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 <front>
    <journal-meta>
	<journal-id journal-id-type="publisher-id">Jemr</journal-id>
      <journal-title-group>
        <journal-title>Journal of Eye Movement Research</journal-title>
      </journal-title-group>
      <issn pub-type="epub">1995-8692</issn>
	  <publisher>								
	  <publisher-name>Bern Open Publishing</publisher-name>
	  <publisher-loc>Bern, Switzerland</publisher-loc>
	</publisher>
    </journal-meta>
    <article-meta>
	<article-id pub-id-type="doi">10.16910/jemr.11.4.6</article-id> 
	  <article-categories>								
				<subj-group subj-group-type="heading">
					<subject>Research Article</subject>
				</subj-group>
		</article-categories>
      <title-group>
        <article-title>Comparison of the precision of smooth pursuit in humans and head unrestrained monkeys</article-title>
      </title-group>
	   <contrib-group> 
				<contrib contrib-type="author">
					<name>
						<surname>Churan</surname>
						<given-names>Jan</given-names>
					</name>
					<xref ref-type="aff" rid="aff1">1</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Braun</surname>
						<given-names>Doris I.</given-names>
					</name>
					<xref ref-type="aff" rid="aff2">2</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Gegenfurtner</surname>
						<given-names>Karl R.</given-names>
					</name>
					<xref ref-type="aff" rid="aff2">2</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Bremmer</surname>
						<given-names>Frank</given-names>
					</name>
					<xref ref-type="aff" rid="aff2">2</xref>
				</contrib>												
        <aff id="aff1">
		<institution>University of Marburg &#x26; CMBB, Marburg</institution>,   <country>Germany</country>
        </aff>
        <aff id="aff2">
		<institution>Giessen University &#x26; CMBB, Giessen</institution>,   <country>Germany</country>
        </aff>		
		</contrib-group>   

		
	  <pub-date date-type="pub" publication-format="electronic"> 
		<day>9</day>  
		<month>11</month>
        <year>2018</year>
      </pub-date>
	  <pub-date date-type="collection" publication-format="electronic"> 
	  <year>2018</year>
	</pub-date>
      <volume>11</volume>
      <issue>4</issue>
	 <elocation-id>10.16910/jemr.11.4.6</elocation-id> 
	<permissions> 
	<copyright-year>2018</copyright-year>
	<copyright-holder>Churan, J., Braun, D.I., Gegenfurtner, K.R. &#x26; Bremmer, F.</copyright-holder>
	<license license-type="open-access">
  <license-p>This work is licensed under a Creative Commons Attribution 4.0 International License, 
  (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">
    https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use and redistribution provided that the original author and source are credited.</license-p>
</license>
	</permissions>
      <abstract>
        <p>Direct comparison of results of humans and monkeys is often complicated by differences in experimental conditions. We replicated in head unrestrained macaques experiments of a recent study comparing human directional precision during smooth pursuit eye movements (SPEM) and saccades to moving targets (Braun &#x26; Gegenfurtner, 2016). Directional precision of human SPEM follows an exponential decay function reaching optimal values of 1.5°-3° within 300 ms after target motion onset, whereas precision of initial saccades to moving targets is slightly better. As in humans, we found general agreement in the devel-opment of directional precision of SPEM over time and in the differences between direc-tional precision of initial saccades and SPEM initiation. However, monkeys showed over-all lower precision in SPEM compared to humans. This was most likely due to differences in experimental conditions, such as in the stabilization of the head, which was by a chin and a head rest in human subjects and unrestrained in monkeys.</p>
      </abstract>
      <kwd-group>
        <kwd>Eye movement</kwd>
        <kwd>eye tracking</kwd>
        <kwd>saccades</kwd>
        <kwd>smooth pursuit</kwd>
        <kwd>non-human primates</kwd>
        <kwd>head unrestrained</kwd>		
      </kwd-group>
    </article-meta>
  </front>	
  <body>

