Poster annotation
Article
Coordinated and Compartmentalized
Neuromodulation Shapes Sensory Processing in Drosophila
Graphical Abstract
Highlights
d Mushroom body dopaminergic neurons act in concert to
represent contextual cues
d Dopamine bidirectionally modifies synapses in precise
domains along Kenyon cell axons
d Odor signals are differentially conveyed to each
postsynaptic target of a Kenyon cell
d Activity of output pathways depends on an animal’s external
context or internal state
Cohn et al., 2015, Cell 163, 1742–1755 December 17, 2015 ª2015 Elsevier Inc. http://dx.doi.org/10.1016/j.cell.2015.11.019
Authors
Raphael Cohn, Ianessa Morantte,
Vanessa Ruta
Correspondence [email protected]
In Brief
The fruit fly mushroom body functions like
a switchboard in which dopaminergic
inputs reroute the same odor signal to
different behavioral circuits, depending
on the internal state and experience of the
animal.
Article
Coordinated and Compartmentalized Neuromodulation Shapes Sensory Processing in Drosophila Raphael Cohn,1 Ianessa Morantte,1 and Vanessa Ruta1,* 1Laboratory of Neurophysiology and Behavior, The Rockefeller University, New York, NY 10065, USA
*Correspondence: [email protected]
http://dx.doi.org/10.1016/j.cell.2015.11.019
SUMMARY
Learned and adaptive behaviors rely on neural cir- cuits that flexibly couple the same sensory input to alternative output pathways. Here, we show that the Drosophila mushroom body functions like a switchboard in which neuromodulation reroutes the same odor signal to different behavioral circuits, de- pending on the state and experience of the fly. Using functional synaptic imaging and electrophysiology, we reveal that dopaminergic inputs to the mushroom body modulate synaptic transmission with exquisite spatial specificity, allowing individual neurons to differentially convey olfactory signals to each of their postsynaptic targets. Moreover, we show that the dopaminergic neurons function as an interconnected network, encoding information about both an ani- mal’s external context and internal state to coordi- nate synaptic plasticity throughout the mushroom body. Our data suggest a general circuit mechanism for behavioral flexibility in which neuromodulatory networks act with synaptic precision to transform a single sensory input into different patterns of output activity.
INTRODUCTION
Animals must constantly adapt their behavior to meet the de-
mands of their ever-changing external environment and internal
needs. Neuromodulators provide an evolutionarily conserved
mechanism to generate behavioral variability (Bargmann, 2012;
Marder, 2012). By rapidly regulating neuronal excitability and
the strength of synaptic connections between neurons, neuro-
modulators confer functional flexibility to anatomically invariant
circuits. Context- and state-dependent patterns of neuromodu-
lator release can thereby tune neural circuit properties to pro-
duce alternative responses to the same sensory stimulus.
Dopaminergic pathways have been investigated extensively
as part of a reinforcement system that motivates and modifies
many facets of animal behavior (Beninger, 1983; Bromberg-Mar-
tin et al., 2010; Redgrave and Gurney, 2006; Schultz et al., 1997;
Waddell, 2013; Wise, 2004). Dopamine acts through multiple re-
ceptors that couple to distinct intracellular signaling cascades,
enabling this single neuromodulator to have diverse effects on
synaptic function and communication (Tritsch and Sabatini,
1742 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
2012). Linking mechanisms of synaptic modulation to the gener-
ation of adaptive behaviors, however, requires a circuit-level un-
derstanding of how dopaminergic pathways encode the ongoing
experience of an animal and reinforce appropriate neural circuit
configurations. While mammalian midbrain dopaminergic neu-
rons are known to be important mediators of flexible circuit pro-
cessing, their anatomic and functional heterogeneity and the
intricate wiring of their target neuropils (Beier et al., 2015; Fiorillo
et al., 2013; Lammel et al., 2014; Lerner et al., 2015) have made it
difficult to resolve how they can selectively alter synaptic
signaling between different neural pathways. Moreover, the
dopamine they release has been suggested to act over long dis-
tances, by diffusing through the extracellular space, and at
select synaptic sites (Rice et al., 2011). Consequently, how
dopaminergic pathways sculpt synaptic connections to pre-
cisely shape circuit function remains unclear.
The insect mushroom body is an integrative brain center
whose orderly circuit architecture provides an opportunity to
examine how neuromodulators flexibly regulate the flow of sen-
sory information. In Drosophila, the mushroom body has been
best studied for its essential role in olfactory learning in which
past experience alters the subsequent behavioral response to
an odor (Heisenberg, 2003; Keene and Waddell, 2007). The
convergence of olfactory and dopaminergic reinforcement sig-
nals in the mushroom body also renders it ideally suited to shape
odor processing based on the acute needs of an animal. Indeed,
the mushroom body plays a role in the context-dependent pro-
cessing of odor signals, modulating innate olfactory preferences
in response to ongoing changes to a fly’s environment or internal
state (Lewis et al., 2015; Owald et al., 2015).
In the mushroom body, odors are encoded as sparse ensem-
bles of activated Kenyon cells (KCs) (Campbell et al., 2013), each
of which integrates input from diverse combinations of olfactory
glomeruli in the calyx (Caron et al., 2013; Gruntman and Turner,
2013). The �2,000 KCs propagate their odor responses along parallel axon fibers into the mushroom body’s output lobes.
Here we focus on g KCs, each of which projects a single axon
that traverses across the g lobe (Figures 1A and 1B). Each KC
axon synapses onto a small number of mushroom body output
neurons (MBONs), whose segregated dendrites tile the com-
plete length of the lobe to form five discrete anatomic compart-
ments (g1–g5) (Figures 1A and 1C). The MBONs, as the only
known efferent pathways of the mushroom body, must translate
KC odor representations into adaptive behavioral responses
(Aso et al., 2014a; Tanaka et al., 2008). MBON axons converge
on a small number of target neuropils, where their concerted ac-
tivity has been proposed to bias an animal’s innate and learned
A
B
C
D
E
Figure 1. Compartmentalized Architecture
of the Mushroom Body
(A) Schematic of mushroom body anatomy
focusing on the g lobe. Each g Kenyon cell (KC,
blue) receives olfactory input in the calyx and
projects a single axon into the g lobe (dashed line).
KCs form en passant synapses with mushroom
body output neurons (MBONs, green) and receive
modulatory input from dopaminergic neurons
(DANs, magenta) within discrete anatomic com-
partments (shown for g2–g5).
(B) A single g KC axon photolabeled with PA-GFP
projects across the complete length of the lobe
(dashed line).
(C) Segregated dendritic innervation of MBONs is
revealed by expression of GFP in pairs of MBONs
in each panel using MBON-specific drivers.
(D) Compartmentalized axonal projections of
DANs photolabeled with PA-GFP in alternating
compartments. PA-GFP is expressed under the TH
and DDC promoters.
