 |
Previous Article | Next Article 
The Journal of Neuroscience, June 15, 2001, 21(12):4356-4365
GABAergic Inhibition Antagonizes Adaptive Adjustment of the
Owl's Auditory Space Map during the Initial Phase of Plasticity
Weimin
Zheng and
Eric I.
Knudsen
Department of Neurobiology, Stanford University School of Medicine,
Stanford, California 94305-5125
 |
ABSTRACT |
We studied the influence of GABA-mediated inhibition on
adaptive adjustment of the owl's auditory space map during the initial phase of plasticity. Plasticity of the auditory space map was induced
by subjecting owls to a chronic prismatic displacement of the visual
field. In the initial stages of plasticity, inhibition suppressed
responses to behaviorally appropriate, newly functional excitatory
inputs. As a result, adaptive changes in excitatory input were only
partially expressed as postsynaptic spike activity. This masking effect
of inhibition on map plasticity did not depend on the activity of NMDA
receptors at the synapses that supported the newly learned responses.
On the basis of these results, we propose that the pattern of
feedforward inhibition is less dynamic than the pattern of feedforward
excitation at the site of plasticity. As a result, initially in the
adjustment process the preexisting pattern of feedforward GABAergic
inhibition opposes changes in the auditory space map and tends to
preserve the established response properties of the network. The
implications of this novel role of inhibition for the functional
plasticity of the brain are discussed.
Key words:
experience-dependent plasticity; sensitive period; inferior colliculus; bicuculline; APV-5; NMDA receptor; GABAA receptor; iontophoresis
 |
INTRODUCTION |
The functional properties of
networks in the brain can be adjusted to accommodate the changing
experience of the individual. Experience is particularly influential
during sensitive periods in development, when appropriate patterns of
functional connectivity are selected from wide varieties of potential
patterns (Fox, 1992 ; Doupe and Kuhl, 1999 ; Issa et al., 1999 ; Iyengar
et al., 1999 ; King, 1999 ; Knudsen, 1999 ; Kakizawa et al., 2000 ).
Important factors that constrain adaptive plasticity include the
spatial extent of excitatory connections and the capacity for synapses
to change their strength (Kirkwood et al., 1995 , 1996 ; Nordeen, 1997 ;
Rhoades et al., 1997 ; Kakizawa et al., 2000 ). Dramatic decreases in
either of these factors during development may contribute to the
closing of sensitive periods.
This study demonstrates the contribution of another factor, GABAergic
inhibition, in constraining adaptive plasticity in the brain. The
effect of inhibition on adaptive plasticity was investigated in the
external nucleus of the inferior colliculus (ICX) during experience-driven modification of the auditory space map. In the barn
owl, the ICX is a site where the auditory system integrates frequency-specific information about sound localization cues, such as
interaural time differences (ITDs) and interaural level differences
(ILDs), to create a map of auditory space (Knudsen and Konishi, 1978 ).
Experience shapes the tuning of ICX neurons for these cues so that the
map of space remains accurate and appropriate for the individual,
despite changes in the cue values or in the encoding of the cue values
that may occur with growth and aging (Knudsen, 1999 ). The effect of
experience in shaping the representation of sound localization cues is
most dramatic during a sensitive period that occurs early in life
(Knudsen and Knudsen, 1990 ; Brainard and Knudsen, 1998 ). Beyond the
sensitive period, the functional properties of ICX neurons are much
less susceptible to the influence of experience.
The factors that constrain the adaptive plasticity of ICX neurons are
unknown. Inhibition mediated by GABA has been suggested to contribute
to the closing of sensitive periods in the visual cortex (Kirkwood et
al., 1995 ; Hensch et al., 1998 ; Huang et al., 1999 ; Katz, 1999 ; Lein et
al., 1999 ; Fagiolini and Hensch, 2000 ; Feldman, 2000 ). In the ICX of
barn owls, GABAergic inhibition plays a critical role in creating and
shaping the auditory space map (Fujita and Konishi, 1991 ; Albeck, 1997 ;
Mori, 1997 ). Recently, we reported that after long periods of
adaptation to prismatic displacement of the visual field, inhibition
mediated through GABAA receptors was adjusted to
selectively suppress responses to behaviorally inappropriate, normal
excitatory input and thereby to enhance adaptive changes of the
auditory map (Zheng and Knudsen, 1999 ). In the current study, we find
that in the initial stages of map plasticity GABA-mediated inhibition
has the opposite effect: it selectively suppresses responses to
behaviorally appropriate, newly acquired excitatory input and thereby
opposes adaptive changes of the auditory map. Although previous studies
have shown that the newly functional inputs depend differentially on
NMDA receptor currents (Feldman et al., 1996 ; Feldman and Knudsen,
1998b ) and that these currents can be particularly sensitive to
inhibition (Nowak et al., 1984 ; Feldman and Knudsen, 1998a ;
Isaac et al., 1999 ; Nicoll and Malenka, 1999 ), the antagonizing effects
of inhibition on responses to newly functional inputs persisted even
when NMDA receptors were blocked. These findings indicate that
initially in the adjustment process, forces that preserve map stability and precision are in conflict with those that drive adaptive
plasticity. This conservative influence of GABAergic inhibition masks
the true extent of experience-driven adjustments of excitatory input and therefore serves as a barrier to functional plasticity in mature
neural networks.
 |
MATERIALS AND METHODS |
Rearing conditions. Fourteen barn owls (Tyto
alba) were used in this study: 4 were raised normally, and 10 were
raised wearing Fresnel prismatic lenses (VisionCare/3M) that displaced
the visual field horizontally by 23° to the left or right. The lenses
were mounted in spectacle frames that were secured with a bolt cemented to the skull at 60-70d of age, the age at which these owls are fully
grown and leave the nest. The communal flight room in which they lived
provided them with a rich visual and auditory environment. The
experimental protocol was approved by the animal care and use committee
at the Stanford University School of Medicine.
Extracellular recording and iontophoresis.
Electrophysiological experiments began after 1-2 weeks of prism
experience. Once experiments began, they were repeated, usually on a
biweekly basis for several months. The owls were prepared for repeated
neurophysiological recording as described previously (Brainard and
Knudsen, 1993 ). All surgeries were performed while the owls were
anesthetized with 1.5% halothane in a 55:45 mixture of oxygen/nitrous
oxide. Bolts for mounting the spectacle frames and for securing the
head in a stereotaxic apparatus were cemented to the skull, and a
craniotomy was opened over the ICX. The exposed dura was covered with
antibiotic ointment, the craniotomy was sealed with dental acrylic, and
wounds were infused with lidocaine hydrochloride (2%; Abbott
Laboratory, North Chicago, IL). After full recovery from anesthesia,
the owl was returned to its home flight room. On the day of an
experiment, the owl was anesthetized, positioned, and secured to a
stereotaxic frame in a sound-attenuating chamber, and the craniotomy
was opened. At this point, halothane was discontinued, and
oxygen/nitrous oxide was continued. The owls remained calm for the
duration of the recording sessions. At the end of each experiment, the
craniotomy was sealed, and the owl was returned to its home flight room.
