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J Neurophysiol (December 1, 2002). 10.1152/jn.00406.2002
Submitted on 31 May 2002
Accepted on 12 August 2002
Laboratory of Neural Control, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland 20892-4455
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ABSTRACT |
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Li, Yan and R. E. Burke. Developmental Changes in Short-Term Synaptic Depression in the Neonatal Mouse Spinal Cord. J. Neurophysiol. 88: 3218-3231, 2002. We examined age-dependent changes in short-term synaptic depression of monosynaptic excitatory postsynaptic potentials (EPSPs) recorded in lumbar motoneurons in hemisected spinal cords of neonatal Swiss-Webster mice between postnatal day 2 (P2) and 12 (P12). We used four paradigms that sample the input-output dependence on stimulation history in different but complementary ways: 1) paired-pulse depression; 2) steady-state depression during constant frequency trains; 3) modulation during irregular stimulation sequences; and 4) recovery after high-frequency conditioning trains. Paired-pulse synaptic depression declined more than steady-state depression during 10-pulse trains at frequencies from 0.125 to 8 Hz in this age range. Depression during sequences of irregular stimulations that more closely mimic physiological activation also declined with postnatal age. On the other hand, the overall rate of synaptic recovery after a 4-Hz conditioning train exhibited surprisingly little change between P2 and P12. Control experiments indicated that these observations depend primarily, if not exclusively, on changes in presynaptic transmitter release. The data were examined using quantitative models that incorporate factors that have been suggested to exist at more specialized central synapses. The model that best predicted the observations included two presynaptic compartments that are depleted during activation, plus two superimposed processes that enhance transmitter release by different mechanisms. One of the latter produced rapidly-decaying enhancement of transmitter release fraction. The other mechanism indirectly enhanced the rate of renewal of one of the depleted presynaptic compartments. This model successfully predicted the constant frequency and irregular sequence data from all age groups, as well as the recovery curves following short, high-frequency tetani. The results suggest that a reduction in release fraction accounts for much of the decline in synaptic depression during early postnatal development, although changes in both enhancement processes also contribute. The time constants of resource renewal showed surprisingly little change through the first 12 days of postnatal life.
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INTRODUCTION |
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Many synaptic systems in the
mammalian CNS exhibit use-dependent, short-term depression (for reviews
see Zucker 1989
, 1999
; Zucker and Regehr
2002
). High levels of transmitter release probability in these
synapses is believed to be a key factor governing the magnitude of
depression (Dittman et al. 2000
). However, the
co-existence of use-dependent presynaptic processes that enhance
transmitter release on millisecond-to-second time scales complicates
interpretation of synaptic depression data (Magleby
1987
; Zucker 1999
). A number of recent studies
have dealt with different aspects of synaptic maturation (e.g.,
Bellingham et al. 1998
; Bolshakov and Siegelbaum 1995
; Brenowitz and Trussell 2001
; Chuhma
et al. 2001
; Iwasaki and Takahashi 2001
;
Mozhayeva et al. 2002
; Pouzat and Hestrin 1997
; Reyes and Sakmann 1999
;
Taschenberger and von Gersdorff 2000
), but changes in
use-dependent synaptic modulation with age remain incompletely
understood. The present work examined changes during the first 12 days
of postnatal life in synaptic transmission using a well-known spinal
cord synaptic system that is representative of the anatomy of the
majority of CNS connections.
The monosynaptic connections made by group Ia muscle spindle afferents
directly onto alpha motoneurons were the first excitatory synapses in
the CNS to be studied with intracellular recording in the adult cat
(Coombs et al. 1955
). For decades, this system served as
a model for thinking about mechanisms of synaptic transmission in the
CNS (see Burke and Rudomin 1977
; Eccles
1964
; Redman 1990
). Dorsal root afferents
establish synapses on motoneurons before birth in the rat (Kudo
and Yamada 1987
; Snider et al. 1992
;
Ziskind-Conhaim 1990
) and make strong excitatory
connections with homonymous motoneurons in neonatal mice
(Lev-Tov and Pinco 1992
; Mears and Frank
1997
). Anatomical similarities with the cat provide strong
inferential evidence that these synapses represent group Ia afferent
terminations in rodents and that term will be used below.
Monosynaptic group Ia excitatory postsynaptic potentials (EPSPs)
exhibit marked low-frequency synaptic depression in the neonatal rodent
spinal cord when studied in vitro (Lev-Tov and Pinco
1992
; Li and Burke 2001a
; Seebach and
Mendell 1996
). In the present work, we systematically applied
four paradigms to study activity-dependent synaptic depression between
postnatal days 2 and 12 (P2-P12), which is a period during which rat
pups show striking motor maturation (Glover 2000
;
Jiang et al. 1999
). The paradigms were as follows: 1) paired-pulse depression at different intervals;
2) steady-state depression produced by trains of different
constant frequencies; 3) depression during long sequences
with irregular inter-stimulus intervals (Dobrunz and Stevens
1999
; Markram et al. 1998
; Sen et al.
1996
); and 4) recovery following relatively
high-frequency conditioning trains. Each of these paradigms provided a
different but complementary sampling of the way in which activation
history modulates synaptic transmission. The data were examined using a
quantitative synaptic model that allowed provisional identification of
changes in competing depression and enhancement processes that modulate
short-term synaptic transmission (Li and Burke 2001a
). We found that a combination of mechanisms gleaned from various studies
of other central synaptic systems can predict the observed behavior of
monosynaptic group Ia terminals in the spinal cord under all of the
conditions tested. A preliminary report of this work has appeared in
abstract form (Li and Burke 2001b
).
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METHODS |
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Experiments were performed on the isolated spinal cords of
neonatal Swiss-Webster mice at postnatal days 2 to 12 (P2-P12). Animal
care and use procedures were in accord with the "Principles of
Laboratory Animal Care" (National Institutes of Health Publication 86-23) and were approved by the NINDS Committee on Animal Care and
Use. Most of the methods used have been described in detail elsewhere
(Li and Burke 2001a
).