(E) sytGCaMP expressed in all g KCs with only
a single KC functionally activated. Maximum in-
tensity projection shows peak fluorescence from
multiple T-series in different Z planes. Magnified
view shows individual KC synaptic puncta (right).
See also Figure S1.
olfactory preferences (Aso et al., 2014b; Hige et al., 2015; Owald
et al., 2015).
The mushroom body lobes are also richly innervated by dopa-
minergic neurons (DANs) thought to convey the contextual sig-
nals that impart meaning to an odor (Aso et al., 2012; Burke
et al., 2012; Claridge-Chang et al., 2009; Liu et al., 2012; Mao
and Davis, 2009; Waddell, 2013; Yamagata et al., 2015).
Rewarding and punishing experiences have been shown to acti-
vate distinct subsets of DANs, each of which projects axons into
just one of the lobe compartments (Figures 1A and 1D), mirroring
the segregated innervation pattern of the MBONs. This anatomic
arrangement suggests that DANs may convey positive and
negative contextual information to different synapses along a
KC axon, permitting differential tuning of neurotransmission to
each MBON under different circumstances.
Here we took advantage of the mushroom body’s anatomic
organization to elucidate how dopaminergic pathways instruct
synaptic and circuit plasticity. We developed a synaptic activity
reporter to visualize spatiotemporal patterns of modulation and
demonstrate that DANs modify synapses in discrete sub-cellular
Cell 163, 1742–1755, De
domains along the length of individual KC
axons. Moreover, we show that DANs
form part of a highly interconnected
network that coordinates synaptic plas-
ticity across the mushroom body in
response to both external contextual
cues and the fly’s internal state. Thus,
the concerted action of the dopaminergic
population functions with exquisite
spatial precision to regulate the flow of ol-
factory signals to each mushroom body
output pathway, providing a circuit mechanism to generate flex-
ible responses to an odor.
RESULTS
An Optical Sensor of Presynaptic Activity Presynaptic Ca2+ is a key regulator of neurotransmission and
effector of neuromodulation (Regehr, 2012), suggesting it should
provide a sensitive readout of synaptic function. We therefore
generated sytGCaMP, in which the genetically encoded Ca2+ in-
dicator GCaMP6s is tethered to the C terminus of the vesicular
synaptic protein synaptotagmin (Figure S1A). We initially
confirmed that sytGCaMP co-localizes with endogenous synap-
tic proteins and consequently detects Ca2+ influx specifically at
presynaptic terminals (Figures S1B–S1G). We then expressed
sytGCaMP in all g KCs using a selective promoter (Figure S1H)
and focally stimulated the calyx to activate an individual neuron
in a brain explant. We performed volumetric two-photon imaging
to capture the fluorescently tagged synapses of the KC’s full
axonal arbor as it ramified through multiple imaging planes within
cember 17, 2015 ª2015 Elsevier Inc. 1743
the g lobe. Stimulation of a single KC evoked robust fluores-
cence increases at punctate loci distributed along the length of
its axon (Figures 1E and S1I), consistent with sytGCaMP’s syn-
aptic localization and anatomic evidence that KCs form output
synapses in all compartments of the g lobe (Figures S1J and
S4B). Thus, sytGCaMP facilitates the detection of Ca2+ influx
at individual synaptic sites, providing a technical strategy to
resolve differences in presynaptic function and modulation
across the compartments of the lobe.
DANs Represent Context through Coordinated Patterns of Activity We next used the presynaptic localization of sytGCaMP to
monitor the activity of the DAN population and gain insight into
the patterns of dopamine release across the g lobe in different
contexts. We combined the tyrosine hydroxylase (TH) and
dopa-decarboxylase (DDC) promoters to drive expression of
sytGCaMP in the DANs targeting every compartment of the g
lobe. The axon terminals of DANs innervating the g2–g5 com-
partments could be monitored in a single optical imaging plane,
allowing us to simultaneously record their synaptic responses to
positive and negative reinforcement stimuli (Figure 2A).
Discrete subsets of DANs are sufficient to instruct learned
odor attraction or aversion, suggesting they may autonomously
encode the contextual signals that impart meaning to an olfac-
tory experience. However, while sugar feeding activated the g4
and g5 DANs, in accord with their established role in driving the
formation of appetitive olfactory associations (Liu et al., 2012;
Yamagata et al., 2015; Waddell, 2013), we observed that su-
crose ingestion also inhibited the g2 and g3 DANs (Figure 2B;
Movie S1; Table S1). Conversely, the g2 DAN has been shown
to respond to electric shock and contribute to aversive olfactory
conditioning (Aso et al., 2012; Claridge-Chang et al., 2009; Mao
and Davis, 2009). We confirmed that a brief electric shock
applied to the fly’s abdomen activated the g2 DAN, but found
that it also excited the g3 DANs and inhibited the g4 and g5
DANs (Figure 2C). Thus, the DANs of each compartment repre-
sent reinforcement stimuli through either excitation or inhibition,
analogous to the bidirectional signaling observed in mammalian
midbrain DANs in response to positive and negative cues
(Bromberg-Martin et al., 2010; Lerner et al., 2015). The recip-
rocal patterns of DAN activity evoked by these appetitive and
aversive stimuli suggest that mushroom body reinforcement
pathways may act in concert to regulate olfactory processing
through coordinated patterns of dopamine release across
compartments.
DAN activity fluctuated significantly even in the absence of
overt stimulation. Video monitoring of the fly during DAN imaging
revealed that these fluctuations are highly correlated with motor
output (Figure 2D; Movie S2). Tethered animals generally alter-
nated between two distinct behavioral states—quiescence and
rapid kicking or flailing that resembled escape behavior. Flailing
was strongly correlated with high g2/g3 and low g4/g5 DAN ac-
tivity, similar to the pattern evoked by electric shock. In contrast,
quiescence elicited the reciprocal pattern, resembling the DAN
response to sugar feeding (Figures 2E and S2A). Thus, different
behavioral states induce distinct bidirectional patterns of activity
across the DAN population. Interestingly, the strict correlations
1744 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
exhibited by DANs during tethered behavior were altered when
the same fly walked on a freely rotating ball (Figure S2B). For
example, during walking, g4 and g5 DANs were no longer strictly
synchronized and g4 DANs instead became transiently en-
trained to either g3 or g5 DAN activity. Odor stimuli, likewise,
disrupted the baseline correlations between DANs (Figure S2C).
These observations imply that the functional relationships be-
tween DANs are not absolute but rather an emergent property,
depending on both salient external sensory signals and a fly’s
internal state.
