SUMMARY
Projections from the nucleus accumbens to the ventral pallidum (VP) regulate relapse in animal models of addiction. The VP contains GABAergic (VPGABA) and glutamatergic (VPGlu) neurons, and a subpopulation of GABAergic neurons co-express enkephalin (VPPenk). Rabies tracing reveals that VPGlu and VPPenk neurons receive preferential innervation from upstream D1- relative to D2-expressing accumbens neurons. Chemogenetic stimulation of VPGlu neurons inhibits, whereas stimulation of VPGABA and VPPenk neurons potentiates cocaine seeking in mice withdrawn from intravenous cocaine self-administration. Calcium imaging reveals cell type-specific activity patterns when animals learn to suppress drug seeking during extinction training versus engaging in cue-induced cocaine seeking. During cued seeking, VPGABA neurons increase their overall activity, and VPPenk neurons are selectively activated around nose pokes for cocaine. In contrast, VPGlu neurons increase their spike rate following extinction training. These data show that VP subpopulations differentially encode and regulate cocaine seeking, with VPPenk and VPGABA neurons facilitating and VPGlu neurons inhibiting cocaine seeking.
In Brief
Heinsbroek et al. show that glutamate and GABA neurons in ventral pallidum differentially regulate cued cocaine seeking. Calcium activity in glutamate neurons increases when mice refrain from cocaine seeking. Activating glutamate neurons inhibits cocaine seeking. Calcium activity increases in GABA neurons during cocaine seeking, and activating GABA or enkephalin neurons induces cocaine seeking.
Graphical Abstract
INTRODUCTION
The interconnected nuclei of the ventral basal ganglia regulate motivated behavior and reward learning. Within this network, activity in ventral pallidum (VP) neurons is necessary for motivated drug seeking in animal models of addiction for all known drugs of abuse (Farrell et al., 2019; Heinsbroek et al., 2017; Mahler et al., 2014; McFarland and Kalivas, 2001; Rogers et al., 2008; Root et al., 2015). Recent studies challenge a traditional view that the VP is a GABAergic relay structure, by demonstrating complex cell type-specific information processing in pallidal brain regions (i.e., VP and globus pallidus) (Beier et al., 2017; Knowland et al., 2017; Ottenheimer et al., 2018; Richard et al., 2016; Wallace et al., 2017). Specifically, the VP contains two distinct projection neuron subtypes that constitute >95% of all VP neurons, including glutamatergic (VPGlu) and GABAergic (VPGABA) neurons (Geisler et al., 2007; Hur and Zaborszky, 2005), and very few VPGlu neurons co-express glutamate and GABA (Root et al., 2018; Tooley et al., 2018). Activation of VPGlu neurons drives aversion (Faget et al., 2018; Tooley et al., 2018), whereas stimulating VPGABA neurons motivates reward seeking (Faget et al., 2018; Zhu et al., 2017). These effects are mediated in part by projections to the ventral tegmental area (VTA) and lateral habenula (lHb) (Faget et al., 2018).
Recent studies suggest that VPGABA neurons may be composed of multiple neuronal subtypes. For example, some globus pallidus GABAergic neurons expressing NK2 homeobox 1 project to canonical output structures, while other GABAergic neurons express enkephalin and forkhead box P2 and preferentially innervate the striatum (Dodson et al., 2015; Mallet et al., 2012). These pallidal GABAergic subpopulations have distinct electrophysiological properties and in dorsal striatum mediate different aspects of movement execution (Dodson et al., 2015; Mallet et al., 2016). Although globus pallidus is strongly linked to motor behavior, the VP is tied more closely to the motivation that guides motor behavior. Studies from our lab indicate that a subset of VP neurons express the neuropeptide enkephalin (Kalivas et al., 1993) and that VP enkephalin signaling is necessary for the reinstatement of cocaine seeking in an animal model of addiction (Tang et al., 2005). However, a role for any of these three VP subtypes (VPGlu, VPGABA, and VP enkephalin [VPPenk] neurons) in cue-induced drug seeking (which models the ability of drug-associated stimuli to drive drug craving and relapse) remains unexplored.
The main input to VP neurons arises from the nucleus accumbens, and this pathway is composed of dopamine D1 and D2 receptor-expressing GABAergic medium spiny neurons (D1- and D2-MSNs) (Creed et al., 2016; Heimer, 1975; Kupchik et al., 2015; Matsui and Alvarez, 2018). D1 and D2 projections convey opposing information to the VP regarding drug seeking, with D1 input promoting cocaine behavioral sensitization and cocaine seeking and D2 input promoting cocaine withdrawal-induced anhedonia and extinguished cocaine seeking (Creed et al., 2016; Heinsbroek et al., 2017; Pardo-Garcia et al., 2019; Roberts-Wolfe et al., 2018). Withdrawal from cocaine with or without extinction training produces persistent enkephalinergic tone onto presynaptic μ opioid receptors located on D2-MSN terminals in the VP, and the elevated μ opioid tone reduces D2-MSN activity, thereby promoting cocaine seeking (Heinsbroek et al., 2017; Kupchik et al., 2014). However, the relative innervation by D2- versus D1-MSNs onto the different VP neuronal subpopulations is unknown.
Here we describe the results form a series of experiments conducted to dissect the subcircuit connectivity and functional roles of the VPPenk, VPGlu, and VPGABA subtypes on cocaine seeking after extinction training in self-administering mice.
RESULTS
VP Neuronal Subtypes: Anatomical Distinctions
We used in situ hybridization (RNAscope) to quantify neuron subtype density in subcommissural dorsal VP (dVP)—VPGlu (23%), VPGABA (73%), and VPPenk (16%)—and found that >90% of VPPenk and <5% of VPGlu neurons co-expressed the vesicular GABA transporter (Vgat) (Figures 1A and 1B). The dVP is innervated by the core subcompartment of the accumbens (NA-core) (Heimer et al., 1991), and we used a retrograde rabies labeling strategy to determine the relative innervation of the distinct dVP cell types by NAcore D1- and D2-MSNs. D2-eGFP reporter mice were crossed with mice expressing Cre recombinase selectively in each VP cell type (Vglut2-IRES-Cre, Vgat-IRES-Cre, or Penk-IRES-Cre), and VP cells were transduced with rabies helper virus constructs (avian sarcoma/leukosis virus receptor A and rabies glycoprotein) followed by a pseudotyped replication-deficient rabies-mCherry vector (Figure 1C). Rabies tracing showed that although VPGABA neurons were innervated equally by D1-and D2-MSNs, both VPGlu and VPPenk neurons had more D1-MSN-labeled afferents (Figures 1D and 1E; VPGlu versus VPGABA chi-square = 12.3, p = 2.3 × 10−8; VPPenk versus VPGABA chi-square = 10.9, p = 6.3 × 10−4; with Bonferroni adjustment for multiple comparisons). Although we did not distinguish between enkephalin-expressing and non-enkephalin-expressing VPGABA neurons, given that 22% of VPGABA neurons are VPPenk neurons (Figure 1B), and that 84% of NAcore inputs onto those neurons arise from D1-MSNs (Figure 1E), the remaining 78% of enkephalin-negative VPGABA would be preferentially (62%) innervated by D2-MSNs.
