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The Journal of Neuroscience, November 15, 1999, 19(22):9756-9767
Functional Circuitry of the Retinal Ganglion Cell's Nonlinear
Receptive Field
Jonathan B.
Demb,
Loren
Haarsma,
Michael A.
Freed, and
Peter
Sterling
Department of Neuroscience, University of Pennsylvania School of
Medicine, Philadelphia, Pennsylvania 19104-6058
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ABSTRACT |
A retinal ganglion cell commonly expresses two spatially
overlapping receptive field mechanisms. One is the familiar
"center/surround," which sums excitation and inhibition across a
region somewhat broader than the ganglion cell's dendritic field. This
mechanism responds to a drifting grating by modulating firing at the
drift frequency (linear response). Less familiar is the "nonlinear" mechanism, which sums the rectified output of many small subunits that
extend for millimeters beyond the dendritic field. This mechanism responds to a contrast-reversing grating by modulating firing at twice
the reversal frequency (nonlinear response). We investigated this
nonlinear mechanism by presenting visual stimuli to the intact guinea
pig retina in vitro while recording intracellularly from large brisk and sluggish ganglion cells. A contrast-reversing grating
modulated the membrane potential (in addition to the firing rate) at
twice the reversal frequency. This response was initially hyperpolarizing for some cells (either ON or OFF center) and initially depolarizing for others. Experiments in which responses to bars were
summed in-phase or out-of-phase suggested that the single class of
bipolar cells (either ON or OFF) that drives the center/surround response also drives the nonlinear response. Consistent with this, nonlinear responses persisted in OFF ganglion cells when ON bipolar cell responses were blocked by L-AP-4. Nonlinear
responses evoked from millimeters beyond the ganglion cell were
eliminated by tetrodotoxin. Thus, to relay the response from distant
regions of the receptive field requires a spiking interneuron.
Nonlinear responses from different regions of the receptive field added linearly.
Key words:
in vitro retina; guinea pig; nonlinear
subunit; shift effect; spiking amacrine cell; bipolar cell; tetrodotoxin; L-AP-4
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INTRODUCTION |
A retinal ganglion cell encodes
information from at least two computational mechanisms. One is
familiar, the "linear" receptive field, which computes local
temporal contrast by combining excitatory and inhibitory signals over
both a narrow region (the "center") and a wider region (the
antagonistic "surround") (Barlow, 1953
; Kuffler, 1953
; Rodieck,
1965
; Enroth-Cugell and Pinto, 1970
). The other mechanism is less
familiar, the "nonlinear" receptive field, which computes global
changes in contrast magnitude by summing signals from independent
regions ("subunits") (Enroth-Cugell and Robson, 1966
; Hochstein and
Shapley, 1976
; Victor and Shapley, 1979a
; Cox and Rowe, 1996
). The
subunit, described in detail for the cat's Y (
) cell, is considered
nonlinear because it increases activity to a contrast increment more
than it decreases activity to a contrast decrement (or vice versa); in
other words, the subunit rectifies its input signal (Hochstein and
Shapley, 1976
; Victor, 1988
). The subunit covers a region narrower than
the ganglion cell's dendritic field, but the mosaic of subunits is
much broader, extending for millimeters beyond the dendritic field.
When the visual scene contains mostly high spatial frequencies, the
nonlinear receptive field can dominate the ganglion cell's output to
the brain (Enroth-Cugell and Robson, 1966
; Hochstein and Shapley, 1976
;
Derrington et al., 1979
; Victor and Shapley, 1979a
).
Although the circuit for the center/surround receptive field is fairly
well understood, the circuit for the nonlinear receptive field remains
to be elucidated (Wässle and Boycott, 1991
; Sterling, 1998
). One
would like to know: how does the subunit rectify; how does its signal
travel millimeters across the retina; and how do signals from multiple
subunits combine at the ganglion cell? To answer these questions, we
recorded intracellularly from ganglion cells in the intact guinea pig
retina in vitro. There, we could apply antagonists to
transmitter receptors and ion channels to manipulate specific aspects
of the circuit.
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MATERIALS AND METHODS |
In vitro retina. Our experiments employed a
superfused, flattened preparation of the intact mammalian retina
(Jensen, 1991
; Dacey and Lee, 1994
). A guinea pig (350-700 gm) was
anesthetized with ketamine-xylazine and overdosed with pentobarbital.
Both eyes were enucleated in room light and placed in oxygenated
(95%-5% carboxy mixture) Ames medium (Sigma, St. Louis, MO) with
sodium bicarbonate (1.9 gm/l) and glucose (0.8 gm/l). Each eye was
hemisected, and the anterior half (cornea, lens, and vitreous) was
gently peeled away from the posterior eyecup. The retina, with pigment epithelium, choroid, and sclera still attached, was flattened by
cutting five to six radial slits and applied scleral side down to
filter paper. The retina was placed in a chamber on the stage of an
upright microscope and superfused (2-3 ml/min) with oxygenated Ames medium at 34°C. Drugs dissolved in superfusate were kept in
reservoirs connected by valves to the chamber. Agents used were
tetrodotoxin (TTX) (Sigma) and
L-2-amino-4-phosphonobutyric acid
(L-AP-4) (Research Biochemicals, Natick, MA).
Glass electrodes (tip resistance of 150-400
M[SCAP]
) were filled with 1% pyranine (Molecular Probes, Eugene, OR) to visualize the pipette tip and 2%
Neurobiotin (Vector Laboratories, Burlingame, CA) in 1 M KCl buffered with 0.1 M
Tris, pH 7.4. In some experiments, lidocaine N-ethyl
bromide (QX-314) (Research Biochemicals) was added to the pipette solution.
