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The Journal of Neuroscience, September 1, 2001, 21(17):6957-6966
Transfer of Visual Motion Information via Graded Synapses
Operates Linearly in the Natural Activity Range
Rafael
Kurtz,
Anne-Kathrin
Warzecha, and
Martin
Egelhaaf
Lehrstuhl für Neurobiologie, Fakultät für
Biologie, Universität Bielefeld, Postfach 10 01 31, D-33501
Bielefeld, Germany
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ABSTRACT |
Synaptic transmission between a graded potential neuron and a
spiking neuron was investigated in vivo using sensory
stimulation instead of artificial excitation of the presynaptic neuron.
During visual motion stimulation, individual presynaptic and
postsynaptic neurons in the brain of the fly were
electrophysiologically recorded together with concentration changes of
presynaptic calcium
( [Ca2+]pre).
Preferred-direction motion leads to depolarization of the presynaptic
neuron. It also produces pronounced increases in
[Ca2+]pre and the postsynaptic spike
rate. Motion in the opposite direction was associated with
hyperpolarization of the presynaptic cell but only a weak reduction in
[Ca2+]pre and the postsynaptic spike
rate. Apart from this rectification, the relationships between
presynaptic depolarizations,
[Ca2+]pre, and postsynaptic
spike rates are, on average, linear over the entire range of activity
levels that can be elicited by sensory stimulation. Thus, the
inevitably limited range in which the gain of overall synaptic signal
transfer is constant appears to be adjusted to sensory input strengths.
Key words:
calcium cooperativity; fly; graded synapse; insect; lobula plate; motion vision; presynaptic calcium; synaptic gain; synaptic transmission; tangential cell
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INTRODUCTION |
The small size and inaccessibility
of synaptic structures often hampers the analysis of synaptic
transmission and its dependency on
[Ca2+]pre. This
problem was partially overcome by combining electrophysiological with
optical imaging techniques and by studying either exceptionally large
synapses (Augustine et al., 1985 ; Helmchen et al., 1997 ) or populations
of synapses with similar structure and function (Wu and Saggau, 1994 ;
Regehr and Atluri, 1995 ). For technical reasons, these studies were
performed mainly on slice preparations, using electrical stimulation.
However, the results of these studies cannot be easily extrapolated to
in vivo conditions, where the range and temporal pattern of
presynaptic activity probably differ from artificially induced activity.
Here, we study the transfer of visual motion information at a graded
synapse in the fly's brain during sensory stimulation. The electrical
activity of identified presynaptic and postsynaptic neurons is
recorded, and
[Ca2+]pre is
imaged in vivo while the cells are activated by
visual input. We use stimuli that permit consideration of the whole
range of naturally occurring presynaptic activity levels. Both
presynaptic and postsynaptic neurons belong to a group of >30
individually identifiable neurons, the tangential cells, in the fly's
third visual neuropil. Tangential cells respond directionally selective to optic flow as is generated by self motion (for review, see Hausen, 1984 ; Hausen and Egelhaaf, 1989 ; Egelhaaf and Borst, 1993 ). The
presynaptic cell belongs to a group of 10 neurons, the so-called vertical system (VS), which is thought to be important for optomotor gaze stabilization. VS cells gather input from numerous retinotopically organized elements, each sensitive to local motion. As a consequence, VS neurons possess large receptive fields, in which they are sensitive to motion in a predominantly vertical direction (Hengstenberg et al.,
1982 ; Krapp et al., 1998 ). Intracellular recordings from VS cell axons
close to the output region show graded membrane potential changes,
superimposed by spike-like depolarizations of variable amplitude. The
output sites of VS neurons could be identified by the presence of
presynaptic specializations (Hausen et al., 1980 ). The postsynaptic V1
neuron relays motion signals provided by VS cells to the contralateral
visual system. Action potentials of V1 were recorded extracellularly.
The highly nonlinear nature of synaptic processes limits the range in
which synaptic gain is constant. We analyze
[Ca2+]pre because
Ca2+ was shown to render synaptic
transmission nonlinear, for instance by binding in a cooperative manner
to the sensor that triggers transmitter release (Dodge and
Rahamimoff, 1967 ; Smith et al., 1985 ). However, the
Ca2+ dependence of transmitter release may
be different for synaptic terminals that transform gradually changing
presynaptic voltages into transmitter release instead of signaling
action potentials. The dependency of synaptic transmission on
Ca2+ has been studied only rarely at
graded synapses, although neuronal information is frequently signaled
by graded membrane potential changes, e.g., in the insect peripheral
visual system and in the vertebrate retina and olfactory bulb (for
review, see Juusola et al., 1996 ; Mori et al., 1999 ; von Gersdorff,
2001 ). Therefore, insights into the mode of action of graded synapses
should help to provide a better understanding of neuronal information transmission.
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MATERIALS AND METHODS |
Double recordings were performed in vivo from one of
the visual motion sensitive VS neurons and the postsynaptic V1 neuron in female blowflies (Calliphora erythrocephala), aged 1-3
d. The electrophysiological analysis was combined with fluorescence
imaging of
[Ca2+]pre in
the VS cell.
VS neurons show graded depolarization and hyperpolarization in response
to ipsilateral downward and upward motion, respectively (Hengstenberg,
1982 ; Hengstenberg et al., 1982 ; Krapp et al., 1998 ). VS cells could be
identified by the location of their receptive fields and by
visualization of their anatomy using fluorescent dye staining. The V1
neuron was recorded in the ventral region of the lobula plate, which is
the posterior part of the third visual neuropil, contralateral to the
recorded VS cell. This region includes V1's main telodendritic
arborization. V1 was identified by its excitatory response to downward
motion in the frontal contralateral visual field (Hausen, 1984 ; Hausen
and Egelhaaf, 1989 ).
Animal preparation followed Dürr and Egelhaaf (1999) , with the
addition that both hemispheres of the brain were made accessible by
cutting small holes into the head capsule. Moreover, the upper part of
the thorax was removed such that a 40× water immersion objective could
be positioned sufficiently close to the axon terminal of the VS cell.