Five-barrel glass microelectrodes were used for recording neuronal
activity and iontophoresing chemical agents. The central barrel of the
microelectrode contained a carbon fiber, 7 µm in diameter, used to
record neuronal responses. The remaining four barrels had tips 2-5
µm in diameter and were used to deliver chemical agents. Multi-units
(typically 3-5 units) were selected with a slope-amplitude window
discriminator (BAK Electronics, Rockville, MD). Although we
consistently selected the largest unit waveforms in all recording
sites, we do not know the degree to which these waveforms corresponded
to the discharges of single neurons. Site response properties (i.e.,
tuning for frequency, ITD, and ILD) and the progression of these
properties as the electrode advanced through the nucleus were used to
determine that the recording sites were in the ICX (Brainard and
Knudsen, 1993 ).
Auditory measurements. Auditory response properties of ICX
sites were characterized as described previously (Brainard and Knudsen,
1993 ). Briefly, broadband (4-12 kHz) noise bursts (50 msec duration, 0 msec rise-fall time) were generated digitally and presented
dichotically through earphones positioned at the center of the ear
canals, ~5 mm from each eardrum. The optimal values for ITD and ILD
were determined for each recording site by testing, alternately, ITD
tuning while holding ILD constant and ILD tuning while holding ITD
constant. Once the optimal values of ITD and ILD were established,
response threshold was determined by inspecting the level-response
function, measured using the optimal ITD and ILD. Threshold was defined
as the lowest average binaural level (average of the sound levels at
both ears) that evoked at least one spike in response to each of five
consecutive stimuli. Finally, ITD tuning was assessed three to seven
times using a 20-repetition stimulus series using the optimal ILD and an average binaural level 10 dB above threshold. Each ITD within a
stimulus series was presented in a randomized, interleaved order with
an interstimulus interval of 0.7-1 sec. Response magnitude was
measured by subtracting the number of spikes in the 100 msec before
stimulus onset from the number of spikes in the 100 msec after stimulus
onset. Only sites that showed stable response properties (<10%
variation on maximum spike counts among three to seven consecutive ITD
tuning curves) were used in pharmacological experiments.
Iontophoresis. The response properties described above were
reassessed during the iontophoretic application of bicuculline methiodide (10 mM in 0.9% saline, adjusted to pH
3.0 with HCl; Sigma, St. Louis, MO). The effective iontophoretic
current level that resulted in a clear increase in responses typically
ranged from 30 to 60 nA. At the majority of sites, response threshold remained unchanged during bicuculline application. At a few sites, however, the threshold decreased by up to 10 dB from the control level.
For these sites, the sound level used for reassessing ITD tuning was
adjusted accordingly to 10 dB above the threshold measured during
bicuculline application. Once the response properties were stable and
reassessment of the response properties was completed, bicuculline
iontophoresis was halted, responses were allowed to recover, and ITD
tuning was assessed again. Only sites that showed full recovery of
control responses were used in data analysis.
To examine whether GABAergic inhibition differentially suppressed NMDA
receptor-mediated responses, the effect of bicuculline application on
ITD tuning at some ICX sites was examined before and during blockade of
NMDA receptors with AP-5 (50 mM in
dH2O, adjusted to pH 7.4 with NaOH; Sigma). One
of two protocols for drug application was chosen randomly for any given
site. In one protocol, AP-5 was applied first. After obtaining stable
responses, bicuculline was injected through a separate barrel. After
stable ITD tuning was established during simultaneous application of the two drugs, AP-5 application was halted, and bicuculline application was continued. Finally, the site was allowed to recover from the effect
of bicuculline application alone. In the other protocol, the order of
the applied drugs was reversed: bicuculline was applied first, and AP-5
was added later. The results from using these two protocols were
indistinguishable. Therefore, the data were combined for analysis.
Predicting normal ITD tuning. The experiments were conducted
in the rostrolateral ICX, where in normal owls, neurons are tuned to
frontal space (ITDs ranging from 0 to 20 µsec contralateral-ear leading). The ITD tuning of neurons in this region has been shown to
shift reliably in response to juvenile prism experience (Brainard and
Knudsen, 1993 ; Brainard and Knudsen, 1998 ). The value of ITD to which a
site in the ICX will be tuned in a normal owl can be predicted (±10
µsec) by recording units along transects that pass through the
representation of a given value of ITD both in the ICC and in the optic
tectum: sites in the ICX that lie along these transects are tuned to
this same value of ITD.
The ITD tuning that would have been observed normally at a site in the
ICX of a prism-reared owl can be predicted in the same way. Prism
experience does not alter the representation of ITD in the ICC
(Brainard and Knudsen, 1993 ). In addition, it does not alter tectal
visual receptive field locations, which can be used to predict normal
ITD tuning. In this study, the transect ITD value was determined at the
beginning of each experiment, in both normal and prism-reared owls,
from the best ITD measured in the ICC and from the best ITD inferred
from the visual receptive field location measured in the optic tectum.
All ITD values are reported relative to the transect (predicted normal) ITD.
Data analyses. All ITD values were transformed into ITDs
relative to the predicted normal ITD for each site. For data from prism-reared owls, ITDs in the adaptive direction were defined as
positive, and ITDs in the nonadaptive direction were defined as
negative. The data are reported as mean ± SD of the mean. Error bars on Figures indicate mean ± SEM. Unless noted, unpaired,
two-tail Student's t tests were used throughout the data analysis.
Normal ITDs were defined as the ITDs of 0 ± 10 µsec relative to
the transect value for the site. Learned ITDs were the ITDs of 40 ± 10 µsec away from the transect value in the adaptive direction. These values of ITD were selected because in owls raised with 23°
prisms for long periods of time, the average shift in ITD tuning is
~40 µsec. Responses of neurons to the normal ITDs and the learned
ITDs were defined as normal responses and learned responses,
respectively. Responses obtained during bicuculline application were
defined as excitatory responses.
Shift metric indicates the strength of learned responses relative to
normal responses at each site in prism-reared owls. It was defined as
learned responses/(learned responses + normal responses). In
calculating this metric for sites in normal owls, "learned" responses were defined as responses to ITDs displaced by 40 ± 10 µsec toward right-ear leading. In normal owls, the
shift metric ranged from 0.02 to 0.41 (see Fig. 1d,
open circles), reflecting a variation in tuning curve width.
After ~8 weeks of prism experience, the shift metric ranged from 0.65 to 0.90 (see Fig. 1d, gray filled circles),
indicating a large degree of elimination of normal responses and
acquisition of learned responses.
Weighted average ITD was used to represent the value of ITD to which
each site was tuned. It was calculated as follows: the sum of the
products of ITD value and the corresponding response magnitude divided
by the sum of all responses. Weighted average ITD was used instead of
best ITD (the metric used in previous reports) because, during the
dynamic phases of adjustment, many tuning curves exhibited highly
asymmetrical shapes.
Tuning curve width was measured as the interpolated ITD ranges over
which responses exceeded 40, 45, 50, 55, and 60% of the maximum
excitatory response, respectively. The average of these values is
reported as tuning curve width.
Shift of tuning curve flank induced by bicuculline application was
measured separately for the right and left flanks of each tuning curve.
It indicates the effect of GABAergic inhibition on each flank. It was
computed by measuring the interpolated ITD values that evoked responses
40, 45, 50, 55, and 60% of the maximum excitatory response,
respectively. The average of the differences in these ITD values
measured with and without bicuculline was reported as the shift of the
tuning curve flank.
