28,
P30, P38, and P40) who continued to experience persistent
dyskinesia: SRD for two patients (P38, P40) and it finally self-
resolved between 4 and 6 months postoperatively; SID for
one patient (P27) and it was completely relieved after 1 year
postoperatively when his tremor became less prominent and
a good effect was obtained under the SID threshold; and the
remaining two patients had unilateral levodopa-induced on-
dyskinesia (P28, P30), which was finally completely relieved after
levodopa reduction.
DISCUSSION
In our study, from the overall level, we found that
the LEDD after surgery was not significantly changed
from baseline, but UDysRS on-dyskinesia subscores
significantly decreased; from the individual level, we
found that levodopa-induced on-dyskinesia recurred
in Stim-off/Med-on state and disappeared when DBS
stimulation was switched on in 39/41 (95%) patients
at the 3-month follow-up. All these findings confirm
that STN-DBS stimulation can directly suppress
levodopa-induced on-dyskinesia.
The key point is which specific region of STN or around
STN is responsible for the direct anti-dyskinesia effect. We found
that stimulating STN itself could not suppress on-dyskinesia,
even induce dyskinesia, which is consistent with previous reports
Frontiers in Neurology | www.frontiersin.org 5April 2021 | Volume 12 | Article 595741
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
(11,1820). The active contacts which correspond to good anti-
dyskinesia effect in our study were all located above 1 mm inferior
to the anteroposterior commissure plane (Z= 1), where the
dorsal margin of the STN is estimated by microrecording (4,
22). This finding suggests that stimulation above the STN can
result in direct suppression of on-dyskinesia. Several previous
studies, by superimposing the location of the electrodes onto
the Schaltenbrand–Wahren atlas (13) or using the volume
of tissue-activated models (23), had the same findings. The
above STN area is a complex area between the dorsal STN
border and the ventral thalamus (23), including the zona
incerta (24) and Forel’s field H (25), where pallidothalamic,
pallidosubthalamic, or subthalamopallidal fibers are densely
distributed (13). Stimulation of these fibers may cause similar
effects to pallidal DBS and, therefore, directly suppress dyskinesia
(1114). In addition, we found the majority (86%) of these
active contacts located above the anteroposterior commissure
plane (Z=0), and the average vertical coordinate (Z-axis) was
0.72 mm superior to the midcommissural point (Z= +0.72),
which is dorsally compared with the dorsal margin of the STN
and consistent with Yoichi’s observations (12). It suggests that
the dorsal portion of above STN area may have a more definite
anti-dyskinesia effect.
The anti-dyskinesia effect of STN-DBS in our study is much
better than that reported in previous literature, which is mainly
due to our strategy to implant Medtronic 3389 DBS electrode
2–3 mm above compared with the conventional procedure as
described previously (26,27). STN-DBS could not achieve a
good anti-dyskinesia effect probably because the DBS electrode
was implanted too deep to provide adequate coverage of the
above STN. That is what happened to the four electrodes
that were implanted deeper than planning, and two of them,
which were able to suppress dyskinesia after dorsal relocation,
confirmed it also. Thus, the depth of electrode insertion for
STN-DBS is the crucial point for dyskinesia suppression. What
is more, the hot spot for optimal improvement of motor
symptoms of PD was dorsal to the center of the STN, but within
STN boundaries (22,28,29). Hence, we implanted the DBS
electrode in such a way that the metal tip of the electrode was
positioned 2–3 mm above the ventral margin of the STN, to
ensure that the contacts cover the dorsal two-thirds portion of
the STN [the motor region of the STN (30)] and above STN
area, and the clinical outcome suggests that this implantation
is effective.
Also (and this is important!), we carefully observed
the relationship between dyskinesia, medication, and DBS
stimulation to subdivide the type of postoperative dyskinesia.