Intracellular recording. To visualize ganglion cells, 5-10
drops of acridine orange (0.001%; Molecular Probes) were added to the
superfusate. Dye accumulated in ganglion cell somas and fluoresced to
near-UV light (400-440 nm) from a 50 W mercury arc lamp transmitted
through the microscope's 40× objective. Large somas (15-25 µm in
diameter) in the visual streak were selected for intracellular
recording. The membrane potential was amplified (NeuroData IR-283;
NeuroData Instruments Corp., Delaware Water Gap, PA), continuously
sampled at 2 kHz, and stored on computer (AxoScope software; Axon
Instruments, Foster City, CA). Following recording, Neurobiotin was
injected (+0.5 nA with 50% duty cycle, 3-10 min).
The retina was fixed in 4% paraformaldehyde in 0.1 M
phosphate buffer (PB), pH 7.4, for 45-60 min at room temperature and then stored in PB overnight at 4°C. To visualize the filled cells, the retina was isolated and reacted for streptavidin-CY3 at room temperature: 1 hr in 6% normal goat serum (NGS), 1% Triton X-100 (TX), and 0.5% DMSO in 0.05 M Tris-buffered saline (TBS);
2 hr in 0.2% streptavidin-CY3, 3% NGS, 1% TX, and 0.5% DMSO in 0.05 M TBS; and rinsed for 30 min in 0.05 M TBS. The
retina was mounted in Vectashield, and cells were visualized with
fluorescence microscopy.
Stimuli. Cells were classified as ON or OFF center using
spots and annuli, and then the nonlinear receptive field was probed using gratings. Sine wave or square wave gratings of various spatial frequencies drifted or contrast-reversed at 2 Hz. Stimuli were defined
in terms of Michelson contrast: (Imax
Imin)/(Imax + Imin), where
Imax and
Imin are the peak and trough
intensities. Thus, the mean intensity stayed constant over time, and
stimulus intensity varied around the mean with a maximum possible
contrast of 100%. We programmed the stimuli in Matlab (MathWorks,
Natick, MA), using extensions provided by the high-level Psychophysics Toolbox (Brainard, 1997
) and the low-level Video Toolbox (Pelli, 1997
).
The stimulus was displayed on a 1-inch-diameter computer monitor with
green (P43) phosphor (Lucivid MR1-103; MicroBrightField, Colchester,
VT), projected through the top port of the microscope and focused onto
the retina with a 2.5× objective. The mean intensity of the stimulus
was 28 nW/mm2 at 545 nm light.
Given the peak sensitivity of M cones, which predominate in the guinea
pig visual streak (530 nm) (Jacobs and Deegan, 1994
; Rohlich et al.,
1994
), this translates to ~106
isomerizations per cone per second. The monitor resolution was 640 × 480 pixels with 60 Hz vertical refresh; stimuli were confined to a
square region of 430 pixels on a side (3.7 mm on the retina). The
relationship between voltage and monitor intensity was linearized in
the software with a lookup table.
We measured the optical line spread at the plane of the retina. A
bright edge was stepped across a 200-µm-diameter aperture mounted on
a radiometer (IL1400A; International Light Inc., Newburyport, MA). The
measured relative intensity at each position was fit by the expected
relative intensity convolved with a gaussian with SD of 19 µm (full
width at half height of 40 µm).
Data analysis. Data were analyzed with programs written in
Matlab. Spikes were detected off-line by analyzing the first derivative of the membrane potential response and finding points above a threshold. Poststimulus time histograms were accumulated across 20 stimulus cycles (bin width of 16.7 msec). To analyze changes in the
membrane potential, spikes were removed by linear interpolation of the
voltage trace from 5 msec before each spike to 8-13 msec after each
spike. This did not affect the subsequent Fourier analysis at the low
stimulus temporal frequency. The average membrane potential was
analyzed across 20 stimulus cycles (Fig.
1C). To quantify the signal,
we measured amplitude at the stimulus frequency, Fourier F1 component (2 Hz), and twice the stimulus
frequency, Fourier F2 component (4 Hz).

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Figure 1.
Ganglion cells were studied in the visual streak.
A, Schematic of flattened retina showing visual streak
(shaded region), location of recorded cells (open
circles), and location of cell in B
(filled circles). B, ON center
ganglion cell (arrow marks axon). C, As a
sine wave grating drifts over a ganglion cell, each bright phase evokes
depolarization and spiking. To measure the response in the membrane
potential, spikes were removed by linear interpolation (see Materials
and Methods), and 20 consecutive cycles were averaged. In the following
figures, unless noted otherwise, gratings are sinusoidal, 100%
contrast, and presented at 2 Hz; central gratings are 0.5 mm OD;
peripheral gratings are 2.5 mm inner diameter (ID). Coarse gratings
(low spatial frequency) are 1.1 cycles/mm; fine gratings (high spatial
frequency) are 4.3 cycles/mm. The gray dashed
line indicates the average resting potential measured
immediately before and 1 sec after the stimulus was presented.
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RESULTS |
Fifty ganglion cells were studied, mostly in the visual streak
(Fig. 1A). Somas were 15-25 µm in diameter with
monostratified dendritic fields spanning 350-700 µm; the
tracer-filled axons could be followed toward the optic disk (Fig.
1B). Most cells were OFF center (n = 42), depolarizing when a small spot dimmed over the dendritic field.
The population included both "brisk" cells whose depolarizations
peaked in 50-150 msec, and "sluggish" cells whose depolarizations
peaked in 200-250 msec (Cleland and Levick, 1974
). All cells exhibited
nonlinear responses to contrast-reversing gratings (i.e., a dominant
F2 response component), and so none were
homologous to linear X cells in cat retina. Because drug effects were
similar in brisk and sluggish cells, the results have been combined in
the population analyses.