Neonatal mouse pups were anesthetized by inhalation of methoxyflurane
(Metofane) in a small chamber and then quickly decapitated, eviscerated, and transferred into a dissection chamber circulated with
cold (4°C) artificial cerebrospinal fluid (ACSF) saturated with 95%
O2-5% CO2. The composition
of the normal ACSF was as follows (in mM): 128 NaCl, 4 KCl, 2 CaCl2, 1 MgSO4, 1 NaH2PO4, 25 NaHCO3, and 30 glucose. The pH was 7.2~7.3
after saturating with 95%
O2-5%CO2. In a few
experiments, CaCl2 was omitted (Fig. 1) or reduced to 0.8 mM. After ventral
laminectomy, the spinal cord with intact dorsal (DR) and ventral roots
(VR) was dissected free from dorsal root ganglia. After removing the
dura and arachnoid membranes, the spinal cord was hemisected
longitudinally with a tungsten needle. One hemicord was placed into a
Sylgard-based recording chamber (volume about 7 ml). Flow of oxygenated
ACSF through the chamber was controlled at 10-14 ml/min. The
temperature of bath solution was kept constant at 24°C by a
servo-controlled heater (TC-324B, Warner Instruments). The bathing
solution was recirculated at all times, except when drugs were added or
washed out. All experiments were done with the
N-methyl-D-aspartate (NMDA)-receptor blocker (±)2-amino-5-phosphonovaleric acid (AP5; 100 µM) in the bathing solution to suppress spontaneous and evoked polysynaptic activity (see Li and Burke 2001a
).
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Dorsal and ventral rootlets of the L4 and L5 segments were drawn into
the polyethylene suction electrodes for either stimulation or
recording. Micropipettes for intracellular recording were made from
1.2-mm filament glass (WPI) drawn to produce DC electrode resistance
between 40 and 70 M
(model P-87, Sutter Instruments). Micropipettes
were filled with 2 M K-acetate with 100 mM QX-314 (Alamone Labs,
Jerusalem, Israel) added to suppress Na+ action
potentials (Frazier et al. 1970
) that otherwise
interfere with measurement of EPSPs. In some experiments, the
micropipette solution also contained 2% biocytin to label the recorded
cells. Motoneurons were impaled from the ventro-lateral aspect of the hemisected cord and identified by antidromic invasion after VR stimulation (before QX-314 blockade of action potentials). Sharp micropipettes and current clamp conditions were used because the blind
patch electrode approach provided inadequate sampling. In addition,
group Ia synapses are widely distributed over the entire dendritic tree
in adult cats (Burke and Glenn 1996
) and the same situation is likely in rodents (Snider et al. 1992
).
Furthermore, the extensive dendritic trees of neonatal mouse
motoneurons (Y. Li, G. Ascoli, and R. E. Burke, unpublished
observations) make it unlikely that adequate space clamping can be
obtained in these cells.
Stimulation and recordings
Mono- and polysynaptic EPSPs were produced by stimulating small
DR filaments with trains of 10 pulses (duration 0.5 ms) at eight
equally spaced frequencies from 16 to 0.125 Hz (intervals of 0.0625, 0.125, 0.25, 0.5, 1.0, 2.0, 4.0, and 8.0 s). Trains were separated
by 2-min intervals, which were sufficiently long such that the first
EPSPs in each train remained constant, indicating full recovery of
evoked synaptic release (see Lev-Tov and Pinco 1992
).
Changing the ordering of train frequencies produced no changes in
response patterns. The stimulus intensity was about 20% larger than
that needed to produce the maximal amplitude of monosynaptic EPSPs. The
viability of preparation was assessed by monitoring VR reflexes, which
remained stable for 8-12 h in most of the experiments.
Regular trains produce data about paired-pulse and steady-state
modulation at different frequencies. However, this approach required
about 20 min to complete a single run of all eight train intervals and
one or two repeats of selected frequencies to check stability, each
separated by 2 min (Li and Burke 2001a
). Even with
stable membrane potentials, only two repetitions could be averaged to
mitigate the variance in individual EPSPs (see Fig. 3). We therefore
explored the use of irregular patterns of stimuli that covered the
range of inter-pulse intervals used for regular trains. We found that
sequences of 50 pulses with intervals that were randomly drawn from an
alpha function distribution (x = t/
e
t/
with
= 0.8) provided
comparable information (see APPENDIX). The range
of intervals used in this study was between 0.11 to 5.9 s, with a
preponderance of relatively short intervals (see Fig. 7A). A
single cycle of 50 pulses with the interval distribution chosen for
this work was complete in 82 s, making it possible to repeat the
cycle three or more times without interruption (see Fig.
7B). Subsequently, responses with identical time histories from each cycle were averaged, excluding the first three responses from
the first cycle.
We also tested the recovery of EPSPs at intervals of 0.5, 1, 2, 4, 8, or 16 s following conditioning trains of 10 pulse trains at 4 Hz (Fig. 9A). Conditioning trains were separated by 2-min intervals, repeating the series several times to permit averaging the recovery EPSPs at different intervals.
Data acquisition and measurements
Signals from suction electrodes on DRs and VRs were amplified with Cyberamp 380 amplifiers (Axon Instruments, Foster, CA) and band-pass filtered at 10-10 kHz. Intracellular potentials were amplified with an AXOCLAMP-2B (Axon Instruments) in current clamp (bridge) mode. Intracellular signals were low-pass filtered at 10 kHz and digitized at 10 kHz (16-bit resolution) by a multi-channel A/D converter (NBIO-16, National Instruments, Austin, TX). Custom designed software (LabVIEW programming language, National Instruments) was used in some preliminary experiments and later on Axograph software (Axon Instruments) was used to acquire and save the data in a Power Macintosh computer. Intracellular potentials and responses in VRs were also continuously recorded on a digital videotape recorder (VR-100 B, Instrutech, Great Neck, NY). Data analysis was done off-line using customized and commercial software packages. Statistical analyses were done using DataDesk, V5 (Data Description Institute).