After STN-DBS, especially during the early postoperative period,
dyskinesia could be complicated. Besides LID, two new types
of dyskinesia came out: (1) SID (1820), which is defined as
abnormal involuntary movements that occur when stimulation
is on and disappear when stimulation is off; 46.3% (19/41) of
patients in our study developed SID, while SID was completely
relieved in 95% (18/19) of patients by adjustment of DBS
stimulation settings. (2) SRD, which persisted despite levodopa
withdrawal (Med-off) and cessation of stimulation (Stim-off)
after STN-DBS surgery, may be induced by a microlesion in the
STN and self-resolved in several weeks or months (21). Four
patients in our study suffered from SRD and it self-resolved
between 2 weeks and 6 months. The two types of dyskinesia
were considered transient adverse effects of STN-DBS surgery,
but they usually predict a good outcome of DBS (1821). In
our study, postoperative dyskinesia all presented choreatic
abnormal involuntary movements; since the same expression
of dyskinesia may have different etiologies and different
treatment strategies, it is important to subdivide postoperative
dyskinesia for the evaluation of the effect of STN-DBS on a
certain type of dyskinesia and to determine an appropriate
treatment strategy.
CONCLUSIONS
High-frequency electrical stimulation of the area above the
STN can directly suppress levodopa-induced on-dyskinesia,
and the STN-DBS strategy for PD patients with levodopa-
induced on-dyskinesia is simultaneously stimulating both the
sensorimotor region of the STN and the area above the STN.
The depth of electrode insertion for STN-DBS to provide
adequate coverage of the above STN is the crucial point for
dyskinesia suppression.
DATA AVAILABILITY STATEMENT
The original contributions presented in the study are included
in the article/Supplementary Material, further inquiries can be
directed to the corresponding author/s.
ETHICS STATEMENT
The studies involving human participants were reviewed and
approved by the ethics committee of Xuanwu Hospital of Capital
Medical University. The patients/participants provided their
written informed consent to participate in this study.
AUTHOR CONTRIBUTIONS
JL was the major contributor in writing the manuscript and
contributed to the DBS programming. SM contributed to the
diagnosis and clinical assessment of the patients. JL and YZ
contributed to DBS surgery. XJ contributed to data acquisition.
SM and YZ contributed to the manuscript editing. YZ was the
guarantor of integrity of the entire study. All the authors had
collectively poured in a lot of efforts into this study, read, and
approved the final manuscript.
FUNDING
YZ was supported by the Wu Jieping
Medical Foundation (320.6750.19089-78).
Frontiers in Neurology | www.frontiersin.org 6April 2021 | Volume 12 | Article 595741
Li et al. Direct Anti-dyskinesia Effect of STN-DBS
ACKNOWLEDGMENTS
We would like to acknowledge Mr. Yubao Song for graph making
and our DBS nurse specialist Wenjie Zhang for her assistance in
the management of patients.
SUPPLEMENTARY MATERIAL
The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fneur.
2021.595741/full#supplementary-material
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Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest.
Copyright © 2021 Li, Mei, Jia and Zhang. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The
use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice.
No use, distribution or reproduction is permitted which does not comply with these
terms.
Frontiers in Neurology | www.frontiersin.org 7April 2021 | Volume 12 | Article 595741
... The motor fluctuations and motor symptoms of PD do substantially respond to STN-surgery; however, the SDR to levodopa may persist in some of the patients undergoing STN-DBS. 17,18 Obeso et al 19 defined the main features of the "SDR" as follows: (a) relatively abrupt onset; (b) large magnitude of motor response (i.e., difference between "off" and "on" motor scores); (c) relatively brief duration of motor improvement that may range from minutes (15-30 minutes) to hours (2-3 hours); and (d) aggravation of the motor score below the original "off" baseline state at the end of some (or all) treatment-related "on-off" cycles. As dopamine depletion increases with disease progression and the deleterious effects of intermittent levodopa stimulation become more prominent, the SDR becomes more overt. ...
... However, some authors also remarked that the reduction in dyskinesia following STN-DBS also occurs regardless of whether the levodopa dosage was reduced suggesting direct mechanisms associated with STN-DBS. 17 Obeso et al suggested that the DBS interventions may lead to an immediate attenuation of the motor fluctuations and SDR that occurs without any adjustment in anti-parkinsonian medication that could itself induce pharmacologic changes and confuse the interpretation. 19 Besides, they stated that stopping DBS provokes a return of the SDR to levodopa. ...
