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143
This study was supported in part by the Catholic University of Daegu and Research Institute of Biomimetic Sersory Cortrol
Received January 19 2012 Final revision received February 29 2012 Accepted March 7 2012
2012 The Korean Academy of Speech-Language Pathology and Audiology httpwwwkasa1986orkr
Effects of Deep Brain Stimulation (DBS) on Speech and Voice in
Parkinsonrsquos Disease Acoustic Measures of Vowels from
Sustained Phonation and Running Speech Using Perturbation
and Nonlinear Dynamic Analysis
Seong Hee Choisect Department of Audiology and Speech-Language Pathology and Research Institute of Biomimetic Sensory Control College of Medical Sciences Catholic University of Daegu Kyungsan Korea
sect Correspondence to
Prof Seong Hee Choi PhD Department of Audiology and Speech-Language Pathology and Research Institute of Biomimetic Sensory ControlCollege of Medical Sciences Catholic University of Daegu5 Gumgokri Hayangup Kyungsansi Kyungsanbookdo Koreae-mail shgracecuackrtel +82 53 850 3841
Background amp Objectives Deep brain stimulation (DBS) of the thalamus or basal ganglia has been considered one of the most stable and long-term effective neurosurgical therapeutic inter-ventions for Parkinsonrsquos Disease (PD) Evidence of a surgical approach with DBS in PD with regardto voice and speech is still lacking The present study aims to investigate if nonlinear dynamic analysis with vowels from sustained phonation and running speech can be used to investigate the effects of electrode implantation and stimulation of the thalamic nucleus (STN) on patientsrsquovoice and speech in advanced stages of PD Methods Nineteen idiopathic PD patients that received DBS-STN surgery and ten idiopathic PD patients that did not receive DBS-STN surgeryparticipated in the present study Participants did not receive medication for 12 hours overnightprior to the recording session For surgical patients recordings were taken with the stimulator on (for at least 12 hours) and off (for 30 minutes) The sustained and running vowel segments were used to analyze the perturbation including percent jitter shimmer signal-to-noise ratio (SNR) values and nonlinear dynamic method of correlation dimension (D2) Results Results showed that the mean D2 value of the surgical group was significantly lower than the mean D2value of the non-surgical group for sustained and running vowels The perturbation results failed to achieve significance with DBS contradicting the results of nonlinear dynamic analysisDiscussion amp Conclusion Nonlinear dynamic analysis showed effects of DBS on PD patientsrsquovoice and speech and may be a useful substitute for perturbation analysis in the evaluation of running speech because of the short signal length and high noise level The results indicate thatnonlinear dynamic analysis may be useful to evaluate the treatment effect in PD patients with severe voice and speech disorders (Korean Journal of Communication Disorders 201217143-155)
Key words Deep Brain Stimulation (DBS) Parkinsonrsquos speech and voice nonlinear dynamic analysis perturbation analysis sustained phonation running speech
Ⅰ Introduction
Parkinsonrsquos disease (PD) is progressive neuromus-
cular disorder (Kim Kearney amp Atkins 2002) The
Characteristic movements of abnormalities such as
resting tremor rigidity bradykinesia and postural
abnormalities observed in PD are caused by dopamine
deficiency associated with degeneration of the
substantia nigra (Marsden 1994) Laryngeal dys-
function or experience voice difficulties were reported
89 of PD patients as the disease progresses as
well as speech abnormalities (Hanson Gerratt amp
Ward 1984) It is of significant clinical interest to
reduce voice and speech symptoms and explore
the suitable treatment option for PD patients The
common deficit in speech and voice is lsquohypokinetic
Korean Journal of Communication Disorders 201217143-155
144
dysarthriarsquo and its typical characteristics include
abnormal prosody variability in speech rate im-
precise movements of the articulators reduced
loudness monotone breathiness and harsh voice
(Hanson Gerratt amp Ward 1984 Gentil amp Pollak
1995 Ramig et al 1995 Sewall Jiang amp Ford
2006) Laryngeal tremor was observed early in the
Parkinsonrsquos disease patients (Perez et al 1996) and
the major laryngeal abnormalities in advanced PD
patients are prominent vocal fold bowing with glottal
incompetence (Blumin Pcolinsky amp Atkins 2004)
hypophonia (Hartelius amp Svensson 1994 Liotti et
al 2003) and abnormal phase closure and phase
asymmetry (Perez et al 1996)
Several studies on PD speech and voice treatment
including pharmacological treatment such as le-
vodopa (Rascol et al 1994 Sanabria et al 2001
Pahwa 2006) neurosurgery such as stereotactic
pallidotomy (Schulz et al1999 Schulz amp Grant
2000) laryngoplasty for vocal folds medialization
(Sewall Jiang amp Ford 2006) have been attempted
to investigate treatment efficacy of parkinsonrsquos re-
lated dysphoinia and dysarthria Although some
results demonstrated clinically significant efficacy
treatment outcomes were limited to small samples
of PD short-term effect or different depended on
different level of dysarthria severity Additionally
levodopa has been used widely to treat symptoms
of PD but the drug side effects including dystonia
and dyskinesia were reported (Parkin et al 2002)
Recently deep brain stimulation (DBS) of the
thalamus or basal ganglia has been considered one
of the most stable and long-term effective neuro-
surgical therapeutic intervention which significantly
improves all areas of limb motor performance such
as rigidity tremor and akinesia (Benabid 2003
Burchiel et al 1999 Iansek Rosenfeld amp Huxham
2002 Krack et al 2003 Kumar amp Mullick 1996
Limousin et al 1998 Xie et al 2001) and preferred
treatment method for patients with advanced PD
due to improvement of the major symptoms of the
disease more effectively than globus pallidus stim-
ulation (Wang et al 2003) The effect of DBS on
speech and voice however has yielded inconsistent
outcomes
Multiple preliminary studies have shown that
DBS of the subthalamic nucleus (STN) improved
maximal phonation time vocal intensity level and
fundamental frequency variability (Gentil et al
2001 Gentil et al 2003 Hoffman-Ruddy et al
2001) In contrast Farrell et al (2005) found that
individuals with PD who had surgery including
thalamotomy pallidotomy or DBS exhibited an im-
proved Hoehn amp Yahr stage of PD score compared
to a non-surgery PD group whereas there were no
significant changes in speech for surgical PD group
Likewise Wang et al (2003) reported subthalamic
nucleus had some positive effects or no changes in
speech and the recent study by Dromey amp Bjarnason
(2011) displayed that articulation (corner vowel
formants diphthong slopes) and phonation (per-
turbation long-term average spectrum) outcomes
showed some speakers improved while others
became worse but only 6 PD with DBS were par-
ticipated in this study Additionally some studies
revealed the DBS effects on speech deteriorated
(Gentil et al 2003 Toumlrnqvist Schaleacuten amp Rehncrona
2005) Sung et al (2004) evaluated maximum
phonation time (MPT) jitter (pitch perturbation)
shimmer (intensity perturbation)tremor indices
and diadochokinetic rate (DDK) to investigate the
effects of DBS with bilateral STN on the phonation
and articulation of 7 PD with levodopa lsquoonrsquo and lsquooffrsquo
treatments They found no significant changes in
the DDK rate under any condition at the articulatory
level and only percent shimmer values decreased
when the patients were levodopa lsquooffrsquo while both
the DBS and levodopa treatment caused significant
prolongation of the MPT suggesting STN DBS
improved phonation but had limited effects on
articulation in individuals with PD in advanced
stage
Acoustic perturbation measures have been com-
monly used as an objective method for evaluation
and diagnose of pathologic voice quality Percent
jitter and shimmer as well as harmonic to noise
ratio (HNR) have traditionally been used to describe
voice quality On the other hand some studies have
cautioned against applying of perturbation acoustic
analysis to severely impared pathologic voice which
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
145
are presented in voice of some PD patients (Titze
1995 Karnell et al 1997 Yiu 1999) In addition
some hypophonic PD voices cannot be analyzed by
using some commercialized voice analysis system
Non-linear dynamic analysis methods (eg Phase
space reconstruction and correlation dimension
(D2) as complement of perturbation analysis have
been employed broadly to quantify highly aperiodic
and chaotic pathologic voice signals including
speakers with vocal polyps parkinsonrsquos voice
unilateral vocal fold paralysis muscle tension
dysphonia esophageal voice as well as pediatric
dysphonia (Awan Roy amp Jiang 2010 MacCallum
et al 2009 Meredith et al 2008 Rahn et al 2007
Zhang et al 2004 2005a Zhang Jiang amp Rahn
2005) Thus nonlinear dynamic approach can be
applied to quantify aperiodic and chaotic laryngeal
activity and give reliable outcomes to clinician to
assess treatment effects of laryngeal pathologies
Zhang Jiang amp Rahn (2005) studied to theoretical
nonlinear model for identifying vocal fold vibrations
in Parkinsonrsquos disease and pathologic vocal
characteristics including reduced vibratory intensity
incomplete vocal closure increased phonation
threshold pressure glottal tremor subharmonics
and chaotic vocal fold vibration are suitable to apply
to the nonlinear analysis model Similarly Rahn et
al (2007) used non-linear analysis with voices of
PD patients and normal with sustained phonation
The results showed PD subjects have significantly
higher D2 values than control subjects (p = 0016)
which indicates increased signal complexity in PD
vocal pathology Differences in the comparison of
two groups were significant in jitter (p = 0014) but