Electrotonic potentials generated by DR afferent volleys were recorded
by a suction electrode on a DR filament immediately adjacent to the
stimulated rootlet to ensure that the afferent volleys produced by each
stimulus pulse in the train were constant (see Fig. 3C in
Li and Burke 2001a
). In some of the present experiments in older mice (Fig. 1), extracellular potentials were averaged in the
ventral using broken-tip electrodes filled with 2 M NaCl (Fig. 1; DC
resistance, 5-7 M
). Reflex responses in the VR usually exhibited
parallel changes with monosynaptic EPSPs but will not be considered
further in this paper.
Pharmacological substances
Drugs were introduced into the ACSF bathing solution in
recording chamber via a gravity-fed line (flow rate:10-14 ml/min) for
10 min (usually 20 min) before subsequent tests were made to allow
equilibration. Drugs used were as follows:
(±)2-amino-5-phosphonovaleric acid (APV),
6-cyano-7-nitroquinoxaline-2,3-dione disodium (CNQX), bicuculline
methiodide, and 2-hydroxysaclofen obtained from Sigma (St. Louis, MO)
and Tocris (Ballwin, MO). APV was prepared as stock solutions of 30 mM
in distilled water and stored at 4°C for several weeks. Bicuculline
and 2-hydroxysaclofen were freshly made in distilled water.
Computer modeling
The mathematical model used in this study was developed based on
observations in young mice (P2-P4; Li and Burke 2001a
)
and is described in that paper and in the
APPENDIX. The model was implemented in a spread
sheet (Microsoft Excel, V5) and in special-purpose programs written in
Pascal (CodeWarrior, Metrowerks). A parameter search program that
accepted inputs of experimental or test data provided the option of
using a total of eight variations of the basic model system to extract
parameter sets that fitted the input data with minimum root mean square
(RMS) error (see APPENDIX). The programs
are available from the authors on request.
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RESULTS |
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The present results are based on intracellular recordings of
monosynaptic EPSPs from 148 antidromically identified lumbar motoneurons in hemisected spinal cords from neonatal Swiss-Webster mice
at postnatal ages between 2 and 12 days (P2-P12). All experiments were
done in vitro with 100 µM APV in the bathing solution, which was
essential to suppress spontaneous background activity and stimulus-evoked polysynaptic potentials (see Fig. 1. of Li
and Burke 2001a
). The addition of APV produced, at maximum, a
10% reduction in EPSP amplitudes in P2-4 mice (Li and Burke
2001a
). This reduction was only 2% in nine P10-12 cells in
which EPSPs were measured before and after APV addition. These
relatively small reductions were smaller than those found by
Pinco and Lev-Tov (1993b)
in the neonatal rat. There is
evidence that the NMDA component of predominates at embryonic
glutamatergic synapses (Ziskind-Conhaim 1990
) but
declines with postnatal age in rodents (Bellingham et al.
1998
; Pinco and Lev-Tov 1993b
). Addition of APV
also produced, on average, a general hyperpolarization of motoneurons
of 5-10 mV as well as reduction of background synaptic noise. Blockade of the NMDA component also eliminated one potential source of voltage-dependent uncertainty in EPSP amplitudes. Cells accepted for
analysis had stable membrane potentials <
50 mV during data collection (see METHODS). Many cells had stable membrane
potentials for over 2 h. Most preparations maintained stable
monosynaptic reflexes in ventral roots for
10 h and were discarded
when this sign of viability declined.
Initial EPSPs evoked by dorsal root stimulation are monosynaptic
Extracellular recordings in the ventral horn showed that the
shortest latency EPSPs produced by dorsal root stimulation (presumably group Ia) have a synaptic delay of about 0.4-0.7 ms in P12 mice (Fig.
1) compared with 0.6-1.0 ms in P3 animals (Fig. 3C of
Li and Burke 2001a
). We conclude that the initial EPSPs
produced by dorsal root stimulation at all postnatal ages studied are
indeed monosynaptic (see also Mears and Frank 1997
). The
intraspinal delay between the entering volleys and onset of terminal
potentials were somewhat shorter in P12 mice (about 1.2 ms; Fig. 1)
than in P3 animals (about 1.5 ms; Fig. 3C of Li and
Burke 2001a
), which is consistent with increasing myelination
in the more mature mice.
Unreliable action potential conduction in dorsal root afferents could
contribute to apparent synaptic depression. To address this question,
we examined the extracellular terminal and synaptic field potentials
produced in the ventral horn during dorsal root stimulation at 0.125 or
8 Hz. In a previous study in P2-4 animals, we showed that afferent
volleys and resulting terminal potentials were unchanged within this
frequency range (Figs. 3 and 4 of Li and Burke 2001a
).
Increasing stimulation frequencies reduced the extracellular synaptic
potentials, as expected, but did not change the preceding terminal
potentials (Fig. 1). Bathing the cord in ACSF with 0 mM
[Ca2+]o eliminated the
extracellular synaptic potentials without altering the amplitude of the
preceding terminal potential. We conclude that conduction failures
within intraspinal afferent arborizations are unlikely to account for
the observed synaptic depression within the age and stimulation
frequency ranges studied in this work.
Age-dependent changes in monosynaptic EPSPs
The first monosynaptic group Ia EPSP (R1) in motoneurons exhibited
a progressive decrease in latencies between the stimulus pulses and
EPSP onset from P3 to P10-12 (Fig. 2).
The second (R2) EPSPs from trains of 10 pulses at 2 Hz, plus the
averages of the last three responses (R8, 9, and 10, referred to as the
"Tail" responses) also showed less depression with advancing age.
The slopes of the EPSP rising phase of all responses progressively increased, suggesting greater synchronization of afferent volleys with
advancing postnatal age (Brenowitz and Trussell 2001
).
At each age, the R2 and Tail responses had the same latency and rising slope as R1 when they were expanded to equal peak amplitude (see Fig.
