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1
COMPARATIVE STUDY OF MANUAL STEREOTYPIES IN RETT
SYNDROME AND AUTISM –MOVEMENT QUANTIFICATION
ABSTRACT
Stereotypies are defined as involuntary movements, coordinated, repetitive,
rhythmic, and with no specific objective. Autism and Rett Syndrome (RTT) have
significant phenotypic overlap, and both are classified as pervasive developmental
disorders. Hand stereotypies are common in both pathologies. Our aim is to
determine quantitatively if they are really different as they seem to be by single
observation. In order to characterize quantitatively stereotypic movements we
designed a study based on 2d video capture and kinematic analysis. We
determine the velocity, the frequency, the displacement, the extent, the duration
and the number of stereotypies in both pathologies, RTT and Autism, in a
population of 9 patients 4 with RTT with MECP2 mutation and 5 with Autism. The
stereotypies of Autism, are faster, more repetitive, more extent and with a higher
displacement, they also last less time and occurs less often than the stereotypies
of RTT. KEYWORDS – Movement disorders, Stereotypies, Rett Syndrome, Autism, 2D Movement Video
Analysis, Movement Quantification
INTRODUCTION
Stereotypies are defined as
involuntary movements, coordinated,
repetitive, rhythmic, and with no
specific objective. They can last
seconds to minutes, occur in clusters,
several times a day and are associated
with periods of stress, excitement,
fatigue or boredom. The Diagnostic
and Statistical Manual of mental
Disorders criteria for stereotypies
requires repetitive, nonfunctioning
behaviors that are present for more
than 4 weeks and that interfere with
2
normal activities or result in self injury
(DSM-IV-TR 4th ed.).
Stereotypies are classified into
two major categories according to the
underlying cause. They can be primary
or secondary, on the basis of the
presence or absence of other
development problems, respectively.
Primary stereotypies can be present in
children with normal development and
they are divided in other three sub-
categories as: common behaviors
(e.g., rocking, head banging, finger
drumming, pencil tapping, hair twisting)
and two forms with atypical or complex
behaviors—head nodding and complex
motor movements (e.g., hand and arm
flapping/waving) (Singer, H., 2009).
Secondary stereotypies are common in
children with neurobehavioral
syndromes, such as the autism
spectrum disorders, Rett syndrome,
cognitive deficits, and sensory
deprivation, neurodegenerative
disorders, inborn errors of metabolism,
drug-induced conditions, infection,
tumor, or psychiatric conditions.
The mechanism for
development of stereotypies remains
unknown, but the involvement of the
cortico-striatal-talamo-cortical
pathways, as well the dopaminergic
system seem to be implicated in the
pathophisiology of the stereotypies.
(Kates, W et al, 2005 and
Muthugovindan, D. and Singer, H.,
2009). In children with autism they may
be correlated with atypical prefrontal
cortical development (Johnson, M H et
al, 1991), frontal lobe and cerebellar
vermis volume (Militerni, R. et al,
2002). Stereotypies in Rett syndrome
may relate to structural and functional
abnormalities of the cortico-subcortical
pathways (Carter JC et al, 2008).
Rett syndrome (RTT) is the
expression of a genetically determined
disease, and up to 96% of classic RTT
patients have a mutation located within
the Methyl-CpG Binding Protein 2
(MECP2) gene on the X chromosome
(Amir RE, et al, 1999 and Girard, M et al,
2001). However, there are clinically
diagnosed classical and atypical RTT
cases in which no mutation was
identified. MECP2 mutations are rare in
other disorders (eg, autism), indicating
that MECP2 is only one of many genes
that could contribute to the large
spectrum of neurodevelopmental
disorders (Gonzales, M et al, 2010).
Autism and Rett Syndrome have
significant phenotypic overlap, and
both are classified as pervasive
developmental disorders, but the
genetic basis of autism is stills unclear
and likely involves multiple genes
(Gonzales, M. et al, 2010).
3
Rett syndrome occurs almost
exclusively in girls (Amir, RE et al,
1999), males, rarely, have been
reported with the Rett-like phenotype
(Weaving et al., 2005).