A cell was considered healthy as long as the membrane potential
(Em) was more negative than
45 mV
and stable. The average resting potential was
54 ± 8 mV
(mean ± SD), and it often held steady for 0.5-4 hr. Nearly half
of the cells lasted for >1 hr. Resting spike rates averaged 12 ± 11 spikes/sec. The most stable recordings gave slightly higher
spontaneous rates (15 ± 7 spikes/sec; n = 11) and
maximal evoked responses of 119 ± 48 spikes/sec. The guinea pig
ganglion cells in our experiments fired spontaneously at the same rate
as cat Y cells and gave evoked responses of similar magnitude (Troy and
Robson, 1992
). This seemed remarkable given that the cat recordings
were made extracellularly in the intact animal; whereas the present
cells were penetrated by a sharp electrode in a flattened retina bathed
in artificial medium.
Linear and nonlinear responses are represented in the
membrane potential
Our first finding was that guinea pig retina contains ganglion
cells that express both linear and nonlinear responses (Figs. 2-5).
The linear response was evoked by a drifting grating, which strongly
modulated the membrane potential at the drift rate, producing a large
amplitude at the stimulus frequency (Fourier F1
component) (Figs. 1C, 2). The nonlinear response was evoked
by a contrast-reversing grating, which strongly modulated the membrane
potential at twice the reversal rate, producing a large amplitude at
twice the stimulus frequency (Fourier F2
component) (Fig. 2). This distinction between the linear and nonlinear
responses has been thoroughly described for Y cells and nonlinear W
cells in cat (Hochstein and Shapley, 1976
; Troy et al., 1989
,
1995
; Rowe and Cox, 1993
) and for "Y-like" cells in monkey (Kaplan
and Shapley, 1982
).

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Figure 2.
Frequency-doubled, nonlinear response emerges when
a fine grating reverses contrast. Left column, OFF
center cell depolarizes to the dark phase of a coarse grating drifted
over its receptive field and hyperpolarizes to the bright phase. The
response to drifting gratings includes a large Fourier component at the
drift frequency (F1 component). Combining gratings drifting
leftward and rightward forms a stationary grating that reverses
contrast (sine wave reversal). This contrast-reversing grating evokes
an "observed" response (thin line), ~ 10 mV
peak-to-peak, nearly as large as the "predicted" response,
corresponding to the summed responses to the two drifting gratings
(DL + DR;
thick line). The difference is mostly caused by a small
F2 response component that emerges to the
contrast-reversing grating, calculable by Fourier analysis, but not
obvious in the trace. Bar graph shows a good match between the
predicted and observed F1 component and a slightly higher
than predicted F2 component in response to a coarse,
contrast-reversing grating. Right column, Fine drifting
grating evokes a small response at the drift frequency. A
contrast-reversing grating evokes a large response at twice the rate of
contrast reversal (a large F2 component,
arrows). The observed response is quite different from
the predicted response. Bar graph shows that the observed
F2 component in the response to a fine, contrast-reversing
grating was significantly greater than predicted
(*p < 0.05; t = 2.84;
one-tailed t test; df = 4). The average
F2 component in the response to a fine, contrast-reversing
grating was just under half the amplitude of the average F1
component in the response to a coarse, contrast-reversing
grating.
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Figure 3.
Nonlinear response is independent of grating
position. Left column, Coarse grating reversed contrast
and was presented at six positions, offset successively by 30°
(grating cycle is 360°). ON center cell's F1 response
component was maximal at first and last positions
(arrows). F2 response component was
approximately equal at all positions but most apparent in middle
traces where F1 component is small. Thick
line shows for each trace the sine waves (summed after
subtracting the mean) corresponding to the F1 and F2
components. Graph shows F1 and F2 component
amplitudes as a function of grating position [each trace above
contributes two points at the recorded position (e.g., 21°) and by
reanalyzing after shifting by one half-cycle (e.g., 201°)].
F1 component reaches a maximum amplitude of 2 mV (or 15 spikes) and modulates with spatial position, whereas F2
component is ~0.5 mV (or 6 spikes) amplitude and invariant with
spatial position. Fitted functions are a negative cosine
(F1 component) and a line (F2 component).
Right column, To a fine grating, F2 response
component was stronger than F1 component at all spatial
positions. A similar result was observed in 11 additional cells (1 ON,
10 OFF; see Results).
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Figure 4.
Linear and nonlinear responses are tuned
reciprocally over a wide range of spatial frequencies.
A, OFF center cell response to the coarse,
contrast-reversing gratings had a large F1 component and
small F2 component; response to fine gratings had a small
F1 component and a large F2 component.
B, Plot of F1 and F2 response
components for cell in A. C, Same plot
for the average response of five cells (error bars indicate SEM).
Horizontal lines mark average noise levels for
F1 component (thin) and F2
component (thick) measured in a baseline condition (0%
contrast) at the same mean luminance.
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Figure 5.
Nonlinear response evoked by a peripheral,
contrast-reversing grating far beyond the ganglion cell's
dendritic field has lower amplitude but the same spatial tuning as
nonlinear response evoked by a central grating. Central
grating was 2.3 mm OD; peripheral grating was presented as an annulus
with 2.5 mm ID. Other conventions are the same as Figure
4C.
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The specific properties of the F1 and
F2 response components observed in the spike
train were clearly evident in the membrane potential. Thus, the
F1 component was sensitive to the spatial position of a contrast-reversing grating and was absent at certain positions ("null phases"); whereas the F2
component was similar at all grating positions (Fig.
