Previous Article | Next Article 
The Journal of Neuroscience, June 1, 2001, 21(11):4050-4058
Modulators with Convergent Cellular Actions Elicit Distinct
Circuit Outputs
Andrew M.
Swensen and
Eve
Marder
Volen Center and Biology Department, Brandeis University, Waltham,
Massachusetts 02454
 |
ABSTRACT |
Six neuromodulators [proctolin, Cancer borealis
tachykinin-related peptide Ia, crustacean cardioactive peptide
(CCAP), red pigment-concentrating hormone, TNRNFLRFamide, and
pilocarpine] converge onto the same voltage-dependent inward current
in stomatogastric ganglion (STG) neurons of the crab C.
borealis. We show here that each of these modulators acts on a
distinct subset of pyloric network neurons in the STG. To ask whether
the differences in cell targets could account for their differential
effects on the pyloric rhythm, we systematically compared the motor
patterns produced by proctolin and CCAP. The motor patterns produced in proctolin and CCAP differed quantitatively in a number of ways. Proctolin and CCAP both act on the lateral pyloric neuron and the
inferior cardiac neuron. Proctolin additionally acts on the pyloric
dilator (PD) neurons, the pyloric (PY) neurons, and the ventricular
dilator neuron. Using the dynamic clamp, we introduced an artificial
peptide-elicited current into the PD and PY neurons, in the presence of
CCAP, and converted the CCAP rhythm into a rhythm that was
statistically similar to that seen in proctolin. This suggests that the
differences in the network effects of these two modulators can
primarily be attributed to the known differential distributions of
their receptors onto distinct subsets of neurons, despite the fact that
they activate the same current.
Key words:
stomatogastric ganglion; crab; Cancer
borealis; proctolin; CCAP; RPCH; CabTRP; FLRFamide-related
peptides
 |
INTRODUCTION |
All nervous systems use a large
number of different signaling molecules as neurotransmitters and
neuromodulators. In principle, voltage-dependent and ligand-gated
channels, chemical synapses, and electrical synapses are all subject to
neuromodulation, resulting in changes in circuit activity and output
(Marder and Calabrese, 1996
). The large number of potential sites for
neuromodulation within a circuit often makes it difficult to understand
exactly how modulation of one or more currents in one or more neurons within a circuit results in altered circuit activity. Understanding how
modulation at the cellular level translates into altered circuit output
can be profitably studied in relatively small nervous systems, in which
the number of neurons involved allows the investigator to identify the
neurons that are direct targets of modulation (Marder and Eisen, 1984b
;
Flamm and Harris-Warrick, 1986
; Hooper and Marder, 1987
). The
stomatogastric ganglion (STG) of crabs contains only 26-27 neurons
(Kilman and Marder, 1996
) but is modulated by 15-20 different
substances (Marder, 1987
; Christie et al., 1995
; Marder et al., 1995
).
This raises a series of issues about how multiple neuromodulators can
act on the same circuits to produce a variety of behaviors.
Recently we found that six modulators [proctolin, Cancer
borealis tachykinin-related peptide Ia (CabTRP), TNRNFLRFamide,
crustacean cardioactive peptide (CCAP), red pigment-concentrating
hormone (RPCH), and the muscarinic agonist pilocarpine] that elicit
distinct effects on the rhythmic output of the STG (Marder and Hooper, 1985
; Marder and Weimann, 1992
) converge onto the same
voltage-dependent current (Swensen and Marder, 2000
). This is in
contrast to the amines serotonin and dopamine that modulate a variety
of different currents in STG neurons (Kiehn and Harris-Warrick,
1992a
,b
; Harris-Warrick et al., 1995a
,b
, 1998
; Zhang and
Harris-Warrick, 1995
; Zhang et al., 1995
; Kloppenburg et al.,
1999
).
How can a network produce divergent outputs in response to multiple
substances that converge onto the same current? To answer this
question, we first determined which neurons of the pyloric network of
the STG responded to each of the convergent modulators and found that
each of the convergent modulators acts on a different subset of
neurons. This suggests that the differential distribution of receptors
onto distinct subsets of target neurons may be responsible for the
divergent effects of these modulators on network activity. To test this
hypothesis, we used the dynamic clamp (Sharp et al., 1993a
,b
) to
introduce an artificial peptide current into specific neurons, to
attempt to convert the motor patterns from those characteristically produced by one set of neuronal targets to those produced by another. Specifically, we found that by introducing an artificial
peptide-activated current into two cells that do not respond to CCAP
but do respond to proctolin we could convert the CCAP rhythm into a
proctolin-like rhythm. This would suggest that major differences in
circuit output can result from modulators that act on the same current
if they act on different subsets of circuit neurons.
 |
MATERIALS AND METHODS |
Animals. C. borealis were obtained from
Commercial Lobster (Boston, MA) and maintained in artificial seawater
until used.
Modulators. Proctolin (Sigma, St. Louis, MO), CabTRP
Ia (gift from A. E. Christie and M. P. Nusbaum), CCAP
(Bachem, Torrance, CA), RPCH and TNRNFLRFamide (American Peptide
Company, Sunnyvale, CA), and pilocarpine (Sigma) were dissolved in
saline and either pressure applied using a Picospritzer (5-15 psi;
50-1000 msec) with 100-500 µM (proctolin, CabTRP, CCAP,
TNRNFLRFamide, and RPCH) or 10-50 mM (pilocarpine) in the
pressure pipette or bath applied at the concentrations indicated in the
text and figure legends.
Solutions. C. borealis physiological saline was
composed of (in mM): NaCl, 440; KCl, 11;
CaCl2, 13; MgCl2, 26;
Trizma base, 11; and maleic acid, 5, pH 7.4-7.5.
Recordings. The stomatogastric nervous systems were
dissected out of the animals and pinned out in dishes containing
Sylgard (Dow Corning, Midland, MI). During the experiments, the nervous systems were continuously superfused with chilled (11-14°C)
physiological saline. Extracellular recordings from nerves were made
using stainless steel pin electrodes. Intracellular recordings were
made using the Axoclamp 2A and 2B amplifiers (Axon Instruments, Foster
City, CA) in either two-electrode current clamp,
single-electrode current clamp, or two-electrode voltage clamp (TEVC).