5B of Li and Burke 2001a
). Monosynaptic EPSP
amplitudes were measured at the times denoted by the vertical dashed
lines, slightly before the actual peaks and prior to the inflections
that signal the onset of polysynaptic components (Fig. 2). Disynaptic
group I EPSPs can be observed in the adult cat during locomotion but they always begin after the monosynaptic peak has been reached (Angel et al. 1996
; Degtyarenko et al.
1998
). Given the fact that all of the data in this paper were
obtained at room temperature, we are confident that our data represents
only the monosynaptic component.
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The population data for monosynaptic EPSP latencies (mean ± SD) at each postnatal age are summarized in Fig. 3. The decrease between P4 and P7 was marginally significant (P ~ 0.04; 1-factor ANOVA with post hoc Scheffe test), while the change between P4 and P10 were clearly significant (P < 0.001). Although there was a large range in the amplitudes of the first EPSP (R1; 5-25 mV) from cell to cell at each age, two-factor ANOVA analysis showed no significant differences with increasing age (P2 = 11.9 ± 5.3 mV, n = 17; P3 = 13.5 ± 5.8 mV, n = 37; P4 = 14.4 ± 6.5 mV, n = 6; P7 = 14.5 ± 4.6 mV, n = 6; P10 = 14.5 ± 5.5 mV, n = 14; P11 = 14.1 ± 4.9 mV, n = 18; P12 = 13.5 ± 5.9 mV, n = 16). The range of EPSP amplitudes appeared to depend on variations in the number of afferent fiber activated and the relative positions of the stimulated dorsal rootlets and the recorded motoneurons.
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Synaptic depression curves
The use of short stimulus trains at different frequencies provides
data about paired-pulse (R2) and steady-state (Tail) depression. The
interval between trains (2 min) was sufficiently long so that the
trials were independent (Li and Burke 2001a
). The
examples in Figs. 2 and 4 show that there
was progressively less short-term depression of both R2 and Tail
responses with increasing age. Figure 4 also illustrates that the
shapes of the depression curves during 2 Hz trains from the same four
cells, each normalized by the amplitude of R1, changed with age. The
decrease in EPSP amplitudes to steady state during 2-Hz trains became
more gradual in the older mice (see also Fig. 9A). This
aspect of curve shape resembles data from calyceal synapses in the
developing chick (Brenowitz and Trussell 2001
) and was
captured by considering the relative amplitudes of the third response,
R3, in addition to R2 and Tail amplitudes (Li and Burke
2001a
).
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We examined short-term synaptic depression at stimulus frequencies of 0.125, 0.25, 0.5, 1, 2, 4, and 8 Hz, which covered nearly the full range of frequency dependent depression of Ia EPSPs during first two postnatal weeks (Fig. 5). The normalized amplitudes of R2, R3 and steady state (Tail) responses were grouped into four age bins (P2-3, P4-7, P10-11, and P12). The data for R2 and Tail responses from the different age groups were significantly different from one another (P < 0.001, 2-factor ANOVA with post hoc Scheffe tests), except for the P2-3 versus P4-7 groups (P > 0.1).
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Figure 5 depicts the averaged amplitudes of normalized R2 and
steady-state responses against stimulus frequency for each age bin.
Curves for R3 responses (not shown) were intermediate but had variances
similar to those of R2 (see Li and Burke 2001a
). In
addition to decreased depression with age, the most striking difference
was less relative facilitation of R2 responses at frequencies above 1 Hz in the older mice. This reduction was also evident in the curves for
R3 (not shown). In contrast, the curves for Tail exhibited monotonic
frequency-dependent depression at all postnatal ages.
Reducing [Ca2+]o revealed frequency-dependent R2 facilitation in older mice
Reducing
[Ca2+]o reduces
paired-pulse depression at group Ia synapses at relatively short
inter-pulse intervals in neonatal rats (Pinco and Lev-Tov
1993a
) and other central synapses (e.g., Dittman and
Regehr 1998
). We observed a corresponding exaggeration of
relative high-frequency (>1 Hz) facilitation of R2 responses when
[Ca2+]o was reduced from
2.0 to 0.8 mM in P2-3 mice (Fig. 7A in Li and Burke
2001a
). We tested for this effect in 12 motoneurons from
P10-11 mice and found that relative facilitation of R2 responses was
similarly exaggerated in the older animals when
[Ca2+]o was lowered from
2.0 to 0.8 mM (Fig. 6). The difference
between the R2 depression curves at the two
[Ca2+]o concentrations
was highly significant (P < 0.001; 2-factor ANOVA).
This suggests that relative paired-pulse facilitation at higher
frequencies is present in older mice at normal levels of
[Ca2+]o, even though it
is much less obvious in R2 depression curves in older mice (Fig.
5A; see DISCUSSION).
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GABAergic presynaptic inhibition is not a factor
In an earlier study (Li and Burke 2001a
), we
reported that addition of the GABAA receptor
blocker bicuculline (10-20 µM) or the GABAB
antagonist 2-hydroxysaclofen (100 µM) into the bathing solution
produced no changes in EPSP amplitudes or depression curves in P2-4
mice. However, maturation of presynaptic inhibitory pathways could in
principle complicate interpretations in older mice (Lev-Tov et
al. 1988
; Peng and Frank 1989
). We therefore examined the same drugs and doses in four P10-12 motoneurons and observed no changes in depression curves (data not shown). We conclude
that GABA-related presynaptic inhibition plays little or no role in
producing the observed EPSP depression curves during the first 2 wk of
postnatal development.
Partial blockade of EPSPs does not affect depression curves
It seemed possible that nonlinear postsynaptic conductances,
particularly in distal dendrites (e.g., Schwindt and Crill
1995
), might contribute to activity-dependent EPSP modulation.
Although blockade of NMDA currents by AP5 in the present experiments
removed one potential source of voltage-dependent nonlinearity, other such complications are difficult to rule out. However, in our earlier
work (Li and Burke 2001a
), we found that synaptic
depression curves were unchanged when EPSP amplitudes were reduced to
20-25% of control by submaximal doses of the AMPA receptor blocker
CNQX. This was also done in one P11 mouse (n = 3 motoneurons). The normalized depression curves at several frequencies
(as in Fig. 4), obtained before and during the development of partial
CNQX blockade, remained essentially unchanged despite gradual reduction
of absolute EPSP amplitudes to 10-20% of control. This negative
results suggests that postynaptic nonlinearities do not contribute
importantly to the present observations.