3) (Hochstein and Shapley, 1976
). We
measured the ratio of the average F2 component to
the maximal F1 component in response to a
contrast-reversing grating of high spatial frequency at several grating
positions (n = 12, 2 ON, 10 OFF). Across cells, the
F2/F1 component ratio was
similar for the membrane potential response (ratio, 2.0 ± 1.0)
and the spike response (ratio, 2.2 ± 1.4). This ratio is similar
to that reported for Y cells and Y-like cells (Enroth-Cugell and
Robson, 1966
; Hochstein and Shapley, 1976
; Kaplan and Shapley,
1982
).
The membrane potential's F1 response component was maximal to
a coarse contrast-reversing grating (bar width approximately equal to
dendritic field width); whereas the F2 response
component was maximal to a fine contrast-reversing grating
(approximately one-twentieth of the dendritic field width) (Figs. 3, 4)
(Hochstein and Shapley, 1976
). The membrane potential also displayed
the expected relative F1 and
F2 response components to both central and
peripheral contrast-reversing gratings. Thus, the
F1 component was maximal to a central, coarse
stimulus; whereas the F2 component was maximal to
a fine stimulus in both center and periphery (Fig. 5) (Derrington et
al., 1979
). Because all key features of the F1
and F2 response components are represented in the
membrane potential, we could measure them when the ganglion cell spikes were blocked.
Nonlinear response to a peripheral grating can be initially
depolarizing or hyperpolarizing
The nonlinear response measured in the spike train to a peripheral
contrast-reversing grating was generally considered an excitatory
response, i.e., firing above the background rate (Kruger and Fischer,
1973
; Derrington et al., 1979
) (but see Fischer et al., 1975
; Watanabe
and Tasaki, 1980
). However, the responses measured in the membrane
potential demonstrated two distinct patterns. As expected, some cells
(14 of 41) initially depolarized 50-100 msec after each contrast
reversal of a peripheral grating, and this increased spiking above the
mean level (Fig. 6, left
columns). However, most cells (27 of 41) initially hyperpolarized
with a sharp transient 50-100 msec after each contrast reversal that suppressed spiking. This was followed by depolarization that drove spiking above the mean rate (Fig. 6, right columns). This
grouping, based on positive or negative changes following contrast
reversal, necessarily divides the cells into two groups, but this
separation may be meaningful because L-AP-4
affected the two cell groups differently (see
below).

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Figure 6.
Initial response to a peripheral,
contrast-reversing grating can be either depolarizing or
hyperpolarizing. Left column, Certain cells, both OFF
center (top) and ON center (middle),
respond to each square wave reversal (arrows) of a
peripheral grating with a transient depolarization and a burst of
spikes above the mean rate (horizontal line). Mean
response (dark trace) ± SD (gray
regions) for two ON and 12 OFF cells is shown
(bottom). Right column, Other ganglion
cells, both OFF (top) and ON (middle),
responded to each square wave reversal (arrows) with a
transient hyperpolarization and a pause in spiking followed by a burst
in spiking above the mean rate. The initially hyperpolarizing response
had a shorter latency and faster rise. Mean ± SD response for
five ON and 22 OFF cells is shown (bottom).
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Figure 7.
Center/surround and nonlinear responses arise
from the same bipolar pathway. A1, The
bars, presented over half of the receptive field center, reversed from
black to white repeatedly, while the rest of the field remained gray.
OFF ganglion cells depolarize at dark onset. This represents half of
the classical center response. A2, Same bars
over the complementary regions of the center also evoke half of the
center response. A3, Both sets of bars
(A1 + A2) when combined
form a dark spot over the entire receptive field center. OFF cells
strongly depolarize at dark onset (thin trace). This
represents the entire center response. This response closely matches
the summed responses to the bar stimuli (thick trace). The
match is worse for the brisk cell, probably because of a summation
property of the cell, such as a saturating nonlinearity, that limited
the amplitude of the measured response. A4, When
A2 bars are phase-shifted in time by 180°
(i.e., they start off bright instead of dark) and added to the
A1 bars, they form a contrast-reversing grating.
OFF cells depolarize (thin traces) at each contrast reversal
(arrows mark square wave reversal). When the
A2 response is phase-shifted in time by
180° and added to the A1 response, the sum
(thick traces) closely matches the frequency-doubled
response to the contrast-reversing grating. The center response to the
spot is driven by a single class of cone bipolar cells (OFF bipolar
cells, see Results). Because the same component responses to the bars
predicted both the center response to the spot and the nonlinear
response to the contrast-reversing grating, they are probably both
driven by the same single class of bipolar cells (OFF bipolars).
B1-B4, Same
design as for A, but stimuli were restricted to the far
periphery. Responses to stimuli B1 and
B2 predicted the responses to stimuli
B3 and
B4.
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Figure 8.
Nonlinear response in OFF ganglion cells to a
central grating depends only on OFF bipolar pathway. A,
Nonlinear response of an OFF ganglion cell to a central,
contrast-reversing grating remained and was enhanced when ON bipolar
cell light responses were blocked with 40 µM
L-AP-4 (arrows mark square wave contrast
reversal). Nonlinear response of an ON ganglion cell was abolished.
B, On average, 10-40 µM
L-AP-4 enhanced the F2 response component in
OFF ganglion cells. Error bars indicate SEM; dashed
lines indicate F2 component noise level recorded in
a baseline condition at the same mean luminance (0% contrast).