Microelectrodes used for intracellular recordings and injections
contained 0.6 M
K2SO4 and 20 mM
KCl, and electrode resistances ranged from 20 to 40 M
. Data were
collected and analyzed using pCLAMP software (Axon Instruments).
For the experiments performed to identify the cell targets of the
various modulators and for the dose-response curves, neurons were
pharmacologically isolated using 10 µM picrotoxin (PTX;
Sigma) to block the inhibitory glutamatergic synapses in the STG
(Bidaut, 1980
; Marder and Eisen, 1984a
), 0.1 µM
tetrodotoxin (TTX; Alomone Labs, Jerusalem, Israel) to block action
potential generation, and, in some cases, 10 mM
tetraethylammonium chloride (TEA; Sigma) to block some of the
K+ currents. Photoinactivation was used to
eliminate electrically coupled neurons (Miller and Selverston, 1979
).
For photoinactivation, cells were filled for 45 min with Lucifer yellow
(10%) in an electrode backfilled with 1 M LiCl (
4 to
8
nA pulses). Cells sat for an additional 30-60 min before irradiation
to allow the Lucifer yellow to diffuse to the outer processes.
For the experiments performed to compare the network effects of CCAP
and proctolin, the STG was isolated from anterior modulatory inputs by
blocking the stomatogastric nerve with a well containing sucrose (750 mM). Data analyses of the phase relationships and cell
activity measurements were done using DataMaster, version 2.0, by
William Miller. Phase relationships were calculated by dividing the
time of burst onset (or offset) by the cycle period. The onset
of the pyloric dilator (PD) neuron was defined as time 0 for each cycle.
Dynamic clamp. Artificial currents were introduced into
neurons using a version of the dynamic clamp (Sharp et al., 1993a
,b
) developed by Farzan Nadim, Yair Manor, and William Miller with LabView/CVI software (National Instruments, Austin, TX). The
artificial currents were described by the equation: I = g*m*(V
Er),
where m = 1/(1 + exp((V
Vm)/Km)),
Er is the reversal potential,
Vm is the half-maximal activation, and
Km is the slope of the logistic function at Vm. For the artificial current in the
PD neuron, Er =
22 mV,
Vm =
21 mV, and
Km =
8 mV. For the pyloric (PY)
neuron, these values were Er = 9 mV,
Vm =
18 mV, and
Km =
10 mV.
Current-voltage curves. To obtain current-voltage curves,
cells were voltage clamped and typically ramped from
90 to 0 mV at 75 mV/sec (1.2 sec total). The currents elicited under control conditions
were then subtracted from those obtained in the presence of the
pressure-applied modulator. This difference current was plotted versus
voltage to yield the current-voltage curves (Swensen and Marder,
2000
).
Statistics. The SigmaPlot and SigmaStat software packages
(Jandel Scientific, San Rafael, CA) were used for statistical analyses.
 |
RESULTS |
We demonstrated previously that six modulators (proctolin, CabTRP,
CCAP, RPCH, TNRNFLRFamide, and pilocarpine) converge onto the same
voltage-dependent current (Swensen and Marder, 2000
). This current is
an inward nonspecific cation current that shows strong outward
rectification (Golowasch and Marder, 1992
). The peak inward current is
elicited at voltages ranging from
40 to
20 mV depending on the cell
type (Swensen and Marder, 2000
). We showed that although the lateral
pyloric (LP) neuron responded to all six modulators, the ventricular
dilator (VD) neuron responded to only a subset of the modulators
(Swensen and Marder, 2000
). To account for the effects of these
neuromodulators on the entire network, it is necessary to determine
which cell types respond to each substance. Therefore, we assayed the
remaining pyloric network neurons to determine which modulators act on
each cell type.
The PD neurons respond to proctolin, CabTRP, and pilocarpine
There are two PD neurons in each STG. Figure
1A shows an example of
the current-voltage curves for proctolin, CabTRP, and pilocarpine in
an isolated PD neuron. Note the similarity in the curves and that, for
each modulator, the voltage at which the peak inward current was
elicited (Vpeak) was approximately
35 mV. The
PD neurons responded to proctolin (n = 7), CabTRP
(n = 8), and pilocarpine (n = 7) but
not to TNRNFLRFamide (n = 4), CCAP (n = 5), or RPCH (n = 3). The mean
Vpeak values for proctolin, CabTRP, and
pilocarpine were statistically indistinguishable (one-way ANOVA,
p = 0.162). The mean Vpeak value
for all PD neurons was
30 ± 1 mV (n = 8).

View larger version (28K):
[in this window]
[in a new window]
|
Figure 1.
Modulators acting on the PD and PY neurons.
A, Convergence of proctolin, CabTRP, and pilocarpine
onto the PD neuron. All three modulators yield similar current-voltage
curves with Vpeak values of approximately 35 mV.
Recordings were made from the same PD neuron. The PD neuron was
isolated from the electrically coupled AB and LPG neurons by
photoinactivation. B, Two of the response types
exhibited by PY neurons. The responses of the PY neuron fell into three
categories: those that responded to only TNRNFLRFamide (type I;
top), those that responded to TNRNFLRFamide, proctolin,
and pilocarpine (type II; bottom), and those that
responded to TNRNFLRFamide, proctolin, pilocarpine, and CabTRP (type
III; data not shown). Note that all three modulators converging onto
the type-II neurons yield similar current-voltage curves with
Vpeak values at approximately 20 mV. Recordings were all
made in TEVC. Modulators were pressure applied for 100 msec at 500 µM (proctolin, CabTRP, or TNRNFLRFamide) or 50 mM (pilocarpine). The bath contained 10 µM
PTX to block the inhibitory glutamatergic synapses, 0.1 µM TTX to block action potential generation, and 10 mM TEA to block some of the K+
currents.
|
|
PY neurons fall into three categories
In the lobster Panulirus interruptus, there are eight
PY neurons that have been divided into two classes on the basis of
their firing patterns and synaptic connections (Hartline et al., 1987
). In the crab C. borealis, there are approximately five PY
neurons (Kilman and Marder, 1996
), which are also likely to be
heterogeneous in terms of synaptic connectivity. Figure
1B shows the current-voltage curves for two PY
neurons that responded to different subsets of the modulators. The PY
neurons responding to only TNRNFLRFamide (4 of 14) were classified as
type-I PY neurons. The other PY neurons responded either to
TNRNFLRFamide, proctolin, and pilocarpine (type II; 6 of 14) or to
TNRNFLRFamide, proctolin, pilocarpine, and CabTRP (type III; 4 of 14).