... 19 The stimulation of the above STN area that is a complex localization between the dorsal STN border and the ventral thalamus is particularly emphasized to suppress dyskinesias via mechanisms of stimulation of pallidothalamic, pallidosubthalamic, or subthalamopallidal fibers that are densely distributed in this region. 17 The direct effects of the STN-DBS in avoiding the occurrence of dyskinesias may also be a critical factor in our favorable responses to Madopar HBS in comparison to the ancient trials in patients on medical therapies. Remarkably, the main problem in our patient group was the SDR, whereas the dyskinesias were not the prominent symptomatology following STN-DBS. ...
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Objectives We aimed to investigate the efficiency of controlled-release levodopa/benserazide (Madopar HBS) use during daytime in our pilot study on advanced-stage Parkinson's disease (PD) subjects with deep brain stimulation of the subthalamic nucleus (STN-DBS) therapy. Methods We have evaluated all PD subjects with STN-DBS who had admitted to our outpatient polyclinic between February 2022 and March 2022. Among these patients, those who were taking levodopa therapy at least five times throughout the day and the efficiency of levodopa lasted less than 3 hours were detected. The standard levodopa therapy was switched to Madopar HBS in all patients who accepted the therapy chance and the clinical evaluation of the patients on Madopar HBS therapy was performed in the second month of the therapy. Results Ultimately, the follow-up of all four patients in whom the levodopa therapy was changed to Madopar HBS yielded a significant reduction in the “off” periods and improvement in the PSQ-39 scores. Conclusion We suggest the use of Madopar HBS in PD patients with STN-DBS surgery suffering from motor fluctuations, particularly in the subgroup with milder dyskinesias. Future study results of a large number of PD subjects with STN-DBS therapy are warranted to confirm our observations. The results of these studies may provide critical applications in clinical practice.
... Both GPi-DBS and STN-DBS have similar outcomes on motor function measured by the UPDRS-III in the "on" and "off" medication state [84][85][86], and both targets have a beneficial effect on levodopainduced dyskinesias [87]. STN-DBS achieves this goal mainly by a greater reduction in medication dosages [87,88]; but also, stimulation of the area above the STN can directly suppress levodopainduced "on"-dyskinesia [86]. ...
... Both GPi-DBS and STN-DBS have similar outcomes on motor function measured by the UPDRS-III in the "on" and "off" medication state [84][85][86], and both targets have a beneficial effect on levodopainduced dyskinesias [87]. STN-DBS achieves this goal mainly by a greater reduction in medication dosages [87,88]; but also, stimulation of the area above the STN can directly suppress levodopainduced "on"-dyskinesia [86]. In contrast, GPi-DBS may provide greater anti-dyskinetic effects possibly by a direct mechanism [84,85,87]. ...
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Parkinson’s disease (PD) is in some cases predisposed-or-caused by genetic variants, contributing to the expression of different phenotypes. Regardless of etiology, as the disease progresses, motor fluctuations and/or levodopa-induced dyskinesias limit the benefit of pharmacotherapy. Device-aided therapies are good alternatives in advanced disease, including deep brain stimulation (DBS), levodopa-carbidopa intestinal gel, and continuous subcutaneous infusion of apomorphine. Candidate selection and timing are critical for the success of such therapies. Genetic screening in DBS cohorts has shown a higher proportion of mutation carriers than in general cohorts, suggesting that genetic factors may influence candidacy for advanced therapies. The response of monogenic PD to device therapies is not well established, and the contribution of genetic information to decision-making is still a matter of debate. The limited evidence regarding gene-dependent response to device-aided therapies is reviewed here. An accurate understanding of the adequacy and responses of different mutation carriers to device-aided therapies requires the development of specific studies with long-term monitoring.