Strength of inhibition was assessed separately for the right and left
sides of each tuning curve. It conveyed the relative strength of
inhibition on each side. It was computed by the percentage suppression
of excitatory responses at the interpolated levels of 40, 45, 50, 55, and 60% of the maximal excitatory responses, respectively: (response
with bicuculline control response)/response with bicuculline.
The average of the percentage suppression at these excitatory response
levels was used for assessing the strength of inhibition on the
adaptive and nonadaptive flanks of the ITD tuning curve for each site.
 |
RESULTS |
Time course of plasticity
Experience with prisms that displaced the visual field
horizontally by 23° caused a gradual, adaptive shift in the map of ITD in the ICX of juvenile barn owls. We monitored the shift of the map
in a region of the ICX where all units are normally tuned to frontal
space and, therefore, to values of ITD near 0 µsec.
Examples of the changes in ITD tuning that occurred in this region
of the map in a bird wearing prisms are shown in Figure 1a. Shortly (10 d) after prism
experience began (dashed line curve), the ITD tuning
curve was still symmetrical and centered near the predicted normal ITD,
as in normal owls. With 20-30 d of prism experience (open
circles), many sites in this same region of the ICX had acquired
substantial responses (learned responses) to ITDs 40 ± 10 µsec
away from normal in the adaptive direction. These sites still retained
strong responses to ITDs near 0 ± 10 µsec (normal responses);
hence their tuning curves were unusually broad. By 44 d of prism
experience (filled circles), many sites in this
region of the ICX had lost responsiveness to ITDs near 0 µsec and
were selective for ITDs that were shifted 25-50 µsec away from
normal in the adaptive direction, resulting in tuning curves as narrow
as those in normal owls.

View larger version (59K):
[in this window]
[in a new window]
|
Figure 1.
Experience-driven adjustment of ITD
tuning in the ICX of prism-wearing owls. a, Shift of ITD
tuning recorded from three ICX sites in a single owl after different
amounts of continuous prism experience: dashed-line
curve, 10 d of experience; open circles,
30 d of experience; filled circles, 44 d of
experience. Normalized responses are plotted relative to predicted
normal best ITD for each site. Normal and learned ranges of ITD
(defined in Materials and Methods) are indicated by gray
bars labeled NML and LND,
respectively. b, Variation of ITD tuning shifts in the
rostral ICX measured on different days in a single owl. ITD tuning
shift was the difference between the weighted average ITD and the
predicted normal ITD for each site. The shaded triangles
indicate the sites for which tuning curves are plotted in
a. Gray region indicates the range of
weighted average ITDs relative to predicted normal observed in normal
owls. c, Correlation of ITD tuning shifts with tuning
for ILD (dorsoventral location in the ICX). Same data as plotted in
b. In normal owls, the weighted average ITD did not
change as the electrode was advanced from dorsal to ventral through the
ICX (data not shown). d, Shift of weighted average ITD
as a function of the shift metric (see Materials and Methods). In
normal owls (open circles), weighted average ITD was not
correlated with shift metric (least-squares linear regression,
r2 = 0.01, p = 0.57). In prism-wearing owls (filled
circles), weighted average ITD was strongly correlated
with shift metric (least-squares linear regression,
r2 = 0.91, p < 0.0001). Gray filled circles represent the sites
studied in a previous report (Zheng and Knudsen, 1999 ).
|
|
The experience-induced shifts in ITD tuning were not uniform across the
map, even within this restricted region of the ICX. Figure
1b shows the distributions of ITD tunings measured during sequential experiments in a single owl. After 10 d of prism
experience, a site was found with ITD tuning that was shifted in the
adaptive direction (Fig. 1b). With additional experience,
the prevalence of such sites increased. The magnitude of the shift of
ITD tuning that was observed on any given day covaried with the
location of the recording site within the ICX (Fig. 1c). At
dorsally located sites, tuned to right-ear greater ILDs (corresponding
to auditory spatial receptive fields located above the horizon), ITD
tuning remained relatively unshifted. However, at more ventrally
located sites, tuned to left-ear greater ILDs (corresponding to
receptive fields below the horizon), ITD tuning had shifted
substantially. This pattern was observed in each of the prism-reared
owls in this study. Thus, consistent with studies on the effect of
prism experience on ITD tuning of neurons in the optic tectum (Brainard and Knudsen, 1995 ), the timing and extent of shifts varied across different portions of the auditory space map in the ICX.
Phases of adjustment
As described above, different portions of the ITD map could be at
different stages of adjustment on any given day. To quantify the amount
of adjustment that had occurred at a particular site, we derived a
shift metric, defined as the magnitude of learned responses divided by
the sum of learned and normal responses (see Materials and Methods).
In normal owls, unit responses to ITDs 40 ± 10 µsec away from
the predicted normal value were, on average, 25% as strong as responses to the predicted normal ITDs ± 10 µsec, corresponding to an average shift metric of 0.20. Shift metrics in normal owls ranged
from 0.02 to 0.41 (Fig. 1d, open
circles), reflecting variation in tuning curve width. In
prism-wearing owls, the shift metric ranged from 0.15 to 0.90 and, as
expected, correlated with the shift in ITD tuning measured at each site
(Fig. 1d, filled circles).
The shift metric was used to define two phases in the adjustment
process (see Discussion): initial phase and final phase. Sites at which
the shift metric was <0.50 were classified as being in the initial
phase of adjustment. At these sites, normal responses were stronger
than learned responses. Sites at which the shift metric was 0.50 were
classified as being in the final phase of adjustment. At these sites,
learned responses were equal to or stronger than normal responses. In
owls with >30 d of prism experience, individual sites in the ICX could
be in either of these phases of adjustment, depending on their location
in the map (Fig. 1c).
Effects of bicuculline iontophoresis on ITD tuning
As reported earlier (Fujita and Konishi, 1991 ; Zheng and Knudsen,
1999 ), bicuculline iontophoresis in the rostraI ICX (see Materials and
Methods) of normal owls had a symmetrical effect on ITD tuning curves.
This effect is shown for a single site in Figure
2, a and b.
Bicuculline iontophoresis caused responses on the two flanks of the
tuning curve (see Materials and Methods) to increase equally (Fig.
2a, arrows) and the two flanks to shift outward
by similar amounts (Fig. 2b, arrowheads). As a
result, the weighted average ITD remained unchanged before and during bicuculline application (Fig. 2a,b,
downward arrowheads).

View larger version (80K):
[in this window]
[in a new window]
|
Figure 2.