None of the PY neurons tested responded to either CCAP
(n = 14) or RPCH (n = 14). In three of four experiments in which we recorded from two PY neurons in the same
preparation, we found that the PY neurons fell into different categories on the basis of their modulator responses. This suggests that these different PY neuron subtypes are expressed in each individual animal and are not simply a result of animal-to-animal variability. The mean Vpeak values for type-I
(
18 ± 6 mV; n = 3), type-II (
21 ± 7 mV;
n = 5), and type-III (
19 ± 6 mV;
n = 4) PY neurons were statistically indistinguishable
(one-way ANOVA, p = 0.777). In addition, the pooled
Vpeak values for each individual modulator
(TNRNFLRFamide, proctolin, pilocarpine, and CabTRP) across all PY
neurons were not statistically different (one-way ANOVA,
p = 0.587).
The inferior cardiac neuron responds to five of the
six modulators
There is one inferior cardiac (IC) neuron in each STG. The IC
neuron responded to proctolin (n = 7), CabTRP
(n = 7), CCAP (n = 5), TNRNFLRFamide
(n = 7), and pilocarpine (n = 5) but
not to RPCH (n = 4). The Vpeak
measurements for the different modulators acting on the IC neuron were
not statistically different (one-way ANOVA, p = 0.617).
The mean Vpeak value for all IC neurons was
29 ± 5 mV (n = 7).
The lateral posterior gastric neurons
There are two lateral posterior gastric (LPG) neurons in each STG.
All isolated LPG neurons responded to CabTRP (n = 7)
but not to proctolin (n = 7), CCAP (n = 3), TNRNFLRFamide (n = 3), or RPCH (n = 3). Two of five LPG neurons responded to pilocarpine as well. The
Vpeak value for CabTRP in the LPG neurons was
18 ± 5 mV (n = 5).
The anterior burster neuron
There is one anterior burster (AB) neuron in each STG. The AB
neuron is electrically coupled to the PD neurons and often has a very
small soma with a narrow neck, partially isolating the soma from its
major neurite and its electrically coupled partners. In voltage-clamped
isolated AB neurons, we were not able to see any modulator-elicited
currents in response to voltage ramps. In current-clamp recordings of
isolated AB neuron activity, however, the modulators increased the
frequency and/or enhanced the amplitude of the membrane potential
oscillations of the AB neuron (proctolin, n = 5;
CabTRP, n = 3; CCAP, n = 3;
pilocarpine, n = 2; TNRNFLRFamide, n = 2; and RPCH, n = 2; data not shown).
Summary of the cellular targets for each modulator
Figure 2 summarizes the cell targets
of each modulator, and Table 1 reports
the measured Vpeak values of the modulator
responses in each cell type. In Figure 2, neurons that displayed
multiple response types are shaded according to the subpopulation of
those neurons that showed responses.

View larger version (45K):
[in this window]
[in a new window]
|
Figure 2.
Pyloric circuits summarizing the target neurons
(shaded) for each of the convergent modulators. Each
modulator targets a different subset of cells. Neurons that exhibited
multiple responses are shaded according to the
percentage of the cells that did respond to a given modulator.
|
|
Figure 2 shows that each of the modulators acted on a different subset
of the neurons in the pyloric rhythm. On one end of the spectrum,
CabTRP activated all cell types, whereas at the other end of the
spectrum, RPCH had only two cell targets. To determine experimentally
whether the differences in cell targets can account for differences in
the motor patterns evoked by the different modulators, we wanted to
select a pair of substances that differed in cell targets sufficiently
to be interesting (more than one cell different) but were close enough
so that we could later apply artificial peptide currents with the
dynamic clamp. Therefore, we chose to compare the actions of proctolin
and CCAP. The logic of the remainder of this paper is first to compare
quantitatively the motor patterns evoked by proctolin and CCAP and then
to determine whether we can convert a CCAP pattern to a proctolin
pattern by application of the modulator current, using the dynamic
clamp, to those cells that do not respond to CCAP but do respond to proctolin.
Proctolin and CCAP elicit distinct effects at the
network level
The physiological actions of bath-applied proctolin and CCAP have
been reported previously (Hooper and Marder, 1984
; Marder et al., 1986
;
Nusbaum and Marder, 1989a
,b
; Weimann et al., 1997
). However, in the
previous work proctolin and CCAP were studied separately, and each was
compared with control saline, and there were no direct quantitative
comparisons of the motor patterns evoked by these modulators. Figure
3 shows an example of proctolin and CCAP
(at two concentrations) applied to the same preparation. Previous work
had shown that both modulators strongly excited the LP neuron but that
CCAP has a more potent action on the LP neuron at a given concentration
(Hooper and Marder, 1984
; Marder et al., 1986
; Nusbaum and Marder,
1989a
,b
; Weimann et al., 1997
). This can be seen in Figure 3, where the
LP neuron is more strongly activated in CCAP than in proctolin at a
given concentration. In 5 × 10
7
M CCAP, the LP neuron fired at a higher spike
frequency (p < 0.041, paired t test)
and for a longer duration (p < 0.001, paired t test) than in
10
6
M proctolin (n = 8 experiments).
We wanted to ask whether there were significant differences in the
pyloric rhythm in the two peptides because of effects on other target
neurons, independent of differences in the activation of the LP neuron.
Therefore we used LP neuron activity to normalize for potency
differences between proctolin and CCAP and studied the rhythms at
concentrations of the two peptides that produced equivalent spike
frequency in the LP neuron.

View larger version (28K):
[in this window]
[in a new window]
|
Figure 3.