In RTT psychomotor
development (PD) is normal until 6-18
months of age, followed by a period of
regression of PD. The first symptoms
appear in the form of psychomotor and
mental retardation and stereotyped
movements of hands and other body
areas associated with functional loss of
use of hands, decelaration of head
grow. The neurological symptoms
include worsening spaticity and
distonia, gait dyspraxia, scoliosis,
epilepsy, disordered sleep and
hyperventilation (Goldman, S and
Temudo T, submitted 2011).
Manual stereotypies are a
hallmark of RTT, and one of its
necessary and most important
diagnostic criteria (Temudo, T. et al,
2007). In most of the cases they are
associated with or follow the
disappearance of purposeful hand
movements, although they can be
present before developmental
regression begins (Einspieler, C. et al,
2005 and Temudo, T. et al, 2007).
Stereotypies in RTT can be in the
midline, with symmetrical movements
of both hands, (washing, clapping,
tapping, wringing, hand mouthing), or
with hands apart more frequently each
hand performing a different movement
such as hair pulling with one hand, the
other tapping the trunk (Temudo, T et
al, 2008).These repetitive almost
continuos and compulsive movements
disappear during sleep and may
aggravate with anxiety (Temudo, T. et
al, 2007). In general, mutation-positive
patients had more diverse stereotypies,
which usually diminished after the age
of 10 (Temudo, T. et al, 2007).
Autism Spectrum Disorders are
a group of conditions that are
neurodevelopmental in origin and first
observed in infancy (Ben-Itzchak, E. et
al, 2008; and Matson, JL, et al, 2007).
The diagnosis is clinical and according
DSM IV, based on a behavioral
disorder characterized by the inability
to establish social and interpersonal
relationships, difficulties in verbal and
nonverbal communication, as well as
patterns of behavior, interests and
activities are restricted, repetitive and
stereotyped.
Each child with autism has
his/her own repertoire of stereotypies,
which can evolve with time, and is
repeated always in the same manner
(Muthugovindan, D. and Singer, H.,
2009). However, some primary
movements (bilateral flapping or
4
rotating the hands, fluttering fingers in
front of the face, flapping/waving arm
movements, and head nodding) tend to
predominate (Werry, J.S. et al, 1983).
Hand/finger stereotypies and gait are
especially suggestive of autism
(Goldman, S et al, 2008).
The target and the velocity of a
voluntary movement are impaired by
the movement disorders. They
influence the posture, the presence of
abnormal involuntary movements and
the performance of normal-appearing
movements (Zinner, S. and Mink, J.,
2010).
Stereotypic behaviors may be
verbal or nonverbal, fine or gross
motor-oriented, as well as simple or
complex, and they may occur with or
without objects (Cunningham, A. and
Schreibman, L, 2008). Stereotyped
movements with object manipulations,
includes spinning or twirling items, but
their manipulation is not required to be
identified stereotypies as such. (Zinner,
S. and Mink, J., 2010) Stereotypies
typically are present before 3 years of
age and they can diminish or persist
into adulthood (Zinner, S. and Mink, J.,
2010). Autism and low IQ have additive
effects on the number and variety of
stereotypies. (Goldman, S et al, 2008)
Stereotypies had correlation with the
severity of the autism and cognitive
impairment, both indexes of the extent
of underlying brain dysfunction
(Goldman, S et al, 2008).
The Analysis of the human body
motion is a challenging problem
because it is an extremely highly
flexible structure that has movements
in many plans; it can twist and bend in
many degrees of freedom. How to
extract human motion has been an
important research topic in computer
vision. In addition, the variety of
luminance, noise induced by devices
and self-occlusions of the human body
complicate the movement analysis
process. To address this complex
problem, some investigators used
marker-based methods to evaluate
human body motion for clinical
diagnosis (Li, et al, 2002)., however,
these approaches can only work for a
few simple human motions.
In this work we intend to study
and compare stereotypies of children
with autism and Rett syndrome. We will
characterize these behaviors according
to the type of motion, duration, variety,
frequency and velocity. We also intend
to carry out research of
electroencephalography in order to
identify the possible abnormal electric
activity during the stereotyped
movements. We will use the 2D
analysis of the video images and
5
extract the quantification of stereotypic
movements.
With the data obtained we aim
to achieve a more complete and
accurate knowledge of stereotypes and
indicate the possibility of developing
this approach for early diagnostic
screening of RTT and autistic patients.
