Abstract
Cocaine use and abstinence induce long-term synaptic alterations in the excitatory input to nucleus accumbens (NAc) medium spiny neurons (MSNs). The NAc regulates reward-related behaviors through two parallel projections to the ventral pallidum (VP)—originating in D1 or D2-expressing MSNs (D1-MSNs→VP; D2-MSNs→VP). The activity of these projections depends on their excitatory synaptic inputs, but it is not known whether and how abstinence from cocaine affects the excitatory transmission to D1-MSNs→VP and D2-MSNs→VP. Here we examined different forms of cocaine-induced synaptic plasticity in the inputs from the basolateral amygdala (BLA) and medial prefrontal cortex (mPFC) to NAc D1-MSNs→VP and putative D2-MSNs→VP (pD2-MSNs→VP) in the core and shell subcompartments of the NAc. We used the whole-cell patch-clamp technique to record excitatory postsynaptic currents from D1-tdTomato mice injected with ChR2 in either the BLA or the mPFC and retrograde tracer (RetroBeads) in the VP. We found that cocaine conditioned place preference (CPP) followed by abstinence potentiated the excitatory input from the BLA and mPFC to both D1-MSNs→VP and pD2-MSNs→VP. Interestingly, while the strengthening of the inputs to D1-MSNs→VP was of postsynaptic origin and manifested as increased AMPA to NMDA ratio, in pD2-MSNs→VP plasticity was predominantly presynaptic and was detected as changes in the paired-pulse ratio and coefficient of variation. Lastly, some of the changes were sex-specific. Overall our data show that abstinence from cocaine changes the excitatory inputs to both D1-MSNs→VP and pD2-MSNs→VP but with different mechanisms. This may help understand how circuits converging into the VP change after cocaine exposure.
Similar content being viewed by others
Introduction
Evidence from animal models indicates that long-term plasticity plays a role in the behavioral effects of cocaine [1,2,3,4,5]. A hallmark of this plasticity is the increase in the ratio between the current flowing through AMPA receptors (AMPARs) and NMDA receptors (A/N ratio) in inputs to nucleus accumbens (NAc) projection neurons [6,7,8,9,10,11,12,13]. Though the NAc projection neurons comprise of two distinct populations—medium spiny neurons (MSNs) expressing the D1 dopamine receptor (D1-MSNs) or MSNs expressing the D2 dopamine receptor (D2-MSNs) [14, 15], the increase in the A/N ratio has been repeatedly reported to occur primarily in D1-MSNs [8, 9, 12, 16]. Since D1 and D2-MSNs differentially modulate reward-related behaviors—D1-MSNs promote and D2-MSNs attenuate drug seeking [12, 17]—plasticity at either of them can be functionally meaningful and represent a different mechanism of how drugs recruit neural circuits within the reward system.
The ventral pallidum (VP) is the main target of NAc projections [18, 19] and is necessary for reward-related behaviors [20, 21]. Both D1-MSNs and D2-MSNs project to the VP [15, 22,23,24,25] and previous studies have shown differential effects of cocaine exposure on each of these inputs in the VP [26, 27]. However, it is possible that these two circuits that converge into the VP differ also upstream of the VP, at the excitatory inputs to different VP-projecting NAc MSNs. Since the increase in A/N ratio after cocaine exposure was reported for the input to NAc D1-MSNs but not D2-MSNs [9, 12, 16], it is possible that exposure to cocaine induces plasticity only at inputs to VP-projecting D1-MSNs (D1-MSNs→VP) without affecting inputs to VP-projecting D2-MSNs (D2-MSNs→VP). Such finding would suggest changes in the balance between D1-MSN and D2-MSN inputs to the VP after cocaine exposure. Importantly, previous research has mostly focused on postsynaptic plasticity and often did not look for plasticity of presynaptic origin in the inputs to the NAc. It thus remains to be determined whether other forms of synaptic plasticity take place following cocaine exposure and abstinence in the inputs to D1-MSNs→VP and D2-MSNs→VP.
A recent study suggests that repeated cocaine injections potentiate the input from the basolateral amygdala (BLA) on D1-MSNs→VP in the NAc shell (NAshell) [24], but it is not known whether this is a long-term change that persists also after abstinence. It is also not known whether other inputs to VP-projecting NAc MSNs change after abstinence, whether these effects are restricted to the NAshell, whether plasticity can be seen also in inputs to VP-projecting D2-MSNs and whether plasticity is sex-specific. In this work we examine synaptic plasticity of presynaptic and postsynaptic origins at the excitatory synapses that the BLA and the medial prefrontal cortex (mPFC) make on VP-projecting NAshell and NAc core (NAcore) D1- and putative D2-MSNs (pD2-MSNs) of male and female mice after abstinence from repeated cocaine exposure. We show significant changes in inputs from both BLA and mPFC to D1-MSNs→VP and pD2-MSNs→VP, with postsynaptic plasticity occurring primarily on D1-MSNs→VP and presynaptic plasticity occurring primarily on pD2-MSNs→VP.
Materials and methods
Experimental model and subject details
All mice were experimentally naïve Drd1a-tdTomato BAC transgenic mice (Stock #016204, The Jackson Laboratories) crossed with wild-type C57BL/6J mice (Envigo, Israel) and bred in-house. Males and females, aged 10–12 weeks were group-housed and under a 12 h reverse light cycle (lights off at 8:00 a.m.) with food and water ad libitum. All procedures were approved by the Research Animal Care Committee of the Hebrew University.
Stereotaxic injections
Mice were anesthetized with isoflurane and fixed in a stereotaxic frame (Kopf, Model 940). Two sets of bilateral holes were drilled into the skull. One set served to microinject the viral construct (AAV2-hSyn-hChR2(H134R)-EYFP, 5.7 × 1012 vg/ml, generated by Karl Deisseroth and sold by University of North Carolina Viral Core) through a 33 ga NanoFil syringe (World Precision Instruments; 300 nl per hemisphere, 100 nl/min, needle retracted 5 min after injection terminated) into the BLA or the mPFC. The second set of holes served to microinject the retrograde tracer red RetroBeadsTM (Lumafluor, Durham, NC) through a 30 ga syringe (Hamilton: 300 nl per hemisphere, 300 nl/min, needle retracted 10 min after injection terminated) into the subcommissural VP. Injections coordinates in millimeters relative to Bregma (anterior/posterior, medial/lateral, dorsal/ventral): BLA = −1.4, ±3.38, −5.14; mPFC = +1.9, ±0.3, −2.35; VP = +0.4, ±1.15, −5.15.
Cocaine conditioned place preference
After two weeks of acclimation to the reverse light cycle and recovery from surgery, mice were trained in the unbiased cocaine conditioned place preference (CPP) procedure as described previously [23] (Fig. 1A). On the first day, mice were allowed to freely explore both sides of a 30 cm × 30 cm arena, divided in two, each side with a different wall pattern and floor texture (Fig. 1A). On the following days, experimental mice received one daily injection of either cocaine (15 mg/kg, i.p.) or saline such that cocaine was always given in one side of the box (the “cocaine-paired” side) and saline in the other. Cocaine-paired sides were counterbalanced for pattern and side. Cocaine/saline injections alternated daily until each mouse received 4 of each. Control mice received 8 injections of saline. Then, mice were left in their cages for 14 days (abstinence) before electrophysiological recordings began or the CPP test was performed. In the test, mice were allowed to move freely between the two sides of the arena for 15 min. Movement was tracked using MediaRecorder (Noldus, the Netherlands), analyzed using Optimouse software [28] and CPP scores were calculated off-line as the ratio between the difference in time spent between the cocaine-paired and unpaired sides and the total time [CPP score = (time in paired zone − time in unpaired zone)/(time in paired zone + time in unpaired zone)].
Slice preparation
Mice were decapitated after being deeply anesthetized with 150 mg/kg ketamine HCl. Then, coronal slices (200 μm) of the NAc, VP and either the BLA or the mPFC were prepared (VT1200S vibratome, Leica). Slices were stored in a vial containing artificial cerebrospinal fluid (in mM: 126 NaCl, 1.4 NaH2PO4, 25 NaHCO3, 11 glucose, 1.2 MgCl2, 2.4 CaCl2, 2.5 KCl, 2.0 Na-pyruvate, 0.4 ascorbic acid, bubbled with 95% O2 and 5% CO2) and a mixture of 5 mM kynurenic acid and 50 μM d-AP5, at room temperature (22–24 °C) until recording. VP, mPFC and BLA slices were used to confirm injection accuracy, NAc slices were used for whole-cell patch-clamp recordings.