The compound eye contralateral to the recorded VS neuron was covered
with black paint to ensure that the neurons were excited exclusively by
ipsilateral retinotopic input to the VS cells. The experiments were
performed at room temperature (18-23°C).
Electrophysiology. Experiments were begun by
recording V1 extracellularly. We used standard recording equipment and
glass electrodes made from borosilicate glass (GC150TF-15; Clark
Electromedical, Edenbridge, UK) on a vertical puller (Getra, Munich,
Germany). Electrode resistances were 4-8 M when filled with 1 M KCl. Ringer's solution containing (in
mM: NaCl 128.3, KCl 5.4, CaCl2 1.9, NaHCO3 4.8, Na2HPO4 3.3, KH2PO4 3.4, glucose 13.9, pH 7.0 (all chemicals were from Merck, Darmstadt, Germany), was used to
prevent desiccation of the brain and to fill a wide-tip glass pipette
that served as an indifferent electrode. Action potentials were
transformed into pulses of fixed height and duration. They were sampled
at a rate of 1 kHz by an analog-to-digital (AD) converter (DT2801A; Data Translation, Marlboro, MA).
Once a stable V1 recording was established, a VS neuron was recorded
intracellularly with electrodes made from borosilicate glass
(GC100TF-10, Clark Electromedical) on a Brown-Flaming puller (P97;
Sutter Instruments, San Rafael, CA). Electrode resistances were 20-40
M when filled with 1 M KCl. The tip of the electrode was
filled either with a solution containing the calcium-sensitive dye (see
next paragraph) or with a saturated solution of Lucifer yellow (Sigma,
Deisenhofen, Germany) in 1 M LiCl. The shaft of the
electrode was filled with either 1 M KCl or 1 M
LiCl, respectively. Membrane potential changes ( E) were
recorded in bridged mode (Axoclamp 2A; Axon Instruments, Foster City,
CA) and AD converted at a sampling rate of 1 kHz with an amplitude
resolution of 0.0244 mV (DT2801A, Data Translation). Part of the
recordings were performed during iontophoretic injection of the
fluorescent dye by a weak tonic hyperpolarizing current (<1 nA). The
electrical responses did not differ significantly between cells
hyperpolarized with this method and cells recorded without current injection.
Imaging of Ca2+ concentration
changes in VS neurons. A
Ca2+-sensitive dye, either fura-2
(Kd = 224 nM;
all of the data shown, except Fig. 1A) or
bis-fura-2 [Kd = 370 nM; data shown in Fig. 1A;
dissociation constants according to Takahashi et al. (1999) ], was
injected into single VS neurons by a hyperpolarizing current of <1 nA.
Electrode tips contained (in mM): KCl 33.3 (Sigma), KOH 1.7 (Merck), fura-2 (or bis-fura-2)
pentapotassium salt 20.0 (Molecular Probes, Eugene, OR), HEPES 33.3 (Sigma), pH 7.3. Relative changes of intracellular ionic
free-Ca2+ concentration
( [Ca2+]) were determined during or
immediately after electrophysiological recording using single
wavelength measurements according to Vranesic and Knöpfel (1991) .
Epifluorescence measurements were performed with an upright microscope
(Axioskop FS; Zeiss, Oberkochen, Germany). Fluorescence was elicited at
380 nm (light emitted from a Hg arc lamp, HBO 100W; Osram, Munich,
Germany; bandpass filtered with a bandwidth of 10 nm) and measured
after passage of a 410 nm dichroic mirror and a 500-530 nm bandpass
filter. Images were magnified by water immersion objective lenses
(Achroplan 10×/0.30 or 40×/0.75, Zeiss) and recorded with a
charge-coupled device (CCD) camera (PXL; Photometrics, Tucson, AZ),
controlled by PMIS software (GKR Computer Consulting, Boulder, CO).
Acquisition rate was 3 Hz and spatial resolution ~0.8 µm when the
512 × 512 pixels of the CCD chip were binned to 128 × 128 pixels. Exposition of a 160 × 160 pixel sub-area of the CCD chip,
binned to 10 × 10 pixels, resulted in a temporal resolution of 40 Hz and a spatial resolution of ~3.2 µm. Fluorescence changes
( F/F) were determined relative to an
image obtained before visual stimulation. Increases in
[Ca2+] lead to a decrement in
fluorescence. For convenience the latter were inverted in the figures
when the calcium signals were compared with the electrical signals of a
cell. Mask areas for F/F calculation were
formed by performing a threshold operation on the raw fluorescence image and choosing appropriate sections (see Fig. 1). When
F/F was to be compared in regions with
different staining intensity, background fluorescence was determined
for each image in a region surrounding the dendrite and subtracted from
the raw fluorescence images. Because background subtraction adds
considerable noise to the F/F calculation, it
was not performed in comparisons between stimulus conditions only. Only
relative [Ca2+] values can be
obtained by the single wavelength method. By ratiometric measurements
with fura-2, the absolute value of resting
[Ca2+] in VS neurons was determined to
be within 20-60 nM in vivo (Egelhaaf and Borst, 1995 ) and 50-180 nM in an in
vitro preparation of the fly brain (Oertner et al., 2001 ).
Short-term sensory or electrical stimulation, and also application of
the cholinergic agonist carbachol, produced a two- to threefold
increase in [Ca2+] (Oertner et al.,
2001 ).
Visual stimuli. Stimuli consisted of moving bar patterns.
These were generated by a board with 1440 green 2.5 × 4.8 mm-sized LEDs, arranged in 48 rows and 30 columns (designed and
produced in our electronic workshop). Switching on and off neighboring LED rows with an appropriate time shift resulted in apparent vertical motion that is visible to the fly. Stimuli covered the frontal visual
field ipsilateral to the recorded VS neuron from ~0° to 50° along
the azimuth with respect to the midline and ±30° relative to the
horizontal plane of the fly. During each stimulus sweep, a square-wave
grating with a spatial wavelength of 32° was stationary for 2 sec and
then moved with a temporal frequency of 4 Hz for 1 sec, followed again
by stationary presentation. The pattern was stationary for at least 10 sec before the next sweep started.