Proctolin- and CCAP-elicited pyloric rhythms at
two different concentrations (10 6 and
10 7 M). Extracellular
recordings are from STG motor nerves. These recordings show the
activity of the pyloric neurons as labeled. Both sets of recordings are
from the same preparation.
|
|
Figure 4 shows the dose-response curves
for proctolin- and CCAP-evoked currents in the LP neuron. On the basis
of the best fits, at concentrations of
10
6
M, proctolin was at 83% of its maximal current, and CCAP
was at 94% of its maximal current. To compensate for the difference in
potency, as calculated from the inward currents measured in the
peptides, we started by comparing the effects of
10
6
M proctolin with a CCAP concentration of 3 × 10
7
M. At these concentrations
(10
6
M proctolin and 3 × 10
7
M CCAP) the spike frequencies of the LP neuron in the
intact network were approximately equivalent but still varied slightly depending on the preparation. To compensate for this, in each individual experiment we adjusted the CCAP concentration until the LP
neuron fired at the same frequency in CCAP as in
10
6
M proctolin. The CCAP concentrations for the six
experiments were the following: 1.5 × 10
7,
2.0 × 10
7,
3.0 × 10
7,
3.5 × 10
7,
5.0 × 10
7, and
5.0 × 10
7
M.

View larger version (21K):
[in this window]
[in a new window]
|
Figure 4.
Dose-response curves for proctolin and CCAP in
the LP neuron. The proctolin dose-response curve is adapted from
Swensen and Marder (2000) . For proctolin, 90% of the maximal current
was reached at 1.8 × 10 6
M, and for CCAP, 90% maximal was reached at 6 × 10 7 M.
Plotted points represent the normalized peak inward
current elicited (±SE) in the LP neuron while voltage clamped to 40
mV. The bath contained 10 µM PTX and 0.1 µM
TTX. Points were fit to the equation:
y = (Imax)x/(Kd + x), where x is the concentration of the
applied peptide, Imax is the normalized
maximal current, and Kd is the dissociation
constant. For proctolin, Imax = 1.06 ± 0.01, and Kd = 2.02 (± 0.01) × 10 7
M. For CCAP, Imax = 0.99 ± 0.02, and Kd = 6.7 (± 1.1) × 10 8
M.
|
|
Using the dynamic clamp to mimic peptide actions
The artificial peptide currents that we used were derived from
currents measured in a PD and a PY neuron. Figure
5A shows the artificial
peptide currents we used for the PD and PY neurons along with the
actual current-voltage curves from which they were fit. Examples of
the artificial currents applied to a PD neuron and a PY neuron are
shown in Figure 5B. The left panels show control recordings for a PD and a PY neuron, and the right panels
show recordings from these two cells with the addition of artificial current. Below each intracellular recording is a current trace showing
the amount of artificial current being injected at any given time.
Because of the voltage dependence of the peptide currents, the
dynamic-clamp current oscillates with the voltage swings of the cell.
Moreover, because there is more inward current when the cells are
depolarized, the peptide current enhances the amplitude of the
oscillations and causes an increase in the number of spikes fired in
each burst.

View larger version (20K):
[in this window]
[in a new window]
|
Figure 5.
The artificial peptide-elicited currents for the
PD and PY neurons. A, Proctolin currents recorded from a
PD and a PY neuron and the fits that were used as the artificial
peptide currents. Recordings were made using TEVC in the presence of 10 µM PTX and 0.1 µM TTX. Values obtained from
the fits were used in the dynamic-clamp program (see Materials and
Methods). B, Left, The control activity of a PD and a PY
neuron. Right, How the activity of the PD and the PY
neurons change with the introduction of the artificial current.
Below each intracellular trace is a
current trace showing the amplitude of the artificial
current being injected at any given time. The horizontal
line indicates 50 mV. In these two examples the peak current
values were set at 1.8 nA (PD neuron) and 1.6 nA (PY neuron).
|
|
Comparison of the proctolin, CCAP, and artificial rhythms
For these experiments, we first applied proctolin
(10
6
M) to the STG to elicit a control proctolin rhythm. After
extensive rinsing, CCAP was applied to the STG to obtain a CCAP rhythm. While still in CCAP, we then used the dynamic clamp to inject varying
amounts of the artificial peptide current into the PD and PY neurons
simultaneously to see how these neurons influenced the background
CCAP-elicited rhythm. We then analyzed the rhythms produced with these
artificial peptide currents to see whether they had become more
proctolin-like. We refer to these rhythms as the "artificial rhythm."
To assess the extent to which the CCAP rhythm became more
proctolin-like, we measured the following parameters of the motor patterns: (1) the cycle frequency, (2) the burst duration of each neuron, (3) the phase of onset and termination of the burst of each
neuron, (4) for single neurons (LP and IC neurons) the spike frequency
within the burst, and (5) for neurons with multiple copies (PD and PY
neurons) the number of spikes per burst.
In preliminary experiments we found that the artificial peptide current
in the PY neuron had a pronounced effect on the burst duration of the
LP neuron and that the artificial peptide current in the PD neuron
influenced the cycle frequency. Therefore, the tuning strategy we used
in these experiments was first to adjust the size of the artificial
peptide-activated conductance in the PY neuron until the LP burst
duration was similar to what was observed in proctolin. We then
adjusted the size of the artificial peptide-activated conductance in
the PD neuron until the cycle frequency was similar to the observed
proctolin frequency. The resulting rhythm was then compared with the
proctolin rhythm across all rhythm parameters. The peak current values
for the PD and PY neurons that were used in the six experiments were
1.7 ± 0.33 nA (PD neuron) and
1.4 ± 0.3 nA (PY neuron).
These values are similar to the maximal current amplitudes in the
current-voltage relationships for these cells (see Fig.
5A). The mean experimental values for the peak currents
elicited from pressure applications of the peptides were
1.2 ± 0.7 nA (n = 8) for the PD neuron and
1.1 ± 0.5 nA (n = 12) for the PY neuron. The values used for the
artificial currents are a little larger than these because we were
introducing the artificial current into only one of the two PD neurons
and one of the PY neurons.
Figure 6A shows a
representative example of the proctolin-elicited, CCAP-elicited, and
artificial rhythms. To the right of these traces
in Figure 6A, we plotted the measurements that are statistically different for the proctolin- and CCAP-elicited rhythms across all experiments (see below). Figure 6B shows
the phase relationships for the rhythms shown in Figure
6A.

View larger version (32K):
[in this window]
[in a new window]
|
Figure 6.
The proctolin-elicited, CCAP-elicited, and
artificial pyloric rhythms. The artificial rhythm is the rhythm
produced in the presence of CCAP while the artificial "peptide"
currents were being applied to the PD and PY neurons simultaneously.