SUBJECTS AND METHODS
1) Patients
In this work we propose a study
with children diagnosed with Autism
and Rett syndrome. The initial plan
was to include 18 children, 6 with
Autism and 12 with Rett Syndrome (6
with a MECP2 mutation). However,
due to the selected patients age range
(6 to 16 years), only 8 patients with
Rett Syndrome and 9 with Autism were
studied.
Our final population is
composed by 4 patients with RTT with
identified MECP2 mutations, and 5
patients with Autism. The other
patients were excluded due to the
absent of stereotypies during record or
due to occlusions of the hands, which
did not allow image tracking.
All the Rett patients fulfilled the
revised criteria for Rett Syndrome
(Hagberg, 2002 and Neul et al 2010).,
and all autistic patients met DSM IV
Criteria for autistic disorder. The
IQ’patients was assessed using the
Grifftiths Scale for mental
development, due to the lack, or
underdevelopment of language
(Grifftiths, R., 1992).
The parents of all children
signed an informed consent for
participation in this study. The study
was approved by ethical commission
for health of Centro Hospitalar do
Porto.
2) Methods
For each child a 30 minutes
video-EEG acquisition was performed
in order to capture stereotyped
movements.
Landmarks were attached to the
patient upper body and a video
electroencephalogram (EEG) system
with a commercial camera was used to
synchronously register EEG and video
during stereotypies. All patients with
Rett Syndrome were recorded with the
referred setup. Each finger and parts of
the upper limb were color-coded to
simplify video tracking algorithms (Li, et
al, 2002), in order to enable the 2D
video analysis.
Finger landmarks were elastic
rings and positioned in the proximal
6
phalanx, near to the proximal inter-
phalange joint.
A marker with a fixed dimension
(5 x 7.6cm) has been attached to the
child's clothes in the anterior and upper
chest that should be visible during the
entire shooting that should be
performed parallel to the camera plan
in order to capture the prevailing
movement of the hands.
The EEG study was done
simultaneously with the video, in order
to correlate EEG signals with
stereotyped movements.
Autistic children did not tolerate
EEG electrodes nor the referred finger
markers. Nevertheless, movement
analysis could be performed manually.
The videos were analyzed and the
segments with stereotypies
(movements of interest – MOI) were
cropped.
With this process we obtained 88
MOI: 44 from 4 Rett patients and 44
from 5 autistic patients. Subsequently,
the videos were processed manually
using MaxTRAQ®,(Innovision Systems,
USA) which allows the tracking of
selected finger markers or points at the
hands. The tracking target was mostly
the middle finger, and sometimes to
avoid occlusions, other fingers or the
wrist were chosen in both hands. The
resultant movement data was saved in
a “c3d” file and a video with the
movement tracking embedded was
generated.
These files were analyzed using a
custom program on Matlab®
(Mathworks, USA) platform from which
position in xx and yy axis and speed
profiles of both hands were computed.
To enable a frequency analysis, the
speed data was filtered using two
steps: firstly the mean of speed was
subtracted from the speed vector to
reduce the impact of the DC (0 Hz).
Secondly the speed data was filtered
with a bandpass filter with lower and
higher cutoff frequencies of 0.5Hz and
10Hz, respectively.
For the movement displacement
analysis, we calculated in each MOI
the Euclidian distance between the
position of the tracked point and a
reference point. The results achieved
were filtered using the previous
described steps and a Fast Fourier
Transform (FFT) was applied to obtain
the frequency spectrum of stereotypy
movements.
The main frequency component
was compared to expected range
obtained by visual inspection of the
MOI.