... It is generally believed that DBS of the GPi has a direct and profound antidyskinetic effect, whereas the relief of dyskinesias by DBS of the STN depends on a postoperative reduction in dopaminergic medications, plastic changes of the basal ganglia circuits that modulate L-dopa responsiveness, and stimulation of pallidothalamic fibers in the zona incerta [3,15]. In addition, research in recent years has shown that high-frequency electrical stimulation of the area above the STN can directly suppress levodopa-induced on-dyskinesia [30]. We discovered that GPi-DBS demonstrated a better clinical outcome for LID compared to STN-DBS in this multicenter retrospective analysis (p < 0.0001), although GPi-and STN-DBS showed similar improvement in Med off MDS-UPDRS-III scores (p = 0.5458). ...
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Deep brain stimulation (DBS) is an effective treatment for dyskinesia in patients with Parkinson’s disease (PD), among which the therapeutic targets commonly used include the subthalamic nucleus (STN) and the globus pallidus internus (GPi). Levodopa-induced dyskinesia (LID) is one of the common motor complications arising in PD patients on chronic treatment with levodopa. In this article, we retrospectively evaluated the outcomes of LID with the Unified Dyskinesia Rating Scale (UDysRS) in patients who underwent DBS in multiple centers with a GPi or an STN target. Meanwhile, the Med off MDS-Unified Parkinson’s Disease Rating Scale (MDS-UPDRS-Ⅲ) and the levodopa equivalent daily dose (LEDD) were also observed as secondary indicators. PD patients with a GPi target showed a more significant improvement in the UDysRS compared with an STN target (92.9 ± 16.7% vs. 66.0 ± 33.6%, p < 0.0001). Both the GPi and the STN showed similar improvement in Med off UPDRS-III scores (49.8 ± 22.6% vs. 52.3 ± 29.5%, p = 0.5458). However, the LEDD was obviously reduced with the STN target compared with the GPi target (44.6 ± 28.1% vs. 12.2 ± 45.8%, p = 0.006).
... Finally, in those undergoing STN DBS for dyskinesia management, it may be worthwhile during electrode placement to ensure coverage of the sub-thalamic area 11 . ...
... Due to the extreme close spatial location between the ZI and the FF (pallidothalamic fibers), it is difficult to distinguish which target contributed more to the symptomatic improvement. DBS of the dorsal border of the STN and ZI close to the Forel's field H1 has been reported to improve cardinal motor symptoms, including drug-induced dyskinesia in PD (Voges et al., 2002;Alterman et al., 2004;Li et al., 2021). It has been established that the GPi-DBS is the effective procedure for dystonia. ...
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The field of Forel (FF) is a subthalamic area through which the pallidothalamic tracts originating from the globus pallidus internus (GPi) traverse. The FF was used as a stereotactic surgical target (ablation and stimulation) to treat cervical dystonia in the 1960s and 1970s. Although recent studies have reappraised the ablation and stimulation of the pallidothalamic tract at FF for Parkinson’s disease, the efficacy of deep brain stimulation of FF (FF-DBS) for dystonia has not been well investigated. To confirm the efficacy and stimulation-induced adverse effects of FF-DBS, three consecutive patients with medically refractory dystonia who underwent FF-DBS were analyzed (tongue protrusion dystonia, cranio-cervico-axial dystonia, and hemidystonia). Compared to the Burke-Fahn-Marsden Dystonia Rating Scale-Movement Scale scores before surgery (23.3 ± 12.7), improvements were observed at 1 week (8.3 ± 5.9), 3 months (5.3 ± 5.9), and 6 months (4.7 ± 4.7, p = 0.0282) after surgery. Two patients had stimulation-induced complications, including bradykinesia and postural instability, all well controlled by stimulation adjustments.