Effects of blocking
GABAA-mediated inhibition on ITD tuning in the ICX.
a, Representative ITD tuning curves measured before
(open circles), during (filled
circles), and after (open triangles) bicuculline
application at a single site in a normal owl. Each data
point represents the number of spikes evoked by 20 stimulus
repetitions averaged across five series of stimuli. GABAergic
inhibition caused a symmetrical decrease in responses on the two flanks
of the tuning curve. The weighted average ITD before (open
arrowhead) and during (filled arrowhead)
bicuculline application remained unchanged. Open arrows
represent the bicuculline-induced increase in the neuronal responses on
the flanks of the tuning curve measured at 40-60% of the maximum
excitatory responses, as indicated by the gray vertical
bars. b, Normalized tuning curves based on the
data plotted in a. Open horizontal
arrowheads indicate the shift of the flanks of the tuning curve
(see Materials and Methods). c, Representative ITD
tuning curves measured before (open circles), during
(filled circles), and after (open
triangles) bicuculline application at a single site that was in
the initial phase of adjustment in a prism-wearing owl. The data are
plotted as in a. NML and
LND indicate the predicted normal best and the learned
ITD range (see Materials and Methods), respectively. The average
percentage of excitatory responses suppressed by GABAergic inhibition
(see Materials and Methods) was significantly greater on the adaptive
flank than on the nonadaptive flank (79 ± 4.5 vs 68 ± 3.7%; p < 0.01). The weighted average ITD
(downward arrowheads) shifted by 8 µsec in the
adaptive direction during bicuculline application. d,
Normalized tuning curves based on data plotted in c. The
shift of the tuning curve flank (open horizontal
arrowheads) was significantly greater on the adaptive flank
than on the nonadaptive flank (16.6 ± 0.9 vs 5.8 ± 1.5 µsec; p < 0.01).
|
|
Unlike in normal owls, bicuculline iontophoresis in the rostraI ICX of
prism-wearing owls that were in the initial phase of adaptive
adjustment (shift metric < 0.50; n = 64) caused
the weighted average ITD to shift in the adaptive direction. An example
of this effect at a representative site is shown in Figure 2,
c and d. Before bicuculline application, the
weighted average ITD at this site was 13 µsec in the adaptive
direction relative to predicted normal (open arrowhead).
During bicuculline application, the weighted average shifted in the
adaptive direction to 21 µsec (filled arrowhead). After bicuculline iontophoresis was discontinued, the weighted average
shifted back to 13 µsec.
The shift in the weighted average ITD that resulted from blocking
inhibition at this site was caused by differential suppression of
excitatory responses to ITDs on the adaptive flank of the tuning curve.
The average percentage suppression of excitatory responses (measured at
the level of 40-60% of the maximum response) was significantly
greater on the adaptive flank than on the nonadaptive flank
(p < 0.01) (Fig. 2c). In addition,
the shift of the tuning curve flank was significantly greater on the
adaptive flank than on the nonadaptive flank (p < 0.01) (Fig. 2d). Bicuculline application had a similarly
asymmetrical effect on ITD tuning at the majority (41 of 64) of the
sites that were in the initial phase of adjustment. At the remaining
sites, bicuculline application had symmetrical effects on ITD tuning,
similar to those observed in normal owls. The ITD tuning curves of
these sites obtained before bicuculline application also resembled
those in normal owls: symmetric tuning curves with weighted average
ITDs centered on the predicted normal best ITDs. It is likely,
therefore, that no adjustment of ITD tuning had occurred at these sites.
Figure 3a compares GABAergic
suppression of excitatory responses on the adaptive and nonadaptive
flanks of the tuning curve for each ICX site (n = 64).
For the majority (64%) of the sites, the suppression of excitatory
responses (strength of inhibition; see Materials and Methods) was
significantly greater on the adaptive flank than on the nonadaptive
flank (p < 0.05). Figure 3b compares the shifts of the two flanks of the tuning curve for each site. Approximately 50% of the points lie outside of the normal distribution (dashed lines; see Fig. 3 legend), always in the adaptive
direction.

View larger version (25K):
[in this window]
[in a new window]
|
Figure 3.
Summary of asymmetrical effects of inhibition on
ITD tuning in the ICX during the initial phase of adaptive adjustment.
Diagonal solid lines indicate equal values;
dashed lines indicate the mean ± 2 SD for the data
from normal owls. a, Comparison of the percentage
suppression of the excitatory responses on the two flanks at the level
of 40-60% of the maximal excitatory responses. The average difference
in the percentage suppression of the excitatory responses between the
two flanks across the population in prism-wearing owls was
significantly greater than that in normal owls (19.7 ± 2.1 vs
0.61 ± 5.9%; Mann-Whitney U test,
p < 0.0001). b, Comparison between
the bicuculline-induced shifts in the flanks of each tuning curve. The
average difference in the shifts of the two flanks across the
population in prism-wearing owls was significantly greater than that in
normal owls (5.5 ± 7.6 vs 0.76 ± 4.2 µsec; Mann-Whitney
U test, p < 0.0001).
|
|
The differential GABAergic suppression of learned responses indicates
that the strength of inhibition was greater on the adaptive side than
on the nonadaptive side of the tuning curves. This differentially strong inhibition on the adaptive flank suppressed responses to newly
functional, adaptive excitatory inputs. Thus, blocking inhibition in
the initial phase of adjustment revealed that a greater amount of
adaptive adjustment in excitatory input had occurred than was apparent
with inhibition present.
Effects of AP-5 and bicuculline iontophoresis on ITD tuning
We also examined the asymmetrical effects of bicuculline at a
subset of the ICX sites (n = 47) that were in the
initial phase of adjustment while NMDA receptors were blocked by
iontophoretic application of AP-5 (see Materials and Methods). As was
reported by Feldman et al. (Feldman et al., 1996 ; Feldman and Knudsen, 1998b ), blocking NMDA receptors with AP-5 decreased learned
responses as much as or more than normal responses. Regardless of the
effect of blocking NMDA receptors on ITD tuning, however, bicuculline iontophoresis had the same asymmetrical effect on ITD tuning as that described above.
Figure 4 illustrates the results of a
series of sequential pharmacological experiments performed at a site
where learned responses were differentially mediated by NMDA receptors.
First, AP-5 was applied at this site. Application of AP-5
differentially decreased learned responses (Fig. 4a),
causing the ITD tuning curve to shift in the nonadaptive direction
(Fig. 4b). Next, bicuculline was injected through a separate
barrel of the multibarrel microelectrode while AP-5 application was
continued. Application of bicuculline in the presence of AP-5 had an
asymmetrical effect on the ITD tuning (Fig. 4c), causing the
ITD tuning curve to shift in the adaptive direction (Fig.
4d). Finally, AP-5 application was discontinued while
bicuculline iontophoresis was continued. Not surprisingly, bicuculline
application alone had a differentially strong effect on the adaptive
flank of the tuning curve (Fig. 4e,f).

View larger version (78K):
[in this window]
[in a new window]
|
Figure 4.