Whole-cell recordings
All recordings were collected at 32 °C (TC-344B, Warner Instruments). Slices were left to rest for at least 10 min after being transferred from the vials to the recording bath to allow washout of kynurenic acid and AP5 that were present in the vials. The NAc, VP, BLA, and mPFC were identified using a mouse brain atlas [29]. Neurons were visualized with a BX51WI microscope (Olympus). Inhibitory synaptic transmission was blocked with picrotoxin (0.1 mM, catalog # P-325 Alomone Labs). MultiClamp 700B (Molecular Devices) was used to record excitatory postsynaptic currents (EPSCs) in whole-cell configuration. Glass microelectrodes (1.6–2 MΩ) were filled with internal solution (in mM: 128 cesium methanesulfonate, 10 HEPES potassium, 1 EGTA, 1 MgCl2, 10 NaCl, 2.0 Mg-ATP, 0.3 Na-GTP, 1 QX-314, and 0.3 mM spermine for AMPAR current rectification recordings at pH 7.2–3 and ∼280 mOsm). VP-projecting MSNs were identified by the fluorescence of red RetroBeads (Fig. 1E). D1-MSNs were identified by the fluorescence of tdTomato and neurons lacking such fluorescence were assumed to be putative D2-MSNs. Recordings in NAcore neurons were performed in a radius of up to 300 μm from the center of the anterior commissure while NAshell recordings concentrated in the medial NAshell, approximately 700 μm medially or ventromedially to the anterior commissure. Recordings started at least 10 min after whole-cell configuration was achieved to allow for diffusion of the internal solution to remote dendrites. Data were acquired at 10 kHz and filtered at 2 kHz using AxoGraph X software (AxoGraph Scientific). To evoke EPSCs we used a 470 nm LED light source (Mightex Systems; 0.1–1 ms in duration) directed at the slice through the 60× objective. The stimulation intensity was set to evoke 50% of maximal EPSC at −80 mV. Recordings were collected every 20 s. Series resistance (Rs), measured using a − 2 mV hyperpolarizing step (10 ms) applied with each stimulus, and holding current were monitored online. Recordings with unstable Rs, or with Rs higher than 20 MΩ were discarded.
For each cell, paired pulses (100 ms interval) were first recorded at −80 mV. This allowed us to ensure response stability and to calculate the paired-pulse ratio—the ratio between the peaks of the second and the first pulses. We also calculated from the first response of the pair the coefficient of variation of the peak using the Microsoft Excel standard deviation formula for a sample (STDEV) divided by the cell mean (20–25 events per cell). Then, membrane potential was gradually increased until +40 mV. To allow for stabilization of cell parameters, recordings resumed 5 min after reaching +40 mV. First, we recorded the total current mediated by both AMPA and NMDA receptors. Then, NMDA current was blocked by bath application of d-AP5 (50 μM, catalog # ab120003, Abcam). Recording resumed 2 min following bath application. To calculate the NMDA current, we subtracted the AMPAR current from the total current at +40 mV. For the AMPA and NMDA currents we measured, apart from the peak amplitude, the time constant of the decay (by fitting an exponential) and the total charge (by calculating the area under the synaptic current curve) using the Axograph X software.
A separate set of cells was used for the evaluation of AMPAR current rectification. AMPAR current was recorded at −70 mV, 0 mV and +40 mV. Membrane potential was gradually increased and recordings started 5 min after the new holding potential was reached. To calculate the rectification index, we first calculated the predicted AMPA current at +40 mV based on the currents recorded at −70 mV and 0 mV. Assuming there is no rectification, the slope between the currents at −70 mV and 0 mV is equal to the slope between currents at −70 mV and 0 mV -
where \(\hat I_{ + 40\;{{{\rm{mV}}}}}\) represents the predicted current at a holding potential of +40 mV, I0 mV and I−70 mV represent the measured currents at 0 and −70 mV, respectively, and V represents the holding membrane potential. From Eq. 1 we can calculate the predicted AMPA current at +40 mV –
Then, the rectification index (RI) is the ratio between the observed (I+40 mV) and the predicted \(\left( {\hat I_{ + 40\;{{{\rm{mV}}}}}} \right)\) current at a holding potential of +40 mV –
Quantification and statistical analysis
All statistical analyses were performed using GraphPad Prism 7.03 (GraphPad Software Inc.). Parametric statistics (Student’s t test and two-way ANOVA) was used with p values < 0.05 considered significant. Statistical tests are indicated in the figure legends. Bar graphs represent mean ± SEM. Each dot represents data from one cell. All groups consist 4–11 cells from 3–6 mice.
Results
The excitatory input from the mPFC and BLA on VP-projecting D1-MSNs is stronger after cocaine CPP and abstinence
The mPFC and BLA provide significant input to both NAc D1-MSNs and D2-MSNs [24, 30, 31], but it is not known whether these inputs specifically to VP-projecting MSNs (MSNs→VP) show plasticity after abstinence from cocaine (but before being re-introduced to the CPP box after abstinence) (Fig. 1A). To examine this, we microinjected AAV-ChR2-eYFP (ChR2) to either the BLA or the mPFC and the retrograde tracer red RetroBeads to the VP of D1-TdTomato mice (Fig. 1B–D). Thus, we could activate optogenetically either of the two afferents while recording AMPA and NMDA receptor-mediated currents from identified D1-MSNs→VP or pD2-MSNs→VP in the core and shell subcompartments of the NAc (Fig. 1E) [pD2-MSNs were defined as NAc neurons not expressing tdTomato, based on the observation that MSNs make ~95% of the neurons in the NAc [32, 33], the small overlap between D1-expressing and D2-expressing MSNs [15, 32, 34] and the physiological differences between MSNs and NAc interneurons [33]].
To evaluate the AMPA/NMDA (A/N) ratio we stimulated the specific input optogenetically and recorded the postsynaptic current at a holding potential of +40 mV once without blockers and then with the NMDA blocker AP5 to yield the AMPA current. NMDA currents were derived from the subtraction of the AMPA current from the total current. Our data show that the A/N ratio in BLA → D1-MSNs→VP synapses in NAshell (Fig. 1F) and NAcore (Fig. 1G) were elevated after cocaine CPP and abstinence (unpaired two-tailed Student’s t tests: t(13) = 2.70, p = 0.02 for BLA → D1-MSNs→VP in NAshell; t(13) = 2.25, p = 0.04 for BLA → D1-MSNs→VP in NAcore). This was accompanied by increase in the amplitude of the AMPA but not NMDA currents (Table S1). A similar elevation of A/N was seen also in mPFC→D1-MSNs→VP synapses in NAshell (Fig. 1H) but not NAcore (Fig. 1I) (t(14) = 2.53, p = 0.02 for mPFC→D1-MSNs→VP in NAshell; t(17) = 0.48, p = 0.64 for mPFC→D1-MSNs→VP in NAcore). The mPFC input to D1-MSNs→VP in the NAshell also showed an increase in the AMPA and NMDA peak amplitudes and charge conducted (Table S2).
Conversely, we did not observe changes in BLA or mPFC inputs to pD2-MSNs→VP in the NAcore or NAshell (Fig. 1J–M; Unpaired two-tailed Student’s t tests: t(13) = 0.13, p = 0.90 for BLA → pD2-MSNs→VP in NAshell; t(12) = 0.46, p = 0.66 for BLA → pD2-MSNs→VP in NAcore; t(12) = 0.86, p = 0.41 for mPFC→pD2-MSNs→VP in NAshell; t(10) = 0.17, p = 0.87 for mPFC→pD2-MSNs→VP in NAcore). In addition, we did not detect any changes in the time constants of the currents (Tables S1 and S2). These data resemble earlier data showing that glutamatergic inputs to the NAc strengthen specifically on D1-MSNs after cocaine exposure [8, 9, 12, 16] and suggest that this is also true specifically for MSNs that project to the VP.