The visual stimulus had a mean luminance of 509 cd × m 2 and a
Michelsen contrast of 99.3%. To vary stimulus strength,
luminance and contrast were attenuated by gray filters of variable
density: filter 1, 73 cd × m 2, 99.2%;
filter 2, 10 cd × m 2, 99.1%;
filter 3, 4 cd × m 2, 97.4%;
filter 4, 0.5 cd × m 2, 96.2%.
The unattenuated stimulus led to maximal responses that can be elicited
in VS cells. It had very high contrast and was sufficiently bright,
moved at a velocity that is optimal for VS neurons (Hengstenberg,
1982 ), and covered most of the receptive fields of the recorded cells.
Because of gain control, larger stimuli would not lead to significantly
stronger responses (Haag et al., 1992 ).
Data evaluation. In vivo fluorescence
measurements in the visual system are complicated by the fact that the
excitation light might itself stimulate the photoreceptors. There was
indeed some influence of the excitation light on the activity of VS and
V1 cells. First, there were weak excitatory on and off reactions during
operation of the shutter of the excitation lamp. Second, diminishing
the intensity of the visual stimulus with gray filters had a stronger
effect on the response amplitude when the fluorescence excitation light was on. Therefore, data were compared only when acquired under exactly the same visual stimulus conditions. This means
that even if no simultaneous Ca2+ imaging
was performed, electrical recordings were done with epifluorescence excitation through the 40× water immersion lens to compare electrical with Ca2+ responses.
Relationships between the measured parameters were evaluated by linear
regression analysis of double-logarithmic plots of data points. Thus,
the slopes of the regression lines represent the exponent of a
power-law function of the kind y = a × xb. Regression lines were
fitted to the data points by minimizing the weighted sum of the error
squares, with weights given by the variance
i2 of individual data points:
In all cases, measured values were obtained for the parameters
that were related to each other (i.e.,
Epre,
[Ca2+]pre, and
postsynaptic spike rate). This makes any a priori assignment of
parameter dependency arbitrary. Therefore, we calculated two regression
lines, minimizing weighted squared errors once along the ordinate and
once along the abscissa. Furthermore, a power-law function was fitted
directly to the data points in the positive range of the linear plot by
a Levenberg-Marquardt algorithm, using the parameter on the abscissa as
the independent one.
For data evaluation, routines written in C (Borland, Scotts Valley,
CA), Matlab (The Matworks, Natick, MA), or PMIS (GKR Computer Consulting) were used. All data are given as mean ± SD.
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RESULTS |
The transfer of visual information via graded synapses under
in vivo conditions was studied by simultaneous recording of
two neurons in the visual motion pathway of the blowfly. The membrane potential of one of the VS neurons was registered by an intracellular electrode. An extracellular recording electrode was placed in the
opposite half of the brain to record the action potentials of the V1
neuron, which gets input from VS neurons, thus responding to vertical
motion in the contralateral visual field. Once a VS/V1 double recording
was established, the synaptic connection between the two cells was
verified by current injection. Depolarization of the VS cell led to an
increase in V1 spike activity; hyperpolarization led to a decrease. The
VS neurons with frontal receptive fields, i.e., VS1 to VS3, are thus
shown to be presynaptic to V1. This is also suggested by comparing the
receptive fields of both cell types (Krapp et al., 1998 , 2001 ). There
is no evidence that V1 receives synaptic input from neurons other than VS.
Visual motion-induced Ca2+ transients in VS
cell terminals
We measured concentration changes of
Ca2+
( [Ca2+]) in single VS neurons with
Ca2+-sensitive fluorescent dyes during
visual stimulation with a moving bar pattern. At a low magnification,
the terminal region can be visualized together with part of the axonal
trunk (Fig. 1A). A series of 128 × 128 pixel images, taken at a rate of 3 Hz, shows that downward motion in the ipsilateral visual field leads to Ca2+ accumulation in the VS1 neuron (Fig.
1A). [Ca2+] is more
pronounced in the terminal region than in the axonal trunk. This was
quantified by comparing the background-subtracted fluorescence changes
( F/F) in two regions of the neuron.
F/F calculated inside a mask area at the
terminal was at least 10 times larger than F/F
inside an axonal mask. We obtained similar results for VS2 and VS3.
[Ca2+] was also found to be larger in
the terminal region than in the main axonal trunk in other tangential
cells (Egelhaaf and Borst, 1995 ).

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Figure 1.
Ca2+ accumulation in the
terminal region of VS neurons during in vivo stimulation
with visual motion. A, VS1 neuron filled with the
Ca2+-sensitive fluorescent dye
bis-fura-2. A series of images was taken at low
magnification (10× microscope objective) with a rate of 3 Hz during
stimulation with motion in the preferred direction (PD).
One raw fluorescence image of the series, showing the terminal region
and part of the axon, is shown. Its approximate relation to the entire
neuron, as visible on the photomontage (top left), is
indicated by the box. The time course of
F/F is shown on a series of grayscale
images (underlined images taken during motion
stimulation). Background-subtracted
F/F time courses are calculated for
two different regions, one at the synaptic terminal and the other at
the axon. The corresponding mask areas are indicated above each trace
(evaluated mask area shown in white; outline of axonal
trunk and terminal region indicated by a dotted line).
The 1 sec period of stimulus motion is marked by horizontal
bars below the traces. Note that
F/F time courses were calculated with
background subtraction. For illustrative purposes, the grayscale images
show F/F without background
subtraction. B, [Ca2+] in the
terminal region of a VS1 neuron, filled with fura-2, was imaged at a
higher magnification (40× objective) at a rate of 3 Hz during
presentation of visual motion stimuli of variable strengths (PD
0, unattenuated stimulus; PD 1-PD
4, stimulus attenuated by gray filters of increasing density;
see Materials and Methods for details). Presentation of data as in
A.