    <sec id="S1">
      <title>Introduction</title>

<p>Non-human primates (NHPs) serve as animal model for the investigation of the
neural basis of eye movements (<xref ref-type="bibr" rid="b1 b2 b3 b4 b5 b6 b7">1, 2, 3, 4, 5, 6, 7</xref>). Humans and NHPs
share many properties of their visual and oculomotor systems (<xref ref-type="bibr" rid="b8 b9 b10 b11 b12 b13 b14">8, 9, 10,
11, 12, 13, 14</xref>). Also, psychophysical studies showed that many aspects
of visual perception are remarkably similar in both species (<xref ref-type="bibr" rid="b15 b16 b17">15 16 17</xref>). Due to the retinal architecture with high resolution processing
only in the fovea, primates move their eyes typically 2-3 times per
second. Voluntary eye movements, saccades and smooth pursuit eye
movements (SPEM), are the means by which humans and NHPs bring the
projection of potentially interesting objects onto the fovea and keep
them in place despite relative motion between the observer and the
target object. Traditionally it was assumed that saccades and smooth
pursuit were generated by distinct cortical and subcortical networks and
specific paradigms were used to study them in isolation. More recently,
however, many saccade-pursuit interactions have been found at the
neuronal and behavioral level (see <xref ref-type="bibr" rid="b18 b19">18, 19</xref>) and several studies showed
how and when saccades and SPEMs interact (e.g. <xref ref-type="bibr" rid="b20 b21 b22 b23 b24 b25 b26">20, 21, 22, 23, 24, 25,
26</xref>). The comparison of results gained in humans and monkeys, however,
typically becomes complicated by different experimental approaches. In
human oculomotor studies, experimental setups often employ a chin-
and/or headrest or a bite bar in order to stabilize the subjects’ head
and allow for stable eye movement recordings. NHPs, however, are studied
typically in a head-fixed preparation to allow for concurrent
neurophysiological recordings. The question remains if and how such
head-immobilization influences oculomotor behavior. It is rare that
exactly the same paradigm is used for human and monkey observers.
Therefore, we investigate here the influence on the relationship of the
directional precision of pursuit and initial saccades.</p>

<p>In everyday life, saccades and SPEM are often combined, for example
when we try to follow a moving ball during a tennis or soccer match. In
this situation, we first initiate a saccade to foveate rapidly the ball
and then try to follow its movements by SPEM. Previously, the time
course of pursuit precision has been investigated mainly in a so called
step-ramp paradigm that avoids the initial saccadic eye movements. In
humans, directional precision of SPEM in the step-ramp paradigm follows
an exponential decay function that reaches optimal values between
1.5°-3° within 300 ms after target motion onset (<xref ref-type="bibr" rid="b27 b28 b29 b30">27, 28, 29, 30</xref>). In
head-restrained monkeys, pursuit thresholds for direction reach values
&#x3C; 2-3° quite similar to perceptual threshold of direction
discrimination during fixation (<xref ref-type="bibr" rid="b7">7</xref>). Directional precision in a paradigm
with initial saccades to moving targets, however, was so far only tested
in Braun &#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>).</p>

<p>When we scan our surrounds, we coordinate eye and head movements and
generate gaze saccades to displace rapidly our visual axis in space.
Gaze saccades require the coordination of both mobile segments, i.e.
head and eyes. However, the precision and accuracy of gaze saccades are
comparable to that of eye saccades made with the head fixed (<xref ref-type="bibr" rid="b31 b32 b33 b34 b35">31, 32, 33,
34, 35</xref>). For SPEM in combined eye-head movements one may expect changes
in the precision of gaze since here the pursuit mechanism must be
combined with head-movement commands and vestibular signals (<xref ref-type="bibr" rid="b36 b37">36, 37</xref>)
both of which may contribute to the variability of SPEM (<xref ref-type="bibr" rid="b28">28</xref>). The
central goal of our study was to measure the directional precision of
saccades and SPEMs in the head unrestrained macaque and to provide
further evidence for the validity of the macaque as animal model for
human visuo-motor processing. To this end, we replicated the experiments
recently conducted in humans (<xref ref-type="bibr" rid="b30">30</xref>) and determined in head-unrestrained
monkeys the dynamics of directional precision of SPEM and initial
saccades to moving targets. Our main questions were (1) whether the
overall structure of the increase in SPEM precision over time is similar
in humans and in head unrestrained NHPs, (2) whether there are similar
differences between the precision during SPEM and the precision of
initial saccades in the two species and (3) whether there are major
general differences in the performance that might be attributed to the
head-unrestrained setting in which the NHPs were tested.</p>
    </sec>
	
    <sec id="S2">
      <title>Methods</title>
    <sec id="S2a">
      <title>Subjects</title>


<p>Two male adult macaque monkeys, monkey ME and monkey MB participated
in the experiment. Both animals were well trained by other oculomotor
experiments and used to the test conditions. All procedures had been
approved by the regional ethics committee and were in accordance with
the published guidelines on the use of animals in research (European
Communities Council Directive 2010/63/EU).</p>
    </sec>
	
    <sec id="S2b">
      <title>Apparatus and test conditions</title>

<p>Directional precision of saccades and SPEM was measured with their
heads freely moveable and unrestricted (Figure 1). The monkey was seated
in a conventional primate chair in front of a monitor. Eye movements of
the right eye were recorded with an infrared video-oculographic system
(EyeLink 1000, SR Research Ltd., Osgoode, Canada) running at 1000 Hz.
Testing only could be performed when the monkey’s head was in the
appropriate position for the video camera system to detect the monkey’s
right eye. To encourage the monkey to place its head in a suitable
position for eye movement measurements and execution of the oculomotor
task, we combined our reward system with a custom made mouth piece as
shown in Figure 1. The mouth piece contained a photoelectric barrier and
only when the monkey`s mouth interrupted the light beam, an experimental
trial was started. This mouthpiece allowed for some variability of head
orientations that could move by about +/-15° around the yaw axis and
about +/- 10° around the pitch axis without interrupting the trial (a
drawing of the mouthpiece can be obtained from the corresponding author
on reasonable request).</p>