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Objective: To compare the efficacy of subthalamic nucleus (STN) and globus pallidus internus (GPi) deep brain stimulation (DBS) on reducing levodopa-induced dyskinesia (LID) in Parkinson's disease, and to explore the potential underlying mechanisms. Methods: We retrospectively assessed clinical outcomes in 43 patients with preoperative LID who underwent DBS targeting the STN (20/43) or GPi (23/43). The primary clinical outcome was the change from baseline in the Unified Dyskinesia Rating Scale (UDysRS) and secondary outcomes included changes in the total daily levodopa equivalent dose, the drug-off Unified Parkinson Disease Rating Scale Part Ⅲ at the last follow-up (median, 18 months), adverse effects, and programming settings. Correlation analysis was used to find potential associated factors that could be used to predict the efficacy of DBS for dyskinesia management. Results: Compared to baseline, both the STN group and the GPi group showed significant improvement in LID with 60.73 ± 40.29% (mean ± standard deviation) and 93.78 ± 14.15% improvement, respectively, according to the UDysRS score. Furthermore, GPi-DBS provided greater clinical benefit in the improvement of dyskinesia (P < 0.05) compared to the STN. Compared to the GPi group, the levodopa equivalent dose reduction was greater in the STN group at the last follow-up (43.81% vs. 13.29%, P < 0.05). For the correlation analysis, the improvement in the UDysRS outcomes were significantly associated with a reduction in levodopa equivalent dose in the STN group (r = 0.543, P = 0.013), but not in the GPi group (r = -0.056, P = 0.801). Interpretation: Both STN and GPi-DBS have a beneficial effect on LID but GPi-DBS provided greater anti-dyskinetic effects. Dyskinesia suppression for STN-DBS may depend on the reduction of levodopa equivalent dose. Unlike the STN, GPi-DBS might exert a direct and independent anti-dyskinesia effect.
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Bilateral subthalamic nucleus deep brain stimulation (STN DBS) improves motor fluctuations and dyskinesias in patients with Parkinson's disease (PD). Dyskinesia improvement with STN DBS is believed to result entirely from levodopa reduction. However, some studies suggest that STN DBS may also directly suppress dyskinesias. To determine whether bilateral STN DBS improves dyskinesias beyond what would be expected from levodopa reduction alone, we analyzed pre-operative and post-operative dyskinesia scores (sum of MDS-UPDRS items 4.1 and 4.2) from 61 PD patients with bilateral STN DBS. A multiple regression model (adjusted for disease severity, disease duration, active contacts above the STN, use of amantadine, high pre-operative levodopa-equivalent dose (LED), sex, and interaction between active contacts above the STN and amantadine use) was created to describe the relationship between dyskinesia scores and LED prior to DBS. Using this model, a post-operative dyskinesia score was estimated from post-operative LED and compared to the actual post-operative dyskinesia score. The regression model was statistically significant overall (p = 0.003, R² = 0.34, adjusted R² = 0.24). The actual post-operative dyskinesia score (1.0 ± 1.4) was significantly lower than the score predicted by the model (3.0 ± 1.1, p < 0.0001). Dyskinesias after STN DBS improved more than predicted by levodopa reduction alone. Our data support the idea that STN stimulation may directly improve dyskinesias.
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Motor improvement after deep brain stimulation (DBS) in the subthalamic nucleus (STN) may vary substantially between Parkinson’s disease (PD) patients. Research into the relation between improvement and active contact location requires a correction for anatomical variation. We studied the relation between active contact location relative to the neurophysiological STN, estimated by the intraoperative microelectrode recordings (MER-based STN), and contralateral motor improvement after one year. A generic STN shape was transformed to fit onto the stereotactically defined MER sites. The location of 43 electrodes (26 patients), derived from MRI-fused CT images, was expressed relative to this patient-specific MER-based STN. Using regression analyses, the relation between contact location and motor improvement was studied. The regression model that predicts motor improvement based on levodopa effect alone was significantly improved by adding the one-year active contact coordinates (R2 change = 0.176, p = 0.014). In the combined prediction model (adjusted R2 = 0.389, p < 0.001), the largest contribution was made by the mediolateral location of the active contact (standardized beta = 0.490, p = 0.002). With the MER-based STN as a reference, we were able to find a significant relation between active contact location and motor improvement. MER-based STN modeling can be used to complement imaging-based STN models in the application of DBS.