7
RESULTS
Table I - Characterization of Study Population
Patient Age (Year) Gender Mutation of
MECP2
Mental Age
(Griffiths)Regretion Epilepsy EEG
Ret
t Syn
drom
e
P1 11 Female Delection of exon 3 and
4 Unknown Yes Yes, controled with
medication
With paroxistic activity, but not correlated with
stereotipies
P2 8 Female T158N Unknown Yes Yes, controled with medication
Without paroxistic activity
P3 11 Female R294X Unknown Yes Yes, controled with medication
With paroxistic activity, but not correlated with
stereotipies
P4 13 Female R133C Unknown Yes Yes, controled with medication
With paroxistic activity, but not correlated with
stereotipies
Mean 10 Years
and 9 Months
Median 12 Years
Aut
ism
P5 8 Male Unknown 3Y e 0M Yes Yes, controled with medication Unknown
P6 10 Male Unknown 3Y 4 M No No Unknown
P7 6 Male Unknown 2Y 4 M No No Unknown
P8 15 Male Unknown 4Y e 1 M Yes No Unknown
P9 8 Male No 2Y No Yes, controled with medication
Without paroxistic activity
Mean 9 Years and 3 Months
Median 8Years
8
Rett Syndrome (n=4)
Type of stereotypies No of Stereotypies in 30' No of Different Hand Stereotypies in 30' Total time of Stereotypies (s) Topografy Laterality, And Complexity
Visual Behavior
Patient 1 Interlacing fingers of one hand, hand at the mouth and cross a leg over the other 197 3 144,12 Hands separated, not symmetric, not at the
midline, Complex movements. No
Patient 2 Washing hands and clapping 69 2 70,44 Hands together, symmetric, at the midline. Single movement
No
Patient 3 Clapping and rubbing 64 2 55,44 Hands together, symmetric, at the midline. Single movement
No
Patient 4 Hand flapping, with fingertips together 112 1 105,4 Hands separated 1 always almost stopped, not symmetric, not at the midline. Complex
movements
No
Mean 111 Mean Time (s) 93,85 Median 58 Median Time (s) 87,92 Minimum 2 Minimum Time (s) 0,92 Maximum 31 Maximum Time (s) 37,56
Autism (N=5)
Patient 5 Flapping 33 1 13,76 Hands separated (++) and together,
symmetric, at the midline and not at the midline. Single movements
No
Patient 6 Flapping and trunk balance 25 1 11,4 Hands separated, symmetric, not at the midline. Single movements
No
Patient 7 Turn in and out, rubbing, flapping, one hand
at the Head and trunk balance. Hand stereotypies with object.
32 4 21,64 Hands separated (++) and together,
symmetric and not symmetric, at the midline and not at the midline. Complex movements
Yes
Patient 8 Oscillatory tapping, tapping, "cutting" one
hand with the other, finger tapping and one hand at the head
115 6 84,68 Hands together, mostly symmetric, at the midline. Complex movements
No
Patient 9
Tremor like movements, tickling the toy, clapping, flapping with one hand and the
other at the mouth, counting like movements with the finger and twirl the wrist and cross a
leg over the other. Hand stereotypies with object.
83 7 51,36 Hands together and separated, symmetric and not symmetric, at the midline and not
midline. Complex movements.
No
Mean 9 Mean Time (s) 42,27 Median 4 Median Time (s) 21,64 Minimum 1 Minimum Time (s) 0,44 Maximum 31 Maximum Time (s) 23,36
Table II – Number, duration and qualitative features of stereotypies in RTT and Autism.
9
Graph 1 - Absolute value of de difference between
the mean velocity of left and right hands
Movement Features RTT (n=4) Autism (n=5)
Mean Velocity (pixel/s) 62,68 371,19
Median Velocity (pixel/s) 57,00 230,95
Maximum Velocity (pixel/s) 279,67 1797,76
Minimum Velocity (pixel/s) 0,37 4,66
Mean Frequency (Hz) 1,46 2,80
Median Frequency (Hz) 1,18 2,86
Maximum Frequency (Hz) 4,37 4,96
Minimum Frequency (Hz) 0,64 0,79
Mean Desplacement (pixel) 242,99 440,04
Median Desplacement (pixel) 152,99 287,15
Maximum Displacement (pixel) 1266,74 1891,19
Min Displacement (pixeis) 0,92 21,69
Mean Extent (pixel2) 2727,16 6164,88
Median Extent (pixel2) 607,16 3437,84
Maximum Extent (pixel2) 39668,74 45243,98
Minimum Extent (pixel2) 0,30 17,86
Table III - Quantitative Features of Stereotypies
10
Graph 2 - Duration of moments of interest
Graph 3 - Frequency of both hands in RTT and Autism
11
Graph 4 - Displacement of each hand during a MOI in RTT and Autism
Graph 5 - Extent of both hands in a MOI in RTT and Autism
A MOI was defined as a
sequence of stereotypies done
continuously with minimal interval of 3
seconds.