Functional Communication between Compartments Coordinates DAN Activity Recent anatomic data reveal that DANs and MBONs innervating
different compartments may be functionally interconnected via
overlapping projections in the protocerebrum (Aso et al.,
2014a). We therefore asked whether the correlated, partially
antagonistic DAN activity patterns we observed are shaped by
circuit interactions between compartments. We used the
58E02 promoter fragment (Liu et al., 2012) to selectively express
the ATP-gated P2X2 channel in a subset of DANs, including
those innervating the g4 and g5 compartments. Activation of
58E02+ DANs by application of ATP to their dendrites evoked
robust inhibition of the g2 DAN (Figure 3A). The g3 DANs were
also frequently inhibited but occasionally activated, due to vari-
able labeling of this compartment by the 58E02 driver. Therefore,
excitation of a subset of DANs is sufficient to suppress those tar-
geting other compartments, yielding a bidirectional pattern of
activity similar to that evoked by a sugar reward. Direct or indi-
rect communication between the DANs innervating different
compartments may, therefore, underlie their concerted repre-
sentation of reinforcement signaling.
To investigate whether feedback from MBONs contributes to
the functional coordination of DANs, we stimulated individual g
MBONs using sparse driver lines to express P2X2 and focally in-
jected ATP onto their axons. Activation of each g lobe MBON
triggered excitation or inhibition of the DANs in every compart-
ment (Figures 3B–3E), similar to the distributed activity patterns
evoked by physiological reinforcement experiences. The bidi-
rectional nature of DAN activity elicited by excitation of single
MBONs indicates that multisynaptic interactions functionally
link extrinsic neurons innervating different compartments.
Thus, MBONs and DANs comprise a complex interconnected
network, providing a potential substrate for the diverse func-
tional relationships between DANs that emerge in different
behavioral contexts (Figures 2 and S2). Together, these data
suggest that DANs do not act autonomously to convey the
valence of a reinforcement stimulus to just a single compart-
ment, but rather they function as a dynamic ensemble, inte-
grating information about environmental cues and internal state
to convey the moment-by-moment experience of the fly to all
compartments of the lobe.
Compartmentalized Synaptic Domains along KC Axons We next asked how coordinated patterns of DAN activity might
shape the flow of olfactory signals along KC axons as they tra-
verse through the different compartments of the lobe. We ex-
pressed sytGCaMP in g KCs (Figure 4A) and used volumetric
A
D E
B C
Figure 2. DAN Network Activity Reflects Both External Sensory Stimuli and Internal Behavioral State
(A) sytGCaMP was expressed in DANs of all g-lobe compartments, driven by the combination of TH and DDC promoters.
(B and C) Schematic of stimulus (top) with representative heatmap (DF/F0) and normalized intensity trace of DAN sytGCaMP response to the stimulus (B, sucrose;
C, shock) below. (Bottom) Stimulus-triggered averages ± SEM for DANs of each compartment are shown. (B, n = 10 traces in nine flies; C, n = 21 traces in 11 flies).
Fluorescence in other lobes is masked for clarity. Black scale bar indicates 1 s throughout figures unless otherwise noted.
(D) Representative normalized fluorescence traces of g lobe DANs aligned to fly’s motion (top). Dashed lines delineate start and end of a single
representative bout of flailing. Cross-correlations between motion trace and activity in DANs of each compartment are shown (bottom, n = 12 traces in
six flies).
(E) Schematic and still image from video showing the fly in flailing (right) and quiescent (left) behavioral states (top). Representative heatmap (DF/F0) of DAN
activity in response to start and stop of flailing (middle). Average DAN fluorescence ± SEM in each compartment aligned to the start and stop of flailing (bottom,
n = 14 traces in six flies).
See also Figure S2, Table S1, and Movies S1 and S2.
two-photon imaging to monitor their complement of synapses
within the g lobe in vivo. Unexpectedly, the distribution of
odor-evoked presynaptic Ca2+ along KC axons was highly
non-uniform and displayed a discrete modular organization in
each of the 12–18 imaging planes (Figures 4B, 4C, S3A, S3B,
and S4C; Movie S3). The asymmetry in presynaptic Ca2+ was
often apparent basally, prior to odor stimulation (Figure S3D),
suggesting that persistent differences in synaptic function along
KC axons could influence the processing of all incoming odor
stimuli. Consistent with this idea, the same modular pattern of
presynaptic Ca2+ was evoked in response to every odor tested
and over a range of concentrations (Figures S3E and S4H).
C
Alignment of sytGCaMP responses with the projections of
MBONs and DANs in the g lobe indicated that the discrete
Ca2+ domains apparent in KC axons map to the different com-
partments of the lobe (Figure S3F). To confirm this, we imaged
KC synaptic responses in animals that also expressed a red flu-
orophore in a subset of DANs and observed that the sharp bor-
ders separating regions of high and low synaptic Ca2+ aligned
with the compartmental boundaries (Figure 4E). Odor-evoked
synaptic responses in KCs were significantly more robust in
the g2 and g3 compartments relative to those in the g4 compart-
ment, with even weaker responses evident in the g5 compart-
ment (Figure 4C). Thus, the distribution of presynaptic Ca2+
ell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc. 1745
A
B
C
D
E
Figure 3. Functional Communication between Compartments
Coordinates DAN Network Activity
(A–E) DAN sytGCaMP activity patterns evoked by activation of P2X2 ex-
pressed in the (A) 58E02+ DANs innervating g4-5, (B) g2 MBON, (C) g3 MBON,
(D) g4 MBON, and (E) g5 MBON. sytGCaMP was expressed in DANs of all g-
lobe compartments using the TH and DDC promoters. Schematic of stimulus
(top left), representative heatmap (bottom left, DF/F0), normalized intensity
trace for representative experiment shown (top right), and stimulus-triggered
averages ± SEM for DANs of each compartment (bottom right) are shown. ATP
stimulation is shown as pink bar (58E02, n = 8; g2, n = 8; g3, n = 8; g4, n = 8; g5,
n = 12).
See also Table S1.
1746 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
along KC axons adheres to the modular architecture of the
lobes, demonstrating that the anatomic compartments repre-
sent functionally distinct units. Moreover, KC classes innervating
other lobes also exhibited modular sytGCaMP signals (Fig-
ure S3G), indicating that compartmentalized synaptic Ca2+ is a
general feature of odor representations in the mushroom body
lobes.