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At a higher magnification the terminal region does not appear to have
only a single ending. Instead, the synaptic area shows a branched
structure, particularly for VS1. Because the exact location of synaptic
connections with V1 in the terminal region is unknown, we analyzed
whether [Ca2+] differs considerably
between different branches of the output arborization. The amplitude
and time course of background-subtracted F/F
inside various mask areas were compared for visual motion stimuli of
variable strengths (Fig. 1B) (see Materials and
Methods for details). There are small differences in the overall size of F/F. However, these should not be
overinterpreted because the overall size of
F/F is very sensitive to the exact choice of
the background mask. In addition, the decline of
[Ca2+] after the cessation of stimulus
motion is slightly faster in fine tips than in the main branch.
Moreover, F/F amplitudes increase in the fine
tips by a nearly constant increment for the five stimulus strengths,
whereas in the main branch, the amplitude increment gets smaller for
the strongest stimulus. In general,
[Ca2+] shows only small differences
in different sub-areas of the terminal region, at least when judged by
Ca2+ imaging with conventional
fluorescence microscopy.
Simultaneous recording of presynaptic Ca2+,
presynaptic membrane potential responses, and also postsynaptic spike
activity
[Ca2+]pre
in the terminal region of a VS2 neuron was measured simultaneously with
the membrane potential of the cell and the spike activity of the
postsynaptic V1 neuron (Fig. 2). As can be seen at high magnification, the terminal region of VS2 is not as
branched as that of VS1 (Figs. 1B,
2A). To improve the temporal resolution of
F/F, we confined imaging to a subregion of the CCD chip and performed pixel binning, yielding 10 × 10 pixel
images taken at a rate of 40 Hz. Because there is no means to locate precisely the synaptic contacts of VS neurons with the V1 cell, it is
problematic to use
[Ca2+]pre
recordings with high temporal but low spatial resolution when the
terminal region is extensively branched as is the case for VS1.
Therefore, we present only data for VS2 and VS3. Note that the VS1
cells tested did not show obvious differences to VS2/3 as to the
characteristics of synaptic transmission to V1.

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Figure 2.
Imaging of the presynaptic
Ca2+ concentration combined with double recording of
presynaptic membrane potential and postsynaptic spike trains.
A, Fluorescence imaging of the presynaptic
Ca2+ concentration change
( [Ca2+]pre) in a VS2 neuron
during visual motion stimulation was performed at a temporal resolution
of 40 Hz by performing pixel binning and confining image acquisition to
a subregion of the full frame (indicated by the box in
the raw fluorescence image). Simultaneously, the presynaptic membrane
potential response ( Epre) and the
postsynaptic spike train were recorded. Single traces of
[Ca2+]pre,
Epre, and postsynaptic spike train
(action potentials indicated by upright lines) are shown
for movement of the unattenuated stimulus in the preferred direction
(PD 0) and null direction (ND 0) and of
an attenuated stimulus in the preferred direction (PD
3). Horizontal bar indicates 1 sec period of
stimulus motion. Diagram of the circuitry (top right)
with reconstructions of V1 and VS2 were taken from Hausen and Egelhaaf
(1989) and Krapp et al. (1998) , respectively. B,
Averaged traces of Epre,
[Ca2+]pre, and postsynaptic
spike rate in response to PD and ND motion stimuli of variable
strengths for the same neurons as in A. Horizontal bars
indicate 1 sec period of stimulus motion. Sample sizes: data on
Epre, n = 3-9; data on [Ca2+]pre,
n = 4-13; data on postsynaptic spike rate,
n = 5-18; n = number of
traces. In this and in the following figures, the range indicates
different sample sizes for the different stimulus strengths. In
general, lower sample sizes were gathered for ND stimuli, whereas
sample sizes for PD stimuli were in the upper range.
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Visual motion in the preferred direction (PD) induces a graded
depolarization in the VS2 neuron and a concomitant increase in spike
activity in the postsynaptic V1 cell (Fig. 2A).
[Ca2+]pre of VS2
rises during visual stimulation.
[Ca2+]pre
continues to rise with a steady slope during the entire stimulation period of 1 sec, whereas both the membrane potential change of VS2
( Epre) and the postsynaptic spike
rate of V1 reach a steady-state level soon after stimulus onset. After
cessation of stimulus motion, both
Epre and the postsynaptic spike
rate decay rapidly to baseline levels. In contrast, the decline of
[Ca2+]pre is even
slower than its rise. A reduction in the strength of the visual
stimulus results in weaker Epre and
[Ca2+]pre
responses and lower postsynaptic spike activity. Null direction (ND)
motion leads to hyperpolarization of the VS2 cell. A slight decline of
[Ca2+]pre and a
depression of the postsynaptic spike activity below the resting level
are hardly detectable in single traces but become evident when multiple
traces are averaged (Fig. 2B).
On a finer time scale, V1 spikes appear to be coupled to membrane
depolarizations of VS2, not only during stimulation but also when the
stimulus pattern is stationary (Fig. 3,
insets). In fact, the spike-triggered average of
Epre indicates that temporally precise coupling of V1 spikes to
Epre is more pronounced when the
pattern is stationary than during motion stimulation (Fig. 3). This
finding might be explained by the fact that during large presynaptic
depolarization, tonic transmitter release leads to a continuous
activation of the postsynaptic neuron. In this case, the exact timing
of spikes seems to depend to a larger extent on the characteristics of
the spike generation mechanism (e.g., the refractory period) than on
the exact time course of the presynaptic potential. Alternatively, the
amplitude of transient depolarizations in VS2 leading to spikes in V1
might be smaller when the membrane potential is on a depolarized level
and thus closer to the reversal potential of excitatory currents.
Moreover, weak transients might be sufficient to elicit an action
potential when the postsynaptic cell is already close to spike
threshold. Consequently, the spike-triggered average of
Epre is expected to show a more
prominent peak in response to weak than in response to strong
stimulation. This was found in our experiments (Fig. 3).