no significant in shimmer (p = 0695) In addition
Choi (2011) used nonlinear analysis of PD voices
with sustained vowel to test the effect of LSVTreg
(Lee Silverman Voice Treatment) and found signifi-
cantly lower percent jitter and D2 values in LSVTreg
group compared to non- LSVTreg group
Sustained vowels only could be used in most
commercialized voice analysis systems and simple
methods to evaluate in the clinical setting because
sustained vowels are obtained in more clearly con-
trolled environment related to aspects of voice
source vocal tract and relatively devoid of individual
speech characteristics such as speaking rate speakerrsquos
dialect intonation and articulatory behavior (Parsa
amp Zamieson 2001) In contrast running speech
involves dynamic and rapid adjustment of vocal
mechanisms which is important indicator of vocal
quality Even though running speech is natural
and reflect day-to-day speech Parsa amp Zamieson
(2001) noted that careful selection of the region of
fo contour for valid of perturbation was needed
when extracting perturbation analysis from running
speech According to Zhang amp Jiang (2008) nonlinear
dynamic analysis such as correlation dimension
(D2) allows a more stable analysis with shorter signal
lengths such as extracting vowels from running
speech and lower sampling rates and high noise
level It is hypothesized that some prior studies
might represent weak or no significant DBS effect
on PD voice and speech since the utility of some
commercialized voice analysis system may not be
suitable or reliable to analyze severe PD voice in
advanced stages and analysis of running speech might
also give better understanding of the DBS effects than
that of sustained vowels The objective of this study
therefore is to investigate the effects of implan-
tation of electrode and stimulation of the thalamic
nucleus (STN) on parkinsonrsquos voice and speech with
both perturbation and non-linear analysis using both
sustained phonation and running speech
Ⅱ Method
1 Participants
The protocol and consent procedure was approved
by the University of Wisconsin Institutional Review
Board and the Committee of Ethics at Shanghai
Second Military Medical University Hospital All
participants were Chinese An attending neurologist
recruited 19 idiopathic PD patients 11 males and
8 females with an average age of 638 years that
received DBS-STN surgery ltTable- 1gt and 10 idi-
opathic PD patients 6 females and 4 males with a
mean age of 668 years that did not receive DBS-
Korean Journal of Communication Disorders 201217143-155
146
Patient Gender Age Hoehn-Yahr Side of STN UPDRSa)-ⅢUPDRS-ⅢItem 18 (Speech)
Perceptual Ratingb) (General Vocal
Impairment)
PD Duration
1 Female 68 Ⅲ Bilateral 51 0 3 12
2 Female 62 Ⅲ Bilateral 60 0 2 12
3 Male 67 Ⅳ Bilateral 108 2 3 14
4 Male 61 Ⅲ Left 51 0 4 18
5 Male 50 Ⅲ Bilateral 78 1 4 5
6 Male 56 Ⅲ Bilateral 58 0 4 10
7 Male 65 Ⅳ Bilateral 82 1 2 8
8 Female 65 Ⅲ Bilateral 79 1 5 4
9 Female 57 Ⅴ Left 100 2 4 11
10 Male 72 Ⅲ Left 67 1 4 6
11 Male 76 Ⅲ Left 80 1 3 13
12 Male 63 Ⅲ Left 62 1 5 8
13 Male 58 Ⅳ Left 84 1 5 10
14 Male 77 Ⅲ Bilateral 65 1 3 7
15 Female 48 Ⅲ Left 62 0 2 10
16 Female 66 Ⅲ Right 65 0 4 7
17 Female 65 Ⅲ Right 65 0 4 6
18 Female 68 Ⅳ Bilateral 78 1 3 10
19 Male 69 Ⅲ Right 62 1 4 6
MeanSD
NA63877
332(Ⅲ=3
Ⅳ=4 Ⅴ=5)
7142153
07406
3610
93235
a) UPDRS Unified Parkinsonrsquos Disease Rating Scaleb) Perceptual ratings (5-point equal appearing interval (EAI) rating scale 1 normal 5 largest deviation from normal)
ltTable-1gt Demographics and clinical characteristics in DBS surgical PD group
STN surgery ltTable-2gt The surgical and non-
surgical patients were selected for consistency in
the criteria shown in Tables 1 and 2 Three speech-
language pathologists with clinical specialization
in PD voice disorders (3-5 years) rated overall voice
quality for all vowel samples using a five-point equal-
appearing-interval (EAI) rating scale (1 normal 5
largest deviation from normal) The surgical pro-
cedure was identical to that discussed in Benabid
(2003) and the decision to undergo DBS-STN surgery
was made independent from the interests of this
study Participants did not have vocal deficits caused
by diseases other than PD symptoms outside of
those common to PD as detected by laryngeal endos-
copy cognitive hearing impairment or depression
T-test was used to compare the differences regarding
age Unified Parkinsonrsquos Disease Rating Scale (UPDRS)
for speech stage of disease (Hoehn amp Yahr 1967)
between surgical and non-surgical groups ltTable
-3gt and no significant differences were found for
any of the variables between groups in the baseline
of this study (p gt 05)
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
147
Patient Gender Age Hoehn-Yahr UPDRSa)-Ⅲ UPDRS-ⅢItem 18(Speech)
Perceptual Rating(General Vocal
Impairment)
PD Duration Since
Diagnosis (years)
1 Female 74 Ⅲ 88 1 3 2
2 Female 74 Ⅳ 100 2 5 5
3 Female 73 Ⅲ 76 1 2 3
4 Female 59 Ⅳ 94 1 3 7
5 Female 57 Ⅲ 64 0 1 6
6 Female 77 Ⅲ 68 0 4 lt1
7 Male 61 Ⅳ 96 1 4 9
8 Male 68 Ⅲ 72 1 4 4
9 Male 49 Ⅲ 62 0 3 2
10 Male 76 Ⅳ 86 2 4 4
MeanSD
NA66897
34(Ⅲ=3
Ⅳ=4 Ⅴ=5)
806139
0907
3311
4226
a) UPDRS Unified Parkinsonrsquos Disease Rating Scale
ltTable-2gt Demographics and clinical characteristics in non-surgical PD group
ltTable-3gt Mean (SD) values of demographics and clinical characteristics for surgical and non-surgical PD group
Surgical PD
(N=19)
Non-surgical
PD (N=10)p-Value
Age(yr) 638(77) 668(97) p gt 005
UPDRSa)
(speech)074(06) 09(07) p gt 005
H amp Yb) 332(06) 34(07) p gt 005
Perceptual
rating36(10) 34(11) p gt 005
a) UPDRS = Unified Parkinsonrsquos Disease Rating Scale b) H amp Y = Hoehn amp Yahr stage
2 Recording Procedure
Participants did not receive medication for 12
hours overnight prior to the recording session
(medication-off condition) For surgical patients
recordings were taken with the stimulator-on (for
at least 12 hours) The stimulator-off recordings
however were not reported because of the short
duration of the stimulator-off period which was the
longest the patients were able to tolerate For non-
surgical patients recordings were taken once
In each session sustained a vowel phonations
of no less than 5 seconds and a vowel from running
speech by reading a sentence in Mandarin Chinese
were recorded in a sound-attenuated room using a
head-mounted microphone (AKG Acoustics Vienna
Austria) positioned at 15 cm from the mouth at a
45 degree angle Audio files were recorded at a
sampling rate of 25 kHz using Multispeech software
(Kay Elemetrics Corporation Lincoln Park NJ)
Patients were directed to perform sustained phona-
tion and running speech within their normal vocal
range For the sustained phonations relatively more
stable 3 replicate recordings were selected for an-
alysis from 5 replicates and 1-second segments were
cut to eliminate the offset and onset of phonation
For running speech 2 replicate recordings from 3
replicates were taken for analysis and the running
vowel a was selected to eliminate the effects of
fricative and silence segments Each running vowel
segment with a minimum length of 100 ms was cut
to eliminate the offset and onset of voice Both sus-
tained and running vowel segments were processed
using perturbation and nonlinear dynamic analysis
The research assistant that directed the patient
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Askenfelt A G amp Hammarberg B (1986) Speech waveform perturbation analysis A perceptual-Acoustical com-parison of seven measures Journal of Speech and Hearing Research 29(1) 50-64
Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
144
dysarthriarsquo and its typical characteristics include
abnormal prosody variability in speech rate im-
precise movements of the articulators reduced
loudness monotone breathiness and harsh voice
(Hanson Gerratt amp Ward 1984 Gentil amp Pollak
1995 Ramig et al 1995 Sewall Jiang amp Ford
2006) Laryngeal tremor was observed early in the
Parkinsonrsquos disease patients (Perez et al 1996) and
the major laryngeal abnormalities in advanced PD
patients are prominent vocal fold bowing with glottal
incompetence (Blumin Pcolinsky amp Atkins 2004)
hypophonia (Hartelius amp Svensson 1994 Liotti et
al 2003) and abnormal phase closure and phase
asymmetry (Perez et al 1996)
Several studies on PD speech and voice treatment
including pharmacological treatment such as le-
vodopa (Rascol et al 1994 Sanabria et al 2001
Pahwa 2006) neurosurgery such as stereotactic
pallidotomy (Schulz et al1999 Schulz amp Grant
2000) laryngoplasty for vocal folds medialization
(Sewall Jiang amp Ford 2006) have been attempted
to investigate treatment efficacy of parkinsonrsquos re-
lated dysphoinia and dysarthria Although some
results demonstrated clinically significant efficacy
treatment outcomes were limited to small samples
of PD short-term effect or different depended on
different level of dysarthria severity Additionally
levodopa has been used widely to treat symptoms
of PD but the drug side effects including dystonia
and dyskinesia were reported (Parkin et al 2002)
Recently deep brain stimulation (DBS) of the
thalamus or basal ganglia has been considered one
of the most stable and long-term effective neuro-
surgical therapeutic intervention which significantly
improves all areas of limb motor performance such
as rigidity tremor and akinesia (Benabid 2003
Burchiel et al 1999 Iansek Rosenfeld amp Huxham
2002 Krack et al 2003 Kumar amp Mullick 1996
Limousin et al 1998 Xie et al 2001) and preferred
treatment method for patients with advanced PD
due to improvement of the major symptoms of the
disease more effectively than globus pallidus stim-
ulation (Wang et al 2003) The effect of DBS on
speech and voice however has yielded inconsistent
outcomes
Multiple preliminary studies have shown that
DBS of the subthalamic nucleus (STN) improved
maximal phonation time vocal intensity level and
fundamental frequency variability (Gentil et al