A, Extracellular recordings from STG motor nerves. Spike
units for the different pyloric neurons are labeled. Some of the
measured values from this experiment are shown to the
right. These values are averages over longer portions of
the traces shown. In this experiment, the number of
spikes per burst of the PY neuron was measured directly from a PY
neuron. All three sets of recordings are from the same preparation.
lvn, Lateral ventricular nerve; pdn, pyloric
dilator nerve; mvn, medial ventricular nerve.
B, Phase relationships of the PD, LP, PY, and IC neurons
derived from the traces in A.
Measurements are the means ± SD. For this experiment, the peak
current values for the artificial peptide currents were set at 1.8 nA
for the PD neuron and 1.6 nA for the PY neuron. The CCAP
concentration was 2 × 10 7
M.
|
|
Figure 7A shows the mean
values for the activity-related measurements that had statistically
significant differences for the proctolin- and CCAP-elicited rhythms
(n = 6). These values were as follows: the duration of
the PD neuron (p < 0.03), the number of spikes
per burst of the PD neuron (p < 0.001), the
duration of the LP neuron (p < 0.001), the
number of spikes per burst of the PY neuron (p < 0.01), and the overall frequency of the rhythm (p < 0.01). After the introduction of the
artificial peptide currents into the PD and PY neurons, these values
were statistically indistinguishable from those of the
proctolin-elicited rhythm.

View larger version (23K):
[in this window]
[in a new window]
|
Figure 7.
Comparison of proctolin-elicited, CCAP-elicited,
and the artificial rhythms. A, Comparison of the
activity-related measurements across all experiments. Only the values
found to be significantly different for the CCAP rhythm, as compared
with the proctolin rhythm, are shown. B, The phase
relationships averaged across all experiments. The on-time of the PD
neuron was defined as phase zero. Measurements are the means ± SD
(n = 6). All comparisons were made using a paired
t test. * denotes p < 0.05. The
concentrations of CCAP used in the experiments were the following:
1.5 × 10 7, 2 × 10 7, 3 × 10 7, 3.5 × 10 7, 5 × 10 7, and 5 × 10 7 M.
|
|
The phase plot of the average values for all experiments
(n = 6) is shown in Figure 7B. The phase
measurements that were statistically different between the proctolin
and CCAP rhythms were the following: the off-phase of the PD neuron
(p < 0.01), the off-phase of the PY neuron
(p < 0.01), the on-phase of the IC neuron
(p < 0.005), and the off-phase of the IC neuron
(p < 0.05). With the introduction of the
artificial peptide currents into the PD and PY neurons, only the
differences in the off-phase of the PY neuron (p < 0.05) and the off-phase of the IC neuron (p < 0.01) remained statistically significant compared with the values
for the proctolin-elicited rhythm. The values that were not
statistically different between the proctolin- and CCAP-elicited
rhythms were also not different in the artificial rhythm.
Rhythm changes because of the individual effects of the PD and
PY neurons
The application of the peptide current to both the PD and PY
neurons can change a CCAP-elicited rhythm into a proctolin-like rhythm.
Which of the modifications in circuit output are a result of altered
activity in each of the two neurons? To address this question, we also
introduced the artificial peptide currents into the PD and PY neurons
individually to determine which circuit parameters each neuron affected.
As might be expected, the introduction of the artificial current into
the PD neuron (n = 6), in the presence of CCAP,
significantly changed the activity of the PD neuron. The off-phase of
the PD neuron increased from 0.12 to 0.17 (p < 0.05), the burst duration of the PD neuron increased from 0.18 to 0.24 sec (p < 0.03), and the number of spikes per
burst of the PD neuron increased from 3.1 to 7.0 (p < 0.001). The spike frequency of the LP
neuron also showed a slight decrease (26.0-25.1 Hz; p < 0.05), and the on-phase of the PY neuron was delayed (0.59-0.67;
p < 0.05). No other parameters changed significantly.
Artificial current applied to the PY neuron (n = 5), in
the presence of CCAP, significantly altered the measured values for the
duration of the LP neuron (0.60-0.47 sec; p < 0.03),
the off-phase of the LP neuron (0.72-0.66; p < 0.02),
the duration of the PY neuron (0.42-0.57 sec; p < 0.05), and the number of spikes per burst of the PY neuron (8.3-14.8;
p < 0.01).
The VD neuron was only weakly affected by proctolin in
ongoing rhythms
Although the isolated VD neuron responds to proctolin, the VD
neuron appeared to be affected only weakly by it during ongoing rhythms
(data not shown). In 12 of 13 preparations, the VD neuron was silent
under control conditions. With the addition of proctolin, the VD neuron
remained silent in six of these preparations and started firing weakly
(one to two spikes per cycle) in the other six. In the preparation in
which the VD neuron was active under control conditions, the spiking in
the VD neuron only increased from one to two spikes per burst.
 |
DISCUSSION |
Convergence, divergence, and redundancy
Why do nervous systems use a vast array of neuropeptides and
amines to modulate the neural circuits that control behavior? The
simplest assumption might be that each substance might have a dedicated
role, to modulate either a certain current or synapse. It is now
abundantly clear, however, that this simple assumption is not true. In
many nervous systems, multiple neuromodulatory substances converge onto
the same current (Dunlap and Fischbach, 1978
; Jones, 1985
; Christie and
North, 1988
; Nicoll et al., 1990
; Brezina et al., 1994a
,b
; Sodickson
and Bean, 1998
; Swensen and Marder, 2000
), and many neuromodulators
have actions on multiple currents (Levitan, 1988
, 1994
; Nicoll et al.,
1990
; Kiehn and Harris-Warrick, 1992b
; Kloppenburg et al., 1999
).
To what extent are convergent neuromodulatory actions redundant for
circuit dynamics? In this paper we demonstrate that a number of
neuropeptides that converge onto the same current in an individual
neuron each activates a different subset of neurons within the pyloric
circuit of the stomatogastric ganglion. A comparison of two of these
neuropeptides, proctolin and CCAP, shows that they evoke significantly
different effects on the pyloric rhythm, as a consequence of their
acting on different target neurons within the pyloric network. This
demonstrates clearly that physiological effects that appear to be
redundant under certain assay conditions may elicit quite different
actions when assayed on systems of interacting neurons.
