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Science 31 July 1998: Vol. 281. no. 5377, p. 619 DOI: 10.1126/science.281.5377.619a
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Technical Comments
Learning and the Sensorimotor Synapse in Aplysia
One of the key questions in
neuroscience is the neuronal basis of learning and memory. Several
neuronal mechanisms have been described that could plausibly contribute
to learning and memory in mammals, but it has been difficult to relate
them directly to behavior. The gill- and siphon-withdrawal reflex of
the marine snail Aplysia is advantageous for such studies
because the neuronal circuit for the reflex is partly monosynaptic, and
the reflex has been shown to undergo several simple forms of learning,
including classical conditioning (1). Moreover, a cellular
analog of the conditioning has been demonstrated at synapses between
identified sensory and motor neurons in the isolated nervous system
(2). This analog has been thought to be a result of
activity-dependent enhancement of presynaptic facilitation of the
sensory neurons by modulatory transmitters, including serotonin
(2, 3). Recent evidence suggests, however, that the analog
may also be a result, in part, of Hebbian long-term potentiation (LTP)
similar to that observed in mammalian hippocampus
(4). The sensory neurons have been shown to use
glutamate as a transmitter that acts on
N-methyl-D-aspartate (NMDA)-like receptors on
the motor neurons (5), and sensorimotor neuron
synapses in isolated cell culture undergo Hebbian LTP that is blocked
by the NMDA receptor blocker DL-2-amino-5-phosphonovalerate (APV) (6). Murphy and Glanzman (7)
report that APV also reduces the cellular analog of conditioning at
sensorimotor neuron synapses in the isolated nervous system, suggesting
that LTP is involved. Their experimental design, however, appears not
to support strong conclusions about the relative contributions of
Hebbian LTP and activity-dependent presynaptic facilitation by a
modulatory transmitter.
The conditioning analog includes both associative effects of paired
training and nonassociative effects of unpaired training (2). If APV selectively eliminated the associative effect,
as proposed by Murphy and Glanzman (7), then one
would predict that it should reduce the facilitation by paired training
to the level of facilitation by unpaired training. Murphy and Glanzman
(7) report that when tested 15 min after training,
facilitation by paired training was reduced by perfusion with APV
during training, and facilitation by unpaired training was not reduced
by APV, consistent with this prediction. However, in the control
experiments without APV, there was no difference between paired and
unpaired training (that is, there was no associative effect). According to Murphy and Glanzman's hypothesis, these statements cannot be simultaneously correct. The results 60 min after training were more
internally consistent, but the data from 15-min after training illustrate the problem.
The most likely explanation of these results is that some or all of the
experiments with paired training appear to have been run at different
times (even different years) than the experiments with unpaired
training. In a 1995 abstract, Murphy and Glanzman stated that
facilitation by paired training is reduced by APV (8), and
in a 1996 abstract, they stated that facilitation by unpaired training
is not blocked by APV (9). In their report
(7), they presented the results on paired and
unpaired training in separate figures [figures 1 and 2 in
(7)]. Moreover, they analyzed the results on paired
training with parametric statistics (ANOVA) and the results on
unpaired training with nonparametric statistics (Kruskal-Wallis ANOVA),
because of differences in homogeneity of variance. The use of different
types of statistical tests would not have been appropriate if the
experiments on paired and unpaired training were run at the same time.
The problem with running some or all of the experiments on paired and
unpaired training at different times is that the nonassociative effects
of unpaired training may fluctuate dramatically from week to week and
month to month in wild-caught animals such as Aplysia. Thus, a likely explanation of the 15-min data in the report
(7) is that the nonassociative effect was stronger
when the unpaired experiments were run than when the paired experiments
were run. One could not then separate the associative effects of paired training from the nonassociative effects of unpaired training, and thus one could not tell to what extent APV reduced the associative effect.
Murphy and Glanzman imply that the associative effect is largely a
result of Hebbian LTP. However, activity-dependent presynaptic facilitation could contribute to the cellular analog of conditioning (2, 3). For example, Abrams and Galun (10) have
found that injection of an inhibitor of cAMP-dependent protein kinase
into the sensory neuron, which blocks the presynaptic effects of
serotonin, also blocks the cellular analog of conditioning. It is also
possible that Hebbian postsynaptic mechanisms and
activity-dependent presynaptic facilitation interact in some way,
because Bao et al. (11) and Schacher et
al. (12) have found that manipulations that block Hebbian LTP also block activity-dependent presynaptic facilitation by
serotonin in isolated cell culture. Disentangling the relative contributions of these different mechanisms and their possible interactions will require experiments designed to distinguish between
the associative and nonassociative effects of training.
Robert D. Hawkins
Center for Neurobiology and Behavior, Columbia
University, New York, NY 10032, USA, and New York State
Psychiatric Institute, New York, NY 10032 E-mail:
rhawkins{at}nypimail.cpmc.columbia.edu
REFERENCES AND NOTES
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T. J. Carew, E. T. Walters, E. R. Kandel.
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D. L. Glanzman,
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T. W. Abams and J. E. Galun, ibid.