2001 Gentil et al 2003 Hoffman-Ruddy et al
2001) In contrast Farrell et al (2005) found that
individuals with PD who had surgery including
thalamotomy pallidotomy or DBS exhibited an im-
proved Hoehn amp Yahr stage of PD score compared
to a non-surgery PD group whereas there were no
significant changes in speech for surgical PD group
Likewise Wang et al (2003) reported subthalamic
nucleus had some positive effects or no changes in
speech and the recent study by Dromey amp Bjarnason
(2011) displayed that articulation (corner vowel
formants diphthong slopes) and phonation (per-
turbation long-term average spectrum) outcomes
showed some speakers improved while others
became worse but only 6 PD with DBS were par-
ticipated in this study Additionally some studies
revealed the DBS effects on speech deteriorated
(Gentil et al 2003 Toumlrnqvist Schaleacuten amp Rehncrona
2005) Sung et al (2004) evaluated maximum
phonation time (MPT) jitter (pitch perturbation)
shimmer (intensity perturbation)tremor indices
and diadochokinetic rate (DDK) to investigate the
effects of DBS with bilateral STN on the phonation
and articulation of 7 PD with levodopa lsquoonrsquo and lsquooffrsquo
treatments They found no significant changes in
the DDK rate under any condition at the articulatory
level and only percent shimmer values decreased
when the patients were levodopa lsquooffrsquo while both
the DBS and levodopa treatment caused significant
prolongation of the MPT suggesting STN DBS
improved phonation but had limited effects on
articulation in individuals with PD in advanced
stage
Acoustic perturbation measures have been com-
monly used as an objective method for evaluation
and diagnose of pathologic voice quality Percent
jitter and shimmer as well as harmonic to noise
ratio (HNR) have traditionally been used to describe
voice quality On the other hand some studies have
cautioned against applying of perturbation acoustic
analysis to severely impared pathologic voice which
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
145
are presented in voice of some PD patients (Titze
1995 Karnell et al 1997 Yiu 1999) In addition
some hypophonic PD voices cannot be analyzed by
using some commercialized voice analysis system
Non-linear dynamic analysis methods (eg Phase
space reconstruction and correlation dimension
(D2) as complement of perturbation analysis have
been employed broadly to quantify highly aperiodic
and chaotic pathologic voice signals including
speakers with vocal polyps parkinsonrsquos voice
unilateral vocal fold paralysis muscle tension
dysphonia esophageal voice as well as pediatric
dysphonia (Awan Roy amp Jiang 2010 MacCallum
et al 2009 Meredith et al 2008 Rahn et al 2007
Zhang et al 2004 2005a Zhang Jiang amp Rahn
2005) Thus nonlinear dynamic approach can be
applied to quantify aperiodic and chaotic laryngeal
activity and give reliable outcomes to clinician to
assess treatment effects of laryngeal pathologies
Zhang Jiang amp Rahn (2005) studied to theoretical
nonlinear model for identifying vocal fold vibrations
in Parkinsonrsquos disease and pathologic vocal
characteristics including reduced vibratory intensity
incomplete vocal closure increased phonation
threshold pressure glottal tremor subharmonics
and chaotic vocal fold vibration are suitable to apply
to the nonlinear analysis model Similarly Rahn et
al (2007) used non-linear analysis with voices of
PD patients and normal with sustained phonation
The results showed PD subjects have significantly
higher D2 values than control subjects (p = 0016)
which indicates increased signal complexity in PD
vocal pathology Differences in the comparison of
two groups were significant in jitter (p = 0014) but
no significant in shimmer (p = 0695) In addition
Choi (2011) used nonlinear analysis of PD voices
with sustained vowel to test the effect of LSVTreg
(Lee Silverman Voice Treatment) and found signifi-
cantly lower percent jitter and D2 values in LSVTreg
group compared to non- LSVTreg group
Sustained vowels only could be used in most
commercialized voice analysis systems and simple
methods to evaluate in the clinical setting because
sustained vowels are obtained in more clearly con-
trolled environment related to aspects of voice
source vocal tract and relatively devoid of individual
speech characteristics such as speaking rate speakerrsquos
dialect intonation and articulatory behavior (Parsa
amp Zamieson 2001) In contrast running speech
involves dynamic and rapid adjustment of vocal
mechanisms which is important indicator of vocal
quality Even though running speech is natural
and reflect day-to-day speech Parsa amp Zamieson
(2001) noted that careful selection of the region of
fo contour for valid of perturbation was needed
when extracting perturbation analysis from running
speech According to Zhang amp Jiang (2008) nonlinear
dynamic analysis such as correlation dimension
(D2) allows a more stable analysis with shorter signal
lengths such as extracting vowels from running
speech and lower sampling rates and high noise
level It is hypothesized that some prior studies
might represent weak or no significant DBS effect
on PD voice and speech since the utility of some
commercialized voice analysis system may not be
suitable or reliable to analyze severe PD voice in
advanced stages and analysis of running speech might
also give better understanding of the DBS effects than
that of sustained vowels The objective of this study
therefore is to investigate the effects of implan-
tation of electrode and stimulation of the thalamic
nucleus (STN) on parkinsonrsquos voice and speech with
both perturbation and non-linear analysis using both
sustained phonation and running speech
Ⅱ Method
1 Participants
The protocol and consent procedure was approved
by the University of Wisconsin Institutional Review
Board and the Committee of Ethics at Shanghai
Second Military Medical University Hospital All
participants were Chinese An attending neurologist
recruited 19 idiopathic PD patients 11 males and
8 females with an average age of 638 years that
received DBS-STN surgery ltTable- 1gt and 10 idi-
opathic PD patients 6 females and 4 males with a
mean age of 668 years that did not receive DBS-
Korean Journal of Communication Disorders 201217143-155
146
Patient Gender Age Hoehn-Yahr Side of STN UPDRSa)-ⅢUPDRS-ⅢItem 18 (Speech)
Perceptual Ratingb) (General Vocal
Impairment)
PD Duration
1 Female 68 Ⅲ Bilateral 51 0 3 12
2 Female 62 Ⅲ Bilateral 60 0 2 12
3 Male 67 Ⅳ Bilateral 108 2 3 14
4 Male 61 Ⅲ Left 51 0 4 18
5 Male 50 Ⅲ Bilateral 78 1 4 5
6 Male 56 Ⅲ Bilateral 58 0 4 10
7 Male 65 Ⅳ Bilateral 82 1 2 8
8 Female 65 Ⅲ Bilateral 79 1 5 4
9 Female 57 Ⅴ Left 100 2 4 11
10 Male 72 Ⅲ Left 67 1 4 6
11 Male 76 Ⅲ Left 80 1 3 13
12 Male 63 Ⅲ Left 62 1 5 8
13 Male 58 Ⅳ Left 84 1 5 10
14 Male 77 Ⅲ Bilateral 65 1 3 7
15 Female 48 Ⅲ Left 62 0 2 10
16 Female 66 Ⅲ Right 65 0 4 7
17 Female 65 Ⅲ Right 65 0 4 6
18 Female 68 Ⅳ Bilateral 78 1 3 10
19 Male 69 Ⅲ Right 62 1 4 6
MeanSD
NA63877
332(Ⅲ=3
Ⅳ=4 Ⅴ=5)
7142153
07406
3610
93235
a) UPDRS Unified Parkinsonrsquos Disease Rating Scaleb) Perceptual ratings (5-point equal appearing interval (EAI) rating scale 1 normal 5 largest deviation from normal)
ltTable-1gt Demographics and clinical characteristics in DBS surgical PD group
STN surgery ltTable-2gt The surgical and non-
surgical patients were selected for consistency in
the criteria shown in Tables 1 and 2 Three speech-
language pathologists with clinical specialization
in PD voice disorders (3-5 years) rated overall voice
quality for all vowel samples using a five-point equal-
appearing-interval (EAI) rating scale (1 normal 5
largest deviation from normal) The surgical pro-
cedure was identical to that discussed in Benabid
(2003) and the decision to undergo DBS-STN surgery
was made independent from the interests of this
study Participants did not have vocal deficits caused
by diseases other than PD symptoms outside of
those common to PD as detected by laryngeal endos-
copy cognitive hearing impairment or depression
T-test was used to compare the differences regarding
age Unified Parkinsonrsquos Disease Rating Scale (UPDRS)
for speech stage of disease (Hoehn amp Yahr 1967)
between surgical and non-surgical groups ltTable
-3gt and no significant differences were found for
any of the variables between groups in the baseline
of this study (p gt 05)
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
147
Patient Gender Age Hoehn-Yahr UPDRSa)-Ⅲ UPDRS-ⅢItem 18(Speech)
Perceptual Rating(General Vocal
Impairment)
PD Duration Since
Diagnosis (years)
1 Female 74 Ⅲ 88 1 3 2
2 Female 74 Ⅳ 100 2 5 5
3 Female 73 Ⅲ 76 1 2 3
4 Female 59 Ⅳ 94 1 3 7
5 Female 57 Ⅲ 64 0 1 6
6 Female 77 Ⅲ 68 0 4 lt1
7 Male 61 Ⅳ 96 1 4 9
8 Male 68 Ⅲ 72 1 4 4
9 Male 49 Ⅲ 62 0 3 2
10 Male 76 Ⅳ 86 2 4 4
MeanSD
NA66897
34(Ⅲ=3
Ⅳ=4 Ⅴ=5)
806139
0907
3311
4226
a) UPDRS Unified Parkinsonrsquos Disease Rating Scale
ltTable-2gt Demographics and clinical characteristics in non-surgical PD group
ltTable-3gt Mean (SD) values of demographics and clinical characteristics for surgical and non-surgical PD group
Surgical PD
(N=19)
Non-surgical
PD (N=10)p-Value
Age(yr) 638(77) 668(97) p gt 005
UPDRSa)
(speech)074(06) 09(07) p gt 005
H amp Yb) 332(06) 34(07) p gt 005
Perceptual
rating36(10) 34(11) p gt 005
a) UPDRS = Unified Parkinsonrsquos Disease Rating Scale b) H amp Y = Hoehn amp Yahr stage
2 Recording Procedure
Participants did not receive medication for 12
hours overnight prior to the recording session
(medication-off condition) For surgical patients
recordings were taken with the stimulator-on (for
at least 12 hours) The stimulator-off recordings
however were not reported because of the short
duration of the stimulator-off period which was the
longest the patients were able to tolerate For non-
surgical patients recordings were taken once
In each session sustained a vowel phonations
of no less than 5 seconds and a vowel from running