<p>Stimuli were presented on a color monitor (Sony Trinitron GDM F520,
resolution 1280 x 1024 pixels) placed 60 cm in front of the monkey. The
display subtended 37 x 28 degrees of the central visual field. All
stimuli were generated using the Psychophysics Toolbox (<xref ref-type="bibr" rid="b38 b39 b40">38, 39, 40</xref>).</p>

<fig id="fig01" fig-type="figure" position="float">
					<label>Figure 1:</label>
					<caption>
						<p>Experimental set-up. The mouthpiece (white) of the reward
system and the photoelectric barrier (within the black block with the
half-circular opening) to detect whether the monkey’s head was in a
position suitable for the measurement of eye movements are in front, the
monitor and the camera for eye movement measurements are in the
back.</p>
					</caption>
					<graphic id="graph01" xlink:href="jemr-11-04-f-figure-01.png"/>
				</fig>
    </sec>
	
    <sec id="S2c">
      <title>Ramp and Step-Ramp paradigms</title>

<p>We tested the directional precision of initial saccades and SPEM to
ramp target movements very similar to two paradigms recently tested in
human subjects (<xref ref-type="bibr" rid="b30">30</xref>). In the ramp paradigm first a small red fixation
spot was presented in the center of a uniform gray screen (38
cd/m<sup>2</sup>) for a randomized duration between 500-1000 ms (see
Ramp paradigm, Figure 2). When the monkey kept its head in the
appropriate position, i.e. interrupting the beam of the light barrier
with its mouth, and fixated the central spot for 500-800 ms, the
fixation spot was replaced by a pursuit target that moved immediately at
a constant speed of 10°/s randomly either leftward or rightward across
the screen for 1 s. One out of nine different vertical components of 0°,
±2°, ±5°, ±10° and ±20° was added unpredictably to the horizontal
direction. In this paradigm, the monkey made first a target directed
initial saccade and followed then the moving target with SPEM.</p>

<p>The second paradigm was the classical step-ramp paradigm developed by
Rashbass (<xref ref-type="bibr" rid="b41">41</xref>) to elicit pure SPEMs without initial saccades. Here, the
only difference compared to the ramp condition was, that the pursuit
target was displaced by a small step in the direction contraversive to
the direction of the upcoming target motion (Step-Ramp paradigm, Figure
2). In this paradigm, the contraversive step eliminates the necessity
for an initial saccade. The step size of the pursuit target was adjusted
for each monkey to minimize the occurrence of saccades during the
initiation phase of pursuit. For both monkeys the best step size was 1.5
deg. After each trial, the monkey was rewarded for keeping the eye
position within a 7° window around the fixation and the pursuit target
by a drop of water. The ramp and step-ramp paradigms were presented in
separate blocks. A single block lasted for approximately 1 hr and the
monkey usually achieved 400-700 trials in each block. The order of the
blocks was pseudo-random.</p>
    </sec>
	
    <sec id="S2d">
      <title>Data processing and eye movement analysis</title>

<p>Typically, several hundred trials were collected for each paradigm
(ramp and step-ramp) and each vertical ramp component. All data
processing was done using the MATLAB (MathWorks, Natick, USA)
programming package. Trials were excluded if any saccade was detected in
a time-window from 200 ms before to 500 ms after stimulus motion onset
during step-ramp trials. In ramp trials only one saccade was permitted,
the latency of which had to be 100 ms to 300 ms from the onset of the
stimulus motion. Due to these strict exclusion criteria, ~50% of the
trials were rejected from further analysis in each of the conditions. On
average, 657 successful trials remained in the Ramp paradigm for each
vertical component in monkey MB (altogether 5912 trials) and 224 trials
for each vertical component for monkey ME (altogether 2015 trials). In
the Step-Ramp paradigm on average 426 trials were successful in each
condition for monkey MB (3831 trials) and 311 trials for monkey ME (2796
trials).</p>

<fig id="fig02" fig-type="figure" position="float">
					<label>Figure 2:</label>
					<caption>
						<p>Diagram of the stimuli used to measure the directional
precision of initial saccades and smooth pursuit (after Braun &#x26;
Gegenfurtner, 2016). Left: In the Ramp paradigm, the eye movement target
moves randomly after an initial fixation period left- or rightward at
10°/s. No or one out of eight different vertical components of +/- 20°,
10°, 5°, or 2° was added unpredictably to the horizontal ramp direction.
Right: In the Step-Ramp paradigm after initial fixation the target first
makes a step contraversive to the direction of the upcoming ramp motion
in one of the indicated directions. Different colors represent different
vertical components, solid lines represent upward- and dashed lines
downward vertical components.</p>
					</caption>
					<graphic id="graph02" xlink:href="jemr-11-04-f-figure-02.png"/>
				</fig>