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Figure 3.
Temporal coupling of postsynaptic spikes to graded
presynaptic depolarizations. Spike-triggered averages of
Epre calculated for periods of pattern
motion of the unattenuated stimulus (left, 1610 events),
an attenuated stimulus (middle, 877 events), and periods
during which the pattern was stationary (right, 773 events). Time 0 corresponds to the occurrence of a
postsynaptic spike. A value of 0 on the ordinate
indicates the resting potential of the cell. Note the shift in the
ordinate range in the subfigures, which is caused by the different
depolarization levels of the VS2 neuron. Insets show
time courses of Epre (top
trace) and postsynaptic spike train (bottom
trace) on a fine time scale. Data from the same cell
pair as in Figure 2.
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Characteristics of transfer of visual motion information at the
VS2-V1 synapse
To analyze the dependency of the postsynaptic spike activity on
presynaptic voltage, we plotted the spike rate of V1 against Epre of VS2, both averaged during
the 1 sec period of visual motion (Fig.
4A, left).
The responses were determined relative to baseline levels averaged in a
1 sec period before stimulation. Each data point represents a pair of
simultaneously measured traces as shown in Figure 2A.
Stimulus strength was varied pseudorandomly during the course of the
experiment. Rectification occurs in the range of negative
Epre, because VS2 hyperpolarizes
during ND motion, whereas the response range of V1 is limited by its
low baseline spike activity. During PD motion, the spike rate of V1 increases almost linearly with membrane depolarization, indicating a
constant gain over the whole range of stimulation strengths. The
dependency of
[Ca2+]pre on
Epre of VS2 appears to be slightly
supralinear for positive Epre and
is characterized by rectification for negative
Epre (Fig. 4A,
middle). The latter aspect shows that the rectifying transfer characteristic of the VS2-V1 synapse is not necessarily attributable to the low baseline activity of V1. Instead, rectification might already be present on the presynaptic level. In any case, both
[Ca2+]pre and
postsynaptic spike rate are not influenced much by ND motion (Fig.
4A, right). Furthermore, a slight
saturation of the spike rate at high
[Ca2+]pre is
visible.

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Figure 4.
Analysis of synaptic transfer of visual motion
information at a single VS2-V1 synapse. A, Postsynaptic
spike rate plotted against Epre for
simultaneously measured responses to visual motion of variable strength
(left). The recordings were performed either with
(circles) or without fluorescence excitation
(triangles). Visual motion stimulation was either in the
PD (open symbols) or in the ND (filled
symbols). Additionally, the relationships between
[Ca2+]pre and
Epre (middle) and between
the postsynaptic spike rate and
[Ca2+]pre (right)
are shown for simultaneously recorded traces. All values are time
averages of individual responses during the 1 sec period of motion
stimulation relative to baseline levels in a 1 sec period before motion
onset. B, The data shown in A are
averaged according to stimulation strength. Positive values are plotted
on a double-logarithmic scale (insets). Axis tick
labels denote exponents to a base of 10. Two regression lines
were calculated by minimizing weighted squared errors once along the
ordinate (dashed lines) and once along the abscissa
(solid lines). Their slopes are given above and below
the respective lines. The corresponding power-law functions are also
shown in the linear plots, together with a power-law function fitted by
a Levenberg-Marquardt algorithm to the data points in the positive
range of the linear plot, using the parameter on the abscissa as the
independent one (dotted lines; the power-law exponents,
b, are postsynaptic spike rate versus
Epre, b = 1.2;
[Ca2+]pre versus
Epre, b = 2.1, postsynaptic spike rate versus
[Ca2+]pre,
b = 0.4). Note that all three fitted functions
largely superimpose for the given data. All error bars denote SD. Data
are obtained from the same pair of cells as those shown in Figures 2
and 3. Sample sizes: data on Epre,
n = 3-8; data on
[Ca2+]pre,
n = 2-7 traces; data on postsynaptic spike rate,
n = 3-6; n = number of traces
per data point.
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For further analysis, we pooled the data according to the stimulus
conditions (Fig. 4B). In addition to plotting the
data for all stimulus conditions linearly, the positive values were plotted in a log-log diagram (Fig. 4B,
insets). The latter diagram permits characterization of the
relationships between the measured responses to PD stimuli independent
of the rectifying threshold nonlinearity present during ND stimulation.
Analogous to previous investigations of synaptic transmission and its
Ca2+ dependence, the slope of a linear
regression line yields the exponent of a power-law function (Dodge and
Rahamimoff, 1967 ; Smith et al., 1985 ). Because none of the variables
can be regarded to be independent, we calculated two regressions by
minimizing summed squares of errors along either the abscissa or the
ordinate. Additionally, the results obtained were compared with a
power-law function fitted directly to the data points in the positive
range of the linear plot. All three approaches yield similar power-law functions for the relationship between the postsynaptic spike rate and
Epre (Fig. 4B,
left). In the following, the averaged values of the two
power-law exponents of the fits in the log-log plot are given. An
almost linear relationship between the postsynaptic spike rate and
Epre is corroborated by an average
exponent of 1.1. The slope in the double-logarithmic plot of
[Ca2+]pre
versus Epre is 2.1 (Fig.
4B, middle), whereas the relationship between the postsynaptic spike rate and
[Ca2+]pre is
characterized by an average power-law exponent of 0.4 (Fig.
4B, right). Thus, it may be argued that
power-law relationships with exponents above and below 1 in the
dependencies of
[Ca2+]pre on
Epre and of the postsynaptic spike
rate on
[Ca2+]pre,
respectively, compensate each other to result in linear overall
transfer of motion information at the VS2-V1 synapse.
Quantitative analysis of synaptic transfer in samples of VS and
V1 neurons
To test whether the above conclusions are a general feature of
signal transfer at VS-V1 synapses, a quantitative analysis was
performed on the basis of responses of presynaptic VS2 or VS3 neurons,
on the one hand, and the postsynaptic V1 cell on the other hand.