Responses to pseudo-randomized stimulation patterns
There has been recent interest in using irregular patterns of
stimulation that mimic natural activation patterns to study short-term
synaptic modulation (Abbott et al. 1997
; Dittman
and Regehr 1998
; Dobrunz and Stevens 1999
;
Markram et al. 1998
). In addition to certain practical
advantages (see METHODS), this approach also samples
activity-dependent synaptic modulation in a manner quite different from
the use of regular trains. Different outcomes with the two methods
might indicate the existence of time-dependent factors that are not
revealed by using either approach alone. After assessment of a variety
of possible distributions for inter-stimulus intervals using the
synaptic model described below, we chose a sequence of 50 pulses
randomly sampled from an
function distribution (
= 0.8)
with a range of intervals that was highly skewed toward short intervals
(Fig. 7A;
see METHODS).
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It was important to assure that the relatively long irregular trains
did not produce additional systematic instabilities (Dobrunz and
Stevens 1999
). Figure 7B shows the distributions of
EPSP amplitudes (normalized by the average amplitude of 5 control
stimuli at 30-s intervals; see METHODS) from two runs of
three cycles each in a typical P3 motoneuron. There was no systematic
rundown evident in either trial and the two shared the same data space
when plotted against cumulative time (Fig. 7B) or the
interval immediately preceding the EPSP (Fig. 7C). This
stability permitted us to average the normalized EPSPs from the three
cycles in a run together, reducing the considerable variance evident in
Fig. 7, B and C. Figure 7D shows that
these averaged amplitudes were comparable in successive runs.
The irregular stimulation paradigm was applied to record EPSPs from motoneurons at different ages. Two-factor ANOVA tests indicated that the two age groups were significantly different (P < 0.001). Therefore data from six P2-3 and five P12 motoneurons were separately averaged and plotted against pulse number within each cycle in Fig. 8, A and B, respectively. The data from P12 motoneurons clearly exhibited less synaptic depression than those from P2-3 cells (note different ordinate scales). However, the patterns of data scatter were not identical when scaled to the same amplitude limits, as shown when the data were plotted against the inter-pulse interval immediately preceding each EPSP (Fig. 8C). The scatter of data points from P2-3 animals largely overlapped the region between the R2 and Tail depression found in regular trains (gray area; data as in Fig. 5 but plotted here vs. inter-pulse intervals). However, this was not the case for the scatter of irregular firing data from P12 animals, which lay below the R2 -Tail region from regular trains for pulse intervals >1 s. Thus the two approaches provide complementary but not identical sampling of synaptic behavior during repetitive activation.
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Recovery from depression
The time course of recovery from activity-induced synaptic
depression can provide useful constraints as to the mechanisms that
might operate during short-term depression. Rapidly-decaying factors
such as receptor desensitization and presynaptic inhibition are less
likely to affect passive recovery curves than during repetitive
stimulation (Dittman and Regehr 1998
; Stevens and
Wesseling 1998
; von Gersdorff et al. 1997
;
Wang and Kaczmarek 1998
). We examined the posttrain
recovery curves in P3 and P12 motoneurons by delivering single test
stimuli at various intervals (0.5, 1, 2, 4, 8, and 16 s) following
conditioning trains of 10 pulses at 4 Hz (Fig.
9A; see METHODS.
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Figure 9A depicts averaged EPSPs during conditioning trains and recovery periods (note different time scales) from 18 P3 motoneurons and 7 P12 cells. Figure 9B shows a semilogarithmic plot of one minus the recovery data, which allows an estimate of the overall rate of EPSP recovery toward unity. The data points at zero time are the 10th pulses in the respective conditioning trains. From the slope of exponential curve fits to these data, we estimated that the overall recovery time constant was 6.2 s for the P3 data and 4.9 s for P12. These estimates were essentially the same using 20 pulse conditioning trains at either 4 or 8 Hz.
A presynaptic release model
Our observations suggest that presynaptic release mechanisms
change during the first 2 wk of postnatal life but give no clear indication of what factors might produce such changes. In a previous paper (Li and Burke 2001a
), we described a quantitative
synaptic model based on data from P2-4 mice that includes a number of
possible mechanisms that have been suggested to explain various
features of short-term synaptic depression. This lumped synapse
approximation ignores possible variations among the group Ia boutons
that end on individual motoneurons (see Murthy et al.
1997
). The model accurately predicted the synaptic depression
data found with three external [Ca
2+]o concentrations (0.8, 2.0, and 4.0 mM), as well as at two temperatures (24°C and 32°C),
in P2-4 mice. The complete version (see
APPENDIX) includes two independent presynaptic
compartments, called N and S, that are depleted
by release of some fraction, f, of the available
N · S combinations. Each compartment
is assumed to be renewed with independent exponential time constants,
N and
S.
We assume that N represents the fraction of
readily-releasable transmitter present at any moment, while
S represents the available fraction of competent release
sites (see APPENDIX).
The experimental data required that this simple depletion scheme be
augmented by two activity- and time-dependent processes that enhance
transmitter release by different mechanisms. The relative facilitation
of R2 at higher frequencies (see Figs. 5 and 6) was accounted for by a
factor P that enhances release with an increment
P at each activation and decays exponentially with time constant
P. This modulation of
release fraction f is consistent with the brief facilitation
attributed to residual [Ca
2+]i that follows each
presynaptic action potential (Dittman and Regehr 1998
;
see reviews by Zucker 1989
, 1999
; Zucker and
Regehr 2002
).