<p>To quantify directional precision during SPEM as well as during
initial saccades, we constructed oculometric functions for each point in
time (<xref ref-type="bibr" rid="b42 b43">42, 43</xref>) using similar methods as described in more detail in Braun
&#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>). This method allowed us to compute the temporal
profile of the directional precision of pursuit to step-ramp targets and
of initial saccades to ramp targets.</p>

<p>In short, for pure SPEM to step-ramp stimuli, we first calculated the
vertical and horizontal eye velocities in 1 ms time bins and smoothed
the resulting speed profiles using a running average with a window size
of 40 ms. We aligned the velocity traces for the step-ramp trials to the
SPEM onset. SPEM onsets were calculated in each trial using the velocity
profile in a time window of 10 ms that was centered on the point in time
when the eye speed first exceeded 5°/s. A regression line was fitted to
the velocity trace in that time window and the intersection of the
regression line with x-axis was used to determine the SPEM onset (<xref ref-type="bibr" rid="b44 b45">44, 45</xref>). 
The algorithm failed in ~9% of the cases in each monkey and those
trials were excluded from further analysis.</p>

<p>To remove any directional bias, we used the median vertical eye
velocity in response to purely horizontal ramp movements (black line in
Figure 3a) as baseline for data from each monkey. For the eight
step-ramp directions that had a non-zero vertical component we
subtracted the vertical eye speed component from this baseline. In a
next step, we calculated for each of the eight step-ramp directions the
proportion of trials with an upward vertical eye direction for each 1 ms
time bin (Figure 3a). Then we fitted a cumulative Gaussian to the
proportions of upward trials (Figure 3b) to estimate the directional
precision of the eye responses at the selected point in time. We chose
the difference between the 69% and the 31% points of the Gaussian,
irrespective of lapse and guess rates, as our estimate of the
directional oculometric thresholds. This procedure led to more robust
threshold estimates than simply taking the standard deviation of the
Gaussian. Note that due to this calculation, low numeric values of the
thresholds indicate high directional precision, i.e. better performance.
To estimate the time course of the increase of directional precision for
pure SPEM, we used the least squares method to fit an exponential decay
function to the time course of threshold data (function ‘nlinfit’ in
MATLAB):</p>

<fig id="eq01" fig-type="equation" position="anchor">
					<label>(1)</label>
<p>P(t)=x<sub>1</sub>+x<sub>2</sub>*exp(-x<sub>3</sub>/t)</p>
				</fig>


<p>Where x<sub>1</sub> is the asymptote of the function, x<sub>2</sub>
is the scaling factor and x<sub>3</sub> represents the time constant of
the decay function.</p>
    </sec>
	
    <sec id="S2e">
      <title>Directional precision of initial saccades to moving targets</title>

<p>We calculated the directional precision for the whole time course of
SPEM in the step-ramp paradigm. For data from the ramp paradigm we
mainly focused on the directional precision during the initial saccade
since our aim was to compare the directional precision of pure SPEM
responses to the precision of the first initial saccade during the same
time interval. To measure the directional precision of initial saccades
to ramp targets we aligned the eye traces of saccades to their onsets
and constructed oculometric functions based on the average vertical
component added to the median direction of the eye in response to purely
horizontal ramps. Peri-saccadic direction thresholds were averaged in a
30 ms time window beginning from the saccade onset. A time window of 30
ms was chosen because it was the average duration of the initial
saccades.</p>

<fig id="fig03" fig-type="figure" position="float">
					<label>Figure 3:</label>
					<caption>
						<p>Illustration of our method to calculate the directional
precision of SPEM in time bins of 1 ms. a: For the calculation of the
directional precision we used all step-ramp trials collected from each
monkey (here example data from monkey ME). For each ramp direction
(shown here in different colors and line types as introduced in Figure
2), we determined the proportions of trials with an upward eye velocity
(y-axis) relative to the horizontal baseline (black horizontal line).
Shortly after 100 ms SPEM started to deviate according to the ramp
direction of the target. b: In a second step a cumulative Gaussian was
fitted to the proportions of upward eye movements to estimate the
directional precision at each point in time (color codes of the single
markers represent different vertical components of the stimulus as
introduced in Figure 2). The slope of the function - quantified as the
difference of vertical stimulus angles that was required to reach 31%
and 69% upward responses (indicated by the dashed black lines) was used
to measure the precision of the eye movements. Here the directional
threshold was 7°.</p>
					</caption>
					<graphic id="graph03" xlink:href="jemr-11-04-f-figure-03.png"/>
				</fig>
    </sec>
    </sec>

    <sec id="S3">
      <title>Results</title>

<p>By measuring the oculometric directional thresholds for each point in
time we could study the development and dynamics of the directional
precision of the pursuit system.</p>