Article
Full-text available
Objectives: The study was aimed to explore oscillatory activity in the subthalamic nucleus (STN) in Parkinson's disease (PD) with off-period dystonia, a type of levodopa-induced dyskinesias (LID). Methods: Eighteen patients with PD who underwent STN DBS were studied. Nine patients had dyskinesia defined as the LID group and nine patients who did not present any sign of dyskinesia were defined as the control group. Microelectrode recordings in the STN together with electromyogram (EMG) were recorded. Spectral and coherence analyses were performed to study the neuronal oscillations in relation to limb muscles. Results: Two hundred and fifteen neurons were identified. There were 39 neurons with tremor-frequency band (4-7 Hz) oscillation, 57 neurons with β-frequency band (12-30 Hz, β-FB) oscillation and 100 neurons without oscillation, and 19 neurons with very low-frequency band oscillation at a mean peak power of 1.2 ± 0.5 Hz (LFB). These LFB oscillatory neurons (n = 15) were frequently significantly coherent with EMG of off-period dystonia. Notably, 89% (n = 17) neurons with LFB oscillation were found in the patients in the off-dystonia group. The age at onset of PD, duration of PD, and levodopa equivalent dose daily consumption were statistically different between two groups (P < 0.05). Conclusions: Subthalamic LFB oscillatory neurons seem to play an important role in the genesis of off-period dystonia in advanced PD. Clinical and demographic analyses confirmed that the earlier age at onset of PD, longer duration of PD, and levodopa exposure are important risk factors in the development of the type of LID.
Article
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To evaluate the effect of bilateral subthalamic nucleus (STN) deep brain stimulation (DBS) on levodopa-induced peak-dose dyskinesia in patients with Parkinson's disease (PD). A retrospective review was conducted on patients who underwent STN DBS for PD from May 2000 to July 2012. Only patients with levodopa-induced dyskinesia prior to surgery and more than 1 year of available follow-up data after DBS were included. The outcome measures included the dyskinesia subscore of the Unified Parkinson's Disease Rating Scale (UPDRS) part IV (items 32 to 34 of UPDRS part IV) and the levodopa equivalent daily dose (LEDD). The patients were divided into two groups based on preoperative to postoperative LEDD change at 12 months after the surgery: Group 1, LEDD decrease >15%; Group 2, all other patients. Group 2 was further divided by the location of DBS leads. Of the 100 patients enrolled, 67 were in Group 1, while those remaining were in Group 2. Twelve months after STN DBS, Groups 1 and 2 showed improvements of 61.90% and 57.14%, respectively, in the dyskinesia subscore. Group 1 was more likely to experience dyskinesia suppression; however, the association between the groups and dyskinesia suppression was not statistically significant (p=0.619). In Group 2, dyskinesia was significantly decreased by stimulation of the area above the STN in 18 patients compared to stimulation of the STN in 15 patients (p=0.048). Levodopa-induced dyskinesia is attenuated by STN DBS without reducing the levodopa dosage.
Article
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Background: The dorso-lateral part of the subthalamic nucleus (STN) is considered as the usual target of deep brain stimulation for Parkinson's disease. Nevertheless, the exact anatomical location of the electrode contacts used for chronic stimulation is still a matter of debate. The aim of this study was to perform a systematic review of the existing literature on this issue. Method: We searched for studies on the anatomical location of active contacts published until December 2012. Results: We identified 13 studies, published between 2002 and 2010, including 260 patients and 466 electrodes. One hundred and sixty-four active contacts (35 %) were identified within the STN, 117 (25 %) at the interface between STN and the surrounding structures, 184 (40 %) above the STN and one within the substantia nigra. We observed great discrepancies between the different series. The contra-lateral improvement was between 37 and 78.5 % for contacts located within the STN, between 48.6 and 73 % outside the STN, between 65.3 and 66 % at the interface. The authors report no clear correlation between anatomical location and stimulation parameters. Conclusions: Post-operative analysis of the anatomical location of active contacts is difficult, and all the methods used are debatable. The relationship between the anatomical location of active contacts and the clinical effectiveness of stimulation is unclear. It would be necessary to take into account the volume of the electrode contacts and the diffusion of the stimulation. We can nevertheless assume that the interface between dorso-lateral STN, zona incerta and Forel's fields could be directly involved in the effects of stimulation.