speech by reading a sentence in Mandarin Chinese
were recorded in a sound-attenuated room using a
head-mounted microphone (AKG Acoustics Vienna
Austria) positioned at 15 cm from the mouth at a
45 degree angle Audio files were recorded at a
sampling rate of 25 kHz using Multispeech software
(Kay Elemetrics Corporation Lincoln Park NJ)
Patients were directed to perform sustained phona-
tion and running speech within their normal vocal
range For the sustained phonations relatively more
stable 3 replicate recordings were selected for an-
alysis from 5 replicates and 1-second segments were
cut to eliminate the offset and onset of phonation
For running speech 2 replicate recordings from 3
replicates were taken for analysis and the running
vowel a was selected to eliminate the effects of
fricative and silence segments Each running vowel
segment with a minimum length of 100 ms was cut
to eliminate the offset and onset of voice Both sus-
tained and running vowel segments were processed
using perturbation and nonlinear dynamic analysis
The research assistant that directed the patient
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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153
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Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
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Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
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Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
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Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
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Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
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Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
145
are presented in voice of some PD patients (Titze
1995 Karnell et al 1997 Yiu 1999) In addition
some hypophonic PD voices cannot be analyzed by
using some commercialized voice analysis system
Non-linear dynamic analysis methods (eg Phase
space reconstruction and correlation dimension
(D2) as complement of perturbation analysis have
been employed broadly to quantify highly aperiodic
and chaotic pathologic voice signals including
speakers with vocal polyps parkinsonrsquos voice
unilateral vocal fold paralysis muscle tension
dysphonia esophageal voice as well as pediatric
dysphonia (Awan Roy amp Jiang 2010 MacCallum
et al 2009 Meredith et al 2008 Rahn et al 2007
Zhang et al 2004 2005a Zhang Jiang amp Rahn
2005) Thus nonlinear dynamic approach can be
applied to quantify aperiodic and chaotic laryngeal
activity and give reliable outcomes to clinician to
assess treatment effects of laryngeal pathologies
Zhang Jiang amp Rahn (2005) studied to theoretical
nonlinear model for identifying vocal fold vibrations
in Parkinsonrsquos disease and pathologic vocal
characteristics including reduced vibratory intensity
incomplete vocal closure increased phonation
threshold pressure glottal tremor subharmonics
and chaotic vocal fold vibration are suitable to apply
to the nonlinear analysis model Similarly Rahn et
al (2007) used non-linear analysis with voices of
PD patients and normal with sustained phonation
The results showed PD subjects have significantly
higher D2 values than control subjects (p = 0016)
which indicates increased signal complexity in PD
vocal pathology Differences in the comparison of
two groups were significant in jitter (p = 0014) but
no significant in shimmer (p = 0695) In addition
Choi (2011) used nonlinear analysis of PD voices
with sustained vowel to test the effect of LSVTreg
(Lee Silverman Voice Treatment) and found signifi-
cantly lower percent jitter and D2 values in LSVTreg
group compared to non- LSVTreg group
Sustained vowels only could be used in most
commercialized voice analysis systems and simple
methods to evaluate in the clinical setting because
sustained vowels are obtained in more clearly con-
trolled environment related to aspects of voice
source vocal tract and relatively devoid of individual
speech characteristics such as speaking rate speakerrsquos
dialect intonation and articulatory behavior (Parsa
amp Zamieson 2001) In contrast running speech
involves dynamic and rapid adjustment of vocal
mechanisms which is important indicator of vocal
quality Even though running speech is natural
and reflect day-to-day speech Parsa amp Zamieson
(2001) noted that careful selection of the region of
fo contour for valid of perturbation was needed
when extracting perturbation analysis from running
speech According to Zhang amp Jiang (2008) nonlinear
dynamic analysis such as correlation dimension
(D2) allows a more stable analysis with shorter signal
lengths such as extracting vowels from running
speech and lower sampling rates and high noise
level It is hypothesized that some prior studies
might represent weak or no significant DBS effect
on PD voice and speech since the utility of some
commercialized voice analysis system may not be
suitable or reliable to analyze severe PD voice in
advanced stages and analysis of running speech might
also give better understanding of the DBS effects than
that of sustained vowels The objective of this study
therefore is to investigate the effects of implan-
tation of electrode and stimulation of the thalamic
nucleus (STN) on parkinsonrsquos voice and speech with
both perturbation and non-linear analysis using both
sustained phonation and running speech
Ⅱ Method
1 Participants
The protocol and consent procedure was approved
by the University of Wisconsin Institutional Review
Board and the Committee of Ethics at Shanghai
Second Military Medical University Hospital All
participants were Chinese An attending neurologist
recruited 19 idiopathic PD patients 11 males and
8 females with an average age of 638 years that
received DBS-STN surgery ltTable- 1gt and 10 idi-
opathic PD patients 6 females and 4 males with a
mean age of 668 years that did not receive DBS-
Korean Journal of Communication Disorders 201217143-155
146
Patient Gender Age Hoehn-Yahr Side of STN UPDRSa)-ⅢUPDRS-ⅢItem 18 (Speech)
Perceptual Ratingb) (General Vocal
Impairment)
PD Duration
1 Female 68 Ⅲ Bilateral 51 0 3 12
2 Female 62 Ⅲ Bilateral 60 0 2 12
3 Male 67 Ⅳ Bilateral 108 2 3 14
4 Male 61 Ⅲ Left 51 0 4 18
5 Male 50 Ⅲ Bilateral 78 1 4 5
6 Male 56 Ⅲ Bilateral 58 0 4 10
7 Male 65 Ⅳ Bilateral 82 1 2 8
8 Female 65 Ⅲ Bilateral 79 1 5 4
9 Female 57 Ⅴ Left 100 2 4 11
10 Male 72 Ⅲ Left 67 1 4 6
11 Male 76 Ⅲ Left 80 1 3 13
12 Male 63 Ⅲ Left 62 1 5 8
13 Male 58 Ⅳ Left 84 1 5 10
14 Male 77 Ⅲ Bilateral 65 1 3 7
15 Female 48 Ⅲ Left 62 0 2 10
16 Female 66 Ⅲ Right 65 0 4 7
17 Female 65 Ⅲ Right 65 0 4 6
18 Female 68 Ⅳ Bilateral 78 1 3 10
19 Male 69 Ⅲ Right 62 1 4 6
MeanSD
NA63877
332(Ⅲ=3
Ⅳ=4 Ⅴ=5)
7142153
07406
3610
93235
a) UPDRS Unified Parkinsonrsquos Disease Rating Scaleb) Perceptual ratings (5-point equal appearing interval (EAI) rating scale 1 normal 5 largest deviation from normal)
ltTable-1gt Demographics and clinical characteristics in DBS surgical PD group
STN surgery ltTable-2gt The surgical and non-
surgical patients were selected for consistency in
the criteria shown in Tables 1 and 2 Three speech-
language pathologists with clinical specialization
in PD voice disorders (3-5 years) rated overall voice
quality for all vowel samples using a five-point equal-
appearing-interval (EAI) rating scale (1 normal 5
largest deviation from normal) The surgical pro-
cedure was identical to that discussed in Benabid
(2003) and the decision to undergo DBS-STN surgery
was made independent from the interests of this
study Participants did not have vocal deficits caused
by diseases other than PD symptoms outside of
those common to PD as detected by laryngeal endos-
copy cognitive hearing impairment or depression
T-test was used to compare the differences regarding
age Unified Parkinsonrsquos Disease Rating Scale (UPDRS)
for speech stage of disease (Hoehn amp Yahr 1967)
between surgical and non-surgical groups ltTable
-3gt and no significant differences were found for
any of the variables between groups in the baseline
of this study (p gt 05)
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
147
Patient Gender Age Hoehn-Yahr UPDRSa)-Ⅲ UPDRS-ⅢItem 18(Speech)
Perceptual Rating(General Vocal
Impairment)
PD Duration Since
Diagnosis (years)
1 Female 74 Ⅲ 88 1 3 2
2 Female 74 Ⅳ 100 2 5 5
3 Female 73 Ⅲ 76 1 2 3
4 Female 59 Ⅳ 94 1 3 7
5 Female 57 Ⅲ 64 0 1 6
6 Female 77 Ⅲ 68 0 4 lt1
7 Male 61 Ⅳ 96 1 4 9
8 Male 68 Ⅲ 72 1 4 4
9 Male 49 Ⅲ 62 0 3 2
10 Male 76 Ⅳ 86 2 4 4
MeanSD
NA66897
34(Ⅲ=3
Ⅳ=4 Ⅴ=5)
806139
0907
3311
4226
a) UPDRS Unified Parkinsonrsquos Disease Rating Scale
ltTable-2gt Demographics and clinical characteristics in non-surgical PD group
ltTable-3gt Mean (SD) values of demographics and clinical characteristics for surgical and non-surgical PD group
Surgical PD
(N=19)
Non-surgical
PD (N=10)p-Value
Age(yr) 638(77) 668(97) p gt 005
UPDRSa)
(speech)074(06) 09(07) p gt 005
H amp Yb) 332(06) 34(07) p gt 005
Perceptual
rating36(10) 34(11) p gt 005
a) UPDRS = Unified Parkinsonrsquos Disease Rating Scale b) H amp Y = Hoehn amp Yahr stage
2 Recording Procedure
Participants did not receive medication for 12
hours overnight prior to the recording session
(medication-off condition) For surgical patients
recordings were taken with the stimulator-on (for
at least 12 hours) The stimulator-off recordings
however were not reported because of the short
duration of the stimulator-off period which was the
longest the patients were able to tolerate For non-
surgical patients recordings were taken once
In each session sustained a vowel phonations
of no less than 5 seconds and a vowel from running
speech by reading a sentence in Mandarin Chinese
were recorded in a sound-attenuated room using a
head-mounted microphone (AKG Acoustics Vienna
Austria) positioned at 15 cm from the mouth at a
45 degree angle Audio files were recorded at a
