Effects of cocaine and withdrawal on the mouse nucleus accumbens transcriptome.
- Authors
- Eipper-Mains, J E; Kiraly, D D; Duff, M O; Horowitz, M J; McManus, C J; Eipper, B A; Graveley, B R; Mains, R E
- Year
- 2013
- Journal
- Genes, brain, and behavior
- PMID
- 23094851
- DOI
- 10.1111/j.1601-183X.2012.00873.x
- PMCID
- PMC3553295
Genetic association studies, pharmacological investigations and analysis of mice-lacking individual genes have made it clear that Cocaine administration and Withdrawal have a profound impact on multiple neurotransmitter systems. The GABAergic medium spiny neurons of the nucleus accumbens (NAc) exhibit changes in the expression of genes encoding receptors for glutamate and in the signaling pathways triggered by dopamine binding to G-protein-coupled dopamine receptors. Deep sequence analysis provides a sensitive, quantitative and global analysis of the effects of Cocaine on the NAc transcriptome. RNA prepared from the NAc of adult male mice receiving daily injections of Saline or Cocaine, or Cocaine followed by a period of Withdrawal, was used for high-throughput sequence analysis. Changes were validated by quantitative polymerase chain reaction or Western blot. On the basis of pathway analysis, a preponderance of the genes affected by Cocaine and Withdrawal was involved in the cadherin, heterotrimeric G-protein and Wnt signaling pathways. Distinct subsets of cadherins and protocadherins exhibited a sustained increase or decrease in expression. Sustained down-regulation of several heterotrimeric G-protein β- and γ-subunits was observed. In addition to altered expression of receptors for small molecule neurotransmitters, neuropeptides and endocannabinoids, changes in the expression of plasma membrane transporters and vesicular neurotransmitter transporters were also observed. The effects of chronic Cocaine and Withdrawal on the expression of genes essential to cholinergic, glutamatergic, GABAergic, peptidergic and endocannabinoid signaling are as profound as their effects on dopaminergic transmission. Simultaneous targeting of multiple Withdrawal-specific changes in gene expression may facilitate development of new therapeutic approaches that are better able to prevent relapse.
High-throughput sequence analysis of NAc mRNA(A-C) Pairwise scatter plots of mRNA expression data for NAc libraries; shown as log10(RPKM) per sample. Ribosomal and mitochondrial genes are not included in the scatter plots. R2 values were calculated by least squares best fit. Abbreviations: Sal, Saline; Coc, Cocaine; W/D, Withdrawal; RPKM, reads per kilobase gene model per million mapped reads (Mortazavi et al., 2008). (D) RPKM data for 47 transcripts in the Saline library are compared to qPCR data (normalized to Glyceraldehyde 3-phosphate dehydrogenase, GAPDH) for the same transcripts; Pearson’s Coefficient represents the linear correlation coefficient, r. (E) Cocaine/Saline ratios for the same 47 transcripts were calculated using RPKM data and qPCR data. Pearson’s Coefficient represents the linear correlation coefficient, r, between two samples, X and Y. Pearson’s r = covariance(X,Y)/σXσY, where σ is the standard deviation.
LLM interpretation
This figure consists of five panels analyzing NAc mRNA expression. Panels A-C are pairwise scatter plots comparing $\log_{10}(\text{RPKM})$ values between Saline vs. Cocaine ($R^2=0.952$), Saline vs. Withdrawal ($R^2=0.946$), and Cocaine vs. Withdrawal ($R^2=0.958$), all showing strong linear correlations. Panel D is a scatter plot comparing $\log_{10}(\text{RPKM})$ to $\log_{10}(\text{qPCR})$ values for 47 transcripts in the Saline group (Pearson's $r=0.75$), and Panel E compares the Cocaine/Saline ratios between the two methods (Pearson's $r=0.60$), with data points color-coded by transcript category (e.g., Glu, GABA, Ach).
Differential regulation of clusters of genes in the NAc following cocaine and withdrawal(A) Normalized mRNA frequency as a function of total reads for NAc lysate libraries (Saline, Cocaine, Withdrawal) was calculated for all genes in which one sample had an RPKM ≥ 1.0 (n = 13,184). Hierarchical gene expression clustering using Gene Cluster 3.0 and Java TreeView generated the dendrogram and heat map. Z-score was computed on normalized mRNA frequency across all samples. Blue, low expression; yellow, high expression; grey, no expression. Gene lists from the indicated Clusters (i-v) were used in subsequent protein class and pathway analyses. (B) The effects of Cocaine on one of the protocadherins identified as a target were verified. Subcellular fractionation of striatal tissue revealed enrichment of PCDH10 at the PSD. PSDs purified from the striata of Saline and Cocaine treated mice were analyzed for PCDH10; after normalization to βIII tubulin, the Coc/Sal ratio for PCDH10 rose 24% (P < 0.01; t-test).