Direct and indirect effects of modulator action
It is no surprise that neurons, which are directly excited by
proctolin and CCAP when isolated, change their activity patterns when
these substances are applied to the whole network. For example, the LP
neuron markedly increases its firing in both substances, as noted
previously (Hooper and Marder, 1984
; Marder et al., 1986
; Weimann et
al., 1997
; Swensen and Marder, 2000
), and is a direct target of the
peptides. However, even neurons that are not direct targets of a
neuromodulator can change their activity pattern as a consequence of
circuit interactions (Hooper and Marder, 1987
). This point is made very
clearly in the dynamic-clamp experiments in which addition of the
artificial peptide current to only the PD and PY neurons results in
major changes in the activity of the LP neuron.
Intuitively, the later off-phase of the PY neuron seen in the
proctolin-elicited rhythms would appear to be caused directly by the
proctolin current in the PY neuron. Individually introducing the
artificial current into the PY neuron, however, did not have any effect
on the off-phase of the PY neuron, but the introduction of the
artificial current into the PD neuron did cause a small delay in the
off-phase of the PY neuron, although its effect was not strong enough
to be statistically significant. The simultaneous addition of the
artificial current to both the PD and PY neurons was necessary to get a
robust delay in the off-phase of the PY neuron. This suggests that the
PD and PY neurons are acting synergistically to bring about some of the changes.
One of the most thorny problems in systems neuroscience is trying to
evaluate the extent to which changes in circuit output are a result of
specific changes in one element or component of the circuit.
Dynamic-clamp experiments, such as those reported here, can provide a
tool with which to assess the significance of any one portion of a
circuit for the function of that circuit. For example, the pyloric
frequency is higher in proctolin than in CCAP. The PD neurons, which
are electrically coupled to the AB pacemaker neuron, are direct targets
for proctolin but are insensitive to CCAP, suggesting that the
frequency difference could be simply attributable to the difference in
the peptide action directly on the PD-AB neuron pacemaker ensemble.
Injecting the artificial current into the PD neuron individually,
however, did not significantly affect the overall rhythm frequency, but simultaneous injections into the PD and PY neurons did significantly increase the overall frequency. This again suggests a synergistic effect of the activation of the PD and PY neurons on the rhythm frequency and illustrates that the PY neurons, which have no direct input to the pacemaker, can influence its frequency by virtue of their
interactions with the LP neuron and other circuit elements.
How different are the proctolin and CCAP rhythms?
Previous work on the individual effects of proctolin and CCAP on
the pyloric rhythm in C. borealis found that both peptides increase the burst duration and the number of action potentials per
burst in the LP neuron (Marder et al., 1986
; Nusbaum and Marder, 1989a
,b
; Weimann et al., 1997
). Both peptides have state-dependent effects on the pyloric frequency, generally speeding up the rhythm for
slower initial pyloric frequencies (0-0.7 Hz) and having little or no
effect for faster initial frequencies (0.7-1.5 Hz). Despite all these
similarities, the rhythms produced by proctolin and CCAP are
quantitatively different. The LP neuron is more strongly activated in
CCAP than in proctolin, and the PD neuron is strongly activated only in
proctolin. In this study, we normalized for the stronger activation of
the LP neuron (by adjusting the concentration of CCAP) and
quantitatively described the remaining differences by comparing a
number of rhythm parameters. Thus, the statistical differences we
report here for these two neuropeptides are an underestimate of the
actual differences between the two rhythms if they were compared at the
same concentrations. Nonetheless, this procedure allowed us to focus on
those effects not attributable simply to the different extent of
activation of the LP neuron in the two peptides.
Bath application of neuromodulators
In this study we used bath application of neuropeptides to evoke
"canonical" peptide rhythms. To what extent are these likely to be
the same as those rhythms induced in response to physiological release
of these neuropeptides? Figure 2 shows the cell targets for each of the
convergent peptides. These cell target diagrams would be those relevant
to any substances released either from local neurohemal-like terminals
(Kilman and Marder, 1996
) or hormonally through the hemolymph (Christie
et al., 1995
). In these cases all of the target neurons within the STG
will "see" the released modulator. All five of the peptides studied
here are present hormonally, and CCAP is not found in modulatory
projection neurons to the STG but acts only as a neurohormone (Dircksen
and Keller, 1988
; Christie et al., 1995
; Johnen et al., 1995
; Dircksen,
1997
). In contrast, proctolin is released from three pairs of
identified modulatory projection neurons that each evoke a
characteristic and different motor pattern when active (Blitz et al.,
1999
). Recent work argues that these different effects are not simply attributable to the different cotransmitters found in these cells but
also result from differential access of proctolin to the proctolin receptors on different neurons (Wood et al., 2000
).
Conclusions
It remains puzzling that the STG contains only 30 neurons,
generates relatively simple motor patterns, but is modulated by at
least 20 different substances (Marder and Weimann, 1992
; Marder and
Calabrese, 1996
; Marder et al., 2001
). Understanding fully the manner
in which physiologically different motor patterns are encoded in
convergent and divergent modulator action will require considerably
more work. Nonetheless, the present results suggest that understanding
the mechanisms by which modulators with apparently redundant actions
influence the larger circuits found in vertebrates will require
understanding, as in the STG, when modulator actions result from direct
actions on specific target neurons and when changes in circuit function
are an emergent property of modulator action at many sites within the
circuit that together account for the final circuit output.
 |
FOOTNOTES |
Received Feb. 9, 2001; revised March 15, 2001; accepted March 16, 2001.
This research was supported by National Institutes of Health
Grant NS17813 and the W. M. Keck Foundation.
Correspondence should be addressed to Dr. Andrew M. Swensen, Department
of Neurobiology, Harvard Medical School, 220 Longwood Avenue, Boston,
MA 02115. E-mail: andrew_swensen{at}hms.harvard.edu.
 |
REFERENCES |
-
Bidaut M
(1980)
Pharmacological dissection of pyloric network of the lobster stomatogastric ganglion using picrotoxin.
J Neurophysiol
44:1089-1101[Abstract/Free Full Text].
-
Blitz DM,
Christie AE,
Coleman MJ,
Norris BJ,
Marder E,
Nusbaum MP
(1999)
Different proctolin neurons elicit distinct motor patterns from a multifunctional neuronal network.