Because simultaneous recording of
Epre,
[Ca2+]pre, and
postsynaptic spike rate is extremely difficult, most of the data for
the quantitative analysis was gathered not by simultaneous but by
sequential recordings, using in each case exactly the same visual
stimulus conditions. Data for VS2 and VS3 were pooled, because they did
not differ in their physiological characteristics recorded under the
stimulus conditions of the present experiments.
The overall relationship between the postsynaptic spike rate and
Epre across a population of cells
is very similar to the sample cell pair described above. Apart from
rectification in the range of negative
Epre values, the transfer gain is
constant over the whole operating range, as characterized by an average power-law exponent of 1.0 (Fig. 5,
left). When determined for the whole sample of V1 and VS2/3
neurons, the relationships between [Ca2+]pre and
Epre (Fig. 5, middle)
and between postsynaptic spike rate and
[Ca2+]pre (Fig.
5, right) are also almost linear in the positive range. Average power-law exponents were 0.8 for
[Ca2+]pre
versus Epre and 1.0 for the
postsynaptic spike rate versus [Ca2+]pre.
Deviations from linearity in any of the three relationships tested,
although present in some of the recordings, were too weak to result in
mean power-law exponents considerably different from 1.

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Figure 5.
Linearity of synaptic transfer of visual motion
information at VS-V1 synapses. The relationship between postsynaptic
spike rate and Epre (left)
is plotted for the entire sample of analyzed VS2/3 and V1 neurons.
Recordings were performed with (circles) and without
fluorescence excitation (triangles). Filled
symbols denote ND; open symbols denote PD
stimulation. Additionally, the relationships between
[Ca2+]pre and
Epre (middle) and between
the postsynaptic spike rate and
[Ca2+]pre (right)
are plotted for the entire sample of analyzed neurons. For all data
sets, averages for each stimulation strength were first calculated for
individual neurons, then across the sample of neurons. Regression
analysis was performed as in Figure 4. The power-law exponents of the
fits in the linear plots (dotted lines) are postsynaptic
spike rate versus Epre,
b = 1.4;
[Ca2+]pre versus
Epre, b = 1.0;
postsynaptic spike rate versus
[Ca2+]pre,
b = 1.4. Sample sizes: data on
Epre, N = 4-15, n = 6-41; data on
[Ca2+]pre,
N = 4-7, n = 16-53; data on
postsynaptic spike rate, N = 7-11,
n = 37-196; N = number of cells
and n = number of traces per data point.
|
|
Testing for saturation of the
Ca2+-sensitive dye
Our conclusions may depend critically on the choice of time
windows for the calculation of response amplitudes. Because the relationships between the measured parameters were basically the same
for several time windows (0-1 sec; 0-0.5 sec; 0.5-1 sec; 0.05-0.25
sec), only data for the largest time window (0-1 sec) were presented
so far. Nevertheless, a comparison of time windows can help to assess
potential saturation of the Ca2+-sensitive
dye. If there was saturation, the relationships between electrical and
Ca2+ responses should be different when
comparing the beginning with the end of the stimulation period. This is
to be expected, because considerably higher
Ca2+ levels are present at the end. Dye
saturation would then lead to a distortion of the relationships.
However, for the first and second half of the stimulation period, we
found very similar slopes in double-logarithmic plots of
[Ca2+]pre
versus EM and the postsynaptic
spike rate versus
[Ca2+]pre (Fig.
6). This suggests that the
Ca2+-sensitive dye is not saturated in our
measurements.

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Figure 6.
Relationships between
[Ca2+]pre and electrical responses
remain constant during the stimulation period. The relationships
between [Ca2+]pre and
Epre (left) and between
the postsynaptic spike rate and
[Ca2+]pre (right)
were calculated for time-averaged responses determined during the first
half (circles) and second half (squares)
of the 1 sec stimulation period. Data set, averaging, and regression
analysis are as in Figure 5 (same sample sizes). Similar slopes of the
regression lines obtained for both halves of the stimulation period
suggest that the Ca2+-sensitive dye is far from
saturation in our measurements.
|
|
Using Ca2+ transients to estimate the
presynaptic Ca2+ influx
The Ca2+ signals recorded in our
experiments are probably not equivalent to local
[Ca2+] at the sensors that regulate
transmitter release. Rather, they represent bulk cytosolic
[Ca2+] in the presynaptic region. It was
proposed that Ca2+ influx instead of its
overall concentration be considered the parameter that is relevant for
transmitter release, unless near-membrane [Ca2+]pre can be
measured with very fine spatial resolution (Wu and Saggau, 1994 ;
Sabatini and Regehr, 1996 ). For transmitter release to be governed by
Ca2+ influx, the
Ca2+ sensors of the release machinery have
to be located in very close proximity to presynaptic
Ca2+ channels, and
Ca2+ clearance has to be very fast at the
release sites. Ca2+ influx can be
approximated by taking the first derivative of volume-averaged
[Ca2+]pre over
time (Wu and Saggau, 1994 ; Sabatini and Regehr, 1998 ). Temporal
derivatives of
[Ca2+]pre,
d( [Ca2+]pre)/dt,
averaged for VS2/3, are shown in Figure
7A. The time courses of
d( [Ca2+]pre)/dt
are similar to that of Epre, as
would be expected for a noninactivating voltage-regulated
Ca2+ influx. However,
d( [Ca2+]pre)/dt
provides a reasonable estimate of Ca2+
influx only if Ca2+ influx is much faster
than Ca2+ efflux. In VS cells,
d( [Ca2+]pre)/dt
probably underestimates Ca2+ influx,
because the rise of
[Ca2+]pre is at
most five times faster than its decline. When the relationships between
the electrical responses and the estimated
Ca2+ influx are evaluated, such errors
should be critical only if the velocity of
Ca2+ removal depended on its
concentration. In Figure 7B, plots of d( [Ca2+]pre)/dt
versus Epre (left) and
of the postsynaptic spike rate versus
d( [Ca2+]pre)/dt
(right) are shown. The relationships obtained from this analysis are similar to the corresponding ones based on
[Ca2+]pre
(Figs. 5, 7B). The average power-law exponents were 0.7 for d( [Ca2+]pre)/dt
versus Epre and 1.4 for
postsynaptic spike rate versus d( [Ca2+]pre)/dt.