Article
Background: In patients with Parkinson's disease, stimulation above the subthalamic nucleus (STN) may engage the pallidofugal fibers and directly suppress dyskinesia. Objectives: The objective of this study was to evaluate the effect of interleaving stimulation through a dorsal deep brain stimulation contact above the STN in a cohort of PD patients and to define the volume of tissue activated with antidyskinesia effects. Methods: We analyzed the Core Assessment Program for Surgical Interventional Therapies dyskinesia scale, Unified Parkinson's Disease Rating Scale parts III and IV, and other endpoints in 20 patients with interleaving stimulation for management of dyskinesia. Individual models of volume of tissue activated and heat maps were used to identify stimulation sites with antidyskinesia effects. Results: The Core Assessment Program for Surgical Interventional Therapies dyskinesia score in the on medication phase improved 70.9 ± 20.6% from baseline with noninterleaved settings (P < 0.003). With interleaved settings, dyskinesia improved 82.0 ± 27.3% from baseline (P < 0.001) and 61.6 ± 39.3% from the noninterleaved phase (P = 0.006). The heat map showed a concentration of volume of tissue activated dorsally to the STN during the interleaved setting with an antidyskinesia effect. Conclusion: Interleaved deep brain stimulation using the dorsal contacts can directly suppress dyskinesia, probably because of the involvement of the pallidofugal tract, allowing more conservative medication reduction. © 2019 International Parkinson and Movement Disorder Society.
Article
Importance Selection of the best deep brain stimulation (DBS) target—subthalamic nucleus (STN) or globus pallidus interna (GPi)—for treatment of motor complications in Parkinson disease remains a matter of debate. Observations Increasing evidence from randomized clinical trials indicates that motor benefit is similar between both targets, including an effect on dyskinesia and improvement in quality of life. Deep brain stimulation of the STN offers consistently greater dopaminergic medication reduction, possible mild benefit in nonmotor domains, and potential economic advantage. Deep brain stimulation of the GPi provides a probable advantage in dyskinesia suppression, management of symptoms with unilateral leads, and flexibility in medications and programming adjustments. Overall, STN DBS is at potentially higher or equal risk for neuropsychiatric changes compared with GPi DBS. Conclusions and Relevance Both GPi and STN DBS provide similar, consistent, marked motor benefits, but subtle target differences exist. Target selection should be tailored to each patient’s clinical presentation, neuropsychiatric profile, and goals of surgery, allowing customization of this therapy and improved individual outcomes.
Article
Enhanced beta-band activity recorded in patients suffering from Parkinson's Disease (PD) has been described as a potential physiomarker for disease severity. Beta power is suppressed by Levodopa intake and STN deep brain stimulation (DBS) and correlates with disease severity across patients. The aim of the present study was to explore the promising signature of the physiomarker in the spatial domain. Based on local field potential data acquired from 54 patients undergoing STN-DBS, power values within alpha, beta, low beta, and high beta bands were calculated. Values were projected into common stereotactic space after DBS lead localization. Recorded beta power values were significantly higher at posterior and dorsal lead positions, as well as in active compared with inactive pairs. The peak of activity in the beta band was situated within the sensorimotor functional zone of the nucleus. In contrast, higher alpha activity was found in a more ventromedial region, potentially corresponding to associative or pre-motor functional zones of the STN. Beta-and alpha-power peaks were then used as seeds in a fiber tracking experiment. Here, the beta-site received more input from primary motor cortex whereas the alpha-site was more strongly connected to premotor and prefrontal areas. The results summarize predominant spatial locations of frequency signatures recorded in STN-DBS patients in a probabilistic fashion. The site of predominant beta-activity may serve as an electrophysiologically determined target for optimal outcome in STN-DBS for PD in the future.