VP Neuronal Subtypes: Distinct Roles in Extinction and Cued Cocaine Seeking
Activation of D1-MSNs in NAcore and their projections to the dVP are necessary for cocaine-associated cues to initiate drug seeking in rodents after extinction training (Pardo-Garcia et al., 2019; Stefanik et al., 2013). Given the predominance of D1-MSN inputs to VPGlu and VPPenk neurons (see Figure 1), we used a chemogenetic strategy to activate the different VP neuronal subtypes in Cre mice (Vglut2-IRES-Cre, Penk-IRES-Cre, and Vgat-IRES-Cre). Mice were allowed to self-administer cocaine for 12 days with a light/tone cue pairing to each cocaine infusion and then underwent ≥10 days of extinction training without cue presentation (Figures 2A–2C and S3). At the time of jugular catheter surgery, an adeno-associated virus (AAV) harboring a floxed or non-floxed Gq-coupled designer receptor activated exclusively by designer drugs (Gq-DREADD; AAV2-hSyn-DIO-hM3D-mCherry or AAV2-hSyn-hM3D-mCitrine) was microinjected into the VP (Figures 2B, and 3A, S1, and S2). Gq-DREADD was activated using a systemic injection of clozapine-N-oxide (CNO; 1 mg/kg, intraperitoneal [i.p.]) prior to a late extinction session or before a cue-induced cocaine seeking test (see Figure 2A for experimental timeline). Vehicle (Veh) and CNO were given in a randomized counter-balanced design, separated by ≥2 days of further extinction training. To validate Gq-DREADD activation of VP neurons, we injected mice with either CNO or Veh and immunostained for expression of the immediate-early gene product Fos 2 h afterward. All VP neurons, including VPGABA, VPGlu, and VPPenk neurons, transduced with Gq-DREADD expressed elevated levels of Fos in response to CNO (Figures S1A–S1G; paired t tests, see figure legend for details). Comparing between cell types, CNO stimulation of VPGlu neurons caused significantly more Fos activation in neighboring non-infected VP neurons (Figure S1H; expressed as percentage mCherry neurons, ANOVA F[2, 13] = 6.966, p = 0.009; or expressed as percentage Fos, ANOVA F[2, 13] = 14.08, p = 5.6 × 10−4), suggesting that VPGlu neurons may directly innervate other VP neurons or indirectly activate the VP through an extended circuit mechanism. Compared with the other cell types, a significantly larger proportion of VPPenk neurons were Fos activated by CNO (Figure S1I; ANOVA F[2, 13] = 13.42, p = 6.9 × 10−4), indicating that this subpopulation may be more excitable or responsive to Gq pathway signaling than VPGlu or VPGABA neurons. All VP subpopulations (in viral-labeled and in situ hybridization-labeled tissue) were not randomly distributed and formed clusters based on k-nearest neighbor analysis (Figure S2; see figure legend for details).
All mouse strains acquired stable cocaine self-administration and extinguished responding in the absence of cocaine reward and drug-conditioned cues (see Figure 2C for wild-type mice transduced with non-floxed Gq DREADD in the VP and Figure S3 for Cre mice behavior). In the first experiment, wild-type mice were used and the VP was microinjected with AAV2-hSyn-hM3D-HA-mCitrine to transfect all neurons with Gq-DREADD regardless of subtype (Figure 2B). Stimulating all VP neurons augmented active nose-poke responses during extinction or cue-induced cocaine seeking (Figures 2D and 2E; extinction paired t test, t[6] = 2.89, p = 0.028; cue seeking repeated-measures [RM] ANOVA, F[1.0, 6.2] = 16.71, p = 0.006). Inactive responses were also augmented, indicating non-selective behavioral activation (extinction paired t test, t[6] = 2.59, p = 0.042; cue seeking RM ANOVA, F[1.1, 6.8] = 17.54, p = 0.004). However, mice made significantly more active (previously cocaine rewarded) than inactive (unrewarded) responses during CNO facilitated cue-induced cocaine seeking indicating that stimulating the VP elicits drug seeking rather than non-specific motor activation (Figure 2E; two-way RM ANOVA interaction, cue seeking interaction F[2, 12] = 10.77, p = 0.002). Active and inactive responding was not different during CNO-driven extinction responding, indicating potential nonspecific motor activation (Figure 2D; extinction interaction F[1, 6] = 4.13, p = 0.186).
Gq-DREADD in VPGABA Neurons
Given that the majority of VP neurons are GABAergic, we hypothesized that stimulating VPGABA neurons would recapitulate the effects of global VP stimulation and transduced VPGABA neurons with a Cre-dependent Gq DREADD in Vgat-IRES-Cre mice prior to cocaine self-administration training (Figure 3A; see Figure S3 for self-administration behavior). Indeed, when CNO was administered before a late extinction trial, the expected increase in active nose-poke responses was produced, although in contrast to nonspecific VP neuron stimulation, there was no increase in inactive responses (Figure 3B; active paired t test, t[13] = 3.02, p = 0.010; inactive paired t test, t[13] = 1.25, p = 0.235). Unexpectedly, although both CNO- and Veh-treated mice reinstated to cocaine-paired cues compared with extinction baseline, stimulating VPGABA neurons with CNO did not potentiate reinstated cocaine seeking (Figure 3B; RM ANOVA, F[1.6, 21.8] = 7.25, p = 0.006). There was no effect by CNO on inactive nose poking during cued cocaine seeking (Figure 3B; RM ANOVA, F[1.6, 21.8] = 1.52, p = 0.240). Thus, although stimulating VPGABA neurons produced a drug-seeking response in mice after extinction, it did not further potentiate drug seeking in the presence of conditioned drug cues.
Gq-DREADD in VPPenk Neurons
We next expressed Gq DREADD in the GABAergic subpopulation of VPPenk neurons using Penk-IRES-Cre mice that were trained to self-administer cocaine (Figure 3A; see Figure S3 for self-administration behavior and extinction). Following extinction learning, chemogenetic stimulation of VPPenk augmented active nose-poke responding during both an extinction trial and during cue-induced cocaine seeking (Figure 3C; extinction paired t test, t[5] = 3.08, p = 0.027; cue seeking RM ANOVA, F[2, 10] = 9.64, p = 0.007). Stimulating VPPenk neurons did not affect inactive responding during either the cue-induced cocaine seeking or extinction tests (Figure 3C; extinction paired t test, t[5] = 0.65, p = 0.543; cue seeking RM ANOVA, F[2, 10] = 2.17, p = 0.189). These data show that VPPenk neurons constitute a subpopulation of VPGABA that can facilitate cocaine seeking.
Gq-DREADD in VPGlu Neurons
We also investigated the effect of stimulating VPGlu neurons on cocaine seeking by expressing Gq-DREADD in Vglut2-IRES-Cre mice (Figure 3D; see Figure S3 for cocaine self-administration and extinction). Activating VPGlu neurons reduced cocaine seeking during cocaine cue seeking (Figure 3D; RM-ANOVA, F[2, 20] = 11.95, p = 0.006) and active nose poking during extinction (paired t test, t[7] = 3.18, p = 0.016). Stimulating VPGlu neurons did not affect inactive nose-poke responding (Figure 3D; extinction paired t test, t[7] = 1.00, p = 0.351; cue seeking RM ANOVA, F[2, 20] = 2.19, p = 0.180).