Asymmetric presynaptic Ca2+ domains could arise from differ-
ences in KC innervation along the g lobe or from functional vari-
ation along individual KC axons. Single-cell labeling of >80 g
KCs verified they invariantly traverse the entire lobe (Figure S4A)
and are poised to carry the same odor signals to each compart-
ment. However, functional synaptic heterogeneity was evident
along sparsely labeled KC axons (Figures 4F and S3C) co-ex-
pressing sytGCaMP and a red fluorophore to delineate their
anatomic projections. Synaptic boutons decorating the same
KC axons exhibited differential responses to odor, with more
robust activity evoked in the individual synapses in the g2 and
g3 compartments relative to those in the g4 and g5 compart-
ments. Although we did not routinely image the g1 compartment,
presynaptic Ca2+ was often lower there in comparison to more
distal portions of the lobe (Figure 4C), indicating it is unlikely
that action potentials simply fail to propagate the length of KC
axons. Together, these data suggest that synapses along indi-
vidual KC axons are functionally diverse, such that the same
olfactory signal is differentially represented by each axonal
segment of a neuron.
Dopamine Modulates Synapses along KC Axons The asymmetry of KC synaptic responses points to the possibil-
ity that active modulation by the DANs that tile the g lobe may
regulate synaptic signaling within each compartment. Interest-
ingly, while DAN activity patterns rapidly fluctuated in tethered
animals, the high g2/g3 and low g4/g5 DAN network state
significantly predominated (Figure S2D), potentially reflecting
a fly’s frequent struggle to escape. The similarity between this
DAN network state (Figure 2E) and the pattern of KC presynap-
tic Ca2+ we consistently observed (high g2/g3 and low g4/g5,
Figure 4C) led us to ask if the behavioral state of the fly can
directly modulate olfactory signaling along the lobe. We there-
fore examined KC responses in a brain explant where basal
fluctuations in DAN activity were greatly reduced (data not
shown) and found that direct activation of KCs evoked a uniform
sytGCaMP signal across the length of the lobe in this ex vivo
preparation (Figures 4D, S4D, and S4E). In contrast, direct
KC stimulation in vivo elicited a modular response pattern
A
C D
F
B E
Figure 4. Compartmentalized Ca2+ Domains along KC Axons In Vivo (A) Schematic (top) and representative basal fluorescence of sytGCaMP expressed in g KCs labeled with approximate compartmental borders
(bottom).
(B) Volumetric two-photon resonant imaging of odor-evoked sytGCaMP reveals asymmetric presynaptic Ca2+ in g KCs in each imaging plane.
(C) Maximum-intensity Z-projection of all 15 imaging planes sampled through the g lobe in the example shown in (B) (top). Average normalized odor-evoked profile
of sytGCaMP fluorescence intensity along the g lobe (gray line, n = 21 flies) and peak intensity for each compartment (black dots, n = 21) with mean ± SEM in red
(middle). Odor-evoked time courses were imaged in each compartment for representative experiment shown above (bottom, blue lines indicate 1-s odor stimulus).
(D) Representative image of sytGCaMP signal in g KCs in response to direct stimulation of KCs by acetylcholine iontophoresis into the mushroom body calyx in a
brain explant (top). Normalized intensity profiles for ex vivo stimulation across a range of iontophoretic voltages (1–10 V) with average profile for each voltage in a
different colored line (n = 6). Stimulation-evoked time courses were imaged in each compartment for representative experiment shown above (bottom, blue lines
indicate stimulation).
(E) tdTomato expressed in g4 and g5 DANs using 58E02-LexA (top, middle). Compartmentalized KC sytGCaMP responses in the same fly shows synaptic Ca2+
domains have sharp boundaries that align to the border between g3 and g4 compartments.
(F) Odor response in a sparse subset of g KCs expressing sytGCaMP (heatmap, top) and tdTomato (grayscale, middle). Odor-evoked time courses were
measured at individual synaptic boutons (bottom).
All KC heatmaps in this figure represent peak fluorescence. Values marked with different lowercase letters represent significant differences (p < 0.05 by t test with
correction for multiple comparisons).
See also Figures S3 and S4 and Movie S3.
(Figures S4F and S4G) resembling that triggered by odor. We
therefore conclude that, while KC axons have the anatomic po-
tential to transmit equivalent neural signals to all compartments
of the g lobe, in vivo modulation induces functional heterogene-
ity along their length.
We next asked whether acute alterations to the state or cir-
cumstances of an animal can modify the pattern of presynaptic
Ca2+ along KCs. Given that sucrose ingestion elicits the recip-
rocal pattern of DAN activity (high g4/g5 and low g2/g3, Fig-
ure 2B) as that associated with flailing behavior, we reasoned
this appetitive reward might alter the distribution of presynaptic
Ca2+ across lobe compartments. Overnight fasting did not
change the profile of presynaptic Ca2+ along g KCs (Figure S3E).
However, after sugar feeding the odor-evoked synaptic re-
C
sponses in the g4 and g5 compartments relatively increased,
while the responses in the g2 compartment relatively decreased
(Figure 5A). Sucrose ingestion, therefore, differentially modu-
lates the olfactory responses of KC synapses along the g lobe,
paralleling the bidirectional pattern of DAN activity evoked by
this appetitive reward.
To confirm that DAN activation is sufficient to modify odor-
evoked synaptic responses in KCs, we used the 58E02 promoter
to drive expression of P2X2 in the g4 and g5 DANs excited by
sugar feeding (Figure 2B). Stimulation of 58E02+ DANs with
ATP altered the profile of odor-evoked Ca2+ along g KC axons,
relatively increasing the signal in the distal lobe compartments
while decreasing it in the proximal compartments (Figures 5B
and 5C), resembling the changes induced by sucrose ingestion.
ell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc. 1747
A
B
E
C
D Figure 5. Dopaminergic Signaling Shapes the Distribution of KC Presynaptic Ca2+
(A) Representative odor-evoked KC sytGCaMP
response before and after sucrose ingestion (bot-
tom left). Normalized intensity profiles pre- and
post-sugar ingestion and the change due to sugar
feeding (post-pre) for the representative images
are shown (top right). Average change in normal-
ized intensity profile induced by sugar ingestion
(bottom right, n = 11 flies).
(B) Schematic of g lobe P2X2 expression under
the 58E02 promoter (top left) and representative
odor-evoked responses in g KCs expressing
sytGCaMP, pre- and post-activation of 58E02+
DANs with ATP (bottom left). Normalized intensity
profiles and change due to DAN activation for the
representative images (top right). Average change
in normalized intensity profile induced by DAN
activation (bottom right, n = 10 flies).
(C) As in (B), but in control flies lacking P2X2 expression (n = 6 flies).
(D) Representative odor-evoked response of g
KCs expressing sytGCaMP in DopR2 mutant and
wild-type flies (top). Fluorescence in other lobes is
masked for clarity. Average normalized odor-
evoked profile across the g lobe and compart-
mental averages (bottom) in flies mutant for DopR2
(red, n = 8) and wild-type (black, n = 8) are shown.
(E) As in (D), but comparing g KC-specific knock-
down of DopR2 using RNAi (red, n = 14) to wild-
type flies (black, n = 5).