J Neurosci
19:5449-5463[Abstract/Free Full Text].
-
Brezina V,
Evans CG,
Weiss KR
(1994a)
Enhancement of Ca current in the accessory radula closer muscle of Aplysia californica by neuromodulators that potentiate its contractions.
J Neurosci
14:4393-4411[Abstract].
-
Brezina V,
Evans CG,
Weiss KR
(1994b)
Activation of K current in the accessory radula closer muscle of Aplysia californica by neuromodulators that depress its contractions.
J Neurosci
14:4412-4432[Abstract].
-
Christie AE,
Skiebe P,
Marder E
(1995)
Matrix of neuromodulators in neurosecretory structures of the crab, Cancer borealis.
J Exp Biol
198:2431-2439[Abstract].
-
Christie MJ,
North RA
(1988)
Agonists at mu-opioid, M2-muscarinic and GABAB-receptors increase the same potassium conductance in rat lateral parabrachial neurones.
Br J Pharmacol
95:896-902[ISI][Medline].
-
Dircksen H
(1997)
Conserved crustacean cardioactive peptide: neural networks and function in arthropod evolution.
In: Arthropod endocrinology
perspectives and recent advances (Coast GM,
Webster SG,
eds). Cambridge, U.K.: Cambridge UP. -
Dircksen H,
Keller R
(1988)
Immunocytochemical localization of CCAP, a novel crustacean cardioactive peptide, in the nervous system of the shore crab, Carcinus maenas L.
Cell Tissue Res
254:347-360[ISI].
-
Dunlap K,
Fischbach GD
(1978)
Neurotransmitters decrease the calcium component of sensory neurone action potentials.
Nature
276:837-839[Medline].
-
Flamm RE,
Harris-Warrick RM
(1986)
Aminergic modulation in lobster stomatogastric ganglion. II. Target neurons of dopamine, octopamine, and serotonin within the pyloric circuit.
J Neurophysiol
55:866-881[Abstract/Free Full Text].
-
Golowasch J,
Marder E
(1992)
Proctolin activates an inward current whose voltage dependence is modified by extracellular Ca2+.
J Neurosci
12:810-817[Abstract].
-
Harris-Warrick RM,
Coniglio LM,
Barazangi N,
Guckenheimer J,
Gueron S
(1995a)
Dopamine modulation of transient potassium current evokes phase shifts in a central pattern generator network.
J Neurosci
15:342-358[Abstract].
-
Harris-Warrick RM,
Coniglio LM,
Levini RM,
Gueron S,
Guckenheimer J
(1995b)
Dopamine modulation of two subthreshold currents produces phase shifts in activity of an identified motoneuron.
J Neurophysiol
74:1404-1420[Abstract/Free Full Text].
-
Harris-Warrick RM,
Johnson BR,
Peck JH,
Kloppenburg P,
Ayali A,
Skarbinski J
(1998)
Distributed effects of dopamine modulation in the crustacean pyloric network.
Ann NY Acad Sci
860:155-167[Abstract/Free Full Text].
-
Hartline DK,
Gassie DV,
Sirchia CD
(1987)
PY cell types in the stomatogastric ganglion of Panulirus.
In: The crustacean stomatogastric system (Selverston AI,
Moulins M,
eds), pp 75-77. Berlin: Springer.
-
Hooper SL,
Marder E
(1984)
Modulation of a central pattern generator by two neuropeptides, proctolin and FMRFamide.
Brain Res
305:186-191[ISI][Medline].
-
Hooper SL,
Marder E
(1987)
Modulation of the lobster pyloric rhythm by the peptide proctolin.
J Neurosci
7:2097-2112[Abstract].
-
Johnen C,
Von Gliscynski U,
Dircksen H
(1995)
Changes in haemolymph ecdysteroid levels and CNS contents of crustacean cardioactive peptide-immunoreactivity during the moult cycle of the isopod Oniscus asellus.
Netherlands J Zool
45:38-40.
-
Jones SW
(1985)
Muscarinic and peptidergic excitation of bull-frog sympathetic neurones.
J Physiol (Lond)
366:63-87[Abstract/Free Full Text].
-
Kiehn O,
Harris-Warrick RM
(1992a)
Serotonergic stretch receptors induce plateau properties in a crustacean motor neuron by a dual-conductance mechanism.
J Neurophysiol
68:485-495[Abstract/Free Full Text].
-
Kiehn O,
Harris-Warrick RM
(1992b)
5-HT modulation of hyperpolarization-activated inward current and calcium-dependent outward current in a crustacean motor neuron.
J Neurophysiol
68:496-508[Abstract/Free Full Text].
-
Kilman VL,
Marder E
(1996)
Ultrastructure of the stomatogastric ganglion neuropil of the crab, Cancer borealis.
J Comp Neurol
374:362-375[ISI][Medline].
-
Kloppenburg P,
Levini RM,
Harris-Warrick RM
(1999)
Dopamine modulates two potassium currents and inhibits the intrinsic firing properties of an identified motor neuron in a central pattern generator network.
J Neurophysiol
81:29-38[Abstract/Free Full Text].
-
Levitan IB
(1988)
Modulation of ion channels in neurons and other cells.
Annu Rev Neurosci
11:119-136[ISI][Medline].
-
Levitan IB
(1994)
Modulation of ion channels by protein phosphorylation and dephosphorylation.
Annu Rev Physiol
56:193-212[ISI][Medline].
-
Marder E
(1987)
Neurotransmitters and neuromodulators.
In: The crustacean stomatogastric nervous system: a model for the study of central nervous systems (Selverston AI,
Moulins M,
eds), pp 263-300. New York: Springer.
-
Marder E,
Calabrese RL
(1996)
Principles of rhythmic motor pattern generation.
Physiol Rev
76:687-717[Abstract/Free Full Text].
-
Marder E,
Eisen JS
(1984a)
Transmitter identification of pyloric neurons: electrically coupled neurons use different neurotransmitters.
J Neurophysiol
51:1345-1361[Abstract/Free Full Text].
-
Marder E,
Eisen JS
(1984b)
Electrically coupled pacemaker neurons respond differently to the same physiological inputs and neurotransmitters.