Cocaine CPP and abstinence increases the rectification of AMPA receptor-mediated currents in mPFC inputs to NAshell D1-MSN→VP
Surface expression of calcium-permeable GluA2-lacking AMPARs is often elevated in the NAc following cocaine self-administration and prolonged withdrawal [9, 35,36,37]. This has also been observed in animal models of non-contingent cocaine injections [37,38,39] although not consistently [40]. The recruitment of GluA2-lacking AMPARs was also linked in several studies to changes in A/N ratio in the NAc [35, 37, 39]. GluA2-lacking AMPARs are calcium-conducting inwardly-rectifying channels [41, 42]—they conduct less current in depolarized membrane potentials. This allows to identify their presence in the synapse by calculating the rectification index of the glutamatergic input. A change in the rectification index indicates rectified current and may imply the recruitment of GluA2-lacking AMPARs. Therefore, we next explored whether the increase in A/N ratio seen in BLA and mPFC synapses on D1-MSNs→VP is accompanied by a change in the rectification index. In order to detect changes in rectification we added spermine to the internal solution and recorded AMPAR currents at holding potentials of +40 mV, 0 mV and −70 mV. The rectification index was calculated as the ratio between the observed and the predicted peak current at +40 mV [43, 44] (see Methods). Our data show that cocaine CPP and abstinence decreased the rectification index in the synapse between mPFC projections and D1-MSNs→VP in the NAshell (Fig. 2C; Unpaired two-tailed Student’s t test: t(11) = 2.47, p = 0.03). However, it did not change the rectification in mPFC→D1-MSNs→VP synapses in the NAcore (Fig. 2D; Unpaired two-tailed Student’s t test: t(10) = 0.11, p = 0.91) or in BLA→D1-MSNs→VP synapses in the NAshell (Fig. 2A; Unpaired two-tailed Student’s t test: t(12) = 0.56, p = 0.59) and NAcore (Fig. 2B; Unpaired two-tailed Student’s t test: t(13) = 1.01, p = 0.33). It also did not alter the rectification index of AMPAR currents in the synapses of BLA and mPFC with pD2-MSNs→VP (Fig. 2; Unpaired two-tailed Student’s t tests: t(12) = 0.84, p = 0.42 for BLA inputs to NAshell; t(13) = 0.64, p = 0.54 for BLA inputs to NAcore; t(10) = 1.21, p = 0.25 for mPFC inputs to NAshell; t(9) = 1.15, p = 0.28 for mPFC inputs to NAcore). Thus, among the various synapses that showed an increase in the A/N ratio after cocaine CPP and abstinence, only the mPFC→D1-MSN→VP synapse in the NAshell also showed rectification. This may indicate a different mechanism of long-term potentiation in the mPFC and BLA inputs to D1-MSNs→VP.
Note that the baseline rectification index in saline mice varied between the different synapses. Thus, in some synapses (mPFC→D1-MSNs→VP, mPFC→pD2-MSNs→VP and BLA→D1-MSNs→VP, all in the NAcore) the rectification index was significantly lower than 1, indicating the presence of rectifying AMPARs (one-sample t test compared to 1, p < 0.05 for all three synapses). Nevertheless, cocaine did not affect the rectification in these synapses.
Presynaptic plasticity at the glutamatergic input to pD2-MSNs→VP following cocaine CPP and abstinence
Changes in A/N ratio and in AMPAR current rectification are often considered manifestations of postsynaptic plasticity, yet they do not rule out plasticity at the presynaptic terminal. Hence, we further explored whether cocaine CPP and abstinence induced alterations in the presynaptic release of neurotransmitter from mPFC or BLA inputs to VP-projecting MSNs. To achieve this, we stimulated ChR2-expressing terminals from either the BLA or mPFC in a paired-pulse paradigm (100 ms interval) and recorded from MSNs at a holding potential of −80 mV. From the elicited currents we then calculated two measurements, changes in which are considered to reflect presynaptic plasticity: (1) The paired-pulse ratio (PPR; the peak of the second evoked current divided by the first) [45]; and (2) The coefficient of variation (CV) of the peak of the first evoked current [46, 47]. Decrease in both measures indicates an increase in release probability.
Most synapses between the mPFC or BLA and D1-MSNs→VP did not show presynaptic plasticity after cocaine CPP and abstinence (Fig. 3A, B, D; unpaired two-tailed Student’s t tests; mPFC to NAcore: t(14) = 0.79, p = 0.44 for PPR and t(14) = 0.61, p = 0.55 for CV; BLA to NAcore: t(16) = 1.56, p = 0.14 for PPR and t(17) = 0.82, p = 0.43 for CV; BLA to NAshell: t(14) = 1.64, p = 0.12 for PPR and t(14) = 0.76, p = 0.46 for CV). The only exception was the mPFC→D1-MSN→VP synapse in the NAshell. This synapse showed a decrease in the CV (but not PPR) after cocaine CPP and abstinence (unpaired two-tailed Student’s t tests: t(14) = 3.86, p = 0.002 for CV and t(13) = 0.48, p = 0.64 for PPR), indicating presynaptic potentiation (Fig. 3C). This, together with the increase in A/N ratio in the same synapse (Fig. 1H), supports a long-term potentiation of the mPFC input specifically to VP-projecting D1-MSNs in the NAshell after cocaine CPP and abstinence. Overall, the mPFC and BLA inputs to D1-MSNs→VP do not seem to show presynaptic plasticity after cocaine CPP and abstinence, except for the mPFC→D1-MSN→VP in the NAshell, which also shows postsynaptic potentiation. This may indicate that cocaine induces mostly postsynaptic changes in the D1-MSNs→VP and not in the incoming terminals to these cells.
The data in Fig. 1 show no changes in A/N ratio on pD2-MSNs→VP, implying lack of plasticity in the inputs to these neurons after cocaine exposure, as also suggested before [9, 12]. Examination of presynaptic plasticity challenges this concept. Our data show significant presynaptic plasticity in the BLA input to pD2-MSNs→VP. In the NAshell, the BLA input to pD2-MSN→VP shows presynaptic potentiation (decreased PPR; unpaired two-tailed Student’s t test: t(14) = 3.02, p = 0.009 for PPR and t(14) = 0.44, p = 0.67 for CV; Fig. 3E). In the NAcore, the BLA input to pD2-MSN→VP shows presynaptic depression (increased PPR and CV; unpaired two-tailed Student’s t tests: t(14) = 2.15, p = 0.049 for PPR and t(14) = 2.17, p = 0.048 for CV; Fig. 3F). In contrast, the mPFC input to NAcore (but not NAshell) pD2-MSNs→VP is potentiated (decreased CV) (unpaired two-tailed Student’s t tests: t(13) = 2.57, p = 0.02 and t(13) = 0.85, p = 0.41 for CV and PPR in NAcore respectively; t(13) = 0.54, p = 0.60 and t(10) = 0.62, p = 0.55 for CV in PPR in NAshell respectively; Fig. 3G–H), thus indicating that the mPFC input to the NAc does not only potentiate on NAshell D1-MSNs→VP but also on NAcore pD2-MSNs→VP. Overall, our data show substantial presynaptic changes in the excitatory inputs to VP-projecting pD2-MSNs after cocaine CPP and abstinence. Particularly, the BLA input to NAcore pD2-MSNs→VP is weakened while the mPFC input to the same neurons is potentiated.
Sex-specific plasticity in the BLA and mPFC input to MSNs→VP after cocaine CPP and abstinence
Recent studies highlighted both the BLA and mPFC, as well as the NAc, as regions that show sex-specific changes related to drug- or natural reward-seeking behavior and drug memories [48,49,50,51,52,53,54]. Thus, we examined here whether cocaine CPP and abstinence alters the inputs from the mPFC and the BLA to NAc MSNs→VP in a sex-specific manner. We indeed found that both inputs showed sex-specific plasticity, albeit on different MSN cell types.
The A/N of the BLA input to D1-MSNs→VP, which was comparable between control males and females, became significantly higher in females after cocaine CPP and abstinence (Fig. 4A) (Two-way ANOVA, main sex effect—F(1,26) = 4.2, p = 0.049; main drug-group effect, F(1,26) = 28.6, p < 0.0001; interaction, F(1,26) = 16.3, p < 0.001; post-hoc Sidak’s multiple comparisons test, males vs females after cocaine CPP and abstinence—t26 = 4.45, p < 0.001). This was not seen in pD2-MSNs→VP (Fig. 4C). In contrast, the A/N of the mPFC input became higher in females after cocaine CPP and abstinence only in pD2-MSNs→VP but not in D1-MSNs→VP (Fig. 4B, D) (For pD2-MSNs—two-way ANOVA, main sex effect—F(1,22) = 9.69, p = 0.005; post-hoc Sidak’s multiple comparisons test, males vs females after cocaine CPP and abstinence—t22 = 3.37, p = 0.006). Thus, the BLA and mPFC inputs to VP-projecting MSNs change after cocaine CPP and abstinence in a sex-specific manner. This may imply that the involvement of the VP in cocaine CPP and abstinence is, like that of the NAc, mPFC, and BLA, sex-specific.
Examining the presynaptic measures (PPR and CV) did not show sex-specific changes after cocaine CPP and abstinence (Table S3). It therefore implies that the sex-specific changes occur in the MSNs themselves and not in the incoming terminals.