<p>Figures 4 and 5 show for our two monkeys separately the averaged eye
velocities of initial saccades and pure SPEM measured with the
ramp-paradigm (left column) and the step-ramp paradigm (right column). A
similar plot for the step-ramp paradigm with human subjects can be found
in Braun &#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>) in their figure 2B. Both, the ramp and
the step-ramp paradigms generated an increase in eye velocity starting
~100 ms after the onset of the target motion. In the ramp paradigm (left
column) the gradual increase in eye velocity was interrupted by initial
saccades (mean amplitudes: 2.01 deg for ME, 2.17 deg for MB) after which
the eye velocity was close to the velocity of the stimulus. The mean
gain during steady-state SPEM (i.e. late smooth pursuit that is
stabilized by visual and motor feedback) was 1.02 for monkey MB and 0.94
for monkey ME during the time window of 300-500 ms after onset of
stimulus motion. The latencies of initial saccades of the two monkeys
were significantly different (t-test, t=93.51, df=7925, p&#x3C;0.001); the
average saccadic latency of monkey MB (Figure 4) was 217 ms (std = 41
ms), while for monkey ME (Figure 5) it was only 130 ms (std = 13
ms).</p>

<fig id="fig04" fig-type="figure" position="float">
					<label>Figure 4:</label>
					<caption>
						<p>Averaged eye velocities for the ramp (left column) and
step-ramp (right column) paradigms for monkey MB. The different vertical
stimulus components are coded by different line colors as shown in in
Figure 2. Like in Figure 2, solid lines represent upward stimulus
movements, while dashed lines represent downward stimulus movements the
vertical components are 2° (red), 5° (blue), 10° (green) and 20°
(magenta). a: Horizontal eye velocities, b: Vertical eye velocities, the
vertical target velocities are indicated by thin horizontal lines in the
respective color. c: Percentages of trials (y-axis) in which the
vertical eye velocity was ‘upward’. All eye velocity traces are baseline
corrected for the eye movement to pure horizontal target motion.</p>
					</caption>
					<graphic id="graph04" xlink:href="jemr-11-04-f-figure-04.png"/>
				</fig>

<fig id="fig05" fig-type="figure" position="float">
					<label>Figure 5:</label>
					<caption>
						<p>Averaged eye velocities for the ramp (left column) and
step-ramp (right column) paradigms for monkey ME. All conventions like
in Figure 4.</p>
					</caption>
					<graphic id="graph05" xlink:href="jemr-11-04-f-figure-05.png"/>
				</fig>

<p>Compared to the saccadic latencies the average SPEM onset latency was
very similar in both monkeys; 103 ms (std = 20 ms) for monkey MB and 107
ms (std = 21 ms) for monkey ME. This small difference between the
monkeys, however, was highly significant (t-test, t=7.80, df=5921,
p&#x3C;0.001) due to the large number of trials. The SPEM onset is clearly
visible for the horizontal eye velocity component in Figures 4 and 5 and
also visible for the vertical component – in particular for large
vertical angles of the target trajectory inducing larger vertical speed
of the eyes (see magenta lines in Figures 4b and 5b). During the
step-ramp paradigm (right column in Figures 4 and 5) the eye velocity
increased until the stimulus velocity (10°/s) was reached approximately
200 ms after target motion onset. These general findings of the eye
movements for the two paradigms are in good agreement with eye movements
measured under similar conditions in humans (<xref ref-type="bibr" rid="b41 b46 b47">41, 46, 47</xref>).</p>

<p>For both monkeys, we also compared the directional precision of their
initial saccades measured with the ramp paradigm with the average
direction thresholds of pursuit during the step-ramp paradigm. The
peri-saccadic direction thresholds were averaged in a 30 ms time window
beginning with the saccade onset (green lines in Figure 6). We used the
same time window during pure SPEM in the step-ramp paradigm. In the
following we label the direction thresholds reached during pure SPEM
measured at the time equivalent to the time of saccades the ‘Saccade
Time Equivalent Pursuit thresholds’ (STEP). The averaged values of STEP
are shown as orange lines in the fitted decay functions in Figure 6.
Average direction thresholds during steady-state SPEM were calculated in
a time window between 300 ms and 500 ms after the target motion onset
(black lines in Figure 6). The numeric values of the direction
thresholds in the different time windows are also shown in Table 1. It
is obvious that the peri-saccadic thresholds of about 5 deg in both
monkeys are lower by 5 deg for monkey MB and more than 10 deg for monkey
ME than the corresponding STEP. The difference was larger in monkey ME
because his saccadic latencies were more than 80 ms shorter than in
monkey MB. Since the time course of precision follows a decay function,
short latencies result in higher directional thresholds for SPEM. For
monkey ME, the differences in STEP and peri-saccadic precision were
similar to MB when the same time window (starting at 217 ms) was used
for calculation of STEP in both monkeys (magenta line in Figure 6).</p>


<table-wrap id="t01" position="float">
					<label>Table 1:</label>
					<caption>
						<p>Means and standard deviations of direction thresholds (in
degrees) for monkeys MB and ME during saccades (Sacc), the same time
window during SPEM initiation (STEP), and steady state pursuit.</p>
					</caption>
					<table frame="hsides" rules="groups" cellpadding="3">