Single-Cell Ca2+ Imaging Reveals that Subpopulations of VPGlu and VPPenk Neurons Respond to Extinction and Cue-Induced Cocaine Seeking
We used a gradient index (GRIN) lens and miniature microscope strategy to quantify single-cell Ca2+ events in the different VP cell types. An AAV harboring a Ca2+ reporter (AAV1-hSyn-DIO-gCaMP6f) was microinjected into the VP of the different Cre mouse lines, and a GRIN lens (7.3 by 0.6 mm) was implanted above the microinjection site. Calcium-driven changes in fluorescence were visible within 3–4 weeks (Figures 4A and S4), and mice were implanted with jugular catheters and entered into the cocaine self-administration, extinction, and cued seeking protocol. Ca2+ events were quantified at three time points in the protocol, during the first day of extinction training (Ext1), when nose poking was extinguished to <40% of Ext1 after 10 d of extinction training (Ext10), and during cue-induced cocaine seeking (cue seeking). Mice underwent active nose-poke responding and cocaine infusions during self-administration when wearing a “dummy” miniature microscope (equal weight and dimensions compared with the recording device) for habituation (Figure 4B). Although the camera appeared to reduce responding on Ext1 (e.g., comparing between Figures 4B and 2C), responding during both Ext1 and Reinst was elevated compared with extinguished responding on Ext10 (Figure 4C; one-way RM ANOVA, F[1.5, 11.8] = 11.18, p = 0.003).
We examined the effects of extinction training and cued cocaine seeking on the frequency and amplitude of Ca2+ events across cell types and sessions (Figure 4D). Because drug seeking is generally higher at the beginning of extinction and cued seeking sessions, and because of technical issues in some animals that prevented uninterrupted recordings during the entire 2 h session (e.g., tangling of the microscope data cable), analyses were restricted to the first 60 min of each session. We first compared the average number of calcium events between cell types and between conditions. VPGlu neurons were more active than VPGABA or VPPenk neurons regardless of the session (Figure 4E; two-way ANOVA, interaction F[4, 564] = 2.879, p = 0.022; main effects of cell type F[2, 564] = 37.13, p = 7.1 × 10−16 and session F[4, 564] = 7.860, p = 4.3 × 10−4). This increased number of Ca2+ events in VPGlu neurons was most marked during Ext10, when the VPGlu event rate (2.88 events/min) was >2-fold higher than that observed in VPPenk or VPGABA neurons. Comparing sessions within the VPGlu population revealed that the VPGlu Ca2+ event rate was increased after extinction learning had occurred (comparing Ext1 with Ext10 and Reinst). In VPGABA neurons, the frequency of Ca2+ events was instead selectively increased during Reinst. By contrast, the frequency of VPPenk Ca2+ events did not change across the sessions. Although the average calcium event rate across all recorded cells (1.58 events/min) was low compared with reported average basal electrical firing rates of VP neurons in vivo (282 spikes/min) (Richard et al., 2016), our findings are consistent with Ca2+ event rates reported for the nucleus accumbens (Francis et al., 2017) and lateral septum (Shin et al., 2018).
We next investigated at what point during these sessions changes in Ca2+ events would emerge within each cell type by plotting cumulative Ca2+ events over time (Figure 4F). This analysis confirmed the main changes in average Ca2+ activity described above. VPGlu neurons were significantly more active after extinction training (during Ext10 and Reinst, compared with Ext1; two-way RM ANOVA, main effects of session F[2, 120] = 5.168, p = 0.007; interaction F[118, 7,080] = 3.578, p = 1.9 × 10−34; Figure 4F), and these differences in cumulative Ca2+ events between sessions became apparent after 22 min (Ext1 versus Ext10) and 27 min (Ext1 versus Reinst). Similarly, the increased Ca2+ event rate in VPGABA neurons during Reinst (Figure 4F; two-way RM ANOVA, main effect of session F[2, 197] = 5.703, p = 0.004; interaction F[118, 11,623] = 5.710, p = 6.1 × 10−76) emerged at 27 min (Ext1 versus Reinst) and 30 min (Ext10 versus Reinst). Consistent with a lack of difference in the average VPPenk Ca2+ event rate, analyzing cumulative Ca2+ events failed to identify an overall difference between sessions for VPPenk neuron activity (Figure 4E; two-way ANOVA, effect of session F[2, 247] = 1.547, p = 0.215). However, a significant interaction was found (F[118, 14,573] = 1.577, p = 7.1 × 10−4; Figure 4F). Post hoc tests identified that this interaction was driven by significant (p < 0.05) differences between Ext1 and Reinst (minutes 37–38 and 54–58) and between Ext1 and Ext10 (minutes 55–56).
In contrast to the Ca2+ event frequency, the event amplitude did not change as a function of extinction learning or Reinst in any cell type (Figure S4B). However, the average Ca2+ event amplitude was higher in VPPenk neurons than in VPGlu and VPGABA neurons (two-way ANOVA, main effect of cell-type F[2, 564] = 18.39, p < 0.001; Figure S4B).
Although the increased occurrence of Ca2+ events in VPGlu neurons following extinction learning is consistent with the inhibitory effect of this population identified in the Gq-DREADD study (see Figure 3D), to better understand the relationship between single neuron Ca2+ activity and cocaine seeking, we quantified activity across the epoch between the 10 s before and 20 s following an active nose poke in Ext1 and Reinst sessions. Analysis into the population activity of each cell type around nose pokes for cocaine revealed dynamics in Ca2+ population activity consistent with the distinct functional roles of each cell group during cocaine seeking (Figure 5). First, we investigated changes in Ca2+ activity around nose pokes in the different VP cell types expressed in absolute values to incorporate both increased and decreased responses as reported previously (Moorman and Aston-Jones, 2015; Figure 5A; see Figure S5 for separate response profiles for cells with increased or decreased activity). Overall, population activity in VPGABA neurons was poorly organized around nose pokes (Figures 5A and 5B). A two-way ANOVA comparing the change in population activity around nose pokes (comparing activity 2 s before and 2 s after a nose poke) across Ext1 and Reinst identified a main effect of nose pokes on Ca2+ activity (F[1, 142] = 4.477, p = 0.036; Figure 5B), but post hoc testing failed to identify significant changes in VPGABA population activity around nose pokes during either Ext1 or Reinst. By contrast, VPPenk and VPGlu population activity was more consistently altered by nose pokes. A significant main effect of nose pokes on Ca2+ activity was found for VPPenk population activity (F[1, 160] = 10.43, p = 0.002), which post hoc tests confirmed was mediated by VPPenk neuron activity around nose pokes during Reinst (Figure 5B). In addition, a significant main effect of nose pokes was observed for VPGlu population activity (F[1, 118] = 14.76, p = 2.0 × 10−4), and this effect was mediated by population activity around nose pokes during Ext1 (Figure 5B).