sampling rate of 25 kHz using Multispeech software
(Kay Elemetrics Corporation Lincoln Park NJ)
Patients were directed to perform sustained phona-
tion and running speech within their normal vocal
range For the sustained phonations relatively more
stable 3 replicate recordings were selected for an-
alysis from 5 replicates and 1-second segments were
cut to eliminate the offset and onset of phonation
For running speech 2 replicate recordings from 3
replicates were taken for analysis and the running
vowel a was selected to eliminate the effects of
fricative and silence segments Each running vowel
segment with a minimum length of 100 ms was cut
to eliminate the offset and onset of voice Both sus-
tained and running vowel segments were processed
using perturbation and nonlinear dynamic analysis
The research assistant that directed the patient
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
146
Patient Gender Age Hoehn-Yahr Side of STN UPDRSa)-ⅢUPDRS-ⅢItem 18 (Speech)
Perceptual Ratingb) (General Vocal
Impairment)
PD Duration
1 Female 68 Ⅲ Bilateral 51 0 3 12
2 Female 62 Ⅲ Bilateral 60 0 2 12
3 Male 67 Ⅳ Bilateral 108 2 3 14
4 Male 61 Ⅲ Left 51 0 4 18
5 Male 50 Ⅲ Bilateral 78 1 4 5
6 Male 56 Ⅲ Bilateral 58 0 4 10
7 Male 65 Ⅳ Bilateral 82 1 2 8
8 Female 65 Ⅲ Bilateral 79 1 5 4
9 Female 57 Ⅴ Left 100 2 4 11
10 Male 72 Ⅲ Left 67 1 4 6
11 Male 76 Ⅲ Left 80 1 3 13
12 Male 63 Ⅲ Left 62 1 5 8
13 Male 58 Ⅳ Left 84 1 5 10
14 Male 77 Ⅲ Bilateral 65 1 3 7
15 Female 48 Ⅲ Left 62 0 2 10
16 Female 66 Ⅲ Right 65 0 4 7
17 Female 65 Ⅲ Right 65 0 4 6
18 Female 68 Ⅳ Bilateral 78 1 3 10
19 Male 69 Ⅲ Right 62 1 4 6
MeanSD
NA63877
332(Ⅲ=3
Ⅳ=4 Ⅴ=5)
7142153
07406
3610
93235
a) UPDRS Unified Parkinsonrsquos Disease Rating Scaleb) Perceptual ratings (5-point equal appearing interval (EAI) rating scale 1 normal 5 largest deviation from normal)
ltTable-1gt Demographics and clinical characteristics in DBS surgical PD group
STN surgery ltTable-2gt The surgical and non-
surgical patients were selected for consistency in
the criteria shown in Tables 1 and 2 Three speech-
language pathologists with clinical specialization
in PD voice disorders (3-5 years) rated overall voice
quality for all vowel samples using a five-point equal-
appearing-interval (EAI) rating scale (1 normal 5
largest deviation from normal) The surgical pro-
cedure was identical to that discussed in Benabid
(2003) and the decision to undergo DBS-STN surgery
was made independent from the interests of this
study Participants did not have vocal deficits caused
by diseases other than PD symptoms outside of
those common to PD as detected by laryngeal endos-
copy cognitive hearing impairment or depression
T-test was used to compare the differences regarding
age Unified Parkinsonrsquos Disease Rating Scale (UPDRS)
for speech stage of disease (Hoehn amp Yahr 1967)
between surgical and non-surgical groups ltTable
-3gt and no significant differences were found for
any of the variables between groups in the baseline
of this study (p gt 05)
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
147
Patient Gender Age Hoehn-Yahr UPDRSa)-Ⅲ UPDRS-ⅢItem 18(Speech)
Perceptual Rating(General Vocal
Impairment)
PD Duration Since
Diagnosis (years)
1 Female 74 Ⅲ 88 1 3 2
2 Female 74 Ⅳ 100 2 5 5
3 Female 73 Ⅲ 76 1 2 3
4 Female 59 Ⅳ 94 1 3 7
5 Female 57 Ⅲ 64 0 1 6
6 Female 77 Ⅲ 68 0 4 lt1
7 Male 61 Ⅳ 96 1 4 9
8 Male 68 Ⅲ 72 1 4 4
9 Male 49 Ⅲ 62 0 3 2
10 Male 76 Ⅳ 86 2 4 4
MeanSD
NA66897
34(Ⅲ=3
Ⅳ=4 Ⅴ=5)
806139
0907
3311
4226
a) UPDRS Unified Parkinsonrsquos Disease Rating Scale
ltTable-2gt Demographics and clinical characteristics in non-surgical PD group
ltTable-3gt Mean (SD) values of demographics and clinical characteristics for surgical and non-surgical PD group
Surgical PD
(N=19)
Non-surgical
PD (N=10)p-Value
Age(yr) 638(77) 668(97) p gt 005
UPDRSa)
(speech)074(06) 09(07) p gt 005
H amp Yb) 332(06) 34(07) p gt 005
Perceptual
rating36(10) 34(11) p gt 005
a) UPDRS = Unified Parkinsonrsquos Disease Rating Scale b) H amp Y = Hoehn amp Yahr stage
2 Recording Procedure
Participants did not receive medication for 12
hours overnight prior to the recording session
(medication-off condition) For surgical patients
recordings were taken with the stimulator-on (for
at least 12 hours) The stimulator-off recordings
however were not reported because of the short
duration of the stimulator-off period which was the
longest the patients were able to tolerate For non-
surgical patients recordings were taken once
In each session sustained a vowel phonations
of no less than 5 seconds and a vowel from running
speech by reading a sentence in Mandarin Chinese
were recorded in a sound-attenuated room using a
head-mounted microphone (AKG Acoustics Vienna
Austria) positioned at 15 cm from the mouth at a
45 degree angle Audio files were recorded at a
sampling rate of 25 kHz using Multispeech software
(Kay Elemetrics Corporation Lincoln Park NJ)
Patients were directed to perform sustained phona-
tion and running speech within their normal vocal
range For the sustained phonations relatively more
stable 3 replicate recordings were selected for an-
alysis from 5 replicates and 1-second segments were
cut to eliminate the offset and onset of phonation
For running speech 2 replicate recordings from 3
replicates were taken for analysis and the running
vowel a was selected to eliminate the effects of
fricative and silence segments Each running vowel
segment with a minimum length of 100 ms was cut
to eliminate the offset and onset of voice Both sus-
tained and running vowel segments were processed
using perturbation and nonlinear dynamic analysis
The research assistant that directed the patient
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
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Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
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Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
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Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
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Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
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154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
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최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
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최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
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음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
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적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
147
Patient Gender Age Hoehn-Yahr UPDRSa)-Ⅲ UPDRS-ⅢItem 18(Speech)
Perceptual Rating(General Vocal
Impairment)
PD Duration Since
Diagnosis (years)
1 Female 74 Ⅲ 88 1 3 2
2 Female 74 Ⅳ 100 2 5 5
3 Female 73 Ⅲ 76 1 2 3
4 Female 59 Ⅳ 94 1 3 7
5 Female 57 Ⅲ 64 0 1 6
6 Female 77 Ⅲ 68 0 4 lt1
7 Male 61 Ⅳ 96 1 4 9
8 Male 68 Ⅲ 72 1 4 4
9 Male 49 Ⅲ 62 0 3 2
10 Male 76 Ⅳ 86 2 4 4
MeanSD
NA66897
34(Ⅲ=3
Ⅳ=4 Ⅴ=5)
806139
0907
3311
4226
a) UPDRS Unified Parkinsonrsquos Disease Rating Scale
ltTable-2gt Demographics and clinical characteristics in non-surgical PD group
ltTable-3gt Mean (SD) values of demographics and clinical characteristics for surgical and non-surgical PD group
Surgical PD
(N=19)
Non-surgical
PD (N=10)p-Value
Age(yr) 638(77) 668(97) p gt 005
UPDRSa)
(speech)074(06) 09(07) p gt 005
H amp Yb) 332(06) 34(07) p gt 005
Perceptual
rating36(10) 34(11) p gt 005
a) UPDRS = Unified Parkinsonrsquos Disease Rating Scale b) H amp Y = Hoehn amp Yahr stage
2 Recording Procedure
Participants did not receive medication for 12
hours overnight prior to the recording session
(medication-off condition) For surgical patients
recordings were taken with the stimulator-on (for
at least 12 hours) The stimulator-off recordings
however were not reported because of the short
duration of the stimulator-off period which was the
longest the patients were able to tolerate For non-
surgical patients recordings were taken once
In each session sustained a vowel phonations
of no less than 5 seconds and a vowel from running
speech by reading a sentence in Mandarin Chinese
were recorded in a sound-attenuated room using a
head-mounted microphone (AKG Acoustics Vienna
Austria) positioned at 15 cm from the mouth at a
45 degree angle Audio files were recorded at a
sampling rate of 25 kHz using Multispeech software
(Kay Elemetrics Corporation Lincoln Park NJ)
Patients were directed to perform sustained phona-
tion and running speech within their normal vocal
range For the sustained phonations relatively more
stable 3 replicate recordings were selected for an-
alysis from 5 replicates and 1-second segments were
cut to eliminate the offset and onset of phonation
For running speech 2 replicate recordings from 3
replicates were taken for analysis and the running
vowel a was selected to eliminate the effects of
fricative and silence segments Each running vowel
segment with a minimum length of 100 ms was cut
to eliminate the offset and onset of voice Both sus-
tained and running vowel segments were processed
using perturbation and nonlinear dynamic analysis
The research assistant that directed the patient
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
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Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
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Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
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154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
148
was blind to the patient group for the first set of
recordings and the stimulator condition The patient
was blind to the stimulator condition Therefore
data collection satisfied double blindness Another
research assistant blind to the patient group and
stimulator condition analyzed the data achieving