    <thead>
      <tr>
        <th><underline>Monkey</underline></th>
        <th><underline>Sacc</underline></th>
        <th><underline>STEP</underline></th>
        <th><underline>Steady state</underline></th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td>MB</td>
        <td>5.7°/0.6°</td>
        <td>10.6°/0.2°</td>
        <td>10.4°/0.5°</td>
      </tr>
      <tr>
        <td>ME</td>
        <td>5.5°/0.3°</td>
        <td>18.2°/2.6°</td>
        <td>9.8°/0.6°</td>
      </tr>
    </tbody>
  </table>
</table-wrap>

<p>The temporal profile of the directional precision of pursuit during
the step-ramp paradigm in man and monkey can be described by an
exponential decay function (see Equation 1). One aim of our study was to
compare the precision of the eye movements of the head unrestrained NHPs
with previously published results obtained from human subjects (<xref ref-type="bibr" rid="b29 b30">29, 30</xref>).
In Figure 6 we show the time course of the directional thresholds in the
step-ramp paradigm for the two monkeys (light blue lines) and the
corresponding fits (dark blue lines). For both monkeys, we found a good
approximation of the data by the decay function (time constant x3 = 587
ms, time to reach double asymptote = 121 ms, MSE = 0.52 for monkey MB,
time constant x3 = 707 ms, time to reach double asymptote = 150 ms, MSE
= 0.48 for monkey ME.</p>

<p>We found that although the general shape of the temporal profile of
directional precision in our two NHPs was very similar to the results
found in human subjects (e.g. <xref ref-type="bibr" rid="b30">30</xref>), however the thresholds were overall
higher in the NHPs than in human subjects. The possible reasons for this
difference will be discussed later. In order to better compare the
performance from humans and NHPs beyond this general difference we
normalized the individual precision data by dividing it by the
thresholds obtained during steady-state SPEM.</p>

<fig id="fig06" fig-type="figure" position="float">
					<label>Figure 6:</label>
					<caption>
						<p>Time courses of direction thresholds of smooth pursuit and
initial saccades for monkey MB (left) and ME (right) with respect to
target motion onset. The direction thresholds for pure pursuit measured
with the step-ramp paradigm are plotted in light blue and the fitted
decay functions (Equation 1) in dark blue. Direction thresholds for
initial saccades measured with the ramp paradigm are plotted in green
for a 30 ms time window starting at saccade onset. This plot allows the
comparison of the directional thresholds of saccades (green) and pursuit
(STEP, orange) during the same time-window relative to the onset of
target motion. For monkey ME, we marked in magenta the directional
pursuit thresholds after additional 80 ms which corresponds to the
saccadic reaction time of monkey MB. The average directional thresholds
during steady-state SPEM (black lines) were calculated from 300 ms to
500 ms after the onset of stimulus motion.</p>
					</caption>
					<graphic id="graph06" xlink:href="jemr-11-04-f-figure-06.png"/>
				</fig>

<fig id="fig07" fig-type="figure" position="float">
					<label>Figure 7:</label>
					<caption>
						<p>a: Comparison of the normalized time courses of directional
precision in the step-ramp paradigm for two monkeys (blue lines) and the
average of four trained human subjects (black line, grey area shows std)
from Braun &#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>). The corresponding peri-saccadic
precisions and saccadic latencies are shown as red lines for the NHPs
(dashed: monkey ME; solid: monkey MB) and a green cross (showing the
average latency of the saccades as well as the mean and std of
peri-saccadic direction thresholds) for the human subjects. b: Direction
thresholds during the initial saccade in the ramp-paradigm and the
corresponding times during SPEM-onset in the step-ramp paradigm (STEP)
for monkey MB and ME (red circles). Thresholds were normalized by the
asymptotic pursuit threshold. For comparison, data from four trained
human subjects (green squares) and six untrained human subjects (black
crosses) from Braun &#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>).</p>
					</caption>
					<graphic id="graph07" xlink:href="jemr-11-04-f-figure-07.png"/>
				</fig>

<p>The normalized time courses of directional precision in the step-ramp
paradigm and the corresponding peri-saccadic precisions are shown in
Figure 7a for our two monkeys (blue lines) in comparison to the average
of four trained human subjects (black line) from Braun &#x26;
Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>). It shows a substantial difference in latency of the
eye movements between NHPs and humans which is consistent with earlier
reports (<xref ref-type="bibr" rid="b46">46</xref>). In agreement with the human data we also observed in NHPs
that their peri-saccadic direction thresholds (Figure 7a red lines for
NHPs, green lines for human subjects) were lower than the direction
thresholds for pure SPEM during the same time relative to the onset of
the stimulus motion. For both, humans and monkeys, the peri-saccadic
thresholds were also lower than those during steady-state SPEM. In
Figure 7b we compare the normalized peri-saccadic thresholds and STEP
from our NHPs to data obtained from four trained and six naïve subjects
(from <xref ref-type="bibr" rid="b30">30</xref>). For both subject groups, STEPs were higher than
peri-saccadic precision thresholds. The normalized peri-saccadic
thresholds of our two NHPs appear slightly lower than those of human
subjects but the sample-size is too small for a meaningful
statistic.</p>
    </sec>