Discussion
In this study we examined plasticity in the glutamatergic transmission from the mPFC and BLA to NAshell/NAcore D1- and pD2-MSNs that project to the VP after cocaine CPP and abstinence. Our results indicate that cocaine CPP and abstinence induce multiple forms of synaptic plasticity which are cell type- and projection-specific. Adding to previous studies, which depict plasticity mostly in D1-MSNs [8, 9, 12, 16], our data suggest that when focusing only on VP-projecting MSNs, the glutamatergic input is potentiated both at D1- and pD2-MSNs→VP. The most striking result to emerge from the data is that while plasticity at D1-MSNs→VP occurred mostly at the postsynaptic site, in pD2-MSNs→VP the presynaptic site was more prone to changes following cocaine CPP and abstinence. Thus, the A/N ratio of both mPFC (to NAshell) and BLA (to both NAcore and NAshell) inputs is increased in D1-MSNs→VP but not pD2-MSNs→VP (Fig. 1) while the indicators of presynaptic plasticity, PPR and CV, change more on pD2-MSNs→VP than on D1-MSNs→VP (Fig. 3). To the best of our knowledge, this is the first demonstration of presynaptic plasticity at pD2-MSNs→VP following cocaine CPP and abstinence.
Potentiation of glutamatergic transmission to VP-projecting MSNs and the influence on the VP
Strengthening of excitatory transmission onto VP-projecting NAc MSNs is expected to make them more prone to activation, and therefore to increase their inhibitory drive on the VP. Our data show that cocaine CPP and abstinence mostly potentiated excitation on MSNs→VP (Fig. 5)—it potentiated mPFC input to NAshell D1-MSNs→VP and NAcore pD2-MSNs→VP, BLA input to NAcore and NAshell D1-MSNs→VP and BLA input to NAshell pD2-MSNs→VP. Only the BLA input to NAcore pD2-MSNs→VP showed depression after cocaine CPP and abstinence. This would suggest that the NAc input to the VP may become stronger in general after cocaine CPP and abstinence, but as the excitation on pD2-MSNs→VP also shows some depression, our findings may draw a picture where the incoming accumbal input to the VP is biased towards the D1-MSNs. A similar bias of activation of D1-MSNs→VP compared to D2-MSNs→VP by BLA input after repeated cocaine exposure was also suggested in a recent study [24]. Since D1-MSN input to the VP promotes, while D2-MSN input to the VP inhibits drug seeking [26, 27], an imbalance in the VP favoring D1-MSN input may promote drug seeking and may be generated upstream in the inputs to the NAc and not only locally in the VP. Thus, understanding the roles of the NAc→VP parallel pathways in drug reward and addiction may require a wider perspective on upstream and downstream circuits.
It is important to note that our study does not touch on all levels of complexity in this system. For example, D1-MSNs and D2-MSNs differ in the innervation of GABAergic and glutamatergic VP neurons [25] and in the neuropeptides they release in the VP [23, 55,56,57,58]. Thus, strengthening of the excitatory inputs to D1-MSNs→VP or D2-MSNs→VP may affect VP activity in many other ways that are still to be studied. In addition, recent works suggest that D1- and D2-MSNs activity might not be completely antagonistic, but rather work together to generate learning and behavior [59] in a way that depends on their activity patterns [60, 61]. With this in mind, the potentiation of the excitatory inputs to D1- and D2-MSNs➔VP might reflect their cooperative roles in modulating and refining behavior.
Behavioral significance of plasticity in mPFC and BLA inputs to MSNs→VP
The mPFC and the BLA are two major excitatory inputs to the NAc [62, 63]. Both these inputs have been shown to express synaptic plasticity in the NAc after abstinence or withdrawal from repeated exposure to drugs [9, 30, 64,65,66,67,68,69]. Although both these inputs excite NAc MSNs, they are considered to play different roles in motivated behavior—while the mPFC is important for the cognitive aspects of drug seeking and the persistence of addictive behavior [70,71,72] the BLA is thought to underlie the association between cues or context to reward exposure [65, 73, 74]. Thus, the potentiation of the mPFC inputs on VP-projecting MSNs may be responsible for the persistence of the memory of cocaine exposure after abstinence while the plasticity in the BLA input to the same neurons may encode the association of cocaine with the context (the cocaine-paired side of the CPP box). Supporting this thesis, the plasticity of the BLA input to D1-MSNs→VP was seen also before abstinence [24], as would be expected from plasticity that represents the learning process in the CPP protocol.
The fact that all recorded MSNs project to the VP suggests that the VP is involved in both the cognitive and the cue/context aspects of abstinence after cocaine CPP. This is corroborated by previous studies showing the importance of the VP in cocaine CPP and abstinence [23, 75,76,77,78,79] although it remains to be studied whether it is the input from NAc MSNs that determines the role of the VP in cocaine CPP.
Source of synaptic plasticity
In this study, we observed synaptic plasticity in mPFC and BLA inputs to MSNs→VP following abstinence from cocaine-induced CPP. Therefore, it cannot be determined whether the plasticity we observed was induced by the exposure to cocaine or by the following abstinence. Indeed, Baimel et al. [24] found an increase in the excitatory input from the BLA to NAshell D1-MSNs→VP relative to non D1-MSNs (similar to what we found, Fig. 1F) 24 h after the last of 5 non-contingent cocaine injections and MacAskill et al. [16] found a similar potentiation of BLA input on D1-MSNs 3 days after the last of 5 non-contingent cocaine injections. In addition, Suska et al. [80] showed an increase in the release probability in the input from the mPFC to NAshell MSNs following only 1 day of withdrawal from repeated cocaine (i.p.) injections (although they did not identify D1- or D2-MSNs or VP-projecting MSNs). Thus, our finding of increased A/N ratio in the BLA input to NAshell D1-MSNs→VP (Fig. 1) and presynaptic potentiation of mPFC input to NAshell D1-MSNs→VP (Fig. 3) after 14 days of withdrawal may reflect long-term plasticity that resulted from the repeated exposure to cocaine and not from the abstinence period. More research needs to be done to further dissect the exact synaptic alterations that take place in the inputs to VP-projecting NAc MSNs at different time points after cocaine exposure.
Postsynaptic plasticity
Our data describe three forms of synaptic plasticity following cocaine CPP and abstinence in VP-projecting NAc MSNs—change in the probability of neurotransmitter release, change in the A/N ratio and change in the rectification of AMPAR-mediated currents. Changes in A/N ratio and AMPA rectification are usually considered to be postsynaptic and occur at the level of the recorded neuron. Therefore, these two processes may be linked, and indeed the co-occurrence of changes in the A/N ratio and in the rectification of AMPAR current was repeatedly reported in the NAc after both contingent or non-contingent cocaine exposure [9, 35, 37, 39]. Out of the synapses that we found to increase A/N ratio after cocaine CPP and abstinence, only the synapse of mPFC to NAshell D1-MSNs→VP also showed rectification of AMPAR currents (Fig. 2). This indicates that an increase in A/N ratio may be achieved in different synapses by different mechanisms—it may be induced by recruitment of GluA2-lacking AMPARs (which would show rectification [81, 82] as in the mPFC-to-NAshell D1-MSNs→VP synapse) or by other mechanisms. As there is substantial overlap between NAc MSNs receiving mPFC input and those receiving BLA input [83] it is highly probable that different spines of the same D1-MSN→VP neuron show different forms of postsynaptic plasticity dependent on the source of input. How spines of the same MSN identify their input and drive input-specific plasticity remains to be solved.
Presynaptic plasticity
Presynaptic plasticity was determined as a change in either the PPR or the CV in a specific synapse (Fig. 3). These two measures are classic indicators of presynaptic plasticity [47, 84] although they may reflect different mechanisms of changes in the probability of synaptic release. Thus, while the CV reflects the level of instability of synaptic release, which can stem from a variety of mechanisms, the PPR reflects calcium-dependent facilitation of release driven by residual free calcium left in the terminals after the first pulse [45, 85]. It is therefore possible that some presynaptic changes in the probability of release will manifest in changes in one but not both parameters, as we observed here (Fig. 3). This may mean that the mechanisms underlying presynaptic plasticity are not the same for the mPFC and BLA inputs to VP-projecting MSNs.