As we can observe in Table I all
the RTT patients, were girls. The age
of the children was identical in the
entire sample, the mean age at RTT
was 10 Years and 9 Months and the
median 12 years, in Autism the mean
was 9 Years and 3 Months and the
median 8 years. all the patients with
Autism were boys.
In our population all the girls
have MECP2 mutation, which is
different in all of them. The oldest girls
have more stereotypies (Patient 1 has
197 and patient 4 has 112) than the
12
youngest (patient 2 has 64) as we can
see in the Table II. If we compare
patient 1 and patient 3, both with same
age (11 years) but with different
MECP2 mutation, Patient 1 has much
more stereotypies. In Table 2 Patient 1
has more stereotypies which occurs
during more time (144,12 s), than
patient 3 who has only 64 stereotypies
in 55,44 s. We can also observe that
patient 1 has more variety of
stereotypies, such interlacing fingers of
one hand, hand at the mouth and cross
a leg over the other, than patient 3 that
only has two different types: clapping
and rubbing. The topography, laterality
and complexity of stereotypies are
variable in the study population. In RTT
patients were observed stereotypic
movements with hands together, hands
apart, symmetrical, and asymmetrical,
simple and complex movements.
We find in our sample various
types of stereotypies that are common
in children with RTT such as:
interlacing fingers of one hand, hand at
the mouth, cross a leg over the other,
washing hands, clapping and rubbing.
But we also find other type which is
more uncommon: hand flapping, with
fingertips together. These movements
were found in patient 4, who has e less
severe mutation (R133C). All RTT
patients have epilepsy although none
revealed paroxistic activity
synchronous with the stereotypies on
the EEGs exams.
In the Table I are exhibit the
mean and the median ages of the
patients with autism in the study as we
can see both mean (9 years and
3months) and median (8 years) are not
very different from the same
parameters found in the RTT.
Analyzing table II it is notorious
the difference between the number and
variety of stereotypies performed by
patient 8 and by the patient 9.
Curiously patient 8 has a severe
development delay, his mental age is 4
years and 1 month, and his real age is
15 years. Patient 8 was the child with
autism that made more stereotyped
movements, and some of them were
very complex and difficult to describe.
However patient 9 of our study has
some clinical features from RTT, such
as the type of stereotypies. The
research of mutation MECP2 was done
in this patient and was not found,
despite of the phenotypic similarity.
Patient 8 exhibited 5 types of
hand stereotypies as: oscillatory
tapping, tapping, "cutting" one hand
with the other, finger tapping and one
hand at the head. He did 115
stereotypies during 84,68 s, he
performed much more stereotyped
13
movements and had more diversity
than the others patients, except patient
9 that exhibit also a large number of
stereotypies: 83 with even more
different types than patient 8. Patient 9
had stereotypies that resemble RTT,
tremor like movements, tickling the toy,
clapping, flapping with one hand and
the other at the mouth, counting like
movements with the finger and twirl the
wrist and cross a leg over the other.
However he had stereotypies with
object, as patient 7, which is
characteristic of autism. Patient 7 has
also other aspect characteristic from
Autism he looks to his hands when is
doing stereotyped movements Table II.
With exception of patients 7,8 and 9,
which had complex stereotypies, all the
autistic patients hand single
stereotyped movements.
As we observe in Table II RTT
patients had more stereotypies (mean
= 111) and they occur during more
time in the study 30 minutes (mean =
93,85 s), than the patient with autism
(mean of stereotypies = 9 and mean
time = 42,27 s), whose variety of
stereotypic movements was also
smaller.
In the Table III are represented
the qualitative features of stereotypic
movements in both pathologies. As we
can se stereotypies performed by
patients with Autism had more elevated
values of mean velocity (371,19
pixel/s), mean frequency (1,46Hz),
mean displacement (440,04 pixel) and
mean extent (6164,88pixel2), than RTT
patients: mean velocity (62,68 pixel/s),
mean frequency (2,80 Hz), mean
displacement(242,99 pixel) and mean
extent (2727,16 pixel2).
Graph 1 represents the absolute
value of the difference between the
mean velocity of the each hand in RTT
and Autism and as we can observe the
values corresponding to Autism are
almost always highest than those
corresponding to RRT.
As we observe in graph 3 the
time occupied doing a MOI was clearly
highest in RTT.