By organizing individual cells from the different sessions into heatmaps, Ca2+ activity dynamics were found to be carried by subpopulations with distinct activity patterns within each VP subgroup (Figure 5C). For each VP subgroup and recording session, Ca2+ activity of individual cells around nose pokes was classified as increased or decreased (Ca2+ activity up to 2 s after a nose-poke >2 SDs higher or lower than calcium activity 2 s prior to the nose poke; Figure 5D; see Figure S5A for example spatial cell maps and Figure S5B for separated temporal response patterns). During Ext1 and Reinst, VPGABA and VPGlu populations contained equivalent proportions of increased and decreased cells (Figure 5D). However, the proportion of activated and inhibited VPPenk decreased significantly during Reinst compared with Ext1 (Figure 5D; chi-square = 9.82, p = 0.007). This reduction in the size of the population of VPPenk neurons after extinction may have been due to a loss of neurons that responded to seeking in a context specific manner after that context had been extinguished.
DISCUSSION
Activity in VP neurons is necessary for motivated drug seeking in rodent models of drug addiction (Farrell et al., 2019; Mahler et al., 2014; McFarland and Kalivas, 2001; Prasad and McNally, 2016), but little is known regarding how activity in distinct VP cell types might differentially modulate drug seeking. We examined the two major cell types in a context- and cue-induced cocaine-seeking paradigm, VPGABA neurons (73% of all neurons) and VPGlu neurons (23%), as well as a subpopulation of VPGABA neurons co-expressing proenkephalin (16%). We found that stimulating VPGABA and VPPenk neurons facilitated cocaine seeking and that cued seeking differentially activated these cells, by increasing in the number of Ca2+ events in VPGABA and by changing Ca2+ population activity around nose pokes for VPPenk neurons. Conversely, activating VPGlu inhibited cocaine seeking, and VPGlu Ca2+ events occurred more frequently following extinction learning. Moreover, VPGlu population activity around nose-pokes was elevated selectively during early extinction when seeking responses no longer produced cocaine reward. Together, these data support a hypothesis that VPGlu activity reduces motivation, that this process is recruited during extinction learning, and that VPGABA and VPPenk activity facilitates the motivation to seek cocaine in response to cocaine-associated cues.
In contrast to the association between chemogenetics-induced behavioral responses and Ca2+ activation of VPPenk and VPGlu neurons, chemogenetic VPGABA stimulation did not alter cocaine seeking elicited by cocaine-conditioned cues, and Ca2+ population activity was not significantly organized around nose pokes during cued seeking. This more complex portrait of activity likely resulted from VPGABA neurons’ being a larger (~73% of all VP neurons) and more heterogeneous cell group than VPGlu and VPPenk neurons. However, despite the lack of changes in Ca2+ activity around nose pokes in these cells, VPGABA neurons strongly increased their overall Ca2+ event rate during cued seeking, indicating that these cells may mediate the overall increased motivated state associated with cue-induced drug seeking. Indeed, activation of VPGABA cell bodies or VPGABA projections to the VTA is rewarding (Faget et al., 2018), and GABA released from VP projections to the VTA is implicated in the reinstatement of cocaine seeking (Mahler et al., 2014). Thus, the increased activation of VPGABA that we observed during reinstated cue seeking may have occluded further chemogenetic activation of these neurons, and this may explain the lack of VPGABA chemogenetic potentiation of cocaine seeking initiated by cocaine-associated cues. Moreover, given that cue seeking strongly increased the Ca2+ event rate in VPGABA neurons, and only subtle increases were observed in VPPenk neurons, drug seeking during cue seeking likely requires non-enkephalin VPGABA neurons, for instance those expressing parvalbumin (Knowland et al., 2017).
Although our chemogenetic manipulations identified distinct contributions of VP subpopulations on drug seeking during extinction and cocaine cue seeking, it should be noted that these manipulations only demonstrate that activation of these cell populations is sufficient for driving or inhibiting drug seeking. Future studies are required to verify the necessity of activity in these cell groups for drug seeking and for extinction learning. To date, multiple studies have demonstrated that VP activity is required for the reinstated drug seeking (Farrell et al., 2019; Mahler et al., 2014; McFarland and Kalivas, 2001; Prasad and McNally, 2016; Rogers et al., 2008), and given that reinstated drug seeking requires a GABA-mediated disinhibition of VTA dopamine neurons and functional VP-VTA projections, cued drug seeking likely depends on VPGABA activation (Mahler et al., 2014). It should also be noted that although we observed an overall consistency between the effects of chemogenetic stimulation of VP cell types and their activation patterns revealed by Ca2+ imaging, chemogenetic manipulations act on a slow timescale. More specific brief optogenetic inhibition of VP neurons during cue presentations disrupts cue-reward processing (Richard et al., 2016), suggesting that VP neurons are required for integrating reward predictive information to drive reward seeking. Future experiments using similar temporally specific activation or inhibition strategies in VP subpopulations during operant drug-seeking responses could further elucidate a more precise role for these cells and their projections during drug seeking.
We observed marked changes in the activation of VP cell types over the course of extinction learning and during cue-induced reinstatement of cocaine seeking. Indeed, VPGlu activity across the session, measured by the frequency of Ca2+ events, increased following extinction learning. Because of the inhibitory role that we observed for VPGlu neuron activation, we ascribe this change to the effects of extinction learning, whereby animals learn to inhibit their responding in the extinguished context. However, whether the inhibitory role of this population changes as a direct result of extinction learning, as has been shown for other brain structures (Peters et al., 2009), requires further investigation. For instance, altered VPGlu activity following extinction learning may be mediated by changes in excitatory versus inhibitory synaptic inputs onto these neurons (Knowland et al., 2017; McDaid et al., 2005). Similar synaptic changes may account for the increased activation of VPGABA neurons during cued cocaine seeking. Indeed, previous work from our lab and others identified a selective loss of inhibitory inputs from D2-MSNs onto VP neurons after withdrawal from cocaine self-administration (Creed et al., 2016; Heinsbroek et al., 2017; Kupchik et al., 2014). Reduced GABA release in the VP occurs during reinstated cocaine seeking, and this process likely disinhibits VP neurons (Tang et al., 2005). Future studies should address whether this disinhibition is specific to VPGABA neurons and whether this is the underlying mechanism for the observed increase in VPGABA neurons during cued cocaine seeking in the present study.
In addition to changes in the activation of VPGlu and VPGABA neurons, we also observed a subtle increase in the number of Ca2+ events in VPPenk neurons over the course of late extinction and cued seeking sessions. The aforementioned reduced functioning of inhibitory synapses onto VP neurons after cocaine self-administration is mediated by an increased enkephalinergic tone onto presynaptic μ opioid receptors expressed on GABAergic afferents from the nucleus accumbens (Heinsbroek et al., 2017; Kupchik et al., 2014; Tang et al., 2005). This increased enkepha linergic tone may be produced by an increase in VPPenk activity after cocaine withdrawal. We also observed a reduction in the number of VPPenk neurons that were modulated by nose pokes for cocaine between early extinction and cued cocaine seeking. During early extinction, the VPPenk population responding to nose pokes likely included neurons that respond to contextual cues (i.e., the self-administration chamber) and discrete (non-extinguished) cues. Following extinction, the context-coding cells may no longer have been reflected in VPPenk Ca2+ events (i.e., because the context was extinguished), resulting in a reduced number of cells recruited by nose pokes during cue seeking. It is interesting to note that despite a reduction in the size of the VPPenk population recruited by nose pokes, overall VPPenk population responses were recruited by nose pokes only during cue seeking. This may be explained by a sharpening of the population response to nose pokes when only cue-activated VPPenk neurons were responsive, but this hypothesis requires further testing in future studies. It also remains possible that the differences observed between early extinction and cue seeking in VPPenk neurons are mediated by subsets of VPPenk neurons defined by distinct projection targets. In line with this idea, enkephalin-containing globus pallidus neurons project to the striatum and encode a stop signal for ongoing movement patterns (Mallet et al., 2016). However, VP enkephalin neurons also project to the VTA, where the activation of μ opioid receptors by enkephalin is linked to the activation of dopamine neurons (Johnson and North, 1992; Kalivas et al., 1993) and behavioral activation (Kalivas and Richardson-Carlson, 1986; Stewart, 1984).