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The two patterns of response to a peripheral contrast-reversing grating
did not correspond to whether the ganglion cell was ON versus OFF
center. For example, an OFF cell could display either one of the two
response patterns (Fig. 6, top row). However, there was some
relationship between the response to a peripheral grating and the time
course of the center response. Thus, most OFF cells with an initially
depolarizing response were sluggish (7of 9), whereas, most OFF cells
with an initially hyperpolarizing response were brisk (14 of 20).
The nonlinear response measured to a central contrast-reversing grating
[500 µm outer diameter (OD)] was typically biphasic. The
response could be initially hyperpolarizing then depolarizing, or vice
versa, and its waveform varied markedly across cells. A qualitative
grouping suggested four to five types of waveform (n = 15), but a detailed classification remains to be done. For the current
study, however, the drug effects on the nonlinear response to a central
grating were similar across cells, and so they have been combined in
the population analyses.
Evidence that a single class of cone bipolar cell can generate the
nonlinear response
The ganglion cells studied here are monostratified, branching in
either the inner or outer strata of the inner plexiform layer. Thus,
each receives synapses from a single class of cone bipolar cell (ON or
OFF), which can generate the ganglion cell's classical center/surround
response (Wässle and Boycott, 1991
; Sterling, 1998
). A center
spot (bright for ON ganglion cells, dim for OFF ganglion cells) would
increase the bipolar cell's glutamate release, whereas an annulus
(bright for ON ganglion cells, dim for OFF ganglion cells) would
decrease the bipolar cell's glutamate release. A monostratified
amacrine cell's contribution to the surround response would also be
driven by the same class of bipolar cell. Physiological evidence for
this model comes from measurements of ganglion cell center/surround
responses while blocking ON bipolar responses with L-AP-4
(Shiells et al., 1981
; Slaughter and Miller, 1981
). Both the center
response to a spot and the surround response to an annulus were blocked
by L-AP-4 in ON ganglion cells but not in OFF ganglion
cells (Schiller, 1982
; Knapp and Mistler, 1983
; Bolz et al., 1984
).
Might the ganglion cell's nonlinear response also arise from a single
class of bipolar cell (ON or OFF)? To investigate this, we presented
two sets of bars that reversed contrast over time (i.e., black
white). Each set of bars occupied half the area of the receptive field
center, and they were spatially complementary. Combined in-phase, they
created a spot and combined out-of-phase, they created a
contrast-reversing grating (Fig. 7A). The responses to the
two sets of bars when summed in-phase matched the shape of the response
to a spot and nearly matched the amplitude. Presumably, the match
arises because both a spot and the complementary sets of bars excite
the same OFF bipolar cells. The responses to the two sets of bars when
summed out-of-phase matched the shape of the response to a
contrast-reversing grating and most of the amplitude. In short, over
the dendritic field, both the center response to the spot and
the nonlinear response to the contrast-reversing grating could be
predicted simply by summing the responses elicited by the same sets of bars.
We performed a similar experiment in the periphery. Two complementary
sets of contrast-reversing bars were presented that combined in-phase
to create an annulus and combined out-of-phase to create a peripheral
contrast-reversing grating (Fig. 7B). The responses to the
two sets of bars when summed in-phase matched the shape of the response
to an annulus. Presumably, the match arises because both an annulus and
the complementary sets of bars inhibit the same OFF bipolar cells. The
responses to the two sets of bars when summed out-of-phase matched the
shape of the response to a peripheral contrast-reversing grating. In
short, beyond the dendritic field, both the surround response to the
annulus and the nonlinear response to the contrast-reversing grating
could be predicted simply by summing the responses elicited by the same sets of bars.
This result, that the summation of bar responses could predict both
center/surround responses to a spot/annulus and nonlinear responses to
a grating in both center and periphery held for all cells studied
(seven OFF, one ON), including both sluggish and brisk (Fig. 7). That
the same component responses, added in-phase or out-of-phase, could
predict both center/surround and nonlinear responses, suggested that
the input driving the two mechanisms is the same. Because the
center/surround is driven by a single class of bipolar cell (ON or
OFF), it follows that the nonlinear mechanism is driven by the same
single class of bipolar cell.
L-AP-4 does not reduce the nonlinear response in OFF
ganglion cells
If the nonlinear response in an OFF center ganglion cell were
driven solely by OFF bipolar cells, the response should be undiminished when ON bipolar cell light responses are blocked by L-AP-4
(Shiells et al., 1981
; Slaughter and Miller, 1981
; Nawy and Jahr,
1990
). To test this, we applied L-AP-4 (10 µM, n = 2; 40 µM,
n = 12). An ON ganglion cell's light responses were
blocked in 20 sec, indicating full block of ON cone bipolar cells (Fig.
8A). In OFF ganglion cells, the resting potential was
unchanged (initial,
51 ± 9mV;
L-AP-4,
50 ± 11 mV; n = 14), but to a central contrast-reversing grating, the average
F2 response component increased by fourfold (4.2 ± 2.9) (Fig. 8). When the drug was washed out, the
F2 response component declined to 2.1 ± 1.1 times the initial level (Fig. 8B). To a peripheral
contrast-reversing grating, the average F2 response component in cells with an initially hyperpolarizing response
increased in the presence of L-AP-4 by fourfold
at the three highest contrasts (4.3 ± 3.1 times initial) (Fig.
9). To the same stimulus, the average
F2 response component in cells with initially
depolarizing responses decreased ~25% in the presence of
L-AP-4 at the three highest contrasts (0.75 ± 0.76 times wash) (Fig. 9), but responses were significantly lower
only at 12.5 and 25% contrast (t = 2.47 and 2.51; both
p < 0.05; one-tailed t test; df = 4).
In these cells, the F2 component in the response to a central grating was not affected by
L-AP-4.

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Figure 9.