blindness at this stage of data processing
3 Data Analysis
CSpeech 40 software (Paul Milenkovic Madison
Wisconsin) was used to obtain percent jitter percent
shimmer and signal-to-noise ratio (SNR) values for
both sustained and running vowel segments CSpeech
was also used to calculate err the number of counts
the algorithm failed to extract a pitch period for all
patients (Milenkovic amp Read 1992) An error greater
than 10 indicated an unreliable pitch period The
waveforms of the segments with err values greater
than 10 had type 2 (bifurcations and modulations
evident) or type 3 (aperiodic and chaotic) signals
Previous studies have shown that perturbation
analysis is only reliable for nearly periodic voice
samples and therefore perturbation results for these
segments were eliminated (Titze 1995) The non-
linear dynamic method of correlation dimension
(D2) which studies have shown does not have the
periodicity requirement that limits perturbation
methods was also used to analyze sustained and
running vowel segments The theory usage and
determination of correlation dimension calculations
have been described extensively in previous studies
(Herzel et al 1994 Jiang Zhang amp Ford 2003
Jiang Zhang amp McGilligan 2006 Kumar amp Mullick
1996 Narayanan amp Alwan 1995 Titze Baken amp
Herzel 1993 Zhang et al 2004 Zhang et al 2005a
2005b Zhang Jiang amp Rahn 2005) Compared to
perturbation methods nonlinear dynamic analysis
such as correlation dimension (D2) do not require
determination of a pitch period which is a compon-
ent of the algorithms used in perturbation analysis
Briefly ltFigure-1gt shows a phonatory time series
χ(ti) ti = t0 +iΔt (i = 12hellipN) from a surgical patient
sampled at Δt = 1ƒs The time length analyzed is 1 s
(figures were magnified) (N=25000) The recon-
structed phase space shown in ltFigure-2gt plots
the voice signal against itself at a time delay τ calcu-
lated by Fraser and Swinneyrsquos mutual information
method (1986) Correlation dimension (D2) measures
the correlation of any two points in this phase space
or the complexity and irregularity of this phase
space Higher correlation dimension indicates higher
aperiodic vocal pathology and a more severely
impaired Parkinsonian voice a zero-dimensional
fixed point(static states) a one-dimensional limit
cycle(periodic oscillations) a two-dimensional quasi-
periodic torus(superposition of two or more oscil-
lations) or a fractal dimensional chaotic trajectory
(apeirodic oscillations (Herzel et al 1994 Jiang
Zhang amp McGilligan 2006) Grassberger and
Procacciarsquos correlation dimension (1983) was calcu-
lated based on the definition rrCD
r log)(loglim
02 rarr=
where r is the radius around Ⅹ i and
sum summinus
=
minusminus
=+minusminus
minusminus+=
1 1
0||)||(
))(1(2)(
N
Wn
nN
iniir
WNWNrNWC XXθ
was calculated using Theilerrsquos formula (1986) W
was set as the time delay τ and θ (χ) satisfies
⎩⎨⎧
legt
=0001
)(xx
xθ The correlation dimension is obtained
with a linear curve fit to D2 vs r in the scaling region
where the slopes of these two curves increase
transiently and then converge as embedding dimen-
sion m is increased ltFigure-3gt shows the curves
D2 vs r from the same surgical patient as shown in
ltFigure-1gt The slopes of the D2 vs r curves approach
3038 plusmn 0004 in the indicated scaling region which
is the estimated D2 of this voice Using the steps
outlined above correlation dimension values were
obtained for all vowel segments
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
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Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
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Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
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Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
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Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
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최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
149
Non
-surgical
group
Surgical
groupp-Value
Sustained
vowel
Percent
jitter
0405
(plusmn0318)
0563
(plusmn0433)01741
Percent
shimmer
6200
(plusmn3169)
6498
(plusmn3550)07393
SNR15336
(plusmn5165)
14407
(plusmn4875)04253
D23585
(plusmn0772)
2648
(plusmn0828)lt 00001
Running
vowel
Percent
jitter
0851
(plusmn0509)
1108
(plusmn0743)02688
Percent
shimmer
7953
(plusmn4197)
9011
(plusmn4274)03741
SNR12016
(plusmn3758)
13500
(plusmn3385)01291
D24076
(plusmn0990)
3012
(plusmn1340)00002
ltTable-4gt Mean (SD) values of percent jitter percent shimmer SNR and D2 for vowels from sustained phonation and running speech between the non-surgical and surgical PD groups
ltFigure - 1gt A waveform in DBS-STN surgical PD group
ltFigure - 2gt A reconstructed phase space in non-surgical PD group
It represents the dynamic behavior of one PD voice signal with no surgery showing aperiodic voice signal which looks irregular and chaotic not closed trajectory
in phase space
ltFigure - 3gt The curves D2 vs r from the same surgical patient as shown in ltFigure - 1gt The slopes of the D2 vs
r curves approach 3038 plusmn 0004 in the indicated scaling region
which is the estimated D2 of the voice signal
4 Statistical Analysis
Means were calculated for each of 4 measures
(percent jitter percent shimmer SNR D2) for sus-
tained and running vowel segments of non-surgical
patients and surgical patients A Mann-Whitney rank
sum test was used to test for differences between the
non-surgical and surgical patients Statistical p-values
less than 005 were considered significant Statistical
computations were run on SigmaStat 20 (Jandel
Scientific San Rafael CA) software and graphs
generated using SigmaPlot 40 (Jandel Scientific)
software
Ⅲ Results
ltTable-4gt shows mean percent jitter shimmer
SNR and D2 values of sustained and running vowel
segments for the non-surgical and surgical groups
ltFigure-4 gt through ltFigure-7gt displays boxplots
of percent jitter shimmer SNR and D2 values from
sustained and running vowel segments for each
group
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Askenfelt A G amp Hammarberg B (1986) Speech waveform perturbation analysis A perceptual-Acoustical com-parison of seven measures Journal of Speech and Hearing Research 29(1) 50-64
Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
150
ltFigure - 4gt Percent Jitter for the non-surgical and surgical group with sustained and running vowels
ltFigure - 5gt Percent Shimmer for the non-surgical and surgical group with sustained and running vowels
ltFigure - 7gt D2 for the non-surgical and surgical group with sustained and running vowels
ltFigure - 6gt SNR for the non-surgical and surgical group with sustained and running vowels
For sustained vowels the mean percent jitter and
shimmer values were 0405 and 6200 respectively
for the non-surgical and surgical group and 0563
and 6498 respectively for the surgical group As
shown in ltTable-4gt mean percent jitter and shimmer
were higher in the surgical group than non-surgical
group but this difference was not significant (p =
1741 p = 7393) For running vowels the mean
percent jitter and shimmer values were 0851 and
7953 respectively for the non-surgical group and
1108 and 9011 respectively for the surgical group
As with sustained vowels percent jitter and shim-
mer were higher in the surgical group than non-
surgical group but this difference was not significant
(p = 2688 p = 3741)
For sustained vowels mean SNR values were for
the non-surgical and surgical groups were 15336
and 14 407 respectively For running vowels the
mean of SNR values for the non-surgical and surgical
group were 12016 and 13500 respectively Mean
SNR values were neither significantly lower for
sustained vowels (p = 4253) nor significantly higher
for running vowels in the surgical group (p = 1291)
For sustained vowels mean D2 values for the non-
surgical and surgical groups were 3585 and 2648
respectively The mean D2 value of the surgical group
was significantly lower than the mean D2 value of
the non-surgical group (p lt 0001) For running
vowels mean D2 values for the non-surgical and
surgical groups were 4076 and 3012 respectively
As with sustained vowels the mean D2 value of the
surgical group was significantly lower than the mean
D2 value of the non-surgical group (p lt 0002)
IV Discussion and Conclusion
The current study attempted to extend the measures
vowels from sustained phonation to running speech
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
REFERENCES
Askenfelt A G amp Hammarberg B (1986) Speech waveform perturbation analysis A perceptual-Acoustical com-parison of seven measures Journal of Speech and Hearing Research 29(1) 50-64
Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
151
to explore the effect of DBS on treatment of PD speech
and voice with acoustic measures under levodopa
lsquooffrsquo condition with advanced PD patients who
exhibited more than Hoehn amp Yahr stage Ⅲ
The symptoms of speech and voice dysfunction
in PD (hypokinetic dysarthria) are weak voice vari-
able speech rate short rushes of speech imprecise
consonants breathy and harsh voice and monoto-
nous pitch Effects of STN-DBS on speech and voice
motor function are less well defined and have been
reported either as variable (Dromey et al 2000
Hoffman et al 2001 Gentil et al 2003 Murdoch
2010) or as an adverse side effect of the stimulation
(Deuschl et al 2006)
Farrell et al (2005) found that neurosurgical inter-
vention including the procedures of pallidotomy
thalamotomy and deep-brain stimulation (DBS)
did not significantly change the 22 surgical partici-
pantsrsquo perceptual voice and speech dimensions
including reduced vocal intensity reduced vocal
pitch monopitch monoloudness imprecise articu-
lation and oromotor function despite significant
postoperative improvements in ratings of general
motor function and disease severity
In addition Dromey et al (2000) measured the