The changes in the probability of neurotransmitter release in the inputs to VP-projecting MSNs may involve any of the known mechanisms of presynaptic plasticity in the NAc (For review see [86]). For example, withdrawal from cocaine decreases the extrasynaptic levels of glutamate in the NAc [87,88,89,90], which in turn suppresses the inhibition of synaptic release by presynaptic mGluR2/3 receptors [88, 91,92,93,94]. This may lead to presynaptic potentiation. Also, both mPFC and BLA terminals in the NAc synapse are in close apposition to dopamine axons [95, 96]. Therefore, cocaine exposure may activate presynaptic dopamine D1 receptors (D1Rs) on mPFC and BLA terminals in the NAc, which is known to potentiate glutamate release [69, 97, 98]. Another possible mechanism for presynaptic plasticity in mPFC and BLA inputs to VP-projecting NAc MSNs is through the cannabinoid CB1 presynaptic receptor. The CB1 receptor regulates glutamate release in the NAc [99] and specifically from mPFC and BLA inputs on both D1-MSNs and D2-MSNs [100]. Animal models of cocaine addiction and withdrawal show dysfunction of the endocannabinoid system and lower endocannabinoid tone in the NAc [101,102,103], potentially disinhibiting glutamate release as we found here. Lastly, changes in the CV of synaptic currents may reflect the generation and maturation of silent synapses [104,105,106]. Maturation of silent synapses in the NAc, including those of mPFC and BLA afferents [36, 68], have been mostly shown to contribute to the incubation of drug craving after cocaine self-administration, but this phenomenon occurs also in cocaine-induced locomotor sensitization [105] and, importantly, after abstinence from cocaine CPP [38]. Thus, the presynaptic plasticity we observe on VP-projecting MSNs may reflect maturation of silent synapses.
Different forms of plasticity in different synapses
Our results indicate that presynaptic and postsynaptic plasticity generally take place at separate synapses on VP-projecting MSNs. Whereas increase in A/N ratio occurred only in D1-MSNs→VP, changes in the probability of release were primarily detected in pD2-MSNs→VP. An exception to this dichotomy is the mPFC synapse on NAshell D1-MSNs→VP, which shows all three forms of plasticity—increase in A/N ratio, rectification of AMPA currents and increase in the presynaptic probability of release. This raises the possibility that the mPFC→D1-MSNs→VP circuit in the NAshell undergoes maturation of silent synapses, as this process often involves recruitment of new GluA2-lacking AMPARs and thus increase in the A/N ratio and AMPA current rectification [35, 36, 38].
As activation of D1-MSNs→VP and D2-MSNs→VP has opposing influence on drug-seeking behavior [26, 27] it is possible that there are different functional implications for the presynaptic vs postsynaptic types of plasticity. This may stem from different patterns of connectivity of D1-MSNs and D2-MSNs in the VP [25], but also from the mere form of plasticity. A study that used a computational model to examine the consequences of pre- and postsynaptic plasticity showed that presynaptic plasticity allows for a better signal-to-noise ratio, improved response latencies and more dynamic learning [107].
In conclusion, the key finding that emerges from our data is that cocaine CPP and abstinence induce different forms of synaptic plasticity on VP-projecting NAc MSNs in a manner that depends on cell type, origin of input and cell location. This joins recent studies depicting complex changes in the NAc→VP pathways in animal models of cocaine reward and addiction [23, 24, 26, 27, 108]. Understanding how the NAc affects VP activity in a cell-type-specific manner, how different inputs to the NAc drive separate NAc→VP circuits, and how drug experience changes these circuits is crucial for better understanding of the neurobiological underpinnings of drug addiction.
Sex-specific changes in the inputs to MSNs→VP
The differences in the neurophysiological effects of drugs of abuse between males and females have been highlighted by various recent studies [50,51,52,53, 109], but knowledge is still limited. Our data show that such sex-specific effects occur not just generally in a brain region but also in specific cell types and projections. Our data also indicate that the sex-specific effects of cocaine CPP and abstinence are not necessarily linked to the cocaine-induced general effects that occur in the general population. Thus, the BLA input to D1-MSNs→VP showed higher A/N after cocaine (Fig. 1F, G) and also a stronger increase in A/N in females (Fig. 4A) while the mPFC→pD2-MSN→VP synapse, which showed higher A/N in females compared to males after cocaine CPP and abstinence (Fig. 4D), did not show a cocaine-induced change in A/N in the general population (Fig. 1L, M). Therefore, for the circuits converging into the VP through the NAc, examination of drug effects on each sex separately may lead to novel insights that may be missed when pooling both sexes together.
References
Kalivas PW, O’Brien C. Drug addiction as a pathology of staged neuroplasticity. Neuropsychopharmacology. 2008;33:166–80. https://doi.org/10.1038/sj.npp.1301564
Chiamulera C, Piva A, Abraham WC. Glutamate receptors and metaplasticity in addiction. Curr Opin Pharmacol. 2021;56:39–45. https://doi.org/10.1016/j.coph.2020.09.005
Kauer JA, Malenka RC. Synaptic plasticity and addiction. Nat Rev Neurosci. 2007;8:844–58. https://doi.org/10.1038/nrn2234
Pickens CL, Airavaara M, Theberge F, Fanous S, Hope BT, Shaham Y. Neurobiology of the incubation of drug craving. Trends Neurosci. 2011;34:411–20. https://doi.org/10.1016/j.tins.2011.06.001
Volkow ND, Morales M. The brain on drugs: from reward to addiction. Cell. 2015;162:712–25. https://doi.org/10.1016/j.cell.2015.07.046
Kourrich S, Rothwell PE, Klug JR, Thomas MJ. Cocaine experience controls bidirectional synaptic plasticity in the nucleus accumbens. J Neurosci. 2007;27:7921–8. https://doi.org/10.1523/JNEUROSCI.1859-07.2007
Gipson CD, Kupchik YM, Shen H, Reissner KJ, Thomas CA, Kalivas PW. Relapse induced by cues predicting cocaine depends on rapid, transient synaptic potentiation. Neuron. 2013;77:867–72. https://doi.org/10.1016/j.neuron.2013.01.005
Zinsmaier AK, Dong Y, Huang YH. Cocaine-induced projection-specific and cell type-specific adaptations in the nucleus accumbens. Mol Psychiatry. 2021. https://doi.org/10.1038/s41380-021-01112-2
Pascoli V, Terrier J, Espallergues J, Valjent E, O’Connor EC, Lüscher C. Contrasting forms of cocaine-evoked plasticity control components of relapse. Nature. 2014;509:459–64. https://doi.org/10.1038/nature13257
Ortinski PI, Vassoler FM, Carlson GC, Pierce RC. Temporally dependent changes in cocaine-induced synaptic plasticity in the nucleus accumbens shell are reversed by D1-like dopamine receptor stimulation. Neuropsychopharmacology. 2012;37:1671–82. https://doi.org/10.1038/npp.2012.12
Dobi A, Seabold GK, Christensen CH, Bock R, Alvarez VA. Cocaine-induced plasticity in the nucleus accumbens is cell specific and develops without prolonged withdrawal. J Neurosci. 2011;31:1895–904. https://doi.org/10.1523/JNEUROSCI.5375-10.2011
Bock R, Shin JH, Kaplan AR, Dobi A, Markey E, Kramer PF, et al. Strengthening the accumbal indirect pathway promotes resilience to compulsive cocaine use. Nat Neurosci. 2013;16:632–8. https://doi.org/10.1038/nn.3369
Thomas MJ, Beurrier C, Bonci A, Malenka RC. Long-term depression in the nucleus accumbens: a neural correlate of behavioral sensitization to cocaine. Nat Neurosci. 2001;4:1217–23. https://doi.org/10.1038/nn757
Gerfen CR, Surmeier DJ. Modulation of striatal projection systems by dopamine. Annu Rev Neurosci. 2011;34:441–66. https://doi.org/10.1146/annurev-neuro-061010-113641