These values suggest that both the dependency of the Ca2+ influx on
Epre in the presynapse and the
dependency of the postsynaptic spike rate on the presynaptic
Ca2+ influx do not deviate much from
linearity.

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Figure 7.
An approximation of Ca2+ influx
and its relationship to Epre and
postsynaptic spike rate. A, To estimate
Ca2+ influx,
[Ca2+]pre was derived over time.
Shown are average time courses of
[Ca2+]pre (left) and
d( [Ca2+]pre)/dt
(right) for VS2/3 (N = 7, n = 43-46) in response to PD motion stimuli of two
different strengths and to an ND motion stimulus of maximal strength.
The displayed time courses of
d( [Ca2+]pre)/dt
are smoothed by a running average of 125 msec width. B,
The relationships between
d( [Ca2+]pre)/dt
and Epre (left) and
between the postsynaptic spike rate and
d( [Ca2+]pre)/dt
(right) are plotted for the same data set as in Figure
5. Filled symbols denote ND stimulation; open
symbols denote PD stimulation. Averaging, sample sizes, and
regression analysis are as in Figure 5. The power-law exponents of the
fits in the linear plots (dotted lines) are
d( [Ca2+]pre)/dt
versus Epre, b = 0.9; postsynaptic spike rate versus
d( [Ca2+]pre)/dt,
b = 1.5.
|
|
 |
DISCUSSION |
Synaptic information transfer with a constant gain is restricted
to a limited operating range. This is because biophysical processes
involved in synaptic transmission are inherently nonlinear. First, the
activation of presynaptic Ca2+ channels by
membrane voltage is often best described by Boltzmann-like relationships (Corey et al., 1984 ; Borst and Sakmann, 1998 ). Second, [Ca2+]pre is
shaped by diffusion, buffering and the clustering of presynaptic Ca2+ channels (Zucker and Fogelson, 1986 ;
Sala and Hernandez-Cruz, 1990 ). Third,
Ca2+ binds in a cooperative manner to the
sensor that triggers transmitter release. As a consequence, the
postsynaptic response was found to be proportional to the third or
fourth power of
[Ca2+]pre in
several synapses (Dodge and Rahamimoff, 1967 ; Smith et al.,
1985 ; Heidelberger et al., 1994 ; Wu and Saggau, 1994 ; Bollmann et
al., 2000 ; Schneggenburger and Neher, 2000 ) (but see also Peng and
Zucker, 1993 ). Despite these nonlinearities, our results indicate that
a graded synapse in the fly visual system transforms presynaptic depolarizations almost linearly into a postsynaptic spike rate when
operating in the natural range of excitation levels as elicited in vivo by visual stimulation. Moreover, the relationship
between presynaptic potential and
[Ca2+]pre and
between
[Ca2+]pre and
the postsynaptic spike rate was found to be approximately linear at
least during preferred direction motion. However, a rectification
nonlinearity was apparent for motion in the null direction of the cell.
This rectification might be attributable to
Ca2+, because
Epre hyperpolarizes during null
direction motion, whereas [Ca2+]pre
decreases only slightly. It is not clear whether this nonlinearity also
applies to near-membrane Ca2+. If efflux
mechanisms are slow, hyperpolarization might decrease bulk
[Ca2+] only weakly and with some delay,
whereas there might be a pronounced instantaneous drop in
Ca2+ influx close to the presynaptic membrane.
Saturation and exogenous buffering in measurements with a
high-affinity Ca2+ indicator
Fura-2, the fluorescent dye used in most of our experiments, has a
high affinity for Ca2+. This feature has
two consequences that might be critical for our conclusions. (1) At low
dye concentrations, saturation arises even at relatively low
[Ca2+] (Regehr and Atluri, 1995 ; Sinha
et al., 1997 ). (2) Particularly if dye concentrations are high, the dye
acts as a Ca2+ buffer, slowing the
declining phase of Ca2+ transients (Sala
and Hernandez-Cruz, 1990 ; Helmchen et al., 1996 ; Sinha et al., 1997 ).
In our experiments, the dye concentration could be controlled only
roughly by the duration of iontophoretic injection. Nevertheless, we
conclude that dye concentration was not in a critical range. First, the
time courses of [Ca2+] in fly
tangential cells are relatively slow even when measured with
low-affinity dyes (Haag and Borst, 2000 ). Second, peak
[Ca2+]pre
values at graded VS-V1 synapses seem to be comparatively low,
rendering dye saturation less critical. For example, single action
potentials lead to F/F of 50-150% in
presynaptic varicosities of rat neocortical neurons (Cox et al., 2000 ),
whereas in our work, background-subtracted F/F
never exceeded 30%. Third, We also performed experiments with the
medium affinity dye bis-fura-2 (three VS1, two VS2/3 cells;
data not shown). Neither
[Ca2+]pre time
courses nor the relationships between
[Ca2+]pre and
electrical responses were obviously different from those measured with
fura-2. Finally, power-law exponents estimated for the relationships
between
[Ca2+]pre and
electrical responses at the beginning of the stimulation period did not
differ from those estimated for the end (Fig. 6). Such a difference
would be expected as a consequence of dye saturation.
Ca2+ dependence of spike-mediated and graded
synaptic transmission
The linear relationship between postsynaptic spike rate and
[Ca2+]pre found
in the present study appears to contrast with
Ca2+ cooperativity at the transmitter
release site of spiking neurons (see above). It is therefore important
to reiterate that we measured postsynaptic spike rates, whereas in most
other studies, postsynaptic potentials or currents were determined.
Thus, spike generation in the postsynaptic neuron could have produced a
saturation effect, which compensates upstream supralinearities.