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J.-X. Bao,
E. R. Kandel,
R. D. Hawkins,
J. Neurosci.
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[Abstract/Free Full Text]
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S. Schacher,
F. Wu,
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(1997)
[Abstract/Free Full Text].
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I thank J. Byrne, T. Carew, and E. Kandel for their comments
and H. Ayers and M. Pellan for typing the manuscript. Preparation of
this technical comment was supported by a grant from the NIMH
(MH26212).
16 January 1998; accepted 16 June 1998
Response: We reported (1) that the
specific NMDA receptor antagonist APV blocks associative enhancement of
sensorimotor synapses in a cellular analog of classical conditioning of
the siphon-withdrawal reflex of Aplysia (2).
Earlier, we found that this cellular analog of conditioning is also
blocked by the presence in the postsynaptic motor neuron of the rapid
calcium chelator BAPTA (3). These two studies extend earlier
in vitro results from our laboratory, which indicated that sensorimotor
synapses in culture exhibit a form of LTP that resembles LTP of CA1
hippocampal synapses (4). Like LTP of CA1 synapses,
LTP of sensorimotor synapses depends on postsynaptic depolarization, a
rise in postsynaptic calcium, and activation of NMDA-type receptors,
because it can be blocked by postsynaptic hyperpolarization, by
postsynaptic BAPTA, or by APV (5, 6). Furthermore, LTP of sensorimotor synapses can be induced in Hebbian fashion, by
pairing brief stimulation of a presynaptic sensory neuron with strong depolarization of a postsynaptic motor neuron (6,
7). On the basis of the similarities between the
cellular analog of conditioning and LTP--and also because paired
training in classical conditioning of the withdrawal reflex,
like Hebbian LTP of sensorimotor synapses, involves the conjoint
activation of sensory and motor neurons (8)--we concluded
(1) that LTP contributes to classical conditioning of the
withdrawal reflex (9).
In our report (1), we asked two questions: (i) Does APV
disrupt associative synaptic enhancement in a cellular analog of
classical conditioning? (ii) Does APV disrupt nonassociative,
sensitization-related synaptic enhancement? In answer to the first, we
found that APV blocked conditioning-related synaptic enhancement
[figure 1C in (1)]; in answer to the second, we found that
APV did not affect sensitization-related synaptic enhancement [figure
2C in (1)]. These are two separate experimental questions,
and it was therefore appropriate to carry out the experiments that
address these questions separately (10). Our experimental
design would be problematic only if, as Hawkins states, there were
significant variability in the nonassociative effects of training
across the two sets of experiments; such variability would make it
difficult to interpret the effect of APV as being strictly disruption
of associative enhancement. In our report, the CS+-APV EPSP
at 15 min was somewhat less than the CS EPSP [figures 1C
and 2C in (1)]. Moreover, we found no difference between the CS+ and CS results at 15 min,
contrary to what one would expect if there were an associative effect
of paired training [figure 2D in (1)]. The 60-min results,
in contrast, are consistent with our interpretation of the data, which
Hawkins does not dispute. Thus, the amplitudes of the
CS+-APV EPSP and CS EPSP are almost
identical at 60 min. Also, the CS+ EPSP is significantly
larger than the CS EPSP at 60 min, which indicates that
the paired training produced an associative effect at 60 min, although
not at 15 min, posttraining.
Hawkins' critique rests on his interpretation of our 15-min results,
which appear to conflict with results from an earlier study by Hawkins
and his colleagues (11; see also 12). That study, unlike ours, used a differential conditioning paradigm in which paired
and unpaired training were delivered to different synapses made by two
presynaptic sensory neurons with the same target motor neuron. (In our
experiments only a single synapse was trained per preparation.) In the
experiments by Hawkins et al., stimulation of one
presynaptic sensory neuron was paired with tail nerve (or tail) shock
(the US), while stimulation of the other presynaptic neuron was
unpaired with the US. (In some experiments the nonassociative condition
involved a "US alone" protocol, in which one of the sensory neurons
received no stimulation during the training.) Hawkins et al.
observed a significant difference between the paired and unpaired data
5 to 15 minutes after training [figure 1C in (11)].
Why did our 15-min results (1) differ from those of Hawkins
and colleagues (11)? In part to answer this question, we
have recently carried out a series of conditioning experiments
involving differential training. The results indicate that the absence
of an associative effect in our 15-min data is related to the use of a
nondifferential training procedure. We have found a significant difference between associative and nonassociative effects at both 15 min (Fig. 1) and 60 min after differential training (13).
Why the results of nondifferential and differential conditioning should differ at 15 min after training is unclear. Possibly differential training--because it involves two synapses on the same postsynaptic target cell--reveals a competitive interaction between the synapses that is not apparent in the nondifferential paradigm, in which only a
single synapse is trained (14, 15). In any case, our
new experiments provide an alternative explanation for the 15-min data
of our report (1), one that is consistent with our
interpretation of APV's effect.
Fig. 1.
Comparison of the effects of nondifferential and
differential conditioning 15 min after the end of training.
Nondifferential data are from our report (1). Differential
data are from experiments (n = 7) that used two sensory
neuron connections with the same siphon motor neuron (13).