Indeed, an important finding across VPGABA, VPPenk, and VPGlu neurons is that although stimulating VP subpopulations resulted in consistent behavioral responses, measures of Ca2+ activity revealed substantial heterogeneity within each cell group. These distinct subpopulations and patterns of activity may arise from a number of factors. Although mice were well trained, operant responding contains nuanced behavioral sequences associated with nose poking that may be encoded in the VP. Also, different neurons have distinct axonal projections or afferent inputs that differentially undergo adaptations in response to operant training or cocaine use (Faget et al., 2018; Heinsbroek et al., 2017; Tooley et al., 2018). For example, there is differential input from D1- and D2-MSNs (Creed et al., 2016; Kupchik et al., 2015; Figure 1) to the various VP neuronal subpopulations, which project to different downstream nuclei. Also, VPGlu neurons densely innervate the lHb, midline thalamus, lateral hypothalamus, and ventral mesencephalon, while VPPenk neurons project to the ventral mesencephalon and likely ventral striatum (Faget et al., 2018; Kalivas et al., 1993; Mallet et al., 2012; Tooley et al., 2018), and subpopulations containing different connectivity may contribute differentially to behavior. Consistent with this possibility, optogenetic stimulation of VPGABA cell bodies or projections to the VTA produces place preference, whereas stimulating VPGABA habenula projections does not elicit any behavioral effects (Faget et al., 2018). Given that VPGlu and VPGABA neurons both project to the lHb and VTA, the distinct contributions of these pathways to drug seeking warrants further investigation (Barker et al., 2017; Faget et al., 2018).
In conclusion, we have characterized cell types in the VP with opposing effects on cocaine seeking. VPGABA and VPPenk activity facilitates, while VPGlu activity inhibits, cocaine seeking. These behavioral roles were largely consistent with measures of single cell Ca2+ activity, in which a subpopulation of VPPenk neurons was associated with cued nose poking, and VPGABA Ca2+ events were increased, while VPGlu Ca2+ events were increased after extinction training and during cocaine cue seeking. Our data constitute a first step toward disentangling how the accumbens to VP subcircuits regulate cocaine seeking and are a harbinger of future studies to examine how ensembles of VP subpopulations function in concert to regulate drug seeking and relapse.
STAR★METHODS
LEAD CONTACT AND MATERIALS AVAILABILITY
This study did not generate new unique reagents. Further information and requests for resources and reagents should be directed to and will be fulfilled by the Lead Contact, Peter Kalivas (kalivasp@musc.edu)
EXPERIMENTAL MODEL AND SUBJECT DETAILS
Animals
Male and female transgenic mice were bred at Medical University of South Carolina (MUSC) and every other generation new mice were introduced into the colonies to prevent inbreeding (Vglut2-IRES-Cre, Vgat-IRES-Cre, Penk-IRES-Cre, JAX laboratories; Drd2-eGFP mice gifted by the GENSET program at Rockefeller University) (Gerfen et al., 2013; Gong et al., 2003; Harris et al., 2014; Madisen et al., 2010; Vong et al., 2011) For anatomical tracing and electrophysiological studies Vglut2-IRES-Cre, Vgat-IRES-Cre and Penk-IRES-Cre were crossed with Drd2-eGFP lines. All mice were housed on a reverse day light cycle, and provided with access to food and water ad libitum until the start of experiments. All experiments were conducted in accordance with the National Institute of Health’s Guidelines for the care and use of laboratory animals and approved by the Institutional Animal Care and Use Committee at MUSC.
METHOD DETAILS
Catheter surgery and Chemogenetics
Mice were implanted with a chronic jugular vein catheter as described previously (Heinsbroek et al., 2017; Smith et al., 2017) and infused (~200 nL over 10 min) into the VP (AP: 0.4, ML: 1.4, DV: −5) with the following AAV vectors: AAV2-hSyn-hM3D-HA-mCitrine (University of North Carolina vector core); AAV2-hSyn-DIO-hM3D-mCherry (Addgene). Cre dependent vectors were validated in wild-type mice to test for non-specific expression, and virus was given at least 3 weeks of expression before behavioral tests were conducted.
Self-administration training and testing
Three to four days after surgery, mice were food deprived overnight and trained to self-administer cocaine (0.75 mg/kg/infusion; FR1 schedule of reinforcement) for 12 days, during which operant responses for cocaine were paired with the presentation of a compound cue (tone + light). Throughout self-administration catheter patency was assessed periodically using the intravenous infusion of the short acting barbiturate Brevital. Afterward, mice underwent 7 days of home cage abstinence, followed by at least 10 days of extinction training with neither cocaine nor cocaine-associated cues present, followed by cue seeking tests (see: Figure 2A for experimental timeline). During cue-induced cue seeking tests, conditioned cues were returned to every active operant response to stimulate cocaine seeking. During extinction tests, cue seeking was induced by chemogenetic stimulation of the different populations of VP neurons during a regular extinction session. Across all studies approximately 70% of the mice successfully completed self-administration and extinction training.
In vivo Ca2+ imaging
Mice were injected with the Cre dependent genetically encoded Ca2+ indicator gCaMP6f (AAV1-hSyn-DIO-gCaMP6f; titer: ~1*1013 GC/ml; University of Pennsylvania vector core and Addgene) into the VP, followed by the implantation of a GRIN lens (7.3 mm by 0.6 mm; Inscopix) above the VP. Mice were allowed to recover for 3 weeks, and underwent a second surgery during which a base-plate was installed for miniature microscope attachment. Videos of Ca2+ mediated fluorescence changes in individual neurons were acquired using a miniature microscope system and acquisition software (nVista, Inscopix). Videos were recorded at a 15 Hz framerate under constant low light illumination < 1 mW. Data files were decompressed, downsampled by a special factor of four, motion corrected using a rigid body translation algorithm (TurboReg), and ΔF/F normalized (Mosaic, Inscopix). Afterward, temporal and spatial components were extracted using principal/independent component analysis (PCA/ICA). The quality of individual temporal and spatial components was examined manually for each cell using Mosaic software (Inscopix). Changes in Ca2+ fluorescence around behaviorally meaningful events (nose-pokes for cocaine) and the frequency and amplitude of Ca2+ transients (Ca2+ events) were analyzed separately. Ca2+ events were identified using a peak-finder algorithm (Mosaic, Inscopix) and frequency (spikes/min) and amplitude (a.u.) data were processed using custom-written code in MATLAB (Mathworks).