acoustic recordings and neurologic assessments with
7 PD patients who were implanted with deep brain
stimulators and found significant improvements in
limb motor performance when the subthalamic
nucleus was stimulated following surgery Although
there was small significant increases in sound pres-
sure level and fundamental frequency variability in
response to stimulation in the medication-on con-
dition while no significant speech changes were
found Another study revealed that reaction and
movement time of the articulatory organs decreased
and their maximal strength and articulatory precision
as well as voice function significantly improved (Gentil
et al 2003) Most recently a preliminary study for
measuring DBS effect on voice and speech with 6PD
demonstrated only 2PD with DBS improved percent
jitter shimmer following stimulation on while most
PD with DBS (4PD) became worse by increasing
percent jitter and shimmer values and represented
variable outcomes in speech intelligibility with vowel
space area and smaller formant transitions reflecting
poorer perceived speech (Dromey amp Bjarnason
2011)
Recently most of the aperiodic voice signals and
severe dysphonia as well as periodic voice signals so
far have been successfully quantified with nonlinear
dynamic approach Nonlinear dynamic methods
including reconstructed phase space and correlation
dimension (D2) have been considered as new acous-
tic methods to describe aperiodic and chaotic activities
and can predict period-doublings bifurcations de-
terministic chaotic or nonlinear dynamic system
rather than stochastic chaos (Titze et al 1993 Zhang
et al 2005a 2005b Zhang Jiang amp Rahn 2005)
Typically sustained vowels are much more commonly
used in acoustic measures because they can be
obtained in a more easily controlled environment
reducing variances in acoustic parameters Further-
more sustained vowels do not vary with dialect
intonation and articulation of the speaker which
may affect the acoustic results (Zhang amp Jiang 2008)
Running speech however exhibits the dynamic
natural phonation characteristics of everyday speech
whereas sustained vowels are more characteristic
of singing (Klingholtz 1990 Parsa amp Jamieson
2001) In addition running speech has variations in
pitch and loudness which are important properties
when assessing the effectiveness of treatments on
PD voice and speech (Askenfelt amp Hammarberg
1986) The present study showed mean D2 value of
the surgical group was significantly lower than the
mean D2 value of the non-surgical group for both
sustained and running vowels indicating an im-
provement in sustained phonation and running
speech with DBS Our initial study has reported
aperiodicity improvement in sustained vowel pho-
nation in PD patients with DBS (Lee et al 2008)
Many PD vocal samples in this study have type 2
signals containing subharmonics or even type 3
signals making the D2 results more reliable and
nonlinear dynamic method may provide measurable
improvement in patients with severe vocal impair-
ment For sustained phonations the improvement
in D2 may be associated with a decrease in vocal fold
rigidity and stiffness a common vocal symptom of
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
REFERENCES
Askenfelt A G amp Hammarberg B (1986) Speech waveform perturbation analysis A perceptual-Acoustical com-parison of seven measures Journal of Speech and Hearing Research 29(1) 50-64
Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
152
PD The contribution of current study is an analogous
finding for running speech As a result the impro-
vement in running speech in PD patients with DBS
found in this study may serve as a useful starting
point for further studies on the investigation of the
effects of DBS on PD speech
In the present study perturbation results fail to
achieve significance with DBS contradicting the re-
sults of nonlinear dynamic analysis Previous studies
have shown that nonlinear dynamic analysis may
be more reliable because of the aperiodicity asso-
ciated with PD voice and speech (Choi 2011 Rahn
et al 2007) In addition analysis of running speech
is more challenging for acoustic analysis in general
but poses additional difficulties for acoustic per-
turbation analysis Perturbation measures may not
be able to discriminate between variations inherent
in running speech and variations associated with
PD Furthermore running vowels have very short
signal lengths As a result running vowel segments
may not contain the requisite number of cycles for
stable and convergent perturbation measures Cor-
relation dimension (D2) however is reliable for the
shorter signal length and higher noise levels charac-
teristic of running speech and severe dysphonic
voice (Zhang amp Jiang 2008) Although a few studies
have applied nonlinear dynamic analysis to running
speech this study goes one step further by using
nonlinear dynamic analysis to evaluate treatment
effects on running speech The current study may not
address the specific speech characteristics of common
hypokinetic PD speech dimensions However the
perturbation and nonlinear dynamic analysis using
vowels from the running speech in addition to sus-
tained phonation might be a new attempt to reflect the
various speech characteristics including intonation
and articulation of PD speaker rather than PD speech
itself There were some limitations in this study First
although carefully selected to be as consistent as
possible the non-surgical group was composed of
different individuals (in terms of years since onset)
However there were no differences between two
groups in other parameters including age H amp Y
stage and UPDRS Second the small sample size
might be also limited the conclusions of this study
Third the sides of STN in surgical group were het-
erogeneous (eg left right bilateral) Future study
could investigate the effects of DBS treatment re-
garding this factor In addition the evaluation of
running speech should be viewed as a complement
to rather than substitute for the evaluation of sustained
phonation Nevertheless the findings of this study
show nonlinear dynamic analysis may be useful
substitute for perturbation analysis in the evaluation
of running speech because of the short signal length
and high noise level The current study extends the
use of nonlinear dynamic analysis of running speech
to the effects of DBS on PD voice and speech There-
fore this indicates the possibility of clinical application
of running speech as well as sustained vowels based
on nonlinear dynamic methods in investigating
treatment effects
This study was supported in part by the Catholic
University of Daegu and Research Institute of Bio-
mimetic Sensory Control and the author would like
to thank Jack J Jiang MD PhD to support this
research in laryngeal physiology lab Department of
Surgery Division of Otolaryngology University of
Wisconsin-Madison
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Askenfelt A G amp Hammarberg B (1986) Speech waveform perturbation analysis A perceptual-Acoustical com-parison of seven measures Journal of Speech and Hearing Research 29(1) 50-64
Awan S N Roy N amp Jiang J J (2010) Nonlinear dynamic analysis of disordered voice The relationship between the correlation dimension (D2) and pre-post-treatment change in perceived dysphonia severity Journal of Voice 24(3) 285-293
Benabid A L (2003) Deep brain stimulation for Parkinsonrsquos disease Current Opinion in Neurobiology 13(6) 695-706
Blumin J H Pcolinsky D E amp Atkins J P (2004) Laryngeal findings in advanced Parkinsonrsquos disease Annal Otolaryngology Rhinology Laryngology 113(4) 253-258
Burchiel K J Anderson V C Favre J amp Hammerstad J P (1999) Comparison of pallidal and subthalamic nucleus deep brain stimulation for advanced Parkinsonrsquos disease Results of a randomized blinded pilot study Neurosurgery 45(6) 1375-1382
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Choi Effects of Deep Brain Stimulation (DBS) on Speech and Voice in Parkinsonrsquos Disease
153
Choi SH (2011) The effect of Lee Silverman Voice Treat-ment (LSVTreg) on Parkinsonian phonation Nonlinear dynamic perturbation and perceptual analysis Korean Journal of Communication Disorders 16(3) 335-345
Deuschl G Herzog J Kleiner-Fisman G Kubu C Lozano A M Lyons K E Rodriguez-Oroz M C Tamma F Troumlster A I Vitek J L Volkmann J amp Voon V(2006) Deep brain stimulation Postoperative issues Movement Disorders 21(14) S219-237
Dromey C Kumar R Lang A amp Lozano A (2000) An investigation of the effects of subthalamic nucleus stimulation on acoustic measures of voice Movement Disorders 15 1132-1138
Dromey C amp Bjarnason S (In press) A preliminary report on disordered speech with deep brain stimulation in individuals with Parkinsonrsquos disease Parkinsonrsquos Disease
Farrell A Theodoros D Ward E Hall B amp Silburn P (2005) Effects of neurosurgical management of Parkinsonrsquos disease on speech characteristics and oromotor function Journal of Speech Language and Hearing Research 48(1) 5-20
Fraser A M Swinnery H L (1986) Independent coordinates for strange attractors from mutual informations Phy-sical Review A 33 1134-1140
Grassberger P amp Procaccia I(1983) Measuring the strange-ness of strange attractors Physica D Nonlinear phe-nomena 9 189-208
Gentil M amp Pollak P (1995) Some aspects of Parkinsonian dysarthria Journal of Medical Speech-Language Pathology 3(4) 221-237
Gentil M Chauvin P Pinto S Pollak P amp Benabid A L (2001) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian voice Brain and Language 78 233-240
Gentil M Pinto S Pollack P amp Benabid A L (2003) Effect of bilateral stimulation of the subthalamic nucleus on Parkinsonian dysarthria Brain and Language 85 190-196
Hanson D B Gerratt B R amp Ward P H (1984) Cinegraphic observations of laryngeal function in Parkinsonrsquos disease Laryngoscope 94 348-353
Hartelius L amp Svensson P (1994) Speech and swallowing symptoms associated with Parkinsonrsquos disease and mul-tiple sclerosis A survey Folia Phoniatrica et Lagopaedica 46 9-17