Kupchik YM, Brown RM, Heinsbroek JA, Lobo MK, Schwartz DJ, Kalivas PW. Coding the direct/indirect pathways by D1 and D2 receptors is not valid for accumbens projections. Nat Neurosci. 2015;18:1230–2. https://doi.org/10.1038/nn.4068
MacAskill AF, Cassel JM, Carter AG. Cocaine exposure reorganizes cell type- and input-specific connectivity in the nucleus accumbens. Nat Neurosci. 2014;17:1198–207. https://doi.org/10.1038/nn.3783
Lobo MK, Covington HE, Chaudhury D, Friedman AK, Sun H, Damez-Werno D, et al. Cell type-specific loss of BDNF signaling mimics optogenetic control of cocaine reward. Science. 2010;330:385–90. https://doi.org/10.1126/science.1188472
Heimer L, Zahm DS, Churchill L, Kalivas PW, Wohltmann C. Specificity in the projection patterns of accumbal core and shell in the rat. Neuroscience. 1991;41:89–125. https://doi.org/10.1016/0306-4522(91)90202-y
Zahm DS, Heimer L. Two transpallidal pathways originating in the rat nucleus accumbens. J Comp Neurol. 1990;302:437–46. https://doi.org/10.1002/cne.903020302
Smith KS, Tindell AJ, Aldridge JW, Berridge KC. Ventral pallidum roles in reward and motivation. Behav Brain Res. 2009;196:155–67. https://doi.org/10.1016/j.bbr.2008.09.038
Root DH, Melendez RI, Zaborszky L, Napier TC. The ventral pallidum: subregion-specific functional anatomy and roles in motivated behaviors. Prog Neurobiol. 2015;130:29–70. https://doi.org/10.1016/j.pneurobio.2015.03.005
Creed M, Ntamati NR, Chandra R, Lobo MK, Lüscher C. Convergence of reinforcing and anhedonic cocaine effects in the ventral pallidum. Neuron. 2016;92:214–26. https://doi.org/10.1016/j.neuron.2016.09.001
Inbar K, Levi LA, Bernat N, Odesser T, Inbar D, Kupchik YM. Cocaine dysregulates dynorphin modulation of inhibitory neurotransmission in the ventral pallidum in a cell-type-specific manner. J Neurosci. 2020;40:1321–31. https://doi.org/10.1523/JNEUROSCI.1262-19.2019
Baimel C, McGarry LM, Carter AG. The projection targets of medium spiny neurons govern cocaine-evoked synaptic plasticity in the nucleus accumbens. Cell Rep. 2019;28:2256–63. https://doi.org/10.1016/j.celrep.2019.07.074. e3
Heinsbroek JA, Bobadilla A-C, Dereschewitz E, Assali A, Chalhoub RM, Cowan CW, et al. Opposing regulation of cocaine seeking by glutamate and GABA neurons in the ventral pallidum. Cell Rep. 2020;30:2018–27. https://doi.org/10.1016/j.celrep.2020.01.023. e3
Heinsbroek JA, Neuhofer DN, Griffin WC, Siegel GS, Bobadilla A-C, Kupchik YM, et al. Loss of plasticity in the D2-accumbens pallidal pathway promotes cocaine seeking. J Neurosci. 2017;37:757–67. https://doi.org/10.1523/JNEUROSCI.2659-16.2016
Pardo-Garcia TR, Garcia-Keller C, Penaloza T, Richie CT, Pickel J, Hope BT, et al. Ventral pallidum is the primary target for accumbens D1 projections driving cocaine seeking. J Neurosci. 2019;39:2041–51. https://doi.org/10.1523/JNEUROSCI.2822-18.2018
Ben-Shaul Y. OptiMouse: a comprehensive open source program for reliable detection and analysis of mouse body and nose positions. BMC Biol. 2017;15:41 https://doi.org/10.1186/s12915-017-0377-3
Paxinos G, Franklin KBJ. The mouse brain in stereotaxic coordinates. 2nd ed. San Diego, CA, USA: Academic Press; 2001.
Britt JP, Benaliouad F, McDevitt RA, Stuber GD, Wise RA, Bonci A. Synaptic and behavioral profile of multiple glutamatergic inputs to the nucleus accumbens. Neuron. 2012;76:790–803. https://doi.org/10.1016/j.neuron.2012.09.040
Phillipson OT, Griffiths AC. The topographic order of inputs to nucleus accumbens in the rat. Neuroscience. 1985;16:275–96. https://doi.org/10.1016/0306-4522(85)90002-8
Scudder SL, Baimel C, Macdonald EE, Carter AG. Hippocampal-evoked feedforward inhibition in the nucleus accumbens. J Neurosci. 2018;38:9091–104. https://doi.org/10.1523/JNEUROSCI.1971-18.2018
O’Donnell P, Grace AA. Physiological and morphological properties of accumbens core and shell neurons recorded in vitro. Synapse. 1993;13:135–60. https://doi.org/10.1002/syn.890130206
Ade KK, Wan Y, Chen M, Gloss B, Calakos N. An improved BAC transgenic fluorescent reporter line for sensitive and specific identification of striatonigral medium spiny neurons. Front Syst Neurosci. 2011;5:32 https://doi.org/10.3389/fnsys.2011.00032
Conrad KL, Tseng KY, Uejima JL, Reimers JM, Heng L-J, Shaham Y, et al. Formation of accumbens GluR2-lacking AMPA receptors mediates incubation of cocaine craving. Nature. 2008;454:118–21. https://doi.org/10.1038/nature06995
Lee BR, Ma Y-Y, Huang YH, Wang X, Otaka M, Ishikawa M, et al. Maturation of silent synapses in amygdala-accumbens projection contributes to incubation of cocaine craving. Nat Neurosci. 2013;16:1644–51. https://doi.org/10.1038/nn.3533
Terrier J, Lüscher C, Pascoli V. Cell-type specific insertion of GluA2-lacking AMPARs with cocaine exposure leading to sensitization, cue-induced seeking, and incubation of craving. Neuropsychopharmacology. 2016;41:1779–89. https://doi.org/10.1038/npp.2015.345
Shukla A, Beroun A, Panopoulou M, Neumann PA, Grant SG, Olive MF, et al. Calcium-permeable AMPA receptors and silent synapses in cocaine-conditioned place preference. EMBO J. 2017;36:458–74. https://doi.org/10.15252/embj.201695465
Mameli M, Halbout B, Creton C, Engblom D, Parkitna JR, Spanagel R, et al. Cocaine-evoked synaptic plasticity: persistence in the VTA triggers adaptations in the NAc. Nat Neurosci. 2009;12:1036–41. https://doi.org/10.1038/nn.2367
McCutcheon JE, Wang X, Tseng KY, Wolf ME, Marinelli M. Calcium-permeable AMPA receptors are present in nucleus accumbens synapses after prolonged withdrawal from cocaine self-administration but not experimenter-administered cocaine. J Neurosci. 2011;31:5737–43. https://doi.org/10.1523/JNEUROSCI.0350-11.2011
Hollmann M, Hartley M, Heinemann S. Ca2+ permeability of KA-AMPA-gated glutamate receptor channels depends on subunit composition. Science. 1991;252:851–3. https://doi.org/10.1126/science.1709304
Bochet P, Audinat E, Lambolez B, Crépel F, Rossier J, Iino M, et al. Subunit composition at the single-cell level explains functional properties of a glutamate-gated channel. Neuron. 1994;12:383–8. https://doi.org/10.1016/0896-6273(94)90279-8
Liu SQ, Cull-Candy SG. Synaptic activity at calcium-permeable AMPA receptors induces a switch in receptor subtype. Nature. 2000;405:454–8. https://doi.org/10.1038/35013064
Liu SJ, Cull-Candy SG. Activity-dependent change in AMPA receptor properties in cerebellar stellate cells. J Neurosci. 2002;22:3881–9. 20026392
Parnas H, Segel LA. Ways to discern the presynaptic effect of drugs on neurotransmitter release. J Theor Biol. 1982;94:923–41. https://doi.org/10.1016/0022-5193(82)90087-x
Faber DS, Korn H. Applicability of the coefficient of variation method for analyzing synaptic plasticity. Biophys J 1991;60:1288–94. https://doi.org/10.1016/S0006-3495(91)82162-2
Brock JA, Thomazeau A, Watanabe A, Li SSY, Sjöström PJ. A practical guide to using CV analysis for determining the locus of synaptic plasticity. Front Synaptic Neurosci. 2020;12:11 https://doi.org/10.3389/fnsyn.2020.00011
Alonso-Caraballo Y, Fetterly TL, Jorgensen ET, Nieto AM, Brown TE, Ferrario CR. Sex specific effects of “junk-food” diet on calcium permeable AMPA receptors and silent synapses in the nucleus accumbens core. Neuropsychopharmacology. 2021;46:569–78. https://doi.org/10.1038/s41386-020-0781-1
Alonso-Caraballo Y, Jorgensen ET, Brown T, Ferrario CR. Functional and structural plasticity contributing to obesity: roles for sex, diet, and individual susceptibility. Curr Opin Behav Sci. 2018;23:160–70. https://doi.org/10.1016/j.cobeha.2018.06.014
Wickens MM, Kirkland JM, Knouse MC, McGrath AG, Briand LA. Sex-specific role for prefrontal cortical protein interacting with C kinase 1 in cue-induced cocaine seeking. Addict Biol. 2021;26:e13051 https://doi.org/10.1111/adb.13051