Monosynaptic retrograde rabies tracing
For cell-type specific monosynaptic retrograde rabies tracing, D2-eGFP x Cre recombinase expressing double transgenic mice were injected with a cocktail of Cre dependent helper viruses mixed in 1:1 ratio (AAV2-Ef1a-DIO-GT, titer: 4.4*1012 GC/ml, Salk vector core; AAV8-CA-DIO-RG, titer: 2.5*1012 GC/ml, UNC Vector core). Three weeks later mice were injected with G-Deleted EnvA pseudotyped replication deficient Rabies SADΔG-B19-mCherry (Salk vector core, titer: 2.7*108 TU/ml). Ten days after rabies injection, animals were perfused for histology.
Histology
Mice were deeply anesthetized with isoflurane, and transcardially perfused with ice-cold saline followed by 10% formalin. Immunostaining was performed using primary antibodies against GFP (1:500; Abcam ab13970; RRID:AB_300798), mCherry (1:20k; LS-C204825; RRID:AB_2716246), dsRed (1:1000; Clontech #632496; RRID:AB_10013483), substance P (1:1000, Immunostar #20064, RRID:AB_572266), and Ser32-phospho-cFos (1:2000, Cell signaling #5348; RRID:AB_10557109), as well as Alexa-conjugated secondary antibodies (Invitrogen, 1:500). Cell counting and co-localization studies were performed using the cell counting plugin in ImageJ (NIH). For immunohistochemical validation of DREADD function, mice were injected with CNO or vehicle 2 h prior to perfusion.
In situ hybridization
Wild-type C57BL/6J mice were euthanized, and brains were rapidly extracted and flash frozen in isopentane solution on dry ice. Brains slices (15 μm) were stained for mRNA expression using the RNAscope in situ hybridization protocol (ACDbio) based on manufacturer recommendations, without epitope retrieval or protease pretreatment steps. Images were taken using a Zeiss LSM880 confocal microscope at 40x and cell counts and co-localization analyses were performed in ImageJ using the Cellcounter plugin (NIH).
QUANTIFICATION AND STATISTICAL ANALYSIS
Ca2+ imaging data analysis
Changes in Ca2+ fluorescence around active nose-pokes were analyzed as described previously (Jennings et al., 2015). Fluorescent signals from each cell were binned (window: −10 s before to 20 s after response) during Ext1 or Reinst sessions in MATLAB, smoothened (using a running 10-point moving average filter) and normalized (zscore) to the average activity for each trace within that window. Ca2+ activity was then averaged across all trials (nose-pokes) within a session for each cell. During extinction, only nose-pokes separated by at least 20 s from each other were used in analyses to prevent cross-contamination of signals between responses. During cued seeking, only nose-pokes occurring outside of the 20 s time-out between cue presentations (e.g., only cued nose-pokes) were evaluated. For the analysis of changes in population activity around nose-pokes, Ca2+ fluorescence signals were transformed to absolute values to incorporate both increased and decreased responses (Moorman and Aston-Jones, 2015). To quantify the population response magnitude, average Ca2+ activity was compared before (−2 to 0 s) and after (0 to 2 s) a nose-poke for each cell. To calculate the proportion of cells with increased or decreased responses to nose-pokes, non-absolute transformed Ca2+ signals within these same time-windows were compared and significantly modulated cells were defined as having average activity > 2 s.d. higher (increased) or > 2 s.d. lower than baseline prior to a nose-poke.
Histology clustering analysis
To investigate whether the different neuronal populations were organized as clusters or randomly distributed throughout the VP, we used a k-nearest neighbor algorithm (k = 10) on the centroids (ImageJ Cellcounter) of neurons identified by either virus expression (in Cre mouse lines) or in situ hybridization for the different VP cell markers. The k-nearest neighbor value (Euclidian distance) for all cells was compared to the k-nearest neighbor values of a shuffled dataset (containing the same number of randomly distributed datapoints, and repeated 1000 times).
Statistics
All data are presented as mean ± sem. Statistical analyses were performed using Prism (Graphpad; version 6.2). Paired Student’s t tests were used for extinction tests. One sample t tests were used for clustering analyses. One-way and two-way repeated-measures analysis of variance (RM-ANOVA) with Greenhouse-Geisser correction and Neumann-Keuls post hoc tests were used for cue seeking tests and Ca2+ event rate and amplitude comparisons as specified in the results. Chi-square tests with Bonferroni correction for repeated-measures was used for rabies tracing data and Ca2+ population fraction comparisons. Statistical significance was set at 0.05.
DATA AND CODE AVAILABILITY
The published article includes all data generated or analyzed during this study. MATLAB code written by J.A.H. was used to process and analyze all calcium imaging datasets. Code, and data are openly available upon request.
Supplementary Material
KEY RESOURCES TABLE.
REAGENT or RESOURCE | SOURCE | IDENTIFIER |
---|---|---|
Antibodies | ||
Rabbit anti-Substance P | Immunostar | #20064; RRID:AB_572266 |
Rabbit anti-dsRed | Clontech | #632496; RRID:AB_10013483 |
Rabbit anti-ser32-phospho-cFos | Cell signaling | #5348; RRID:AB_10557109 |
Chicken anti-mCherry | LifeSpan | LS-C204825, RRID:AB_2716246 |
Chicken anti-GFP | Abcam | ab13970, RRID:AB_300798 |
Goat anti-Rabbit Alexa 488 | Thermo Fisher | A-11008, RRID:AB_143165 |
Goat anti-Rabbit Alexa 594 | Thermo Fisher | A-11012, RRID:AB_2534079 |
Goat anti-Chicken Alexa 488 | Thermo Fisher | A-11039, RRID:AB_2534096 |
Goat anti-Chicken Alexa 594 | Thermo Fisher | A-11042, RRID:AB_2534099 |
Bacterial and Virus Strains | ||
AAV1-hSyn-DIO-gCaMP6f | Addgene | 100833-AAV1 |
AAV2-hSyn-DIO-hM3D-mCherry | Addgene | 44361-AAV2 |
AAV2-hSyn-hM3D-HA-mCitrine | UNC Vector Core | N/A |
AAV8-CA-DIO-RG | UNC Vector Core | N/A |
AAV2-Ef1a-DIO-GT | Salk Vector Core | N/A |
EnvA- SADΔG-B19-mCherry | Salk Vector Core | N/A |
Chemicals, Peptides and Recombinant Proteins | ||
Cocaine Hydrochloride | NIDA | N/A |
Clozapine-N-oxide | Abcam | Cat# ab141704 |
DAPI | ACDbio | Cat# 320858 |
RNAscope® Multiplex Fluorescent Detection Kit v2 | ACDbio | Cat# 323110 |
Hydrogen Peroxide | ACDbio | Cat# 322330 |
Opal 520 | Perkin Elmer | Cat# FP1487001KT |
Opal 570 | Perkin Elmer | Cat# FP1488001KT |
Opal 690 | Perkin Elmer | Cat# FP1497001KT |
Prolong Gold | Thermo Fisher | Cat# P36934 |
Experimental Models: Organisms/Strains | ||
Vglut2-IRES-Cre | Jackson Lab | RRID:IMSR_JAX:028863 |
Vgat-IRES-Cre | Jackson Lab | RRID:IMSR_JAX:028862 |
Penk-IRES2-Cre | Jackson Lab | RRID:IMSR_JAX:025112 |
C57BL/6J | Jackson Lab | RRID:IMSR_JAX:000664 |
Drd2-eGFP | GENSAT | RRID:MMRRC_000230-UNC |
Software and Algorithms | ||
MATLAB | Mathworks | RRID:SCR_001622 |
Fiji ImageJ | NIH | RRID:SCR_002285 |
Imaris | Bitplane | RRID:SCR_007370 |
Prism | Graphpad | RRID:SCR_005375 |
nVista | Inscopix | RRID:SCR_017407 |
Mosaic | Inscopix | RRID:SCR_017408 |
Highlights.