Asymmetrical effect of bicuculline
(BIC) on ITD tuning is independent of NMDA receptor
currents at an ICX site at which the newly learned responses are
differentially mediated by NMDA receptors. All tuning curves are
plotted as in Figure 2: left panels, tuning curves
plotted using number of spikes; right panels, normalized
tuning curves. a, b, Application of AP-5
alone differentially suppressed the learned responses and shifted the
tuning curve in the nonadaptive direction. The weighted average ITD
before (open arrowhead) and during (vertically
striped arrowhead) AP-5 application shifted 8 µsec toward the
nonadaptive direction. a, Inset,
Percentage control response remaining during AP-5 application as a
function of ITD relative to predicted normal. This analysis was
restricted to ITD values that evoked at least 10% of the maximal
control responses. Line, Least-squares linear regression
(r2 = 0.840, p < 0.0001). A non-zero slope
(p < 0.05) indicates a significant
difference in response blockade by AP-5 across the range of ITDs
examined. c, d, Application of
bicuculline during blockade of NMDA receptors by AP-5 induced a greater
increase in responses on the adaptive than on the nonadaptive side of
the tuning curve (104.7 ± 39.3 vs 30.3 ± 27.9 spikes/20
stimuli; p < 0.01) and shifted the tuning curve to
the adaptive direction. The weighted average ITD during AP-5
application (vertically striped arrowhead) and during
simultaneous application of AP-5 and bicuculline (horizontally
striped arrowhead) shifted 12 µsec toward the adaptive
direction. e, f, Application of
bicuculline alone induced a greater increase in responses on the
adaptive than on the nonadaptive side of the tuning curve (134.2 ± 23.5 vs 83.0 ± 41.1 spikes/20 stimuli; p < 0.05) and shifted the tuning curve flank on the adaptive side
farther than on the nonadaptive side (12.6 ± 0.3 vs 6.1 ± 0.9 µsec; p < 0.01). The weighted average ITD
before (open arrowhead) and during (filled
arrowhead) bicuculline application shifted 10 µsec toward the
adaptive direction.
|
|
Figure 5 illustrates the results of a
series of sequential pharmacological experiments performed at a site
where learned responses were not differentially mediated by NMDA
receptors. First, AP-5 was applied at this site. Application of AP-5
decreased learned and normal responses similarly (Fig. 5a),
causing the ITD tuning curve to narrow similarly on the adaptive and
nonadaptive flanks (Fig. 5b). Next, bicuculline was injected
through a separate barrel of the multibarrel microelectrode while AP-5
application was continued. Application of bicuculline in the presence
of AP-5 had an asymmetrical effect on the ITD tuning (Fig.
5c): it shifted the adaptive flank farther than it shifted
the nonadaptive flank (Fig. 5d). Finally, AP-5 application
was discontinued while bicuculline iontophoresis was continued. As
expected, bicuculline application alone had a differentially strong
effect on the adaptive flank of the tuning curve (Fig.
5e,f).

View larger version (78K):
[in this window]
[in a new window]
|
Figure 5.
Asymmetrical effect of bicuculline on
ITD tuning is independent of NMDA receptor currents at an ICX site at
which the newly learned responses are not differentially mediated by
NMDA receptors. All tuning curves are plotted as in Figure 2:
left panels, tuning curves plotted using number of
spikes; right panels, normalized tuning curves.
a, b, Application of AP-5 alone
suppressed the learned and normal responses similarly and narrowed the
tuning curve symmetrically. The weighted average ITD before
(open arrowhead) and during (vertically striped
arrowhead) AP-5 application remained unchanged.
a, Inset, Percentage control response
remaining during AP-5 application as a function of ITD relative to
predicted normal. This analysis was restricted to ITD values that
evoked at least 10% of the maximal control responses.
Line, Least-squares linear regression
(r2 = 0.017, p = 0.72). A non-zero slope
(p < 0.05) indicates a significant
difference in response blockade by AP-5 across the range of ITDs
examined. c, d, Application of
bicuculline during blockade of NMDA receptors by AP-5 induced a greater
increase in responses on the adaptive than on the nonadaptive side of
the tuning curve (113.9 ± 29.2 vs 36.1 ± 28.7 spikes/20
stimuli; p < 0.01) and differentially shifted the
tuning curve flank on the adaptive side. The weighted average ITD
during AP-5 application (vertically striped arrowhead)
and during simultaneous application of AP-5 and bicuculline
(horizontally striped arrowhead) shifted 8 µsec toward
the adaptive direction. e, f, Application
of bicuculline alone induced a greater increase in responses on the
adaptive than on the nonadaptive side of the tuning curve (152.8 ± 16.6 vs 76.9 ± 32.1 spikes/20 stimuli; p < 0.01) and shifted the tuning curve flank on the adaptive side
farther than on the nonadaptive side (16.3 ± 2.3 vs 3.8 ± 0.9 µsec; p < 0.01). The weighted average ITD
before (open arrowhead) and during (filled
arrowhead) bicuculline application shifted 9 µsec toward the
adaptive direction.
|
|
The persistence of the asymmetrical effect of blocking inhibition on
ITD tuning in the presence or absence of NMDA-mediated neural
transmission is summarized in Figure 6
for all sites that were in the initial phase of adjustment. The
tendency for bicuculline application to induce a larger shift of the
adaptive flank over the nonadaptive flank was evident, both with and
without AP-5 application (Fig. 6b, triangles and
crosses, respectively). These asymmetrical effects of
bicuculline were not different across the population with or without
AP-5 (Mann-WhitneyU test, p > 0.1). Thus,
independent of the activity of NMDA receptors, responses to the newly
functional, excitatory inputs were differentially suppressed by
GABAergic inhibition.

View larger version (90K):
[in this window]
[in a new window]
|
Figure 6.
Summary of asymmetrical effects of bicuculline
application on ITD tuning with and without AP-5 application at all ICX
sites (n = 47) tested with sequential
AP-5/bicuculline application protocols. Open circles are
data obtained from normal owls; crosses and open
triangles are data from prism-wearing owls obtained without and
with AP-5 application, respectively. Each data point
represents the difference in bicuculline-induced shifts of the adaptive
and nonadaptive flanks of ITD tuning curves. Positive values indicate a
larger shift on the adaptive than on the nonadaptive flank.
|
|
 |
DISCUSSION |
We found that initially in the adaptive adjustment of the
auditory space map in the ICX of barn owls, responses of neurons to
newly acquired, functional excitatory inputs are differentially suppressed by GABAergic inhibition. In theory, this effect of inhibition could be accounted for by the voltage dependence of NMDA
receptor currents (Nowak et al., 1984 ; Feldman and Knudsen, 1998a ; Isaac et al., 1999 ; Nicoll and Malenka 1999 ), which are known to contribute importantly at the synapses that mediate the newly
learned responses (Feldman et al., 1996 ; Feldman and Knudsen, 1998b ). However, the differential effect of inhibition on these learned responses persists even when NMDA receptors are blocked by AP-5
(Figs. 4-6). Therefore, the effect of GABAergic inhibition is
independent of the kind of glutamate receptor that mediates the
adaptive excitatory input.
Temporal dynamics and spatial variability of plasticity in the
auditory space map
The present study documents the continuous shift in ITD tuning in
the ICX that occurs during the adjustment process. The time course of
the shift in ITD tuning is very similar to that observed previously in
the optic tectum using extensive acute and chronic recordings in
prism-reared owls (Brainard and Knudsen, 1995 ). A general trend is
apparent: the longer the prism experience, the larger the region of the
map that is affected and the greater the shift in the affected portion
of the map (Fig. 1). By 8 weeks of experience, the ITD map has
stabilized on a new abnormal pattern that reflects the optical
displacement of the visual field: regions of the map representing the
optically displaced center of gaze are fully shifted, whereas those
representing the periphery, which is obstructed by the spectacle
frames, are normal or only slightly shifted (Brainard and Knudsen,
1993 ; Brainard and Knudsen, 1998 ).