LaRese TP, Rheaume BA, Abraham R, Eipper BA, Mains RE. Sex-specific gene expression in the mouse nucleus accumbens before and after cocaine exposure. J Endocr Soc. 2019;3:468–87. https://doi.org/10.1210/js.2018-00313
Engeln M, Mitra S, Chandra R, Gyawali U, Fox ME, Dietz DM, et al. Sex-specific role for Egr3 in nucleus accumbens D2-medium spiny neurons following long-term abstinence from cocaine self-administration. Biol Psychiatry. 2020;87:992–1000. https://doi.org/10.1016/j.biopsych.2019.10.019
Zachry JE, Nolan SO, Brady LJ, Kelly SJ, Siciliano CA, Calipari ES. Sex differences in dopamine release regulation in the striatum. Neuropsychopharmacology. 2021;46:491–9. https://doi.org/10.1038/s41386-020-00915-1
Ritchie JL, Walters JL, Galliou JMC, Christian RJ, Qi S, Savenkova MI, et al. Basolateral amygdala corticotropin-releasing factor receptor type 1 regulates context-cocaine memory strength during reconsolidation in a sex-dependent manner. Neuropharmacology. 2021;200:108819 https://doi.org/10.1016/j.neuropharm.2021.108819
Kupchik YM, Scofield MD, Rice KC, Cheng K, Roques BP, Kalivas PW. Cocaine dysregulates opioid gating of GABA neurotransmission in the ventral pallidum. J Neurosci. 2014;34:1057–66. https://doi.org/10.1523/JNEUROSCI.4336-13.2014
Curran EJ, Watson SJ. Dopamine receptor mRNA expression patterns by opioid peptide cells in the nucleus accumbens of the rat: a double in situ hybridization study. J Comp Neurol. 1995;361:57–76. https://doi.org/10.1002/cne.903610106
Le Moine C, Bloch B. D1 and D2 dopamine receptor gene expression in the rat striatum: sensitive cRNA probes demonstrate prominent segregation of D1 and D2 mRNAs in distinct neuronal populations of the dorsal and ventral striatum. J Comp Neurol. 1995;355:418–26. https://doi.org/10.1002/cne.903550308
Lu XY, Ghasemzadeh MB, Kalivas PW. Expression of D1 receptor, D2 receptor, substance P and enkephalin messenger RNAs in the neurons projecting from the nucleus accumbens. Neuroscience. 1998;82:767–80. https://doi.org/10.1016/s0306-4522(97)00327-8
Iino Y, Sawada T, Yamaguchi K, Tajiri M, Ishii S, Kasai H, et al. Dopamine D2 receptors in discrimination learning and spine enlargement. Nature. 2020;579:555–60. https://doi.org/10.1038/s41586-020-2115-1
Soares-Cunha C, Coimbra B, David-Pereira A, Borges S, Pinto L, Costa P, et al. Activation of D2 dopamine receptor-expressing neurons in the nucleus accumbens increases motivation. Nat Commun. 2016;7:11829 https://doi.org/10.1038/ncomms11829
Soares-Cunha C, de Vasconcelos NAP, Coimbra B, Domingues AV, Silva JM, Loureiro-Campos E, et al. Nucleus accumbens medium spiny neurons subtypes signal both reward and aversion. Mol Psychiatry. 2020;25:3241–55. https://doi.org/10.1038/s41380-019-0484-3
Scofield MD, Heinsbroek JA, Gipson CD, Kupchik YM, Spencer S, Smith ACW, et al. The nucleus accumbens: mechanisms of addiction across drug classes reflect the importance of glutamate homeostasis. Pharmacol Rev. 2016;68:816–71. https://doi.org/10.1124/pr.116.012484
Gibson GD, Millan EZ, McNally GP. The nucleus accumbens shell in reinstatement and extinction of drug seeking. Eur J Neurosci. 2019;50:2014–22. https://doi.org/10.1111/ejn.14084
Hearing MC, Jedynak J, Ebner SR, Ingebretson A, Asp AJ, Fischer RA, et al. Reversal of morphine-induced cell-type-specific synaptic plasticity in the nucleus accumbens shell blocks reinstatement. Proc Natl Acad Sci USA. 2016;113:757–62. https://doi.org/10.1073/pnas.1519248113
Stuber GD, Sparta DR, Stamatakis AM, van Leeuwen WA, Hardjoprajitno JE, Cho S, et al. Excitatory transmission from the amygdala to nucleus accumbens facilitates reward seeking. Nature. 2011;475:377–80. https://doi.org/10.1038/nature10194
Stefanik MT, Kupchik YM, Kalivas PW. Optogenetic inhibition of cortical afferents in the nucleus accumbens simultaneously prevents cue-induced transient synaptic potentiation and cocaine-seeking behavior. Brain Struct Funct. 2016;221:1681–9. https://doi.org/10.1007/s00429-015-0997-8
Stefanik MT, Kalivas PW. Optogenetic dissection of basolateral amygdala projections during cue-induced reinstatement of cocaine seeking. Front Behav Neurosci. 2013;7:213 https://doi.org/10.3389/fnbeh.2013.00213
Ma Y-Y, Lee BR, Wang X, Guo C, Liu L, Cui R, et al. Bidirectional modulation of incubation of cocaine craving by silent synapse-based remodeling of prefrontal cortex to accumbens projections. Neuron. 2014;83:1453–67. https://doi.org/10.1016/j.neuron.2014.08.023
Bamford NS, Wang W. Corticostriatal plasticity in the nucleus accumbens core. J Neurosci Res. 2019;97:1559–78. https://doi.org/10.1002/jnr.24494
Domingo-Rodriguez L, Ruiz de Azua I, Dominguez E, Senabre E, Serra I, Kummer S, et al. A specific prelimbic-nucleus accumbens pathway controls resilience versus vulnerability to food addiction. Nat Commun. 2020;11:782 https://doi.org/10.1038/s41467-020-14458-y
Blakemore S-J, Robbins TW. Decision-making in the adolescent brain. Nat Neurosci. 2012;15:1184–91. https://doi.org/10.1038/nn.3177
Hearing M. Prefrontal-accumbens opioid plasticity: implications for relapse and dependence. Pharmacol Res. 2019;139:158–65. https://doi.org/10.1016/j.phrs.2018.11.012
Ambroggi F, Ishikawa A, Fields HL, Nicola SM. Basolateral amygdala neurons facilitate reward-seeking behavior by exciting nucleus accumbens neurons. Neuron. 2008;59:648–61. https://doi.org/10.1016/j.neuron.2008.07.004
Marchant NJ, Kaganovsky K, Shaham Y, Bossert JM. Role of corticostriatal circuits in context-induced reinstatement of drug seeking. Brain Res. 2015;1628:219–32. https://doi.org/10.1016/j.brainres.2014.09.004
Levi LA, Inbar K, Nachshon N, Bernat N, Gatterer A, Inbar D, et al. Projection-specific potentiation of ventral pallidal glutamatergic outputs after abstinence from cocaine. J Neurosci. 2020;40:1276–85. https://doi.org/10.1523/JNEUROSCI.0929-19.2019
Gong W, Neill D, Justice JB. 6-Hydroxydopamine lesion of ventral pallidum blocks acquisition of place preference conditioning to cocaine. Brain Res. 1997;754:103–12. https://doi.org/10.1016/s0006-8993(97)00059-0
Pribiag H, Shin S, Wang EH-J, Sun F, Datta P, Okamoto A, et al. Ventral pallidum DRD3 potentiates a pallido-habenular circuit driving accumbal dopamine release and cocaine seeking. Neuron. 2021;109:2165–82. https://doi.org/10.1016/j.neuron.2021.05.002. e10
Skoubis PD, Maidment NT. Blockade of ventral pallidal opioid receptors induces a conditioned place aversion and attenuates acquisition of cocaine place preference in the rat. Neuroscience. 2003;119:241–9. https://doi.org/10.1016/s0306-4522(03)00121-0
Kupchik YM, Prasad AA. Ventral pallidum cellular and pathway specificity in drug seeking. Neurosci Biobehav Rev. 2021;131:373–86. https://doi.org/10.1016/j.neubiorev.2021.09.007
Suska A, Lee BR, Huang YH, Dong Y, Schlüter OM. Selective presynaptic enhancement of the prefrontal cortex to nucleus accumbens pathway by cocaine. Proc Natl Acad Sci USA 2013;110:713–8. https://doi.org/10.1073/pnas.1206287110
Ferrario CR, Loweth JA, Milovanovic M, Ford KA, Galiñanes GL, Heng L-J, et al. Alterations in AMPA receptor subunits and TARPs in the rat nucleus accumbens related to the formation of Ca2+-permeable AMPA receptors during the incubation of cocaine craving. Neuropharmacology. 2011;61:1141–51. https://doi.org/10.1016/j.neuropharm.2011.01.021
Kamboj SK, Swanson GT, Cull-Candy SG. Intracellular spermine confers rectification on rat calcium-permeable AMPA and kainate receptors. J Physiol. 1995;486:297–303. https://doi.org/10.1113/jphysiol.1995.sp020812. Pt 2
O’Donnell P, Grace AA. Synaptic interactions among excitatory afferents to nucleus accumbens neurons: hippocampal gating of prefrontal cortical input. J Neurosci. 1995;15:3622–39.