Nonlinear response in OFF ganglion cells to a
peripheral grating depends only on OFF bipolar pathway.
A, In response to a peripheral, contrast-reversing
grating (50% contrast), a cell's initially hyperpolarizing response
increased with L-AP-4 (arrows mark square
wave reversal). Line graph shows that, on average (±SEM), the
F2 response component in OFF cells with an initially
hyperpolarizing response increased with L-AP-4, whereas the
F1 component was unaffected. (Wash response recorded in 4 of 5 cells.) B, In response to a peripheral,
contrast-reversing grating (50% contrast), a cell's initially
depolarizing response was abolished by L-AP-4 but returned
during the wash. On average, the F2 response component in
OFF cells with an initially depolarizing response decreased with
L-AP-4, especially at low contrasts, suggesting possible
effects on group III mGluRs on amacrine cells (see Results), whereas
the F1 response components were unaffected. (Initial
response recorded in 3 of 5 cells.) Wash recordings were taken 6 ± 2 min after L-AP-4 was removed from the bath.
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On the whole, the nonlinear response in OFF ganglion cells is not
blocked by L-AR-4's blocking of ON bipolar cells. For most cells and in most conditions, the nonlinear response is enhanced, possibly because of a general reduction of inhibition
attributable to L-AP-4 effects on type III
metabotropic glutamate receptors (mGluR) that distribute widely on
amacrine processes (Hartveit et al., 1995
; Koulen et al., 1996
). This
agreement between the bar summation experiment and the
L-AP-4 effects suggests that nonlinear responses arise from
a single class of bipolar cell.
In those cells with an initially depolarizing response to a peripheral
contrast-reversing grating, L-AP-4 significantly reduced responses at low contrast. This might suggest that ON bipolar cells
contribute to these responses at low contrast. However, it seems more
plausible that this effect could also arise from the effect of
L-AP-4 on amacrine cell type III mGluRs. In Figure 7, both
cells displayed a depolarizing response to a peripheral grating, which
could be predicted in the bar summation experiment. Therefore, it seems
most likely that, even in these cells, the nonlinear response to a
peripheral grating is driven by the same single class of bipolar cells
that drives the center/surround.
Nonlinear response to a peripheral grating requires
action potentials
The nonlinear response to a peripheral, contrast-reversing grating
is relayed to a ganglion cell over more than a millimeter. To test
whether action potentials are required, we evoked this nonlinear
response while applying TTX (100 nM). Approximately 20 sec
after TTX reached the retina, spiking ceased in the ganglion cell.
Although the resting potential changed only slightly (initial,
57 ± 9mV; TTX,
60 ± 8mV; n = 15), the
F2 response component was abolished. This was
true both in cells with initially hyperpolarizing and initially
depolarizing responses (Fig. 10). In
the presence of TTX, F2 response components at
the three highest contrasts decreased to 0.28 ± 0.49 times the
initial level and were indistinguishable from noise (0% contrast
response) (Fig. 10). After ~5 min of wash, spiking returned, and both
the resting potential (
57 ± 12 mV; n = 13) and
the response to the peripheral grating returned to initial levels.
After TTX washed out, F2 response components at the three highest contrasts returned to 1.4 ± 1.1 times the
initial level and were clearly above the noise (Fig. 10).

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Figure 10.
Nonlinear response to a peripheral grating is
eliminated by tetrodotoxin. A, In response to a
peripheral, contrast-reversing grating, both a cell with an initially
hyperpolarizing response and a cell with an initially depolarizing
response had their responses abolished by 100 nM TTX
(arrows mark square wave reversal). B, In
response to a peripheral, contrast-reversing grating, both the
strongest F2 components to a fine grating (High
SF) and more modest responses to a coarse grating
(Low SF) were abolished by TTX. When QX-314 was
included in the pipette to block ganglion cell voltage-dependent sodium
currents from the inside, the F2 response components
remained but were subsequently abolished by TTX. F1
response components to the coarse grating increased and remained high
during the TTX washout. Wash recordings were taken 15 ± 7 min
after TTX was removed from the bath.
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We considered whether TTX abolished the response to a peripheral
grating by blocking spikes in the recorded ganglion cell or spikes in
retinal interneurons. To test this, we included lidocaine N-ethyl bromide (QX-314; 25-50 mM) in
the electrode to block spikes from inside the recorded ganglion cell.
The response to a peripheral grating persisted but was then abolished
by TTX (Fig. 10B). Thus, lateral relay of the
nonlinear response from the periphery requires action potentials in
retinal interneurons.
TTX did not abolish but rather increased the response to a central
contrast-reversing grating (n = 2) (Fig.
11A). Because TTX abolished the response to a peripheral grating and enhanced the response to a central grating by an equal amount, the response to
simultaneous stimulation by a full-field grating was primarily unaffected (Fig. 11B). The F2
response component increased to 1.4 ± 1.4 times the initial level
in the presence of TTX and remained at 1.6 ± 1.5 times the
initial level during the wash. The F1 response component to these stimuli was small because the grating was fine, but
it did also increase to 1.3 ± 1.2 times the initial level in the
presence of TTX and remained at 1.4 ± 1.2 times the initial level
during the wash (n = 9).

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Figure 11.
Nonlinear response to a central grating is not
eliminated by tetrodotoxin. A, In response to a central,
contrast-reversing grating, an OFF cell's nonlinear response not only
survived 100 nM TTX, it actually grew larger during the
application and washout. The response to a peripheral
contrast-reversing grating was completely abolished by TTX but
recovered promptly during washout. B, In response to a
full-field contrast-reversing grating, the average F2
component was unaffected by TTX, presumably because, as the response to
peripheral stimulation was attenuated, the response to central
stimulation was enhanced.