To reconcile the observed paired-pulse with steady-state responses
under all testing conditions, it was necessary to include a second
enhancement factor, M, with increment
M and decay time constant
M. Positive values of
M result in increasing the rate of compartment
N renewal by reducing
N,
which has a disproportionate effect on the steady-state (Tail)
depression. This mechanism was designed to approximate
activity-dependent enhancement of renewal of readily-releasable transmitter that has been proposed for a number of central synapses (Stevens and Wesseling 1998
; Wang and Kaczmarek
1998
; Wu and Borst 1999
; see also Smith
et al. 1998
). In young mice, the increments
P and
M changed in
parallel with changes in [Ca 2+]o, leading to the
conclusion that both enhancement processes are
Ca2+-dependent (Li and Burke
2001a
).
Developmental changes in model parameters
Although the model summarized above provided a reasonable
framework to interpret data from young (P2-4) mouse pups, it seemed possible that less elaborate versions could fit the data from older
animals. Accordingly, we tested seven alternative combinations (1 or 2 presynaptic compartments, with or without the P and/or
M processes) with the regular train data from each age range
(Fig. 5), using a parameter search program that minimized the RMS error
between observed and simulated responses (see
APPENDIX). In all cases, these simpler variations
produced larger errors than the full seven-parameter model (see Table 1 in Li and Burke 2001a
) for the data from regular trains
and from the irregular pulse sequence. The complete model accurately
predicted population average data for both paired-pulse and
steady-state depression data (Fig. 10),
as well as the EPSP amplitudes produced by irregular stimulation
sequences (Fig. 11) for all ages
tested.
|
|
The parameter sets that produced the best fits to the population data
for each age range are given in Tables 1
and 2. With one exception, there was
quite good agreement between the parameter sets extracted using regular
train and irregular cyclic stimulation paradigms at the youngest and
oldest ages, despite the differences in the ways that these paradigms
sample the stimulus-response space (see Fig. 8C). The
renewal time constants,
N and
S, as well as
P, showed surprisingly little changes with increasing postnatal age. On the other hand, model fits to both
regular train and irregular data indicate that the baseline release
fraction, f, and the increment
P
associated with the P process, both decreased systematically
between P2 and P12. The M process decay time constant,
M, also declined in the older animals,
although the change in the irregular pulse fits was smaller than that
extracted from regular trains. The major discrepancy between the two
experimental paradigms was in the estimates of
M, which showed a systematic threefold increase with postnatal age in the regular train data but a decrease of
about 30% between the P2-3 and P12 irregular data. Possible interpretations of these estimates are discussed in the
DISCUSSION.
|
|
It proved to be difficult to use postconditioning recovery curves (Fig.
9) to estimate the full set of model parameters because this paradigm
provided even less constraint for parameter estimation. Nevertheless, a
modified parameter extraction program was applied to the data from 18 P3 motoneurons illustrated in Fig. 9. The model fit to these data
(dashed line in Fig. 9B) showed departures from the simple
exponential fit (solid line in Fig. 9B) that more closely
matched the observed data points. This departure is due mainly to the
relatively slow changes in
N produced by the M process. This factor also produced the small increase in normalized EPSPs evident during the second half of the conditioning train (Fig. 9A). No such increases were found during the P12
conditioning train (Fig. 9A), largely because of the faster
decay of the M process in older mice (Table 1).
| |
DISCUSSION |
|---|
|
|
|---|
Short-term modulation of synaptic transmission at central synapses
depends on simultaneous interaction of multiple factors, some of which
decrease transmitter release while others facilitate it (Zucker
1989
, 1999
; Zucker and Regehr 2002
). The present
work used three experimental paradigms to document appreciable changes in short-term synaptic depression at in situ monosynaptic group Ia
excitatory synapses on lumbar spinal motoneurons in mice through the
first 2 wk of postnatal life. To our knowledge, this is the first study
of this issue to use a quantitative model to dissect changes in the
interacting processes that govern short-term synaptic modulation during
postnatal development.
It was surprising that this important synaptic system exhibited so much residual low-frequency depression at older ages, despite the marked advances in motor abilities that occur between P2 and P12. Synaptic maturation during this period did not involve much speeding of the renewal of readily-releasable transmitter or fully capable release sites. The observed decrease in low-frequency depression can be attributed in part to a reduction in fractional transmitter release and in part to changes in a presynaptic process that speeds transmitter renewal.
Synaptic modeling
It is difficult to discuss the systematic changes described in
this work without some kind of conceptual framework. Short-term synaptic modulation reflects a complex balance of simultaneous depression and enhancement processes that frustrate intuitive explanations (Zucker 1989
, 1999
; Zucker and
Regehr 2002
). Quantitative modeling can, in principle, identify
such processes and dissect their interactions in producing experimental
observations (e.g., Brezina et al. 2000
; Dittman
et al. 2000
; Sen et al. 1996
; Tsodyks and
Markram 1997
; Varela et al. 1997
; Weis et
al. 1999
). The present model attempts to do this by combining
mechanisms that have been suggested in different papers on a variety of
central synapses into a single quantitative system.
Because of the complex anatomy of the group Ia synaptic system
(Burke and Glenn 1996
), the nature of the independent
N and S compartments in the present model are
unknown. However, it seems reasonable to assume that N
represents the readily releasable transmitter pool postulated by many
other models, while S is assumed to represent a pool of
release-ready release sites. The assumption that N and
S can vary independently is consistent with recent results
(Stevens and Wesseling 1999
) and implies that elements
of S are not necessarily associated with elements of the
readily-releasable transmitter pool (i.e., docked vesicles), but rather
that this association is probabilistic (i.e., that docked vesicles can
undock; Murthy and Stevens 1999
). In a multiple-bouton
system like Ia afferents, it is possible that the elements of
S represent individual boutons. The S component
can be viewed to represent an activity-dependent mechanism that reduces
the baseline release fraction f (see Bellingham and
Walmsley 1999
; Wu and Borst 1999
). Thus both the
S and P factors modulate the baseline release fraction f, giving an effective instantaneous value
f* = S · f(1+P)
(see APPENDIX). This interpretation implies that
changes in baseline f depend partly on the pool size of
release-ready release sites (see Stevens and Wesseling 1999
). With this view, the present model
(APPENDIX) can be reduced to the classical
formulation R = N · p
(Liley and North 1953
; see Zucker and Regehr
2002
), but with both terms use-dependent.