The present study shows further that the rate of ITD tuning shift
measured on a given day can vary across the map, even within the
portion of the map representing the region of space that is displaced
uniformly by the prisms (Fig. 1b,c). Sites in the
dorsal portion of the ICX tended to have smaller adaptive shifts than sites in the ventral portion. This systematic, dorsal-ventral variation in ITD tuning shift was not caused by an incapacity of dorsal
sites to shift ITD tuning, because these sites can show full shifts in
ITD tuning after a long period of prism exposure (data not shown)
(Brainard and Knudsen, 1993 ; Brainard and Knudsen, 1995 ). We believe
that the difference in the amount of ITD tuning shift between the
dorsal and ventral ICX sites reflects a large difference in the owl's
experience with stimuli above or below the visual axes, respectively:
Particularly in a flight room, audiovisual stimuli rarely occur above
the owl's line of sight, but frequently occur in or below it. Previous
research has shown that auditory map adjustment requires rich
experience (Brainard and Knudsen, 1998 ). Thus, we hypothesize that
sites in the dorsal ICX exhibited less of an ITD tuning shift than
those in the ventral ICX, because they were shifting at a slower rate
because of inferior experience.
In the present study, we examined the pharmacology of sites in the ICX
that showed little shift in ITD tuning, although the owls may
have worn prisms for many weeks. We assume that although such sites
were slow in shifting ITD tuning for the reasons discussed above, they
were nevertheless in the process of altering their ITD tuning.
Therefore, sites with shift metric <0.50 are classified as in
the initial phase of ITD tuning shift, while sites with shift metric
0.50 are classified as in the final phase of ITD tuning shift.
Possible mechanisms
During the initial phase of map plasticity, the effect of
GABAergic inhibition on ITD tuning is ITD dependent: neuronal responses on the adaptive side of ITD tuning curves are suppressed more than
those on the nonadaptive side. To have this ITD-dependent effect, the
underlying mechanism must involve changes in connections that convey
ITD-specific information. In an ICX that is in the process of acquiring
a new representation of ITD, feedback signals that originate in or
beyond the ICX encode both the normal and the learned ITDs and
therefore are not ITD specific. In contrast, feedforward signals to the
ICX remain ITD specific. Therefore, the differential GABAergic
inhibition of the excitatory responses to learned ITDs must result from
changes in feedforward connections to neurons in the ICX.
Candidate, feedforward connections in the ICX include both excitatory
inputs to ICX neurons, which must change to cause adaptive adjustment
in the space map, and inhibitory inputs, which might change. GABAergic,
feedforward lateral inhibition to ICX neurons has been shown to
powerfully suppress responses to inappropriate ITDs in
frequency-specific channels (Mori, 1997 ). This same inhibition could
also contribute to the GABAergic sharpening of ITD tuning that occurs
in this nucleus (Fujita and Konishi, 1991 ; Albeck, 1997 ).
A specific increase in the strength of this feedforward inhibition from
learned ITD channels could account for the differential inhibition of
responses to learned inputs in the ICX. The increase can be caused by
an increase in the strength of feedforward excitatory drive to
inhibitory neurons. If the inhibitory neurons are exclusively feedforward, the increase could also occur because of an increase in
the strength of these inhibitory connections themselves. According to
this hypothesis, this increase in inhibition would accompany, and
selectively suppress, the adaptive changes in excitatory input from
these same channels. Such a change in the pattern of feedforward inhibition would tend to preserve the established normal auditory space
map. The value of such a change is not obvious in the context of
adaptation, however, because it would directly undermine the adaptive
changes in the pattern of excitation that occur simultaneously.
Alternatively, the pattern of feedforward inhibition does not have to
change to exert a differentially strong suppression of responses to
newly learned inputs. Instead, the asymmetrical effect of inhibition
could be caused by changes in feedforward connections to excitatory
circuitry that are not accompanied by changes in feedforward
connections to inhibitory circuitry. According to this second
hypothesis, the pattern of feedforward inhibition remains strong and
unchanged, whereas excitatory inputs to ICX neurons undergo rapid
adaptive change. Without changes in the pattern of feedforward
inhibition, responses to the new excitatory inputs would be suppressed
by this preexisting, highly effective inhibition that normally serves
to sharpen tuning curves and eliminate responses to inappropriate
inputs (Fujita and Konishi, 1991 ; Mori, 1997 ). This hypothesis requires
only that in response to experiential influences, the pattern of
feedforward inhibition adjusts more slowly than does the pattern of
feedforward excitation to ICX neurons.
Eventually, as adjustment proceeds into the final phase, the pattern of
feedforward inhibition indeed adjusts and exerts an entirely different
effect on the auditory space map (Zheng and Knudsen, 1999 ). The
changing effect of inhibition on the auditory space map is summarized
in Figure 7. In the early stages,
inhibition differentially suppresses responses to newly learned inputs.
In the late stages, inhibition differentially suppresses responses to
normal, inappropriate inputs. The effect of inhibition during the final
phase of auditory map plasticity is also ITD dependent and therefore
must be caused by plastic changes in feedforward connections. In this
case, the strength of inhibition associated with the normal,
nonadaptive ITD channel increases selectively. This increase helps to
eliminate responses to normal ITDs, enabling ITD tuning curves to shift
fully so that they are centered on the new, visually instructed values
of ITD (Fig. 1a, filled circles).

View larger version (69K):
[in this window]
[in a new window]
|
Figure 7.
Changing effect of bicuculline application
on the ITD tuning over the course of auditory space map plasticity.
Each data point represents the difference in
bicuculline-induced shifts of flanks between the adaptive and the
nonadaptive sides of ITD tuning curves measured at each single ICX site
(a) or the difference in bicuculline-induced
changes in the weighted average at each single ICX site
(b). Black symbols represent new
sites collected in this study. Open symbols were data
obtained from normal owls. Gray symbols represent sites
that were reported previously (Zheng and Knudsen, 1999 ).
|
|
Implications for plasticity
During the initial phase of adaptive map adjustment, a substantial
amount of plasticity in excitatory input that has taken place is not
expressed in the spike activity of ICX neurons because of strong
GABAergic inhibition. In networks that rely on Hebbian mechanisms to
regulate synaptic strength, such as the representation of ocular
dominance in the visual cortex (Kirkwood and Bear, 1994 ; Katz and
Shatz, 1996 ; Bear and Rittenhouse, 1999 ; Hata et al., 1999 ) or the
representation of the body surface in the somatosensory cortex
(Schlaggar et al., 1993 ; O'Leary et al., 1994 ), this differential inhibition of neuronal responses to new inputs would cause these new
connections to weaken and would prevent adaptive change in the map.
Indeed, the maturation of inhibitory circuitry has been reported to be
slower than the maturation of the excitatory circuitry in these
networks (Blue and Parnevelas, 1983 ; Komatsu, 1983 ; Luhmann and Prince,
1991 ; Micheva and Beaulieu, 1995 , 1997 ; Gao et al., 1999 , 2000 ) and has
been linked to the closure of their sensitive periods (Kirkwood et al.,
1995 ; Huang et al., 1999 ; Fagiolini and Hensch, 2000 ). Clearly, the
interaction between inhibition and newly acquired excitatory inputs
must be taken into account when proposing mechanisms of functional plasticity.
The plasticity of the auditory space map that results from prism
experience is fundamentally different, however, from the plasticity of
the visual and somatosensory maps mentioned above: it is driven not by
self-organizational principles but, instead, by instruction from an
outside network (Knudsen, 1994 ; Hyde and Knudsen, 2000 ). In this case,
the barrier to plasticity exerted by inhibition (Kirkwood et al., 1995 ;
Huang et al., 1999 ; Fagiolini and Hensch, 2000 ) is overcome by the
influence of the instructive signal (Knudsen, 1994 ; Hyde and Knudsen,
2000 ). This occurs although inhibition is strong and apparently
adult-like at the age of prism exposure (our unpublished data).