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Nonlinear response sums linearly at the ganglion cell
The F2 response component to a
contrast-reversing grating in the receptive field center was much
stronger than the F2 response component to the
same grating in the periphery (Fig.
12A). However, the
response to a full-field grating was less than the sum of the response
amplitudes to the gratings presented in concentric rings (Fig.
12A). This was because the responses were slightly out-of-phase. When responses were summed (taking into account phase, as
well as amplitude), the result equaled the response to a full-field
grating. This result, shown for a particular cell in Figure
12B, was true for most cells and can be seen in the
average response of the population (Fig. 12C). Thus, spatial
summation of the ganglion cell's nonlinear responses is linear.

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Figure 12.
Nonlinear response sums linearly at the ganglion
cell. A, Fine grating reversed contrast in regions
a-d, or at all locations (full
field). On average, the F2 response component
(mean ± SEM) was strongest for a but always
remained well above the noise (horizontal line).
F1 response component was strongest for a
and then fell toward the noise. B, Responses in an OFF
cell to gratings at each location were summed to predict the response
to a full-field grating. The close correspondence between the two
traces demonstrates that the nonlinear response sums linearly across
the receptive field. C, Across all cells (1 ON, 16 OFF),
average responses to gratings at each location were summed to predict
the average response to a full-field grating. The close correspondence
between the traces demonstrates that, on average, the nonlinear
response sums linearly across the receptive field.
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|
 |
DISCUSSION |
We can now address the questions raised in the introductory
remarks concerning the ganglion cell's nonlinear receptive field: how
the subunit rectifies, how its signal travels millimeters across the
retina, and how signals from multiple subunits combine at the ganglion cell.
Model for the nonlinear circuit
Figure 13 suggests a working model
for the nonlinear receptive field. When a grating reverses contrast,
cones under a dimming bar depolarize, and cones under a brightening bar
hyperpolarize. Consequently, an OFF bipolar cell under the dimming bar
releases more transmitter, and an OFF bipolar cell under the
brightening bar releases less transmitter. A wide-field amacrine cell
costratifying with the OFF bipolar synaptic terminals is depolarized by
the first bipolar cell but not equivalently hyperpolarized by the second bipolar cell. This nonlinearity is assumed to arise at the
bipolar-amacrine synapse (see below). The nonlinearity is then
transmitted via the spiking amacrine cell to the ganglion cell and/or
its presynaptic bipolar cell. The spiking amacrine cell probably
releases GABA (Vaney, 1990
) and would thus initially hyperpolarize the
ganglion cell at each contrast reversal. A similar mechanism could
explain the initially depolarizing response to a peripheral grating if
a local, inhibitory amacrine synapse were interposed between the
spiking amacrine cell and the ganglion cell. The model would work
equally well for ON ganglion cells driven by ON bipolar and amacrine
cells.

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Figure 13.
Circuit diagram to explain the origin of the
initially hyperpolarizing response to a peripheral, contrast-reversing
grating. When a grating reverses contrast in the periphery, it evokes
asynchronous responses in adjacent cones and thus in their postsynaptic
OFF bipolar cells. The latter release transmitter asynchronously onto
an OFF wide-field spiking amacrine cell. Assuming that the nonlinearity
arises at the bipolar-amacrine synapse (see Discussion), it is then
transmitted via the spiking amacrine cell to the ganglion cell and/or
its presynaptic bipolar cell. The spiking amacrine cell releases an
inhibitory transmitter, such as GABA, and hyperpolarizes the ganglion
cell at each contrast reversal, creating the characteristic nonlinear
response.
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|
This model implies that the fine subunits comprising the nonlinear
receptive field correspond to the bipolar cell receptive field (Victor
and Shapley, 1979b
). The subunits resolve a grating at least 10-fold
finer than the ganglion cell dendritic field (Figs. 4, 5). Each subunit
would be ~50 µm in diameter, approximately the size of a bipolar
cell receptive field center (Nelson and Kolb, 1983
; Cohen and Sterling,
1992
; Sterling, 1998
). Also, the subunit's extent, like that of the
bipolar cell center, is approximately constant with eccentricity (Figs.
4, 5) (Derrington et al., 1979
). Finally, the same bipolar cell that
drives the nonlinear subunit apparently also drives the classical
center/surround. This is supported by Figure 7, which shows that the
same component responses can predict both center/surround and nonlinear
receptive field responses.
The subunit's underlying nonlinearity might well arise at the synaptic
output of a specific category of cone bipolar cell (Figs. 8, 9). An OFF
bipolar cell of this category would strongly increase its transmitter
release to light offset (sluggishly or briskly) and weakly decrease
transmitter release to light onset. This asymmetry is equivalent to
"half-wave rectification." When a ganglion cell sums two such
responses out-of-phase, it gives a characteristic frequency-doubled
response (Fig. 7). The cat b1 bipolar cell,
presynaptic to the Y cell, provides an example of this behavior. Its
release rate is low during steady light (~1 vesicle per synapse/sec),
so light onset can evoke a large increment in transmitter release, but
because of the low sustained rate, light offset cannot cause a
comparable decrement (Freed, 1993
; M. Freed, unpublished
observations). Alternatively, the proposed mechanism of
half-wave rectification via low basal release could apply to elements
downstream from the bipolar cell.