One connection received paired training, while the other received
unpaired training. In the unpaired condition the CS and US were
separated by 2.5 min. Otherwise, the experimental methods were like
those used in our report (1). Difference between the
CS+ and CS EPSPs is statistically significant
for the differential training (P < 0.02), but not for the
nondifferential training (P > 0.05) (unpaired t
tests).
[View Larger Version of this Image (23K GIF file)]
One must ask whether Hawkins's interpretation of the data provides a
strong explanation for our APV results. Variability in the
nonassociative effects of training could account for the effect of APV
in our experiments only if (i) APV disrupted the nonassociative component of conditioning when it was "weak" (paired experiments), but not when it was "strong" (unpaired experiments); and if (ii) APV had little or no effect on the associative component of
conditioning (because otherwise the CS+-APV EPSP should
have been even smaller than it was) [see figure 1C in
(1)]. Besides being ad hoc, such an argument would not
account for our previous finding that APV blocks associative LTP of
sensorimotor synapses in vitro (6). Moreover, this
argument is not strongly supported by our data. A posthoc analysis of
our 15-min data indicates that the difference between the
CS and CS+-APV groups is not statistically
significant (P > 0.1, unpaired t test),
whereas the difference between the CS+ and
CS+-APV groups is statistically significant
[P < 0.05, unpaired t test; see also note
18 of (1)].
The results of our recent differential conditioning experiments make a
strong case. If the effect of APV in the paired experiments of our
study (1) were a result, in part, of fluctuation in the nonassociative effects of training, then one would predict that APV's
disruptive effect would disappear, or at least significantly diminish,
if a differential conditioning paradigm were utilized. But this
prediction fails. As we have reported (16), APV
blocks the associative component of differential conditioning, but does not effect the nonassociative component.
Although our data indicate that classical conditioning of the
withdrawal reflex in Aplysia involves Hebbian LTP, we agree with Hawkins that other processes could contribute to this form of
learning. The model of associative enhancement of sensorimotor synapses in figure 3 of our report (1) includes a role
for facilitatory interneurons, and in the legend to figure 3 we
specifically state that facilitatory transmitters, such as serotonin,
might interact with LTP during classical conditioning.
The conclusion that classical conditioning in Aplysia is
mediated, in part, by Hebbian LTP was unexpected because an earlier study by Hawkins and his colleagues (18) specifically ruled
out the involvement of Hebbian modulation of sensorimotor synapses. How
can the data from this earlier study be reconciled with the results
from our laboratory? We (3, 6, 17) have previously
suggested that the intrasomal injections of current used in the 1984 study were insufficient to significantly alter the membrane potential of the siphon motor neurons at postsynaptic sites in the central nervous system. Hawkins now appears to accept this explanation for his
group not detecting a postsynaptic contribution to classical conditioning in Aplysia (19). Hawkins and his
colleagues have recently confirmed our findings (3, 5,
6) that associative enhancement of sensorimotor synapses is
blocked by postsynaptic hyperpolarization and postsynaptic BAPTA
(19).
Recently, two papers appeared that presented evidence that LTP
mediates fear conditioning in rats (20). Anthropomorphic
considerations aside, one can view classical conditioning of the
withdrawal reflex in Aplysia as a type of fear conditioning.
It is therefore intriguing that the synapses that appear to undergo LTP
during fear conditioning in rats are synapses that transmit CS
information. The parallels between the invertebrate and vertebrate data
are striking. They suggest the possibility that NMDA receptor-dependent
LTP of CS pathways may be a general feature of fear conditioning (see
also 21).
Geoffrey G. Murphy
Interdepartmental Graduate Program in Neuroscience, School of
Medicine, University of California, Los Angeles, CA 90095, USA
David L. Glanzman
Department of Physiological Science and Department of
Neurobiology and Brain Research Institute, University
of California, Los Angeles, CA 90095, USA E-mail:
dglanzman{at}physci.ucla.edu
REFERENCES AND NOTES
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G. G. Murphy and
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G. G. Murphy and
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The group data for the paired and unpaired experiments were
presented in separate figures and analyzed with separate ANOVAs, as
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represent two separate experiments, each with its own control group.
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connections made by different sensory neurons with a single motor
neuron are regulated by synaptic competition.
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The cellular basis for the temporal dependency of the
expression of the associative effect in our nondifferential experiments
[figure 2D in (1)] also remains to be determined. Other
studies of classical conditioning in invertebrates, however, have
observed a similar time-dependent expression of the associative effect
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. The nonassociative
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We thank M. Barish, D. Buonomano, F. Krasne, T. O'Dell, and
S.-R. Yeh for their comments.
20 March 1998; accepted 16 June 1998
THIS ARTICLE HAS BEEN CITED BY OTHER ARTICLES:
- Cellular Analog of Differential Classical Conditioning in Aplysia: Disruption by the NMDA Receptor Antagonist DL-2-Amino-5-Phosphonovalerate.
- G. G. Murphy and D. L. Glanzman (1999)
J. Neurosci.
19, 10595-10602
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