All KC heatmaps in this figure represent peak
fluorescence to odor stimulation. Error bars in all
panels are SEM. Significant differences in relative
compartment intensity compared to wild-type are
indicated as follows: *p < 0.05, **p < 0.005, and
***p < 0.0005.
See also Figure S5.
Thus, both exogenous and physiological activation of DAN rein-
forcement pathways can modulate KC synapses with striking
spatial precision. Changes in odor-evoked presynaptic Ca2+
persisted for the duration of an experiment (up to �1 hr, Fig- ure S5A), indicating that intensely salient experiences, like teth-
ering or sugar ingestion, can alter the state of KC synapses
with enduring consequences for how all subsequent olfactory
signals are processed.
Dopamine receptors DopR1 and DopR2 are both highly ex-
pressed within the mushroom body lobes and comprise essen-
tial molecular pathways regulating the formation and mainte-
nance of learned olfactory associations (Berry et al., 2012; Kim
et al., 2007; Qin et al., 2012). To verify that dopaminergic
signaling directly contributes to compartmentalized patterns of
synaptic modulation along KCs, we examined mutants for these
receptors and found that the profile of odor-evoked sytGCaMP
fluorescence was inverted in DopR2 mutants (Figure 5D). Selec-
tive knockdown of DopR2 in g KCs using RNAi similarly altered
1748 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
the pattern of synaptic Ca2+ along KC axons (Figures 5E and
S5B), demonstrating that dopamine acts presynaptically to
shape odor processing.
DopR1 mutants exhibited a subtler phenotype (Figure S5C),
while the distribution of synaptic Ca2+ in DopR1/DopR2 double
mutants was still asymmetric (Figure S5D), implying that addi-
tional dopamine receptors or neuromodulatory pathways (Aso
et al., 2014a; Tanaka et al., 2008) may influence the patterning
of KC presynaptic Ca2+. We therefore examined synaptic re-
sponses in mutants for the dopamine reuptake transporter
(DAT), which mediates clearance of dopamine from the synaptic
cleft (Kume et al., 2005) and regulates dopamine signaling inde-
pendent of any specific receptor. The profile of odor-evoked pre-
synaptic Ca2+ in DAT mutants was significantly altered, resem-
bling the phenotype of the DopR1/DopR2 mutant (Figure S5E).
These manipulations of dopamine detection and handling
confirm that dopaminergic signaling, and not simply DAN activ-
ity, contributes to the precise spatial topography of presynaptic
A
B C
D E
Figure 6. DANs Selectively Potentiate KC-
MBON Synaptic Transmission in Individual
Compartments
(A) Schematic of experimental setup. Synaptic cur-
rents were measured in the g4 MBON (green) by
voltage-clamp recordings in response to direct KC
stimulation by acetylcholine iontophoresis in the calyx
(Stim). P2X2-expressing 58E02+ DANs (magenta)
were activated by local ATP injection (left). Repre-
sentative g4 MBON recordings (center) show overlay
of ten KC stimulations pre- (grayscale) and post-
(redscale) activation of 58E02+ DANs by ATP injec-
tion. Note the potentiation evident in both sponta-
neous and evoked EPSCs. Vertical line denotes 2-ms
KC stimulation. Amplitude of evoked currents in the g4
MBON pre- and post-ATP injection (right, average of
ten stimulations each in n = 5 recordings).
(B–E) MBON responses to KC stimulation are poten-
tiated by activation of DANs within the same
compartment, but not in other compartments. Sche-
matic (top), time courses (bottom left), and quantifi-
cation of responses to KC stimulation (bottom right)
before and after ATP injection were recorded in (B) the
g4 MBON with activation of the g4-g5 (58E02+) DANs
(n = 6), (C) the g2 MBON with activation of the g2 DAN
(n = 6), (D) the g2 MBON with activation of the g4-5
DANs (n = 6), and (E) the g4 MBON with activation of
the g2 DAN (n = 6). All pairwise comparisons plot
mean ± SEM. Significance of change after activation
is indicated as follows: *p < 0.05 and **p < 0.005.
See also Figure S6.
Ca2+ along KC axons, providing a functional link between molec-
ular and neural mechanisms.
Dopaminergic Modulation of KC-MBON Neurotransmission Together, our experiments indicate that dopaminergic modula-
tion can acutely modify synaptic responses in discrete subcellu-
lar domains along individual KC axons. If this presynaptic mod-
ulation resulted in altered neurotransmission to the MBONs, our
data would suggest that the state of the DAN network could
Cell 163, 1742–1755,
dynamically regulate the flow of olfactory in-
formation to each output pathway. We
therefore assessed how DAN activity mod-
ifies KC-MBON signaling using electrophys-
iology to monitor neurotransmission at the
resolution of individual synaptic events.
We targeted the g4 MBON for voltage-
clamp recordings as it innervates the
compartment exhibiting the most robust
dopamine-dependent modulation of KC
presynaptic Ca2+ (Figure 5B). Recordings
were performed in a brain explant where
reduced basal activity allowed for the mea-
surement of well-isolated synaptic currents
and provided precise control over the neu-
romodulatory state of synapses. We stimu-
lated KC dendrites in the calyx to evoke
excitatory postsynaptic currents (EPSCs)
in the g4 MBON and observed that the strength of these synap-
tic inputs markedly increased following 58E02+ DAN activation
(Figure 6A). Spontaneous synaptic events were also potenti-
ated whether DANs were activated using P2X2 or a red-shifted
channelrhodopsin (Figure S6A). The average latency of EPSCs
after KC stimulation was 3.8 ± 0.1 ms, consistent with mono-
synaptic transmission (Kazama and Wilson, 2008), identifying
KC-MBON synapses as the site of dopaminergic modulation.
Focal application of the inhibitory neurotransmitter GABA
onto KC dendrites resulted in the loss of synaptic events,
December 17, 2015 ª2015 Elsevier Inc. 1749
further substantiating KCs as the source of this potentiated syn-
aptic input (Figure S6A). In contrast to the prominent modula-
tion of synaptic currents, activation of 58E02+ DANs had no
apparent effect on the baseline membrane voltage or evoked
spiking of g KCs (Figure S6B). Dopaminergic modulation, there-
fore, potentiates neurotransmission at KC-MBON synapses
without appearing to change the intrinsic excitability of KCs,
providing a mechanism to alter the propagation of olfactory sig-
nals to each MBON without modifying the underlying KC odor
representation.
Compartmental Specificity of Dopaminergic Modulation Dopamine can act diffusely, regulating circuit properties at a dis-
tance from its site of release (Rice et al., 2011). We therefore
asked whether DANs modulate synaptic signaling only in the
compartments they innervate or more broadly along the lobe.