Signals from the periphery of the nonlinear receptive field almost
certainly reach the ganglion cell via a spiking interneuron. These
signals travel at ~0.34 m/sec, consistent with a spiking mechanism
(Fischer et al., 1975
; Derrington et al., 1979
). Furthermore, the
nonlinear response to a peripheral grating was abolished by tetrodotoxin (Fig. 10). These signals could be transmitted by an amacrine cell with multiple axons that extend for millimeters across
the retina (Vaney et al., 1988
; Dacey, 1989
; Famiglietti, 1992a
-c
;
Bloomfield, 1996
; Freed et al., 1996
; Stafford and Dacey, 1997
). The
guinea pig retina contains such amacrine cells with axons that extend
up to 3 mm (Kao et al., 1999
).
It is notable that the nonlinear receptive field, which extends for
millimeters, is summed linearly at the ganglion cell (Fig. 12). This
linear summation was not tested previously over such a wide region, but
it is consistent with the original model of the nonlinear subunits
(Hochstein and Shapley, 1976
; Victor and Shapley, 1979b
). It implies
that the subunits operate independently and therefore may not interact synaptically.
Does the nonlinear receptive field extend beyond the
classical surround?
In cat Y cells, the nonlinear receptive field was initially
described as extending beyond the classical surround (Fischer et al.,
1975
; Derrington et al., 1979
). However, it now appears that the
surround extends further than previously thought, ~2 mm retinal
distance from the receptive field center (Troy et al., 1993
). Thus, in
the cat Y cell, the nonlinear receptive field, and the classical
surround are primarily coextensive. In the present experiment, the
nonlinear receptive field in brisk and sluggish guinea pig ganglion
cells was also coextensive with the classical surround (Fig.
7B).
Most ganglion cell types express a nonlinear receptive field
The nonlinear receptive field seems to be expressed by most
ganglion cell types in all mammalian species. In guinea pig, all cells
we have studied so far (~7 wide-field types) express a nonlinear receptive field (Sterling et al., 1999
). In cat retina, Y and W cells
express a nonlinear receptive field (Hochstein and Shapley, 1976
; Troy
et al., 1989
; Rowe and Cox, 1993
; Pu et al., 1994
; Troy et al., 1995
),
and even X cells, generally considered to be linear, express nonlinear
responses from the periphery (Barlow et al., 1977
; Hamasaki and
Maguire, 1985
). Furthermore, nonlinear receptive fields are expressed
by ganglion cell types in rabbit (Caldwell and Daw, 1978
; Watanabe and
Tasaki, 1980
), mouse (Stone and Pinto, 1993
), and monkey (Kruger et
al., 1975
; Kaplan and Shapley, 1982
). In monkey retina, there may be
certain cell types that are completely linear and do not, under any
condition, express a nonlinear receptive field (Kaplan and Shapley,
1982
; Benardete et al., 1992
). However, at least one class of neurons
in the magnocellular layer of the lateral geniculate nucleus has a
local nonlinear receptive field (Kaplan and Shapley, 1982
; Benardete et
al., 1992
), and a larger percentage may show a peripheral nonlinear
receptive field (Kruger, 1977
).
Function of the nonlinear receptive field for vision
Although nonlinear responses were observed long ago, they were
described as mere "effects" (the "McIlwain," "periphery,"
or "shift" effect), and only later were these related to the Y cell nonlinear subunit (McIlwain, 1964
, 1966
; Fischer et al., 1975
; Derrington et al., 1979
). Yet we are impressed that these responses are
not oddities but reflect powerful circuits for computing contrast magnitude over a wide region. The ganglion cell might use this information to tune its linear receptive field. For example, when the
nonlinear receptive field is stimulated continuously with a fine,
drifting grating, the gain of the linear center is sharply reduced
(Werblin, 1972
; Caldwell and Daw, 1978
; Enroth-Cugell and Jakiela,
1980
). Alternatively, when the peripheral nonlinear receptive field is
stimulated, the linear center of certain cells may be enhanced
(McIlwain, 1964
). This gain control might serve psychophysical
"masking" whereby the ability to detect a small spot is modulated
by surrounding stimuli (Derrington, 1984
; He and Loop, 1990
; Fuhr and
Kuyk, 1998
). However, the nonlinear receptive field may have other
functions. For example, the nonlinear receptive field is still
expressed by geniculate neurons, so it must be relayed to cortex where
it might carry a message complementary to that of the linear receptive
field (So and Shapley, 1979
; cf. Spitzer and Hochstein, 1987
).
It is a matter of great current interest that a nonlinear mechanism in
the cortex computes "second order" contrast boundaries. In a scene
where average luminance stays constant over space, object boundaries
are determined by changes in local contrast on a fine scale. Such
contrast boundaries are invisible to a linear mechanism that computes
only "first order" luminance boundaries on a coarse scale
(Mareschal and Baker, 1998
, 1999
). Shown psychophysically, this
nonlinear mechanism was composed of fine subunits and insensitive to
orientation (McGraw et al., 1999
). Most studies have assumed a cortical
mechanism. However, the ganglion cell nonlinear receptive field might
also contribute to this visual computation.
 |
FOOTNOTES |
Received June 14, 1999; revised Aug. 18, 1999; accepted Sept. 7, 1999.
This work was supported by National Institutes of Health, National Eye
Institute Grants F32-EY06850 (J.B.D.), T32-EY07131 (L.H.), EY11138
(M.A.F.), and EY00828 (P.S.).
We thank Robert Smith and Yen-Hong Kao for technical advice, Madeleine
Johnson for technical assistance, and Sharron Fina for help in
preparing this manuscript.
Drs. Demb and Haarsma contributed equally to this work.
Correspondence should be addressed to Dr. Jonathan B. Demb, Department
of Neuroscience, University of Pennsylvania School of Medicine, 123 Anatomy/Chemistry Building, Philadelphia, PA 19104-6058. E-mail:
demb{at}retina.anatomy.upenn.edu.
 |
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