The Graph 3 represents the
mean frequency of both hands in RTT
and Autism, it is clearly that mean
frequencies of RTT are mostly between
1 and 2 Hz (median = 1,18 Hz), while
Autism frequencies are more scattered
and high (median = 2,86 Hz) than
frequencies or RTT.
Graphs 4 and 5 represents,
respectively the displacement and the
extent of the hands movements during
a MOI, which are both highest in
Autism than in RTT. This fact is also
represented in the Figure 1, the
displacement, represented by the
14
green trace, and the extent is
represented by red trace, which was
represents the area where the hand
movement was done (Remi et al,
2011).
DISCUSSION
With this study we intended to
characterize and achieve a better
knowledge of stereotypies. As Rett
Syndrome is one of the best human
models to study movement disorders
(Temudo, T et al, 2008)., and exist an
overlap between the referred syndrome
and Autism (Gonzales, M. et al, 2010).,
these two pathologies seemed to
perform an interesting model to
compare stereotypies.
As we registered at the Table I,
none of the Rett patients had abnormal
cerebral activity during the
stereotypies. So we can predict,
although the limited size of our sample
that stereotypies may be not related
with abnormal cerebral activity, despite
of the majority of Rett patients have
epilepsy. Autistic patients had less
epileptic pathology associated; in our
sample only one child with Autism has
epilepsy diagnosed, which is controlled
with medication. But as was not
possible to document by EEG we
cannot excluded the possibility of the
occurrence of abnormal cerebral
activity during stereotypies on this
children.
By a simple observation,
stereotypies seem to be different in
Rett Syndrome and Autism, although
until today mostly only descriptive
studies were published.
Our aim was to study the
kinematic of stereotyped movements in
both pathologies in order to identify the
quantitative differences between them.
In order to achieve our aim we
performed a detailed analysis of some
movement features. So as we
predicted, stereotypies in Autism have
a high mean velocity (371,19 pixel/s)
than stereotypies in RTT (62,68
pixel/s), this shows that stereotypic
movements in Autism are faster than
the RTT movements.
The mean frequency in autism
(2,80 Hz) is approximately the double
of the mean frequency in RTT (1,46
Hz). This demonstrates that
stereotypies in Autism are more
repetitive than in RTT. These values
are not far from those described at only
Figure 1 ‐ Trace of the displacement and the extent (red) of the movement
15
study found in our research. In that
study was analyzed the stereotypic
movements of a girl with RTT and their
results were not distant from ours.
They found a frequency movement of
1,2 Hz (Wright, M. et al, 2003).
By a simple observation
stereotypic movements of RTT seemed
to be less long, less extent and last for
more time. With our analysis we verify
that it occurred in our population.
So as we described stereotypies in
Autism are faster, more repetitive,
more extent and has a higher
displacement, last less time and occurs
less often than the stereotypies of RTT.
This could be explained by the
occurrence of more and more severe
neurological disorders in RTT, than in
autism, which affects the movement
performance. This last fact together
with the movement features
corroborates our hypothesis.
Limitations
The capacity of 2d images to study a
behavior that occurs in 3d can be
questionable, but some studies
approved the 2d capture, by comparing
the ability of this method with the 3d
images analysis and realized that
simple 2d images captured with a
commercial camera can be used to
kinematic studies with identical
accuracy (Wright, M. et al, 2003).
It was difficult to have always
standardized conditions, which allows
better comparison between subjects
and groups. Protocols for the filming
and assessment of activities have the
potential to counter these difficulties
and enhance the objectivity of video
assessment (S. Fyfe et all, 2007). In
our study we had this difficulty
especially with patients with autism, so
in upcoming studies will be important
predict these possibilities and had
protocols mores adapted.
Other important limitation was
the reduced population size, which not
allow us to had statistically significant
results and led the study to a more
observational perspective. Although
the results seem to be promising an
extensive study would be useful to
prove our results.
CONCLUSION
These initial results provide a
foundation for larger projects and the
first prospective observational data,
despite of these observations must be
confirmed in a larger sample (and
replicated by other groups).
As we expected there are several
differences between stereotypies of
16
RTT and those of Autism, whose the
movement features studied
characterized them as faster, more
repetitive, more extent and with a
higher displacement, they also last less
time and occurs less often than the
stereotypies of RTT.
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