Cocaine seeking is potentiated by stimulating GABAergic ventral pallidum neurons
Cocaine seeking is reduced by stimulating glutamatergic ventral pallidal neurons
Glutamate and enkephalin neurons are differentially innervated by accumbens neurons
Calcium is increased during seeking in GABA and during extinction in glutamate neurons
ACKNOWLEDGMENTS
We thank Dr. Tom Jhou for original breeder mice used to establish Vgat-IRES-Cre and Penk-IRES-Cre colonies; Dr. Jan Boddaert and Thibaut Pardo-Garcia for assistance with Fos analyses; Drs. Constanza Garcia-Keller and Davide Amato for assistance with Ca2+ imaging; and Savanna Gonzalez, Nicholas Fayette, Paco Herson, and members of the Kalivas lab for edits to the manuscript and discussion of experiments. In addition, we would like to thank Dr. Patrick Mulholland and the Shared Confocal Core for microscopy use and guidance. This work was supported by National Institutes of Health grants DA00396, DA012513, DA046373, DP5 OD026407, and S10OD021532.
Footnotes
DECLARATION OF INTERESTS
The authors declare no competing interests.
SUPPLEMENTAL INFORMATION
Supplemental Information can be found online at https://doi.org/10.1016/j.celrep.2020.01.023.
REFERENCES
- Barker DJ, Miranda-Barrientos J, Zhang S, Root DH, Wang HL, Liu B, Calipari ES, and Morales M (2017). Lateral preoptic control of the lateral habenula through convergent glutamate and GABA transmission. Cell Rep. 21, 1757–1769. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Beier KT, Kim CK, Hoerbelt P, Hung LW, Heifets BD, DeLoach KE, Mosca TJ, Neuner S, Deisseroth K, Luo L, and Malenka RC (2017). Rabies screen reveals GPe control of cocaine-triggered plasticity. Nature 549, 345–350. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Creed M, Ntamati NR, Chandra R, Lobo MK, and Lüscher C (2016). Convergence of reinforcing and anhedonic cocaine effects in the ventral pallidum. Neuron 92, 214–226. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dodson PD, Larvin JT, Duffell JM, Garas FN, Doig NM, Kessaris N, Duguid IC, Bogacz R, Butt SJ, and Magill PJ (2015). Distinct developmental origins manifest in the specialized encoding of movement by adult neurons of the external globus pallidus. Neuron 86, 501–513. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Faget L, Zell V, Souter E, McPherson A, Ressler R, Gutierrez-Reed N, Yoo JH, Dulcis D, and Hnasko TS (2018). Opponent control of behavioral reinforcement by inhibitory and excitatory projections from the ventral pallidum. Nat. Commun. 9, 849. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Farrell MR, Ruiz CM, Castillo E, Faget L, Khanbijian C, Liu S, Schoch H, Rojas G, Huerta MY, Hnasko TS, et al. (2019). Ventral pallidum is essential for cocaine relapse after voluntary abstinence in rats. Neuropsychopharmacology 44, 2174–2185. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Francis TC, Chandra R, Gaynor A, Konkalmatt P, Metzbower SR, Evans B, Engeln M, Blanpied TA, and Lobo MK (2017). Molecular basis of dendritic atrophy and activity in stress susceptibility. Mol. Psychiatry 22, 1512–1519. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Geisler S, Derst C, Veh RW, and Zahm DS (2007). Glutamatergic afferents of the ventral tegmental area in the rat. J. Neurosci. 27, 5730–5743. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gerfen CR, Paletzki R, and Heintz N (2013). GENSAT BAC cre-recombinase driver lines to study the functional organization of cerebral cortical and basal ganglia circuits. Neuron 80, 1368–1383. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gong S, Zheng C, Doughty ML, Losos K, Didkovsky N, Schambra UB, Nowak NJ, Joyner A, Leblanc G, Hatten ME, and Heintz N (2003). A gene expression atlas of the central nervous system based on bacterial artificial chromosomes. Nature 425, 917–925. [DOI] [PubMed] [Google Scholar]
- Harris JA, Hirokawa KE, Sorensen SA, Gu H, Mills M, Ng LL, Bohn P, Mortrud M, Ouellette B, Kidney J, et al. (2014). Anatomical characterization of Cre driver mice for neural circuit mapping and manipulation. Front. Neural Circuits 8, 76. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Heimer L (1975). The subcortical projections of the allocortex: similarities in the neural associations of the hippocampus, the piriform cortex, and the neocortex. Golgi Centennial Symposium Proceedings, pp. 177–193. [Google Scholar]
- Heimer L, Zahm DS, Churchill L, Kalivas PW, and Wohltmann C (1991). Specificity in the projection patterns of accumbal core and shell in the rat. Neuroscience 41, 89–125. [DOI] [PubMed] [Google Scholar]
- Heinsbroek JA, Neuhofer DN, Griffin WC 3rd, Siegel GS, Bobadilla AC, Kupchik YM, and Kalivas PW (2017). Loss of plasticity in the D2-accumbens pallidal pathway promotes cocaine seeking. J. Neurosci. 37, 757–767. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hur EE, and Zaborszky L (2005). Vglut2 afferents to the medial prefrontal and primary somatosensory cortices: a combined retrograde tracing in situ hybridization study [corrected]. J. Comp. Neurol. 483, 351–373. [DOI] [PubMed] [Google Scholar]
- Jennings JH, Ung RL, Resendez SL, Stamatakis AM, Taylor JG, Huang J, Veleta K, Kantak PA, Aita M, Shilling-Scrivo K, et al. (2015). Visualizing hypothalamic network dynamics for appetitive and consummatory behaviors. Cell 160, 516–527. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Johnson SW, and North RA (1992). Opioids excite dopamine neurons by hyperpolarization of local interneurons. J. Neurosci. 12, 483–488. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kalivas PW, and Richardson-Carlson R (1986). Endogenous enkephalin modulation of dopamine neurons in ventral tegmental area. Am. J. Physiol. 251, R243–R249. [DOI] [PubMed] [Google Scholar]
- Kalivas PW, Churchill L, and Klitenick MA (1993). GABA and enkephalin projection from the nucleus accumbens and ventral pallidum to the ventral tegmental area. Neuroscience 57, 1047–1060. [DOI] [PubMed] [Google Scholar]