However, a highly nonlinear relationship between postsynaptic
depolarization and resulting spike rate is unlikely, because this
relationship was concluded to be linear in another fly tangential cell,
the H1 neuron (Warzecha et al., 2000 ). Evidence supporting
Ca2+ cooperativity of transmitter release
may still be found if it were possible to measure
[Ca2+]pre exactly
at the site of synaptic action. We consider this unlikely for two
reasons: (1) a linear relationship also exists between the postsynaptic
response and the temporal derivative of
[Ca2+]pre,
which serves as an approximation of Ca2+
influx (Fig. 7), and (2) the analysis of spatial differences of
[Ca2+]pre shown in
Figure 1B rather supports the possibility that
restriction of Ca2+ imaging to finer
branches of the terminal region would lead to supralinearity in the
dependency of
[Ca2+]pre on
Epre and saturation in the
relationship between postsynaptic spike rate and
[Ca2+]pre. This
tendency, which is also present in the sample record shown in Figure 4,
is inconsistent with Ca2+ cooperativity at
the release site.
A difference in the Ca2+ dependence of
transmitter release between graded and spike-mediated synaptic
transmission appears to be functionally adaptive. During spike-mediated
synaptic transmission, a high level of
Ca2+ cooperativity could ensure that only
action potentials but not minor depolarizations lead to transmitter
release, thus increasing the signal-to-noise ratio. In contrast, at a
graded synapse, even small Epre
should be transmitted into transmitter release with a high degree of
reliability. Previous data point to fundamental differences in the
action of Ca2+ between graded and
spike-mediated synaptic transmission. Glutamate release from rod
terminals was found to be a linear function of Ca2+ influx through L-type
Ca2+ channels (Witkovsky et al., 1997 ). In
recordings of pairs of retinal amacrine cells, a slow phase of
transmitter release, linearly dependent on the presynaptic
Ca2+ influx, could be discerned from a
fast, rapidly saturating component (Gleason et al., 1994 ). Biphasic
exocytosis is also prominent in goldfish bipolar neurons (von
Gersdorff, 2001 ) and in cochlear inner hair cells (Beutner et al.,
2001 ). A steep dependency on Ca2+ of the
fast transient secretory component was concluded from measurements of
membrane capacitance jumps during flash photolysis of caged
Ca2+ (Heidelberger et al., 1994 ; Beutner
et al., 2001 ). However, the Ca2+
dependence of the delayed tonic phase of release has not yet been
determined. Recently, Ivanov and Calabrese (2000) found that [Ca2+]pre
recorded at the end of fine neuritic branches in leech heart interneurons is roughly linearly related to increases in postsynaptic conductance. Furthermore, there is evidence for differential expression of proteins regulating synaptic vesicle fusion. For example, ribbon synapses of the vertebrate retina express syntaxin 3 rather than syntaxin 1, which is present in terminals of spiking neurons
(Brandstätter et al., 1996 ; Morgans et al., 1996 ). The
concentration of syntaxin 1 was shown to be critical for
Ca2+ cooperativity of transmitter release
(Stewart et al., 2000 ).
Potential significance of linear synaptic transfer between fly
tangential cells
V1 gets input from at least three VS neurons with partly
overlapping receptive fields. During visual stimulation in
vivo, it is not possible to separate the influences of these
synapses. Therefore, it cannot be excluded that each of the synapses
operates nonlinearly, with individual nonlinearities compensating each other. However, the relationship between
Epre and
[Ca2+]pre is
linear, regardless of the extent of linearity of synaptic transfer from
individual VS neurons to V1. Therefore, the overall linear synaptic
transmission is best explained by a linear transfer characteristic of
each of the synapses. Unequivocal evidence for linearity of individual
synapses requires selective stimulation of single VS neurons. Because
the receptive fields of the VS neurons overlap to a large extent,
visual stimulation of only a single VS cell is more or less impossible.
Therefore, artificial stimulation by current injection would be
necessary. Alternatively, single neurons may be "knocked out" by
clamping their membrane potential, by laser ablation after filling with
a fluorescent dye, or by application of intracellularly acting
Ca2+ channel blockers or
Ca2+ buffers (Selverston and Miller, 1980 ;
Warzecha et al., 1993 ; Borst and Sakmann, 1996 ; Kovalchuk et al.,
2000 ). Any of these techniques could help to assess the role of single
VS neurons in the VS-V1 network.
The above experiments should provide new insights into the mechanisms
underlying synaptic transmission. However, what is functionally relevant is the overall transfer characteristic of the whole network. In the context of optomotor gaze stabilization, the exact comparison of
motion signals from both visual hemispheres may be enhanced if motion
information transfer from one side of the brain to the other, as
mediated by the V1 neuron, acts as linearly as possible. If not, a
mismatch between unilateral and heterolateral tangential neurons might
arise with respect to their stimulus dependence.
In the present work, we used sensory stimulation instead of artificial
excitation to characterize VS-V1 synapses in vivo. There is
still one important difference between the stimuli in our experiments
and the stimuli the animal encounters in nature: the strength of real
life stimuli varies permanently with a complex time course. In a
forthcoming study, we will therefore characterize transfer of visual
motion information at VS-V1 synapses during dynamic stimulation (our
unpublished observations).
 |
FOOTNOTES |
Received Feb. 21, 2001; revised May 14, 2001; accepted June 19, 2001.
This work was supported by the Deutsche Forschungsgemeinschaft
(DFG). The authors are grateful to Judith Eikermann for
technical assistance, to Hinrich Schulenburg for linguistic support,
and to Norbert Böddeker, Katja Karmeier, and Roland Kern for
helpful discussions of this work. We also thank two anonymous reviewers for their helpful comments on an earlier version of this manuscript.
Correspondence should be addressed to Rafael Kurtz, Lehrstuhl für
Neurobiologie, Fakultät für Biologie, Universität
Bielefeld, Postfach 10 01 31, D-33501 Bielefeld, Germany. E-mail:
rafael.kurtz{at}biologie.uni-bielefeld.de.
 |
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