J Neurophysiol
51:1362-1374[Abstract/Free Full Text].
-
Marder E,
Hooper SL
(1985)
Neurotransmitter modulation of the stomatogastric ganglion of decapod crustaceans.
In: Model neural networks and behavior (Selverston AI,
ed), pp 319-337. New York: Plenum.
-
Marder E,
Weimann JM
(1992)
Modulatory control of multiple task processing in the stomatogastric nervous system.
In: Neurobiology of motor progamme selection (Kien J,
McCrohan C,
Winlow B,
eds), pp 3-19. New York: Pergamon.
-
Marder E,
Hooper SL,
Siwicki KK
(1986)
Modulatory action and distribution of the neuropeptide proctolin in the crustacean stomatogastric nervous system.
J Comp Neurol
243:454-467[ISI][Medline].
-
Marder E,
Christie AE,
Kilman VL
(1995)
Functional organization of cotransmission systems: lessons from small nervous systems.
Invert Neurosci
1:105-112[Medline].
-
Marder E,
Swensen AM,
Blitz DM,
Christie AE,
Nusbaum MP
(2001)
Convergence and divergence of cotransmitter systems in the crab stomatogastric nervous system.
In: Frontiers in crustacean neurobiology (Wiese K,
ed). New York: Springer, in press.
-
Miller JP,
Selverston A
(1979)
Rapid killing of single neurons by irradiation of intracellularly injected dye.
Science
206:702-704[Abstract/Free Full Text].
-
Nicoll RA,
Malenka RC,
Kauer JA
(1990)
Functional comparison of neurotransmitter receptor subtypes in mammalian central nervous system.
Physiol Rev
70:513-565[Free Full Text].
-
Nusbaum MP,
Marder E
(1989a)
A modulatory proctolin-containing neuron (MPN). I. Identification and characterization.
J Neurosci
9:1591-1599[Abstract].
-
Nusbaum MP,
Marder E
(1989b)
A modulatory proctolin-containing neuron (MPN). II. State-dependent modulation of rhythmic motor activity.
J Neurosci
9:1600-1607[Abstract].
-
Sharp AA,
O'Neil MB,
Abbott LF,
Marder E
(1993a)
The dynamic clamp: artificial conductances in biological neurons.
Trends Neurosci
16:389-394[ISI][Medline].
-
Sharp AA,
O'Neil MB,
Abbott LF,
Marder E
(1993b)
Dynamic clamp: computer-generated conductances in real neurons.
J Neurophysiol
69:992-995[Abstract/Free Full Text].
-
Sodickson DL,
Bean BP
(1998)
Neurotransmitter activation of inwardly rectifying potassium current in dissociated hippocampal CA3 neurons: interactions among multiple receptors.
J Neurosci
18:8153-8162[Abstract/Free Full Text].
-
Swensen AM,
Marder E
(2000)
Multiple peptides converge to activate the same voltage-dependent current in a central pattern-generating circuit.
J Neurosci
20:6752-6759[Abstract/Free Full Text].
-
Weimann JM,
Skiebe P,
Heinzel H-G,
Soto C,
Kopell N,
Jorge-Rivera JC,
Marder E
(1997)
Modulation of oscillator interactions in the crab stomatogastric ganglion by crustacean cardioactive peptide.
J Neurosci
17:1748-1760[Abstract/Free Full Text].
-
Wood DE,
Stein W,
Nusbaum MP
(2000)
Projection neurons with shared cotransmitters elicit different motor patterns from the same neuronal circuit.
J Neurosci
20:8943-8953[Abstract/Free Full Text].
-
Zhang B,
Harris-Warrick RM
(1995)
Calcium-dependent plateau potentials in a crab stomatogastric ganglion motor neuron. I. Calcium current and its modulation by serotonin.
J Neurophysiol
74:1929-1937[Abstract/Free Full Text].
-
Zhang B,
Wootton JF,
Harris-Warrick RM
(1995)
Calcium-dependent plateau potentials in a crab stomatogastric ganglion motor neuron. II. Calcium-activated slow inward current.
J Neurophysiol
74:1938-1946[Abstract/Free Full Text].
Copyright © 2001 Society for Neuroscience 0270-6474/01/21114050-09$05.00/0
This article has been cited by other articles:

|
 |

|
 |
 
M. P. Beenhakker, M. S. Kirby, and M. P. Nusbaum
Mechanosensory Gating of Proprioceptor Input to Modulatory Projection Neurons
J. Neurosci.,
December 26, 2007;
27(52):
14308 - 14316.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. S. Kirby and M. P. Nusbaum
Peptide Hormone Modulation of a Neuronally Modulated Motor Circuit
J Neurophysiol,
December 1, 2007;
98(6):
3206 - 3220.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
N. D. Cruz-Bermudez and E. Marder
Multiple modulators act on the cardiac ganglion of the crab, Cancer borealis
J. Exp. Biol.,
August 15, 2007;
210(16):
2873 - 2884.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. R. Saideman, D. M. Blitz, and M. P. Nusbaum
Convergent Motor Patterns from Divergent Circuits
J. Neurosci.,
June 20, 2007;
27(25):
6664 - 6674.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. E. Christie, K. K. Kutz-Naber, E. A. Stemmler, A. Klein, D. I. Messinger, C. C. Goiney, A. J. Conterato, E. A. Bruns, Y.-W. A. Hsu, L. Li, et al.
Midgut epithelial endocrine cells are a rich source of the neuropeptides APSGFLGMRamide (Cancer borealis tachykinin-related peptide Ia) and GYRKPPFNGSIFamide (Gly1-SIFamide) in the crabs Cancer borealis, Cancer magister and Cancer productus
J. Exp. Biol.,
February 15, 2007;
210(4):
699 - 714.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. H. Peck, E. Gaier, E. Stevens, S. Repicky, and R. M. Harris-Warrick
Amine Modulation of Ih in a Small Neural Network
J Neurophysiol,
December 1, 2006;
96(6):
2931 - 2940.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Levi and A. I. Selverston
Mechanisms Underlying Type I mGluR-Induced Activation of Lobster Gastric Mill Neurons
J Neurophysiol,
December 1, 2006;
96(6):
3378 - 3388.
[Abstract]
[Full Text]
[PDF]
|
 |
|