Herzel H (1993) Bifurcations and chaos in voice signals Applied Mechanics Reviews 46 399-413
Herzel H Berry D Titze I R amp Saleh M (1994) Analysis of vocal disorders with methods from nonlinear dynamic analysis Journal of Speech and Hearing Research 37 1008-1019
Hoffman-Ruddy B Schulz G Vitek J amp Evatt M (2001) A preliminary study of the effects of subthalamic nucleus (STN) deep brain stimulation (DBS) on voice and speech characteristics in Parkinsonrsquos Disease (PD) Clinical Linguistics and Phonetics 15 97-101
Hoehn M M amp Yahr M D (1967) Parkinsonism Onset progression and mortality Neurology 17 427-433
Iansek R Rosenfeld J V amp Huxham F E (2002) Deep brain stimulation of the subthalamic nucleus in Parkinsonrsquos disease The Medical Journal of Australia 177(3) 142-146
Jiang J J Zhang Y amp Ford C N (2003) Nonlinear dynamics of phonations in excised larynx experiments Journal of the Acoustical Society of America 114 2198-2205
Jiang J J Zhang Y amp McGilligan C (2006) Chaos in voice from modeling to measurement Journal of Voice 20 2-17
Karnell M P Chang A Smith A amp Hoffman H (1997) Impact of signal type on validity of voice perturbation measures NCVS Status and Progress Report 11 91-94
Klingholz F (1990) Acoustic recognition of voice disorders A comparative study of running speech versus sustained vowels Journal of the Acoustical Society of America 87 2218-2224
Kim S H Kearney J J amp Atkins J P (2002) Percutaneous laryngeal collagen augmentation for treatment of Parkinsonian hypophonia Otolaryngol Head and Neck Surgery 126 653-656
Krack P Batir A Van Blercom N Chabardes S Fraix V Ardouin C Koudsie A Limousin P D Benazzoua A LeBask J F Benabid A amp Pollak P (2003) Five- year follow-up of bilateral stimulation of the subthalamic nucleus in advan ced Parkinsonrsquos disease The New England Journal of Medicine 349 1925-1934
Kumar A amp Mullick S K (1996) Nonlinear dynamical analysis of speech Journal of the Acoustical Society of America 100 615-629
Lee V S Zhou X P Rahn D A 3rd Wang E Q amp Jiang J J (2008) Perturbation and nonlinear dynamic analysis of acoustic phonatory signal in Parkinsonian patients receiving deep brain stimulation Journal of Communication Disorders 41(6) 485-500
Limousin P Krack P Pollak P Benazzouz A Ardouin C Hoffmann D amp Benabid A L (1998) Electrical stimulation of the subthalamic nucleus in advanced Parkinsonrsquos disease The New England Journal of Medicine 339(16) 1105-1111
Liotti M Ramig L O Vogel D Liotti M Ramig L O Vogel D New P Cook C I Ingham R J Ingham J C amp Fox P T (2003) Hypophonia in parkinsonrsquos disease Neural correlates of voice treatment revealed by PET Neurology 60(3) 432-440
Marsden C D (1994) Parkinsonrsquos disease Journal of Neuronal Neurosurgery Psychiatry 57 672-681
MacCallum J K Cai L Zhou L zhang Y amp Jiang J J (2009) Acoustic analysis of aperiodic voice Perturb-ation and nonlinear dynamic properties in esophageal phonation Journal of Voice 23(3) 283-290
Meredith M L Theis S M McMurray J S Zhang Y amp Jiang J J (2008) Describing pediatric dysphonia with nonlinear dynamic parameters International Journal
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
Korean Journal of Communication Disorders 201217143-155
154
of Pediatric Otorhinolaryngology 72(12) 1829-1836
Milenkovic P amp Read C (1992) CSpeech Version 4 Userrsquos Manual Madison WI University of Wisconsin-Madison
Murdoch B E (2010) Surgical approaches to treatment of Parkinsonrsquos disease Implications for speech function International Journal of Speech-Language Pathology 12(5) 375-384
Narayanan S S amp Alwan A A (1995) A nonlinear dy-namical systems analysis of fricative consonants Journal of the Acoustical Society of America 97 2511-2524
Parkin S G Gregory R Scott R Brain P Silburn P Hall B Boyle R Joint C amp Aziz T Z(2002) Unilateral and bilateral pallidotomy for idiopathic Parkinsonrsquos disease A case series of 115 patients Movement Disorders 17(4) 682-692
Parsa V amp Jameison DG (2001) Acoustic discrimination of pathological voice Sustained vowels versus continu-ous speech Journal of Speech and Hearing Research 44 327-339
Pahwa R (2006) Understanding Parkinsonrsquos disease An update on current diagnostic and treatment strategies Journal of the American Medical Directors Association 7(Suppl 2) 4-10
Perez K S Ramig L O Smith M E amp Dromey C (1996) The Parkinson larynx Tremor and videostroboscopic findings Journal of Voice 4 354-61
Rahn D A Chou M Zhang Y amp Jiang J J (2007) Phonatory impairment in Parkinsonrsquos disease Evidence from nonlinear dynamic analysis and perturbation analysis Journal of Voice 21 64-71
Ramig L O Countryman S Thompson L L amp Horii Y (1995) Comparison of two forms of intensive speech treatment for Parkinsonrsquos disease Journal of Speech Hearing Research 38 1232-1251
Rascol O Sabatini U Chollet F Fabre N Senard J M Montastruc J L Celsis P Marc-Vergnes J P amp Rascol A (1994) Normal activation of the supplementary motor area in patients with Parkinsonrsquos disease under-going long-term treatment levodopa Journal of Neurol-ogy Neurosurgery and Psychiatry 57 567-571
Sanabria J Ruiz P G Gutierrez R Marquez F Escobar P Gentil M amp Cenjor C (2001) The effect of levo-dopa on vocal function in Parkinsonrsquos disease Clinical neuropharmacology 24(2) 99-102
Schulz G M Peterson T Sapienza C M Greer M amp Friedman W (1999) Voice and speech characteristics of persons with Parkinsonrsquos disease pre- and post- pallidotomy surgery Preliminary findings Journal of Speech Language and Hearing Research 42(5) 1176-1194
Schulz G M amp Grant M K (2000) Effects of speech therapy and pharmacologic and surgical treatments on voice and speech in Parkinsonrsquos disease A review of the literature Journal of Communication Disorders 33 59-88
Sewall G K Jiang J J amp Ford C N (2006) Clinical evaluation of Parkinsonrsquos-related dysphonia Laryn-goscope 116(10) 1740-1744
Sung J E Kim H Kim H S Oh S H Hong J M amp Lee M S (2004) Effects of subthalamic nucleus deep brain stimulation on the phonation and articulation of the patients with Parkinsonrsquos disease Journal of Korean Neurology Association 22(5) 472- 477
Theiler J (1986) Spurious dimension from correlation algo-rithms applied to limited time series data Physical Review A 34 2427-2432
Titze I R (1995) Summary statement Workshop on acoustic voice analysis Proceeding of the National Center for Voice and Speech Denver CO
Titze I R Baken R amp Herzel H (1993) Evidence of chaos in vocal fold vibration I R Titze(Ed)Vocal fold phy-siology Frontiers in basic science (pp 143-188) San Diego CA Singular
Toumlrnqvist A L Schaleacuten L amp Rehncrona S (2005) Effects of different electrical parameter settings on the intel-ligibility of speech in patients with Parkinsonrsquos disease treated with subthalamic deep brain stimulation Movement Disorders 20(4) 416-423
Wang E Verhagen M L Bakay R Arzbaecher J amp Bernard B (2003) The effect of unilateral electrostimulation of the subthalamic nucleus on respiratory phonatory subsystems of speech production in Parkinsonrsquos disease- a preliminary report Clinical Linguistic and Phonetics 17(4-5) 283-289
Xie J Krack P Benabid A L amp Pollak P (2001) Effect of bilateral subthalamic nucleus stimulation on par-kinsonian gait Journal of Neurology 248(12) 1068-1072
Yiu E M(1999) Limitations of perturbation measures in clinical acoustic voice analysis Asia Pacific Journal of Speech Language and Hearing 4 155-166
Zhang Y McGilligan C Zhou L Vig M amp Jiang J J (2004) Nonlinear dynamic analysis of voices before and after surgical excision of vocal polyps Journal of the Acoustical Society of America 115 2270-2277
Zhang Y Jiang J J Biazzo L amp Jorgensen M (2005a) Perturbation and nonlinear dynamic analyses of voices from patients with unilateral laryngeal paralysis Journal of Voice 19 519-528
Zhang Y Jiang J J amp Rahn D A (2005) Studing vocal fold vibrations in Parkinsonrsquos disease with a nonlinear model Chaos 15 33903
Zhang Y Jiang J Wallace S amp Zhou L (2005b) Com-parison of nonlinear dynamic methods and perturbation methods for voice analysis The Journal of the Acoustical Society of America 118 2551-2560
Zhang Y amp Jiang J J (2008) Acoustic analyses of sustained and running voices from patients with laryngeal path-ologies Journal of Voice 22(1) 1-9
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석
최성희 파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과
155
본 연구는 부분적으로 구가톨릭 학교와 생체모방감각제어연구소의 연구지원으로 수행되었음
게재 신청일 2012년 1월 19일 최종 수정일 2012년 2월 29일 게재 확정일 2012년 3월 7일
2012 한국언어청각임상학회 httpwwwkasa1986orkr
파킨슨씨병 환자의 뇌심부자극술에 대한 말음성 효과 섭동적 분석과 비선형 역동적 분석을 이용한 연장 발성과 연속 발화 모음의 음향학적 분석
최 성 희sect
구가톨릭 학교 의료과학 학 언어청각치료학과 생체모방감각제어연구소
sect교신저자
최성희대구가톨릭대학교 의료과학대학 언어청각치료학과 교수경산북도 경산시 하양읍 금곡리 5번지e-mail shgracecuackrtel 053-850-3841
배경 및 목적 시상이나 기저핵의 뇌심부자극술은 증상이 중심도로 진행된 파킨슨씨병 환자의
가장 안정되고 장기간 효과를 가지는 신경외과 치료 방법 중 하나로 간주되고 있다 하지만 말과
음성 개선에 한 뇌심부자극술의 효과는 연구마다 일치하지 않거나 역효과가 보고되기도 하
였다 본 연구는 연장 발성과 연속 발화의 모음을 이용하여 전통적인 섭동적 분석과 비선형 역동
적 분석을 통해 뇌심부자극술에 한 말음성의 개선 효과를 조사하는 데 목적을 두고 있다 방법 3~5 H amp Y 단계에 있는 뇌심부자극술-시상핵 자극을 받은 19명의 파킨슨씨병 환자와 뇌심부
자극술-시상핵 자극을 받지 않은 10명의 파킨슨씨병 환자를 각각 치료군과 통제군으로 할당하
였다 파킨슨씨병 환자들은 모두 음성과 발화를 녹음하기 전 밤 사이 12시간 동안 약을 복용하지
않았고 시상핵에 뇌심부자극술을 받은 환자군은 최소한 12시간 동안 자극을 받았고 30분 동
안 휴지기를 가졌다 뇌심부자극술을 받지 않은 통제군과 뇌심부자극술을 받은 환자군으로 연
장발성과 연속 발화에서 모음을 채취하여 percent jitter shimmer SNR과 비선형 역동적 분석
인 D2 값을 얻었고 통계학적으로 분석되었다 결과 뇌심부자극술을 받은 파킨슨씨병 환자군은
통제군에 비해 모음 연장 발성과 연속 발화에서 모두 유의미하게 낮은 D2값을 보였으나(plt
0001) 섭동적 분석에서는 모음 연장 발성과 연속 발화의 모음에서 percent jitter shimmer
SNR가 모두 뇌심부자극술 후 개선을 보이지 않았다 논의 및 결론 비선형 역동적 분석은 뇌심
부자극술의 말음성 개선 치료 효과를 보여주었다 게다가 연속 발화는 짧은 음성 신호 길이와
높은 소음치를 가지기 때문에 연속 발화를 평가할 때 비선형 역동적 분석은 섭동적 분석 방법
을 치할 수 있는 음향학적 측정 방법임을 제시하였다 이러한 결과들은 비선형 역동적 분석이
중심도로 질병이 진행된 파킨슨씨병 환자의 말음성에 한 치료 효과를 평가하는 데 유용하게
사용될 수 있음을 보여주었다 985172언어청각장애연구985173 201217143-155
핵심어 뇌심부자극술 파킨슨씨병 모음 연장 발성 연속 발화 섭동적 분석 비선형 역동적 분석