One possibility is that instruction is accomplished by a presynaptic,
non-Hebbian mechanism (Castillo et al., 1994 ; Urban and Barrionuevo,
1996 ; Schacher et al., 1997 ; Maccaferri et al., 1998 ). Strengthening of
presynaptic excitatory inputs, independent of postsynaptic activity,
could be a strategy used to escape the antagonistic influence of
postsynaptic inhibition on Hebbian plasticity, thereby allowing the
acquisition of entirely new, functional representations even in fully
mature networks.
 |
FOOTNOTES |
Received Dec. 12, 2000; revised March 13, 2001; accepted March 21, 2001.
This work was supported by a McKnight Foundation grant and National
Institute on Deafness and Other Communication Disorders Grant 5 R01
DC00155-20 to E.I.K., and by an Individual National Research
Service Award, National Institutes of Health, F32 DC00307-02 and
a Dean's Postdoctoral Fellowship, Stanford University School of
Medicine to W.Z. We thank Phyllis Knudsen for technical support throughout this study, and Peter Hyde, Will DeBello, Yoram Gutfreund, and Brie Linkenhoker for critical review of this manuscript.
Correspondence should be addressed to Dr. Weimin Zheng, Department of
Neurobiology, Sherman Fairchild Science Building, Stanford University
School of Medicine, Stanford, CA 94305-5125. E-mail: wzheng{at}stanford.edu.
 |
REFERENCES |
-
Albeck Y
(1997)
Inhibition sensitive to interaural time difference in the barn owl's inferior colliculus.
Hear Res
109:102-108[Medline].
-
Bear MF,
Rittenhouse CD
(1999)
Molecular basis for induction of ocular dominance plasticity.
J Neurobiol
41:83-91[Web of Science][Medline].
-
Blue ME,
Parnevelas PJ
(1983)
The formation and maturation of synapses in the visual cortex of the rat. II. Quantitative analysis.
J Neurocytol
12:697-712[Web of Science][Medline].
-
Brainard M,
Knudsen E
(1998)
Sensitive periods for visual calibration of the auditory space map in the barn owl optic tectum.
J Neurosci
18:3929-3942[Abstract/Free Full Text].
-
Brainard MS,
Knudsen EI
(1993)
Experience-dependent plasticity in the inferior colliculus: a site for visual calibration of the neural representation of auditory space in the barn owl.
J Neurosci
13:4589-4608[Abstract].
-
Brainard MS,
Knudsen EI
(1995)
Dynamics of visually guided auditory plasticity in the optic tectum of the barn owl.
J Neurophysiol
73:595-614[Abstract/Free Full Text].
-
Castillo PE,
Weisskopf MG,
Nicoll RA
(1994)
The role of Ca2+ channels in hippocampal mossy fiber synaptic transmission and long-term potentiation.
Neuron
12:261-269[Web of Science][Medline].
-
Doupe AJ,
Kuhl PK
(1999)
Birdsong and human speech: common themes and mechanisms.
Annu Rev Neurosci
22:567-631[Web of Science][Medline].
-
Fagiolini M,
Hensch TK
(2000)
Inhibitory threshold for critical-period activation in primary visual cortex.
Nature
404:183-186[Medline].
-
Feldman DE
(2000)
Inhibition and plasticity.
Nat Neurosci
3:303-304[Web of Science][Medline].
-
Feldman DE,
Knudsen EI
(1998a)
Experience-dependent plasticity and the maturation of glutamatergic synapses.
Neuron
20:1067-1071[Web of Science][Medline].
-
Feldman DE,
Knudsen EI
(1998b)
Pharmacological specialization of learned auditory responses in the inferior colliculus of the barn owl.
J Neurosci
18:3073-3087[Abstract/Free Full Text].
-
Feldman DE,
Brainard MS,
Knudsen EI
(1996)
Newly learned auditory responses mediated by NMDA receptors in the owl inferior colliculus.
Science
271:525-528[Abstract].
-
Fox K
(1992)
A critical period for experience-dependent synaptic plasticity in rat barrel cortex.
J Neurosci
12:1826-1838[Abstract].
-
Fujita I,
Konishi M
(1991)
The role of GABAergic inhibition in processing of interaural time difference in the owl's auditory system.
J Neurosci
11:722-739[Abstract].
-
Gao WJ,
Newman DE,
Wormington AB,
Pallas SL
(1999)
Development of inhibitory circuitry in visual and auditory cortex of postnatal ferrets: immunocytochemical localization of GABAergic neurons.
J Comp Neurol
409:261-273[Web of Science][Medline].
-
Gao WJ,
Wormington AB,
Newman DE,
Pallas SL
(2000)
Development of inhibitory circuitry in visual and auditory cortex of postnatal ferrets: immunocytochemical localization of calbindin- and parvalbumin-containing neurons.
J Comp Neurol
422:140-157[Web of Science][Medline].
-
Hata Y,
Tsumoto T,
Stryker MP
(1999)
Selective pruning of more active afferents when cat visual cortex is pharmacologically inhibited.
Neuron
22:375-381[Web of Science][Medline].
-
Hensch TK,
Fagiolini M,
Mataga N,
Stryker MP,
Baekkeskov S,
Kash SF
(1998)
Local GABA circuit control of experience-dependent plasticity in developing visual cortex.
Science
282:1504-1508[Abstract/Free Full Text].
-
Huang ZJ,
Kirkwood A,
Pizzorusso T,
Porciatti V,
Morales B,
Bear MF,
Maffei L,
Tonegawa S
(1999)
BDNF regulates the maturation of inhibition and the critical period of plasticity in mouse visual cortex.
Cell
98:739-755[Web of Science][Medline].
-
Hyde PS,
Knudsen EI
(2000)
Topographic projection from the optic tectum to the auditory space map in the inferior colliculus of the barn owl.
J Comp Neurol
421:146-160[Web of Science][Medline].
-
Isaac JT,
Nicoll RA,
Malenka RC
(1999)
Silent glutamatergic synapses in the mammalian brain.
Can J Physiol Pharmacol
77:735-737[Web of Science][Medline].
-
Issa NP,
Trachtenberg JT,
Chapman B,
Zahs KR,
Stryker MP
(1999)
The critical period for ocular dominance plasticity in the Ferret's visual cortex.
J Neurosci
19:6965-6978[Abstract/Free Full Text].
-
Iyengar S,
Viswanathan SS,
Bottjer SW
(1999)
Development of topography within song control circuitry of zebra finches during the sensitive period for song learning.
J Neurosci
19:6037-6057[Abstract/Free Full Text].
-
Kakizawa S,
Yamasaki M,
Watanabe M,
Kano M
(2000)
Critical period for activity-dependent synapse elimination in developing cerebellum.
J Neurosci
20:4954-4961[Abstract/Free Full Text].
-
Katz LC
(1999)
What's critical for the critical period in visual cortex?
Cell
99:673-676[Web of Science][Medline].
-
Katz LC,
Shatz CJ
(1996)
Synaptic activity and the construction of cortical circuits.