Functional imaging revealed that the response of the g4 MBON
to direct KC stimulation was enhanced after 58E02+ DAN activa-
tion (Figures 6B and S6C), consistent with the potentiation
measured by electrophysiology. In contrast, activation of the
g4 DAN had no effect on the response of the g2 MBON (Fig-
ure 6D). Likewise, activation of the g2 DAN strengthened the
g2 MBON response to KC stimulation (Figures 6C and S6C),
but resulted in a small but significant depression of activity in
the g4 MBON (Figure 6E). Together, these experiments indicate
that the segregated axonal innervation by DANs permits spatially
restricted potentiation of KC-MBON neurotransmission, local-
ized to the synapses within a compartment.
State-Dependent Changes in MBON Activity Patterns Heterogeneous neurotransmission from the synapses along a
single axon has been described in the cortex and hippocampus
as a possible substrate for independent plasticity between a
neuron and its myriad of postsynaptic targets (Markram et al.,
1998; Pelkey and McBain, 2007). However, rarely has it been
possible to trace the propagation of neural signals from nearby
synapses on the same axons to distinct postsynaptic pathways.
We took advantage of the compartmentalized architecture of the
mushroom body to examine whether the localized synaptic
modulation along KC axons results in differential olfactory re-
sponses across the MBONs that tile the lobe. We expressed
GCaMP6s in pairs of g MBONs (g2/g4 or g3/g5, Figure 7A)
and simultaneously measured dendritic Ca2+ responses to
odor stimuli in their segregated projections. Every odor evoked
significantly more robust responses in the g2 and g3 MBONs
compared to the g4 and g5 MBONs (Figure 7B), paralleling the
compartmental differences exhibited by KCs to olfactory stimuli
(Figure 4C). In contrast, direct stimulation of KCs in a brain
explant elicited comparable responses across MBONs (Fig-
ure 7C), confirming that, in the absence of in vivo modulation,
KCs have the inherent capacity to transmit equivalent signals
to the different output pathways of the lobe (Figures 4D, S4D,
and S4E).
Together, these observations indicate the odor responses of
MBONs are differentially tuned by the activity of their cognate
DANs, allowing contextual cues to shape olfactory signaling
through the parallel outputs of the lobe. In support of this conclu-
sion, we found that exogenous activation of the g4 DANs via
1750 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
P2X2 resulted in robust potentiation of the g4 MBON responses
to all odors tested (Figures 7D, S7A, and S7B), while olfactory re-
sponses in the g2 MBON were unaffected (Figure 7E). Similarly,
sugar feeding, an appetitive stimulus that activates the g4/g5
DANs and inhibits the g2/g3 DANs (Figure 2B), enhanced the
g4 MBON odor response relative to the g2 MBON response (Fig-
ure 7F). Thus, acute changes to the state of an animal can rapidly
gate the transmission of olfactory signals to the MBONs of the
lobe, permitting the same odor stimulus to drive distinct patterns
of output activity in different contexts.
DAN Activity Bidirectionally Modulates KC-MBON Signaling Dopamine can modulate synaptic communication in diverse
ways—including potentiation or depression of neurotransmis-
sion and modifications to both short- and long-term plasticity
(Tritsch and Sabatini, 2012). Our data indicate that DAN activa-
tion by salient reinforcement experiences can modify the state
of KC synapses with enduring consequences to how all subse-
quent odor signals are processed. In contrast, during associative
learning, the contingent pairing of olfactory and dopaminergic
reinforcement pathways is thought to alter neurotransmission
from odor-specific KC ensembles to allow formation of select ol-
factory memories (Heisenberg, 2003; Keene and Waddell, 2007).
We therefore asked whether coincident activation of KCs and
DANs elicits a distinct form of synaptic modulation in compari-
son to when DANs are activated independently. Remarkably,
temporally pairing 58E02+ DAN activation with KC stimulation
resulted in depression of KC-evoked g4 MBON responses, in
contrast to the robust potentiation induced by activation of
DANs alone (Figures 7G–7I). Interleaving temporally paired and
unpaired stimulation protocols produced depression and poten-
tiation within the same preparation, indicating that KC-MBON
synapses are capable of rapid and reversible bidirectional plas-
ticity (Figures 7H, S7C, and S7I). Depression of KC-MBON
signaling was restricted to the compartment innervated by the
activated DANs, suggesting a similar spatial specificity for these
opposing forms of dopaminergic modulation (Figure S7J).
If depression of KC-MBON signaling were limited to only KCs
activated during an olfactory experience, our observations
would provide a mechanistic basis for the odor-specific modula-
tion thought to underlie learned olfactory associations within the
mushroom body. We therefore monitored the responses of the
g4 MBON to two different odors and then paired the presentation
of one odor with 58E02+ DAN stimulation. Following DAN activa-
tion, the MBON’s response to the paired odor was significantly
reduced relative to the unpaired odor (Figure 7J). Thus, DAN ac-
tivity can bidirectionally modulate KC-MBON signaling, allowing
for both odor-independent synaptic potentiation as well as odor-
specific depression.
DISCUSSION
In this study, we took advantage of the mushroom body’s orderly
architecture to gain insight into the circuit mechanisms through
which neuromodulation mediates flexible sensory processing.
Compartmentalized dopaminergic signaling permits indepen-
dent tuning of synaptic transmission between an individual KC
A
D
G
H I
J
E F
B C
Figure 7. State-Dependent and Bidirectional Modulation of KC-MBON Signaling
(A) Schematic shows pairs of MBONs expressing soluble GCaMP6s used for functional imaging in (B) and (C).
(B and C) Representative heatmaps of evoked fluorescence (top left in each panel, DF/F0), time courses (bottom left), and scatterplots (right) of responses to odor
stimuli (blue line) in pairs of MBONs in vivo (B, n = 8 for g2 versus g4, n = 11 for g3 versus g5) and evoked by calycal stimulation in a brain explant (C, n = 8 for each
pair). Values marked with different lowercase letters represent significant differences (p < 0.05 by t test with correction for multiple comparisons).
(legend continued on next page)
Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc. 1751
and its repertoire of postsynaptic MBON targets. As a conse-
quence, the same KC odor representation can evoke different
patterns of output activity, depending on the state of the animal
and the dopaminergic network. Recent data indicate that the
ensemble of MBONs acts in concert to bias an animal’s behav-
ioral response to an odor such that altering the balance of their
activity can modify the olfactory preferences of both naive and
trained animals (Aso et al., 2014a; Lewis et al., 2015; Owald
et al., 2015). In accord with such a model, we reveal how a
distributed neuromodulatory network is poised to orchestrate
plasticity across all 15 compartments of the mushroom body
and reweight the net output of the MBONs, allowing for adaptive
behavioral responses based on the immediate needs or past
experience of the animal.