Zucker RS. Short-term synaptic plasticity. Annu Rev Neurosci. 1989;12:13–31. https://doi.org/10.1146/annurev.ne.12.030189.000305
Katz B, Miledi R. The role of calcium in neuromuscular facilitation. J Physiol. 1968;195:481–92. https://doi.org/10.1113/jphysiol.1968.sp008469
Hearing M, Graziane N, Dong Y, Thomas MJ. Opioid and psychostimulant plasticity: targeting overlap in nucleus accumbens glutamate signaling. Trends Pharmacol Sci. 2018;39:276–94. https://doi.org/10.1016/j.tips.2017.12.004
Kalivas PW. The glutamate homeostasis hypothesis of addiction. Nat Rev Neurosci. 2009;10:561–72. https://doi.org/10.1038/nrn2515
Kupchik YM, Moussawi K, Tang X-C, Wang X, Kalivas BC, Kolokithas R, et al. The effect of N-acetylcysteine in the nucleus accumbens on neurotransmission and relapse to cocaine. Biol Psychiatry. 2012;71:978–86. https://doi.org/10.1016/j.biopsych.2011.10.024
Shen H, Scofield MD, Boger H, Hensley M, Kalivas PW. Synaptic glutamate spillover due to impaired glutamate uptake mediates heroin relapse. J Neurosci. 2014;34:5649–57. https://doi.org/10.1523/JNEUROSCI.4564-13.2014
Trantham-Davidson H, LaLumiere RT, Reissner KJ, Kalivas PW, Knackstedt LA. Ceftriaxone normalizes nucleus accumbens synaptic transmission, glutamate transport, and export following cocaine self-administration and extinction training. J Neurosci. 2012;32:12406–10. https://doi.org/10.1523/JNEUROSCI.1976-12.2012
Moussawi K, Zhou W, Shen H, Reichel CM, See RE, Carr DB, et al. Reversing cocaine-induced synaptic potentiation provides enduring protection from relapse. Proc Natl Acad Sci USA. 2011;108:385–90. https://doi.org/10.1073/pnas.1011265108
Wu X, Shi M, Wei C, Yang M, Liu Y, Liu Z, et al. Potentiation of synaptic strength and intrinsic excitability in the nucleus accumbens after 10 days of morphine withdrawal. J Neurosci Res. 2012;90:1270–83. https://doi.org/10.1002/jnr.23025
Manzoni O, Michel JM, Bockaert J. Metabotropic glutamate receptors in the rat nucleus accumbens. Eur J Neurosci. 1997;9:1514–23. https://doi.org/10.1111/j.1460-9568.1997.tb01506.x
Robbe D, Alonso G, Chaumont S, Bockaert J, Manzoni OJ. Role of p/q-Ca2+ channels in metabotropic glutamate receptor 2/3-dependent presynaptic long-term depression at nucleus accumbens synapses. J Neurosci. 2002;22:4346–56. 20026420
Johnson LR, Aylward RL, Hussain Z, Totterdell S. Input from the amygdala to the rat nucleus accumbens: its relationship with tyrosine hydroxylase immunoreactivity and identified neurons. Neuroscience. 1994;61:851–65. https://doi.org/10.1016/0306-4522(94)90408-1
Sesack SR, Pickel VM. Prefrontal cortical efferents in the rat synapse on unlabeled neuronal targets of catecholamine terminals in the nucleus accumbens septi and on dopamine neurons in the ventral tegmental area. J Comp Neurol. 1992;320:145–60. https://doi.org/10.1002/cne.903200202
Floresco SB, Blaha CD, Yang CR, Phillips AG. Dopamine D1 and NMDA receptors mediate potentiation of basolateral amygdala-evoked firing of nucleus accumbens neurons. J Neurosci. 2001;21:6370–6.
Wang W, Dever D, Lowe J, Storey GP, Bhansali A, Eck EK, et al. Regulation of prefrontal excitatory neurotransmission by dopamine in the nucleus accumbens core. J Physiol. 2012;590:3743–69. https://doi.org/10.1113/jphysiol.2012.235200
Robbe D, Kopf M, Remaury A, Bockaert J, Manzoni OJ. Endogenous cannabinoids mediate long-term synaptic depression in the nucleus accumbens. Proc Natl Acad Sci USA. 2002;99:8384–8. https://doi.org/10.1073/pnas.122149199
Deroche MA, Lassalle O, Castell L, Valjent E, Manzoni OJ. Cell-type- and endocannabinoid-specific synapse connectivity in the adult nucleus accumbens core. J Neurosci. 2020;40:1028–41. https://doi.org/10.1523/JNEUROSCI.1100-19.2019
Araque A, Castillo PE, Manzoni OJ, Tonini R. Synaptic functions of endocannabinoid signaling in health and disease. Neuropharmacology. 2017;124:13–24. https://doi.org/10.1016/j.neuropharm.2017.06.017
Fourgeaud L, Mato S, Bouchet D, Hémar A, Worley PF, Manzoni OJ. A single in vivo exposure to cocaine abolishes endocannabinoid-mediated long-term depression in the nucleus accumbens. J Neurosci. 2004;24:6939–45. https://doi.org/10.1523/JNEUROSCI.0671-04.2004
McCutcheon JE, Loweth JA, Ford KA, Marinelli M, Wolf ME, Tseng KY. Group I mGluR activation reverses cocaine-induced accumulation of calcium-permeable AMPA receptors in nucleus accumbens synapses via a protein kinase C-dependent mechanism. J Neurosci. 2011;31:14536–41. https://doi.org/10.1523/JNEUROSCI.3625-11.2011
Huang YH, Lin Y, Mu P, Lee BR, Brown TE, Wayman G, et al. In vivo cocaine experience generates silent synapses. Neuron. 2009;63:40–7. https://doi.org/10.1016/j.neuron.2009.06.007
Brown TE, Lee BR, Mu P, Ferguson D, Dietz D, Ohnishi YN, et al. A silent synapse-based mechanism for cocaine-induced locomotor sensitization. J Neurosci. 2011;31:8163–74. https://doi.org/10.1523/JNEUROSCI.0016-11.2011
Grueter BA, Robison AJ, Neve RL, Nestler EJ, Malenka RC. ∆FosB differentially modulates nucleus accumbens direct and indirect pathway function. Proc Natl Acad Sci USA. 2013;110:1923–8. https://doi.org/10.1073/pnas.1221742110
Costa RP, Mizusaki BEP, Sjöström PJ, van Rossum MCW. Functional consequences of pre- and postsynaptic expression of synaptic plasticity. Philos Trans R Soc Lond B, Biol Sci. 2017;372. https://doi.org/10.1098/rstb.2016.0153
Matsui A, Alvarez VA. Cocaine inhibition of synaptic transmission in the ventral pallidum is pathway-specific and mediated by serotonin. Cell Rep. 2018;23:3852–63. https://doi.org/10.1016/j.celrep.2018.05.076
Calipari ES, Juarez B, Morel C, Walker DM, Cahill ME, Ribeiro E, et al. Dopaminergic dynamics underlying sex-specific cocaine reward. Nat Commun. 2017;8:13877 https://doi.org/10.1038/ncomms13877
Author contributions
Conceptualization, KI and YMK.; Methodology, KI and YMK; Formal analysis, KI and YMK; Investigation, KI, LAL and YMK; Writing—original draft, KI; Writing—review & Editing, KI and YMK; Visualization, KI; Supervision, YMK; Project Administration, KI, and YMK; Funding Acquisition, YMK, KI, and LAL.
Funding
This study was supported by the Israeli Science Foundation (grants 1381/15 and 1117/21 to YMK), by the Warshafsky Medical Research Scholarship awarded to KI and LAL, by the U.S.-Israel Binational Science Foundation Prof. Rahamimoff Travel Grant to KI and by the Foulkes Foundation Fellowship to LAL.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
About this article
Cite this article
Inbar, K., Levi, L.A. & Kupchik, Y.M. Cocaine induces input and cell-type-specific synaptic plasticity in ventral pallidum-projecting nucleus accumbens medium spiny neurons. Neuropsychopharmacol. 47, 1461–1472 (2022). https://doi.org/10.1038/s41386-022-01285-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41386-022-01285-6
This article is cited by
-
Transcriptome profiling of the ventral pallidum reveals a role for pallido-thalamic neurons in cocaine reward
Molecular Psychiatry (2022)