Our experimental observations required the inclusion of two process
that enhance transmitter output. The P process was designed
to mimic the transient increase in evoked transmitter release that
follows synaptic activation (paired-pulse facilitation), which is
assumed to result from rapidly-decaying enhancement of release
probability due to residual Ca2+ action
(Atluri and Regehr 1996
; Dittman and Regehr
1998
; Zucker and Regehr 2002
). The decay time
constant,
P, found in the present work,
is of the same order of magnitude found by these authors in other
central synapses. Adding the P process to our model
reproduced the relative facilitation of R2 and R3 at frequencies >1 Hz
in the younger mice (Fig. 5; Li and Burke 2001a
).
However, there was a persistent discrepancy in fitting the steady-state
depression curves that was not be mitigated by using a
double-exponential time course for P process decay (see
Dittman and Regehr 1998
). Given recent evidence that
Ca2+ entry indirectly activates a still-unknown
mechanism that increases the rate of renewal of the RRP (Smith
et al. 1998
; Stevens and Wesseling 1998
;
Wang and Kaczmarek 1998
), we added the M process to the model to give an exponentially-decaying modification of
N. This enabled the model to reproduce
the entire time course of depression (Fig. 10), as well as departures
of recovery curves from a simple exponential time course (Fig.
9B). In this regard, the present model has some similarity
to that developed by Regehr's group (Dittman and Regehr
1998
; Dittman et al. 2000
). The parameters of
the P and M processes changed in appropriate
directions when [Ca2+]o
was altered in P2-4 mice (Li and Burke 2001a
),
providing evidence that both are related to Ca2+
entry (cf. Wu and Borst 1999
).
Age-related changes in release fraction
The magnitude of short-term synaptic depression is positively
correlated with estimates of the baseline magnitude of fraction release
of readily releasable transmitter at many central synapses (Dittman et al., 2000
; Zucker 1999
). The
estimated baseline release fraction, f, in P12 mice (0.2)
was less than one-half that at P2-3, but this level is still high
compared with other central synaptic systems that exhibit short-term
enhancement (Dittman et al. 2000
). The decline in
f in neonatal group Ia synapses is consistent with
developmental changes found at the more accessible calyx synapse
preparation in the rat (Iwasaki and Takahashi 2001
) and
chick (Brenowitz and Trussell 2001
). It remains to be
determined whether this decline in release fraction represents
maturational changes in the release mechanism itself, a general
increase in the pool of readily releasable transmitter
(Mozhayeva et al. 2002
), or a combination of both
(Zucker and Regehr 2002
). The average absolute
amplitudes of Ia EPSPs did not change with age in the present sample
but this fact alone cannot be interpreted in terms of possible changes
in quantal content or quantal size during development, as found in some
other synaptic systems (Bellingham et al. 1998
;
Brenowitz and Trussell 2001
; Chen and Regehr
2000
; Iwasaki and Takahashi 2001
). Nevertheless,
the present results would be compatible with an age-related increase in
the size of the readily releasable transmitter pool.
Although the group Ia afferent system is anatomically complex
(Burke and Glenn 1996
; Snider et al.
1992
), the evidence from extracellular recordings in the
ventral horn suggest that failure of action potentials invasion into
presynaptic afferent arbors cannot account for the synaptic depression
observed within the frequency range tested in these experiments (Fig.
1; Li and Burke 2001a
; but cf. Streit et al.
1992
).
Age-related change in the P and M processes
Assuming that the P process represents a direct
enhancement of residual Ca2+ on transmitter
release (Dittman and Regehr 1998
), it seemed surprising that the relative enhancement of R2 responses became less evident in
older mice with normal
[Ca2+]o (Fig. 5). Our
earlier study in P2-4 animals demonstrated that the estimated decay
time constant
P decreased from 0.14 to
0.08 s when the bath temperature was raised from 24°C to 32°C, with little change in
P. This resulted in a
shift of the break point in the R2 depression curve from about 1 to 2 Hz and a 40% reduction in the estimated
P (Fig. 10 and Table 3 in Li and
Burke 2001a
). It seemed possible that the apparent decrease in
relative R2 facilitation at higher frequencies in older mice (
P10;
Fig. 5) could signal a developmental increase in the rate of residual
Ca2+ decay, making it undetectable within the
range of frequencies tested. However, the modeling results suggested
that this was not the case (see Tables 1 and 2). Moreover, reducing
[Ca2+]o to 0.8 mM
revealed an obvious relative R2 facilitation in the data from older
mice with a similar frequency break-point (about 1 Hz; Fig. 6). The
present modeling results (Tables 1 and 2) suggested that
P was similar at 24°C in mice of all
ages tested. We therefore attribute the apparent diminution of
high-frequency R2 facilitation to a reduction in the increment
P (Tables 1 and 2), which presumably results
from changes in the sensitivity of release mechanisms to residual
Ca2+ after each presynaptic action potential (see
Chuhma et al. 2001
).
On the other hand, model fits to the regular train data (Table 1)
suggested that the increment
M increased with
postnatal age while
M showed a
systematic decrease. The latter was also evident in the fits to
irregular sequences (Table 2) but
M from these
fits showed a decrease with age rather than an increase. For several
reasons, we believe that the regular train estimates are more reliable.
First, the
M parameter is the least reliable
of the seven in the face of noise in the input data (see
APPENDIX and Fig.
12). In addition, the irregular train
data does not contain information about steady-state (Tail) depression
that is the most important constraint on the estimation of M
process parameters. Finally, the regular train estimates were based on
much larger samples than the irregular sequence estimates (see Table 1
and 2). Accordingly, we favor the interpretation that
M steadily increases while
M decreases between P2 and
P12.
|
The nature of the activity-dependent process (or processes) that speeds
renewal of readily-releasable transmitter is unknown. However, the
present results suggest that the efficacy of the process (i.e.,
M) increases with postnatal age, even though the effect decays more rapidly. The ability to recognize it effects using a relatively simple paradigm (i.e., regular trains), as well as
to gain some estimation of its magnitude and time course (albeit
imperfect) may make it possible to design experiments to clarify the
underlying mechanism(s).