A Dynamic Neuromodulatory Network Distinct subsets of DANs are sufficient to drive learned olfactory
associations (Aso et al., 2012; Claridge-Chang et al., 2009; Liu
et al., 2012; Waddell, 2013; Yamagata et al., 2015), leading to
the suggestion they may act autonomously to encode the
rewarding or punishing contextual stimuli that assign meaning
to an odor. Our data, however, suggest a more complex circuit
architecture, in which rich functional interconnectivity between
compartments contributes to coordinated and bidirectional pat-
terns of activity across the DAN population. This raises the pos-
sibility that reinforcement experiences may be represented
by combinatorial patterns of DAN excitation and inhibition in
different compartments, endowing the dopaminergic population
with a greater capacity to instruct behavior via the limited reper-
toire of mushroom body outputs. Intriguingly, midbrain dopami-
nergic neurons responsive to punishment and reward also proj-
ect to distinct targets in the mammalian brain and display a
similar functional opponency as a consequence of reciprocal
network interactions (Cohen et al., 2012; Lammel et al., 2012,
2014; Lerner et al., 2015). Thus, the concerted and partially
antagonistic action of neuromodulatory pathways may represent
a general and conserved circuit principle for generating adaptive
behavioral responses.
Distinct DAN network activity states are evoked by electric
shock and sugar ingestion, reinforcers classically used in asso-
ciative olfactory conditioning paradigms because of their strong
inherent valence. However, similarly distributed patterns of
DAN activity are correlated with the fly’s motor output, implying
that an animal’s behavioral state might serve as a reinforce-
ment stimulus that itself drives synaptic plasticity to shape
(D and E) MBON olfactory responses are potentiated by activation of DANs within
quantification of g4 MBON odor responses before and after stimulation of the
activation of the g4-5 DANs was quantified (n = 6).
(F) Ratio between odor-evoked responses in the g4 MBON and g2 MBON before
(G) Schematic (left) and experimental design (right) for (H)–(J). The g4 MBON respo
and after 58E02+ DAN activation that was either temporally paired or unpaired w
(H) Representative g4 MBON GCaMP responses to KC stimulation showing bid
depending upon whether DAN and KC activation were temporally paired or unpa
(I) Changes in g4 MBON responses to KC stimulation following activation of 58E0
unpaired (right, n = 12, starting from a depressed state) with KC stimulation (see
(J) Change in g4 MBON response to an odor that was paired with 58E02+ DAN
All pairwise comparisons in this figure represent the mean (±SEM) with significan
See also Figure S7.
1752 Cell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc.
odor processing. Metabolic states, such as thirst and hunger,
have been shown to gate appetitive reinforcement by water
and sugar rewards (Burke et al., 2012; Huetteroth et al.,
2015; Lin et al., 2014), permitting state-dependent formation
of olfactory associations only in motivated animals. Our data
highlight an additional facet of how an animal’s internal state
can regulate dopamine release to adjust the salience of contex-
tual cues. Together, these observations indicate that the
distributed DAN network integrates information about external
context and internal state with MBON feedback to represent
the moment-by-moment experience of an animal and dynami-
cally regulate the flow of olfactory signals through the mush-
room body.
Spatially Precise Synaptic Modulation The independent regulation of synapses along an axon is thought
to permit a single neuron to convey specialized information to
different downstream targets, providing additional flexibility and
computational power to neural circuits (Markram et al., 1998; Pel-
key and McBain, 2007). In the mushroom body, synapse-specific
plasticity is achieved through spatially restricted patterns of
dopaminergic modulation that divide a KC axon into functionally
distinct segments. Thus, the ensemble of synapses within a
compartment, as the site of convergence for sensory and contex-
tual signals, represents the elementary functional unit that under-
lies experience-dependent mushroom body output.
Within a compartment, multiple neuromodulatory mecha-
nisms appear to shape synaptic signaling. We observed broad
potentiation of KC-MBON synapses after DAN activation but
odor-specific depression if DANs were coincidently activated
with KCs, consistent with the synaptic changes previously pro-
posed to occur after learning (Aso et al., 2014b; Owald et al.,
2015; Séjourné et al., 2011). Taken together, these findings indi-
cate that neuromodulation in the mushroom body instructs
opposing forms of synaptic plasticity, analogous to the bidirec-
tional tuning of synaptic strength by dopamine in mammalian
brain centers (Huang et al., 2004; Shen et al., 2008; Tritsch and
Sabatini, 2012). The molecular mechanisms through which
dopamine can direct diverse synaptic changes within a compart-
ment remain to be elucidated, but they may depend on signaling
through different dopamine receptors or downstream signaling
cascades that function as coincidence detectors. Indeed, while
DopR1 in KCs is essential to the formation of learned olfactory
associations (Kim et al., 2007; Qin et al., 2012), we find this re-
ceptor plays only a subtle role in the context-dependent
the same compartment, but not in other compartments. (D) Schematic (left) and
g4-5 (58E02+) DANs (n = 6, right). (E) As in (D), but g2 MBON response with
and after sugar feeding (n = 10).
nses to direct KC stimulation (in H–I) or odor stimuli (in J) were recorded before
ith KC stimulation. Dashed lines here and below represent >45-s delays.
irectional modulation of KC-MBON signaling by activation of 58E02+ DANs
ired. Blue lines indicate time of KC stimulation.
2+ DANs that was either paired (left, n = 6, starting from a potentiated state) or
Figure S7).
activation using P2X2 relative to a second odor that was unpaired (n = 10).
t changes indicated as follows: *p < 0.05, **p < 0.005, and ***p < 0.0005.
patterning of Ca2+ along their axons. Conversely, DopR2
strongly influences the topography of presynaptic Ca2+ along
KC axons, in accord with evidence that tonic release of dopa-
mine during ongoing behavior acts through this receptor to inter-
fere with the maintenance of specific learned olfactory associa-
tions (Berry et al., 2012, 2015). Thus, distinct molecular
pathways may transform the same dopaminergic reinforcement
signals into synaptic changes of opposite polarity to shape olfac-
tory processing based on both the present context and prior ex-
periences of an individual.
A Common Integrative Circuit Architecture for Adaptive Responses The mushroom body has been most extensively studied as a site
for associative learning (Heisenberg, 2003; Keene and Waddell,
2007) in which the temporal pairing of an odor with a reinforce-
ment experience selectively alters subsequent behavioral re-
sponses to that odor. Our data suggest that the convergence
of DAN network activity and KC olfactory representations within
the mushroom body lobes may drive associative plasticity in
each compartment, allowing the odor tuning of the MBON reper-
toire to reflect the unique experiences of an individual (Hige et al.,
2015). However, our observations also provide insight into the
mushroom body’s broader role in the context-dependent regula-
tion of innate behaviors (Lewis et al., 2015; Owald et al., 2015).