    <sec id="S4">
      <title>Discussion</title>

<p>We compared the oculomotor precision of initial saccades and SPEM of
two head unrestrained macaque monkeys. While there were differences with
respect to absolute precision values, we found good agreement in the
temporal evolution of directional precision as well as in the relative
differences in precision during initial saccades and SPEM initiation
compared to humans (<xref ref-type="bibr" rid="b30">30</xref>). Both of our monkey subjects showed a lower
precision compared to humans in the same experimental paradigms,
especially during pursuit. This indicates that while we can reproduce
the patterns of oculomotor behavior in humans and head-unrestrained
NHPs, we also have to take the possibility of differences in absolute
values into account. At first glance, this would limit the feasibility
to directly combine data from humans and NHPs. As shown above, however,
such combination is possible with normalized results from humans and
NHPs. This is an important finding since the head-unrestrained approach
as employed in our current study on monkeys is more similar to typical
approaches in human oculomotor studies than with head-fixed monkeys.</p>

    <sec id="S4a">
      <title>Comparison of direction precision during SPEM and saccades</title>

<p>Our results largely confirm previous reports on human oculomotor
behavior showing that during saccades directional precision is higher
than during SPEM (<xref ref-type="bibr" rid="b30">30</xref>). This is the case in particular when the
peri-saccadic directional precision is compared to the Saccade Time
Equivalent Pursuit thresholds (STEP) – these are the SPEM thresholds
that were measured at the same time relative to the onset of stimulus
motion. The degree to which saccadic direction thresholds were lower
than STEP was dependent on the latency of the saccades. In our current
study, the saccade latency of monkey ME was particularly short (130 ms,
Figure 5) which resulted in particularly high STEP since the time-course
of the precision follows a decay function. Since the peri-saccadic
thresholds did not seem to be dependent on the saccadic latency (in
(<xref ref-type="bibr" rid="b30">30</xref>), the correlation between saccade latency and peri-saccadic
direction threshold was not significant) the difference between STEP and
saccadic thresholds was much higher in ME than MB (for illustration see
Figure 6). The conclusion for the human subjects as well as for head
unrestrained monkeys is that the saccadic system receives quite accurate
directional input very early so even saccades with very short latencies
show low directional thresholds. In contrast, the SPEM-system either
accumulates directional information over longer periods of time or is
slower in translating the accurate sensory information in an equally
accurate motor representation.</p>
    </sec>

    <sec id="S4b">
      <title>Comparison to earlier studies of directional precision in NHPs</title>

<p>Our results largely confirm data of Osborne et al. (<xref ref-type="bibr" rid="b7">7</xref>) on the
dynamics of directional precision during pursuit initiation in
head-fixed monkeys. We found a similar overall time course of decreasing
directional thresholds after pursuit initiation (compare our data shown
in Figure 6 with Figure 10 A of (<xref ref-type="bibr" rid="b7">7</xref>). However, the absolute values of
directional precision were different as the directional SPEM thresholds
of the six monkeys in Osborne’s study were considerably lower. This
difference in results probably originates from several sources. Firstly,
and most importantly, Osborne and colleagues employed a head-fixed
preparation, while we used a head-unrestrained approach. This was done
on purpose since we aimed to employ an approach as similar as possible
with typical human oculomotor studies. Since we measured
eye-in-head-position rather than gaze direction, a part of the increased
thresholds observed in our study might be caused by eye movements
intended to compensate for (unregistered) head-movements.</p>

<p>Secondly, during our measurements we observed some noise in the eye
position signal that was most likely a property of the experimental
apparatus than of the monkey’s oculomotor behavior. It may have been
caused by a relatively large distance between camera and eye as
necessitated by our experimental setup. This noise obviously induced a
lower absolute precision in our study compared to Osborne et al.
(<xref ref-type="bibr" rid="b7">7</xref>).</p>

<p>A third difference between our and Osborne’s study was the apparatus
used for the measurement of eye position. Osborne and colleagues (<xref ref-type="bibr" rid="b7">7</xref>)
employed an invasive approach, i.e. they used implanted scleral search
coils that are considered to be the gold standard regarding the
precision of eye movement measurements. In our study, we employed a
non-invasive approach, i.e. we used an infrared, video based eye-tracker
(EyeLink 1000 Plus), as in Braun and Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>). The accuracy and
precision of these video-based eye trackers are potentially also very
high (average accuracy ~0.5° as described in the manual) but also more
dependent on the specifics of the experimental setup. Kimmel et al. (<xref ref-type="bibr" rid="b48">48</xref>)
monitored simultaneously in two macaque monkeys the eye position with a
sclera-embedded search coil and an optical tracker (Eyelink 1000) while
they performed simple eye movement tasks, i.e. saccades and fixation but
not SPEM. Their comparison of the two eye tracking techniques revealed a
broad agreement and correlation in eye position, but also differences
such as higher peak velocities for saccades and stronger post-saccadic
oscillations for the optical eye-tracker.</p>
    </sec>