Science
274:1133-1138[Abstract/Free Full Text].
-
King AJ
(1999)
Sensory experience and the formation of a computational map of auditory space in the brain.
BioEssays
21:900-911[Web of Science][Medline].
-
Kirkwood A,
Bear MF
(1994)
Hebbian synapses in visual cortex.
J Neurosci
14:1634-1645[Abstract].
-
Kirkwood A,
Lee HK,
Bear MF
(1995)
Co-regulation of long-term potentiation and experience-dependent synaptic plasticity in visual cortex by age and experience.
Nature
375:328-331[Medline].
-
Kirkwood A,
Rioult MC,
Bear MF
(1996)
Experience-dependent modification of synaptic plasticity in visual cortex.
Nature
381:526-528[Medline].
-
Knudsen EI
(1994)
Supervised learning in the brain.
J Neurosci
14:3985-3997[Web of Science][Medline].
-
Knudsen EI
(1999)
Mechanisms of experience-dependent plasticity in the auditory localization pathway of the barn owl.
J Comp Physiol
185:305-321[Web of Science][Medline].
-
Knudsen EI,
Knudsen PF
(1990)
Sensitive and critical periods for visual calibration of sound localization by barn owls.
J Neurosci
63:131-149.
-
Knudsen EI,
Konishi M
(1978)
A neural map of auditory space in the owl.
Science
200:795-797[Abstract/Free Full Text].
-
Komatsu Y
(1983)
Development of cortical inhibition in kitten striate cortex investigated by a slice preparation.
Dev Brain Res
8:136-139.
-
Lein ES,
Finney EM,
McQuillen PS,
Shatz CJ
(1999)
Subplate neuron ablation alters neurotrophin expression and ocular dominance column formation.
Proc Natl Acad Sci USA
96:13491-13495[Abstract/Free Full Text].
-
Luhmann HJ,
Prince DA
(1991)
Postnatal maturation of the GABAergic system in rat neocortex.
J Neurophysiol
65:247-263[Abstract/Free Full Text].
-
Maccaferri G,
Toth K,
McBain CJ
(1998)
Target-specific expression of presynaptic mossy fiber plasticity.
Science
279:1368-1370[Abstract/Free Full Text].
-
Micheva KD,
Beaulieu C
(1995)
Postnatal development of GABA neurons in the rat somatosensory barrel cortex: a quantitative study.
Eur J Neurosci
7:419-430[Web of Science][Medline].
-
Micheva KD,
Beaulieu C
(1997)
Development and plasticity of the inhibitory neocortical circuitry with an emphasis on the rodent barrel field cortex: a review.
Can J Physiol Pharmacol
75:470-478[Web of Science][Medline].
-
Mori K
(1997)
Across-frequency nonlinear inhibition by GABA in processing of interaural time difference.
Hear Res
111:22-30[Web of Science][Medline].
-
Nicoll RA,
Malenka RC
(1999)
Expression mechanisms underlying NMDA receptor-dependent long-term potentiation.
Ann NY Acad Sci
868:515-525[Web of Science][Medline].
-
Nordeen KW
(1997)
Neural correlates of sensitive periods in avian song learning.
Ann NY Acad Sci
807:386-400[Medline].
-
Nowak L,
Bregestovski P,
Ascher P,
Herbet A,
Prochiantz A
(1984)
Magnesium gates glutamate-activated channels in mouse central neurones.
Nature
307:462-465[Medline].
-
O'Leary DD,
Ruff NL,
Dyck RH
(1994)
Development, critical period plasticity, and adult reorganizations of mammalian somatosensory systems.
Curr Opin Neurobiol
4:535-544[Medline].
-
Rhoades RW,
Strang V,
Bennett-Clarke CA,
Killackey HP,
Chiaia NL
(1997)
Sensitive period for lesion-induced reorganization of intracortical projections within the vibrissae representation of rat's primary somatosensory cortex.
J Comp Neurol
389:185-192[Web of Science][Medline].
-
Schacher S,
Wu F,
Sun ZY
(1997)
Pathway-specific synaptic plasticity: activity-dependent enhancement and suppression of long-term heterosynaptic facilitation at converging inputs on a single target.
J Neurosci
17:597-606[Abstract/Free Full Text].
-
Schlaggar BL,
Fox K,
O'Leary DD
(1993)
Postsynaptic control of plasticity in developing somatosensory cortex.
Nature
364:623-626[Medline].
-
Urban NN,
Barrionuevo G
(1996)
Induction of hebbian and non-Hebbian mossy fiber long-term potentiation by distinct patterns of high-frequency stimulation.
J Neurosci
16:4293-4299[Abstract/Free Full Text].
-
Zheng W,
Knudsen EI
(1999)
Functional selection of adaptive auditory space map by GABAA-mediated inhibition.
Science
284:962-965[Abstract/Free Full Text].
Copyright © 2001 Society for Neuroscience 0270-6474/01/21124356-10$05.00/0
This article has been cited by other articles:

|
 |

|
 |
 
T. J. McBride, A. Rodriguez-Contreras, A. Trinh, R. Bailey, and W. M. DeBello
Learning Drives Differential Clustering of Axodendritic Contacts in the Barn Owl Auditory System
J. Neurosci.,
July 2, 2008;
28(27):
6960 - 6973.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Pinaud, T. A. Terleph, L. A. Tremere, M. L. Phan, A. A. Dagostin, R. M. Leao, C. V. Mello, and D. S. Vicario
Inhibitory Network Interactions Shape the Auditory Processing of Natural Communication Signals in the Songbird Auditory Forebrain
J Neurophysiol,
July 1, 2008;
100(1):
441 - 455.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. I. Knudsen, J. J. Heckman, J. L. Cameron, and J. P. Shonkoff
Economic, neurobiological, and behavioral perspectives on building America's future workforce
PNAS,
July 5, 2006;
103(27):
10155 - 10162.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Foeller, T. Celikel, and D. E. Feldman
Inhibitory Sharpening of Receptive Fields Contributes to Whisker Map Plasticity in Rat Somatosensory Cortex
J Neurophysiol,
December 1, 2005;
94(6):
4387 - 4400.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Rodriguez-Contreras, X.-B. Liu, and W. M. DeBello
Axodendritic Contacts onto Calcium/Calmodulin-Dependent Protein Kinase Type II-Expressing Neurons in the Barn Owl Auditory Space Map
J. Neurosci.,
June 8, 2005;
25(23):
5611 - 5622.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. M. DeBello and E. I. Knudsen
Multiple Sites of Adaptive Plasticity in the Owl's Auditory Localization Pathway
J. Neurosci.,
August 4, 2004;
24(31):
6853 - 6861.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Q. Xu, I. Cobos, E. De La Cruz, J. L. Rubenstein, and S. A. Anderson
Origins of Cortical Interneuron Subtypes
J. Neurosci.,
March 17, 2004;
24(11):
2612 - 2622.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. H. Chang, V. C. Kotak, and D. H. Sanes
Long-Term Depression of Synaptic Inhibition Is Expressed Postsynaptically in the Developing Auditory System
J Neurophysiol,
September 1, 2003;
90(3):
1479 - 1488.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Lewald
Rapid Adaptation to Auditory-Visual Spatial Disparity
Learn. Mem.,
September 1, 2002;
9(5):
268 - 278.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|