The ongoing activity of the distributed DAN network, encoding
information about a fly’s current environmental context and
behavioral state, is poised to continuously reconfigure the
activity patterns of the MBON population to allow for adaptive
responses based on the acute needs of the animal. This
context-dependent synaptic modulation could potentially erode
odor-specific learned associations within the mushroom body,
permitting the immediate circumstances of an animal to domi-
nate over previously learned olfactory associations that may no
longer be predictive or relevant. The axons of MBONs ultimately
converge with output pathways from the lateral horn (Aso et al.,
2014a, 2014b), a Drosophila brain center thought to mediate ste-
reotyped responses to odors, providing a potential substrate for
learned and context-dependent output from the mushroom
body to influence inherent olfactory preferences.
Thus, the dual role of neuromodulation in the mushroom
body—to select among alternative circuit states that regulate
both innate and learned behaviors—is reminiscent of its function
in other higher integrative brain centers. In the basal ganglia, for
example, different temporal patterns of dopamine release are
thought to select the relevant circuit configurations that control
inherently motivated behaviors as well as reinforcement learning
(Graybiel et al., 1994; Grillner et al., 2005; Kreitzer and Malenka,
2008; Yin and Knowlton, 2006). The generation of flexible behav-
ioral responses based on experience, whether past or present,
may therefore rely on common integrative brain structures in
which neuromodulatory networks act with exquisite spatial pre-
cision to shape sensory processing.
EXPERIMENTAL PROCEDURES
Detailed methods associated with all procedures below are available in the
Supplemental Experimental Procedures.
C
Fly Stocks
A detailed list of fly genotypes can be found in the Supplemental Experimental
Procedures. sytGCaMP was generated by linking the GCaMP6s and
Drosophila synaptotagmin 1 coding sequences through a 33GS linker. The
resulting construct (sytGCaMP) was used to generate transgenic flies by
PhiC31-based integration into attp40, attp5, and VK00005 (BestGene).
Functional Imaging
All functional imaging experiments were performed on an Ultima two-photon
laser-scanning microscope (Bruker Nanosystems) as previously described
(Ruta et al., 2010). For volumetric imaging, the laser was directed through an
8-kHz resonant scanning galvonometer and the objective was controlled by
a piezo-electric Z-focus. Z planes (12–18 planes), spaced �2 mm apart, were defined to encompass the entire volume of the g lobe and imaged at
�1.5 Hz. Odor stimulation was achieved by directing a continuous stream (400–500 ml/min) of air through a 2-mm-diameter teflon tube at the fly. At a
trigger, 5%–10% of the total airstream was diverted from a 10-ml glass vial
containing paraffin oil to to a vial containing odorants diluted in paraffin oil.
Electrophysiology
g4 MBON and KC soma were targeted for patch recording using GCaMP or
GFP fluorescence. Recordings were carried out as previously described
(Ruta et al., 2010). The membrane potential during voltage clamp was nomi-
nally �70 mV. At this voltage, unclamped action potentials rarely broke through and were readily detected by their large amplitude.
Exogenous Activation of KCs and DANs
Glass stimulating electrodes (resistance of 7–10 MU) were filled with 2 mM ATP
or 10 mM acetylcholine. To stimulate DANs and MBONs expressing the P2X2 receptor, electrodes were positioned dorsal to the mushroom body’s medial
lobes at the site of DAN dendritic and MBON axonal innervation and ATP
was applied by a positive pressure pulse. KCs were stimulated by iontophor-
esing acetylcholine into the calyx using voltage pulses. For paired trials, KC
and DAN stimulation were carried out within <500 ms of each other. For
unpaired trials, KC and DAN stimulation were separated by >45 s. All DAN
activation experiments were unpaired unless noted.
Tethered Fly Behavior
A Point Grey Firefly Camera with Infinity Lens (94-mm focal length) was
focused on a fly illuminated by infrared light-emitting diodes (LEDs). Video
was captured at 30 frames/s. Fly motion traces were extracted using a custom
MATLAB script. For sugar feeding, flies were fasted for 20–26 hr and then
offered a paper wick soaked in 0.2–1 M sucrose using a motorized microma-
nipulator (Scientifica). For punitive shock, steel electrode leads were posi-
tioned on a fly’s abdomen and 0.5-s pulses of 60–150 V were applied from a
stimulator (Grass Technologies).
SUPPLEMENTAL INFORMATION
Supplemental Information includes Supplemental Experimental Procedures,
seven figures, one table, and three movies and can be found with this article
online at http://dx.doi.org/10.1016/j.cell.2015.11.019.
AUTHOR CONTRIBUTIONS
R.C. and V.R. conceived the project and wrote the paper. R.C. performed all
experiments and data analysis, except Figures 5E, S1G, S4B, S5B, and
S5E, which were carried out by I.M.
ACKNOWLEDGMENTS
We thank Leslie Vosshall, Cori Bargmann, Richard Axel, Larry Abbott, San-
deep Datta, Barbara Noro, Daisuke Hattori, Meg Younger, and members of
the V.R. lab for valuable discussion. We thank Donovan Ventimiglia, Tim
Ryan, Ari Zolin, Eliezer Pickholtz, and Josh Salvi for technical advice. R.C.
was supported by a David Rockefeller Graduate Student Fellowship. V.R. is
ell 163, 1742–1755, December 17, 2015 ª2015 Elsevier Inc. 1753
a New York Stem Cell Foundation Robertson Neuroscience Investigator. This
work was supported by the New York Stem Cell Foundation, a Pew Biomedical
Scholar Award, a McKnight Scholar Award, the Alfred P. Sloan Foundation, an
Irma T. Hirschl Award, a Sinsheimer Foundation Award, and an NIH New Inno-
vator Award (DP2 NS0879422013).
Received: August 14, 2015
Revised: October 12, 2015
Accepted: November 9, 2015
Published: December 17, 2015
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- Coordinated and Compartmentalized Neuromodulation Shapes Sensory Processing in Drosophila
- Introduction
- Results
- An Optical Sensor of Presynaptic Activity
- DANs Represent Context through Coordinated Patterns of Activity
- Functional Communication between Compartments Coordinates DAN Activity
- Compartmentalized Synaptic Domains along KC Axons
- Dopamine Modulates Synapses along KC Axons
- Dopaminergic Modulation of KC-MBON Neurotransmission
- Compartmental Specificity of Dopaminergic Modulation
- State-Dependent Changes in MBON Activity Patterns
- DAN Activity Bidirectionally Modulates KC-MBON Signaling
- Discussion
- A Dynamic Neuromodulatory Network
- Spatially Precise Synaptic Modulation
- A Common Integrative Circuit Architecture for Adaptive Responses
- Experimental Procedures
- Fly Stocks
- Functional Imaging
- Electrophysiology
- Exogenous Activation of KCs and DANs
- Tethered Fly Behavior
- Supplemental Information
- Author Contributions
- Acknowledgments
- References