Concluding comment
To our knowledge, there is no data on short-term modulation of
group Ia transmission in the adult mouse. However, it is clear that Ia
synapses in the adult cat exhibit relatively little short-term modulation at frequencies
100 Hz (Eccles 1964
). We
assume that there is continued maturation of this functionally
important synaptic system in the mouse beyond 2 wk of age,
as implied by ultrastructural changes in ventral horn synaptic boutons
between P11 and adult rats (Vaughn and Grieshaber 1972
).
It would be technically formidable to study this system in an in vivo
mouse preparation. Investigation of later stages in the postnatal
development of the mouse spinal cord synapses likely will have to await
further development of the in vitro approach that permits survival of
spinal cord explants from older animals.
| |
APPENDIX |
|---|
|
|
|---|
Synaptic model description
The lumped approximation model used to evaluate the experimental
data in this paper has been described in detail elsewhere (Li
and Burke 2001a
). It assumes that two presynaptic compartments, called N and S, are depleted, or transiently
inactivated, in proportion to the amount of transmitter released on
activation. At rest, both compartments are assumed to be at their
maximum capacity, Nmax and
Smax. It also assumes the existence of two
presynaptic processes, called P and M, that produce qualitatively different activity- and time-dependent
enhancements of transmitter release. There are eight possible
combinations of these model elements: one or two compartments with or
without one or both of the enhancement processes. All combinations were tested, but only the complete model successfully simulated all of the
data (paired-pulse and steady-state depression, responses during
irregular stimulation, and recovery following a high-frequency train).
For clarity, the model is described by difference equations that
represent the state of the system at successive activation times. The
assumptions are as follows.
1) There are two presynaptic compartments, N and S, that represent the fractions of the respective baseline maxima, Nmax = 1 and Smax = 1, that are available at any time, t.
2) Competent N and S elements assort independently but both must combine to allow transmitter release. Because N and S range between zero and one, they are treated as probabilities such that the product N · S at any time gives an estimate of the fraction of release-competent combinations available at that moment.
3) With the initial activation from rest, a fraction
f of competent N · S combinations
actually release transmitter to produce a postsynaptic response
R
|
R and S' = S
R. Both compartments then return
exponentially toward their respective maxima (1.0) with independent
renewal time constants,
N and
S
|
N
and k2 = 1/
S.
5) A process P can change f in an
activity- and time-dependent manner: R = N
· S f (1 + P). At each activation after
the first, an increment
P adds to the
preexisting level of P' (baseline
P = 0), which subsequently decays exponentially between
activations
|
P.
Positive values of
P produce enhanced release.
6) A second process M produces activity- and
time-dependent modulation of the N compartment renewal time
constant
N
|
|
M
(baseline M = 0), and subsequently decays toward zero
|
M.
Positive values of
M reduce the baseline
N, increasing the renewal rate.
Parameter estimation
The model system described above was implemented in a
spreadsheet and three parameter extraction programs written in PASCAL, one for each of the three experimental paradigms used in the present work. These implementations permitted us to explore the outcome of any
of the model permutations, from a simple one compartment system
(R = N · f with 2 parameters,
N and
f) to the complete system with seven parameters.
The compiled programs started with a randomly chosen parameter set, which was iteratively refined by random perturbation, weighted by the
current RMS error between the target data and the calculated responses,
to produce a parameter set that minimized the RMS error (Li and
Burke 2001a
). For a given data set, the search process was
repeated
20 times to isolate a parameter set that produced the
smallest RMS error. Such repetitions sometimes yielded two or three
parameter clusters, indicating the existence of local minima, but one
cluster always had RMS errors that were substantially smaller than the others.
The parameter estimation programs were tested using noise-free input
data sets (target data) generated by the model with known parameters
that were representative of the range found experimentally. With either
the train and irregular stimulation paradigms, the percent error
|
M
and
M, which were <3%. In contrast,
with the recovery curve paradigm, the parameter sets extracted from
zero noise artificial data showed larger errors, especially for
P and
P (err
near 20%). Therefore the recovery curve paradigm was not used for
parameter estimation.
Sensitivity analysis
Extraction of seven parameters from observed data sets depends
to a critical extent on the exact shape of the depression curves, which
are distorted by experimental noise. We therefore examined the effect
of adding increasing levels of Gaussian noise with SD
10% to the
noise-free artificial data set (range 0 to 1), using both the train and
irregular stimulation paradigms. The extraction program was run 20 times for each noise level, taking the parameter set with the least RMS
error from five repetitions of each perturbed data set. Because the
point of interest was the variability of the extracted parameters with
noise level, the criterion we evaluated was the coefficient of
variation, CV =
/µ, of the individual parameters extracted at
each noise level. For each parameter, CV varied approximately linearly
with the added noise level and the slope of the relation between CV and noise provided an index of its relative sensitivity to added noise. The
results are shown in Fig. 12, in which parameters are ordered from left
to right in order of increasing sensitivity.
The release fraction f was clearly the parameter least
sensitive to noisy data sets because it depends on the amount of
relative depression rather than the details of depression curve shape.
The estimates of
N,
S,
P, and
P exhibited moderate levels of noise
sensitivity, while
M and
M showed the greatest sensitivity with both
regular train and irregular interval paradigms. These differences in
the reliability of parameter estimations are clearly important in evaluating the changes in estimated parameters in the different age
groups reported in this paper.
| |
ACKNOWLEDGMENTS |
|---|
We thank Dr. William B. Marks for many valued discussions during the development of the present synaptic model system. Thanks also to Drs. James Dambrosia and Leonid Kopylev for advice on statistical methods.
| |
FOOTNOTES |
|---|
Address for reprint requests: R. E. Burke, Bldg. 49, Rm. 3A50, National Institutes of Health, Bethesda, MD 20892-4455 (E-mail: reburke{at}helix.nih.gov).
| |
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