- Knowland D, Lilascharoen V, Pacia CP, Shin S, Wang EH, and Lim BK (2017). Distinct ventral pallidal neural populations mediate separate symptoms of depression. Cell 170, 284–297.e18. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kupchik YM, Scofield MD, Rice KC, Cheng K, Roques BP, and Kalivas PW (2014). Cocaine dysregulates opioid gating of GABA neurotransmission in the ventral pallidum. J. Neurosci. 34, 1057–1066. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kupchik YM, Brown RM, Heinsbroek JA, Lobo MK, Schwartz DJ, and Kalivas PW (2015). Coding the direct/indirect pathways by D1 and D2 receptors is not valid for accumbens projections. Nat. Neurosci. 18, 1230–1232. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Madisen L, Zwingman TA, Sunkin SM, Oh SW, Zariwala HA, Gu H, Ng LL, Palmiter RD, Hawrylycz MJ, Jones AR, et al. (2010). A robust and high-throughput Cre reporting and characterization system for the whole mouse brain. Nat. Neurosci. 13, 133–140. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mahler SV, Vazey EM, Beckley JT, Keistler CR, McGlinchey EM, Kaufling J, Wilson SP, Deisseroth K, Woodward JJ, and Aston-Jones G (2014). Designer receptors show role for ventral pallidum input to ventral tegmental area in cocaine seeking. Nat. Neurosci. 17, 577–585. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mallet N, Micklem BR, Henny P, Brown MT, Williams C, Bolam JP, Nakamura KC, and Magill PJ (2012). Dichotomous organization of the external globus pallidus. Neuron 74, 1075–1086. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mallet N, Schmidt R, Leventhal D, Chen F, Amer N, Boraud T, and Berke JD (2016). Arkypallidal cells send a stop signal to striatum. Neuron 89, 308–316. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Matsui A, and Alvarez VA (2018). Cocaine inhibition of synaptic transmission in the ventral pallidum is pathway-specific and mediated by serotonin. Cell Rep. 23, 3852–3863. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McDaid J, Dallimore JE, Mackie AR, Mickiewicz AL, and Napier TC (2005). Cross-sensitization to morphine in cocaine-sensitized rats: behavioral assessments correlate with enhanced responding of ventral pallidal neurons to morphine and glutamate, with diminished effects of GABA. J. Pharmacol. Exp. Ther. 313, 1182–1193. [DOI] [PubMed] [Google Scholar]
- McFarland K, and Kalivas PW (2001). The circuitry mediating cocaine-induced reinstatement of drug-seeking behavior. J. Neurosci. 21, 8655–8663. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moorman DE, and Aston-Jones G (2015). Prefrontal neurons encode context-based response execution and inhibition in reward seeking and extinction. Proc. Natl. Acad. Sci. U S A 112, 9472–9477. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ottenheimer D, Richard JM, and Janak PH (2018). Ventral pallidum encodes relative reward value earlier and more robustly than nucleus accumbens. Nat. Commun. 9, 4350. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pardo-Garcia TR, Garcia-Keller C, Penaloza T, Richie CT, Pickel J, Hope BT, Harvey BK, Kalivas PW, and Heinsbroek JA (2019). Ventral pallidum is the primary target for accumbens D1 projections driving cocaine seeking. J. Neurosci. 39, 2041–2051. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Peters J, Kalivas PW, and Quirk GJ (2009). Extinction circuits for fear and addiction overlap in prefrontal cortex. Learn. Mem. 16, 279–288. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prasad AA, and McNally GP (2016). Ventral pallidum output pathways in context-induced reinstatement of alcohol seeking. J. Neurosci. 36, 11716–11726. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Richard JM, Ambroggi F, Janak PH, and Fields HL (2016). Ventral pallidum neurons encode incentive value and promote cue-elicited instrumental actions. Neuron 90, 1165–1173. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Roberts-Wolfe D, Bobadilla AC, Heinsbroek JA, Neuhofer D, and Kalivas PW (2018). Drug refraining and seeking potentiate synapses on distinct populations of accumbens medium spiny neurons. J. Neurosci. 38, 7100–7107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rogers JL, Ghee S, and See RE (2008). The neural circuitry underlying reinstatement of heroin-seeking behavior in an animal model of relapse. Neuroscience 151, 579–588. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Root DH, Melendez RI, Zaborszky L, and Napier TC (2015). The ventral pallidum: Subregion-specific functional anatomy and roles in motivated behaviors. Prog. Neurobiol. 130, 29–70. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Root DH, Zhang S, Barker DJ, Miranda-Barrientos J, Liu B, Wang HL, and Morales M (2018). Selective brain distribution and distinctive synaptic architecture of dual glutamatergic-GABAergic neurons. Cell Rep. 23, 3465–3479. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shin S, Pribiag H, Lilascharoen V, Knowland D, Wang XY, and Lim BK (2018). Drd3 signaling in the lateral septum mediates early life stress-induced social dysfunction. Neuron 97, 195–208.e6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smith ACW, Scofield MD, Heinsbroek JA, Gipson CD, Neuhofer D, Roberts-Wolfe DJ, Spencer S, Garcia-Keller C, Stankeviciute NM, Smith RJ, et al. (2017). Accumbens nNOS interneurons regulate cocaine relapse. J. Neurosci. 37, 742–756. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stefanik MT, Kupchik YM, Brown RM, and Kalivas PW (2013). Optogenetic evidence that pallidal projections, not nigral projections, from the nucleus accumbens core are necessary for reinstating cocaine seeking. J. Neurosci. 33, 13654–13662. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stewart J (1984). Reinstatement of heroin and cocaine self-administration behavior in the rat by intracerebral application of morphine in the ventral tegmental area. Pharmacol. Biochem. Behav. 20, 917–923. [DOI] [PubMed] [Google Scholar]
- Tang XC, McFarland K, Cagle S, and Kalivas PW (2005). Cocaine-induced reinstatement requires endogenous stimulation of mu-opioid receptors in the ventral pallidum. J. Neurosci. 25, 4512–4520. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tooley J, Marconi L, Alipio JB, Matikainen-Ankney B, Georgiou P, Kravitz AV, and Creed MC (2018). Glutamatergic ventral pallidal neurons modulate activity of the habenula-tegmental circuitry and constrain reward seeking. Biol. Psychiatry 83, 1012–1023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vong L, Ye C, Yang Z, Choi B, Chua S Jr., and Lowell BB (2011). Leptin action on GABAergic neurons prevents obesity and reduces inhibitory tone to POMC neurons. Neuron 71, 142–154. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace ML, Saunders A, Huang KW, Philson AC, Goldman M, Macosko EZ, McCarroll SA, and Sabatini BL (2017). Genetically distinct parallel pathways in the entopeduncular nucleus for limbic and sensorimotor output of the basal ganglia. Neuron 94, 138–152.e5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhu C, Yao Y, Xiong Y, Cheng M, Chen J, Zhao R, Liao F, Shi R, and Song S (2017). Somatostatin neurons in the basal forebrain promote high-calorie food intake. Cell Rep. 20, 112–123. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The published article includes all data generated or analyzed during this study. MATLAB code written by J.A.H. was used to process and analyze all calcium imaging datasets. Code, and data are openly available upon request.