    <sec id="S4c">
      <title>Performance differences between humans and NHPs</title>

<p>The neural substrate for the generation of eye movements involves
largely the same processing stages in humans and macaque monkeys (e.g.
<xref ref-type="bibr" rid="b49">49</xref>). However, the exact properties like the latency, selectivity and
sensitivity of the neurons at each of these stages may be different
between the species reflecting anatomical constraints and ecological
demands.</p>

<p>Studies that have compared oculomotor behavior of monkeys and humans
(e.g. <xref ref-type="bibr" rid="b46 b47 b50 b51 b52">46, 47, 50, 51, 52</xref>) often concluded that there is a ‘qualitative
similarity’ between the results from humans and monkeys. This term
generally means that the overall structure of oculomotor behavior and
types of eye movements (e.g. catch-up saccades, express-saccades,
pursuit initiation, steady-state SPEM) can be found in both species,
although their specific parameters and absolute values (like latencies,
peak velocities and precision) often differ. These discrepancies can be
partly attributed to different neuronal substrates that allow monkeys to
make eye movements with shorter latencies (<xref ref-type="bibr" rid="b47">47</xref>) and higher peak
velocities (<xref ref-type="bibr" rid="b46">46</xref>) than humans. While we believe that this interpretation
is reasonable in cases where monkeys outperform even well trained and
motivated human subjects, we also think that the situation is not as
clear cut in situations where monkeys show a degraded performance
compared to humans as it is the case with our monkeys when compared to
the results from Braun &#x26; Gegenfurtner (<xref ref-type="bibr" rid="b30">30</xref>). Human and monkey
subjects may differ, e.g. in the degree of training in oculomotor tasks
in preference between speed and accuracy or in motivation. While both of
our monkey subjects were involved in similar tasks for a longer period
of time, they were never forced to perform as precisely as possible.
Hence, their preference may have been rather on speed than on accuracy.
This, however, can’t fully explain the different performance before they
reached steady-state pursuit since speed likely doesn’t play a major
role in this late pursuit component. Bourrelly et al. (<xref ref-type="bibr" rid="b53">53</xref>) showed in
NHPs how by training the quality of pursuit (eye velocity, gain) evolved
and improved while the accuracy of interceptive saccades showed no
difference.</p>

<p>NHPs in the experimental setting often show large inter-individual
differences in performance as well as performances that are vastly
inferior to performance of human subject under similar conditions. As an
example, Liu &#x26; Newsome (<xref ref-type="bibr" rid="b54">54</xref>) found that the speed discrimination
thresholds of two trained monkeys differed by a factor of 2 and did not
change throughout the training period.</p>
    </sec>

    <sec id="S4d">
      <title>Consequences for combining human and NHP data</title>

<p>Our results support the observation made in a number of studies, i.e.
that oculomotor behavior from humans and NHPs shows the same general
patterns but not always the same absolute values of the investigated
parameters (<xref ref-type="bibr" rid="b46 b47 b50 b51 b52 b53">46, 47, 50, 51, 52, 53</xref>). To make matters more complicated
the oculomotor behavior of NHPs may show a superior performance in some
aspects, e.g. saccadic latency, but inferior performance in others, e.g.
precision. Accordingly, it is not always easily possible to predict the
behavior of NHPs based on human data. Thus, caution should be applied
when behavioral data from humans and electrophysiological recordings
from NHPs are directly combined. The human data can be used as a source
of information about what kinds of phenomena should be expected in NHPs,
however, to link behavior directly to measurements of the underlying
neurophysiological substrate in NHPs it still is required to investigate
the behavior of NHPs directly.</p>

<p>In summary, while our findings in general support the feasibility of
the monkey model for SPEM studies there are restrictions that can arise
from subtle differences in the neural substrate as well as in
differences in the experimental conditions as reported here. This should
be kept in mind while modelling predictions of human behavior based on
neuronal activities recorded in NHPs.</p>
    </sec>
    </sec>

    <sec id="S5" sec-type="COI-statement">
      <title>Ethics and Conflict of Interest</title>

<p>The authors declare that the contents of the article are in agreement
with the ethics described in
<ext-link ext-link-type="uri" xlink:href="http://biblio.unibe.ch/portale/elibrary/BOP/jemr/ethics.html" xlink:show="new">http://biblio.unibe.ch/portale/elibrary/BOP/jemr/ethics.html</ext-link> and that
there is no conflict of interest regarding the publication of this
paper.</p>
    </sec>

    <sec id="S6">
      <title>Acknowledgements</title>

<p>This research was supported by SFB/TRR 135/ A1 and FOR 1847/A2.</p>

<p>We thank Andre Kaminiarz, Alexander Platzner and Katharina Martin for
help with the hardware of the experimental apparatus (AP), animal care
(KM), supervision of animal care and management of the NHP-facility
(AK).</p>
    </sec>
</body>
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