LLM interpretation
Figure A is a hierarchical clustering heat map showing relative mRNA expression (Z-score) across three NAc tissue lysate conditions: Saline (S), Cocaine (C), and Withdrawal (W), with five distinct gene clusters (i-v) exhibiting varying patterns of increase or decrease. Figure B consists of western blots showing the subcellular enrichment of PCDH10 in the PSD fraction and a comparison between Saline and Cocaine treated mice. The bottom blot in B indicates a protein increase for PCDH10 in Cocaine-treated samples relative to Saline, normalized to Tubulin.
Gαi and Gαs heterotrimeric G-protein signaling schematicModel based on Panther Pathway diagram (http://www.pantherdb.org). Venn diagram depicts color key for signaling components. Genes labeled yellow showed a sustained increase in Coc and W/D (cluster i), red genes increased in W/D only (cluster ii), and blue genes had decreased expression in both Coc and W/D (cluster v); overlap colors indicate contribution of > 1 cluster to signaling group. For example, GPCRs, which appear in all three clusters, are shown in magenta. Genes from Clusters i, ii, and v were used for this analysis. Abbreviations: Coc, Cocaine; W/D, Withdrawal.
LLM interpretation
This figure is a schematic diagram illustrating G$\alpha$i and G$\alpha$s heterotrimeric G-protein signaling pathways within a cell, from the membrane to the nucleus. A Venn diagram color key indicates gene expression changes across Cocaine (Coc) and Withdrawal (W/D) conditions: yellow for sustained increase in both, red for increase in W/D only, and blue for sustained decrease in both. The diagram maps these expression patterns onto specific signaling components, including GPCRs, adenylate cyclase, PKA, and the transcription factor CREB.
Regulation of Receptors for Biogenic AminesRPKM data are shown for dopamine, adrenergic and serotonin receptor transcripts (RPKM > 1) in the Saline library. Z-scores were calculated as described in Methods. Transcripts included in this group but expressed at an RPKM < 1 are listed to the side. Ppp1r1b (DARPP32), a multiply phosphorylated phosphatase inhibitor highly expressed in medium spiny neurons, is included for comparison.
LLM interpretation
This figure consists of a heatmap and a corresponding bar chart showing the expression of biogenic amine receptors across three conditions: Saline, Cocaine, and Withdrawal. The heatmap displays relative expression (Z-score) from lower (blue) to higher (yellow), while the bar chart quantifies baseline expression in the Saline group using RPKM. The receptors are categorized into Dopamine, Adrenergic, and Serotonin groups, with *Ppp1r1b* (DARPP32) included as a high-expression comparison.
Regulation of Genes Affecting GABAergic TransmissionData were analyzed as described for Figure 4. The transcripts encoding glutamic acid decarboxylase 65 and 67 (Gad1 and Gad2) are expressed at similar levels. GABA transport into synaptic vesicles requires Slc36a1; retrieval of GABA from extracellular space requires Slc6a1, Slc6a13, or Slca11. Multiple ionotropic GABAA receptor subunits are expressed in the NAc; expression of metabotropic GABAB receptor Gabbr1 greatly exceeds expression of Gabbr2.
LLM interpretation
This figure consists of a heatmap and a corresponding bar chart showing the expression of genes related to GABAergic transmission under three conditions: Saline, Cocaine, and Withdrawal. The heatmap displays relative expression (Z-score) across these conditions, while the bar chart quantifies baseline expression levels in RPKM for the saline group. The genes are categorized into functional groups: Synthesis (*Gad1, Gad2*), Transporters (*Slc36a1, Slc6a1, Slc6a13, Slc6a11*), and $\text{GABA}_{\text{A}}$ and $\text{GABA}_{\text{B}}$ receptors.
Regulation of Genes Affecting Glutamatergic TransmissionData were analyzed as described for Figure 4. Expression of all three vesicular glutamate transporters (Vglut) and four of the plasma membrane glutamate transporters (Slc1a1, Slc1a2, Slc1a3, Slc1a6) was above the cutoff level. Multiple subunits of the ionotropic glutamate receptors (AMPA, NMDA, and Kainate) and multiple metabotropic glutamate receptors are expressed at similar levels.
LLM interpretation
This figure consists of a heatmap and a corresponding bar chart showing the expression of genes related to glutamatergic transmission across three conditions: Saline, Cocaine, and Withdrawal. The heatmap displays relative expression (Z-score) for various transporters and glutamate receptors (AMPA, NMDA, Kainate, and Metabotropic), while the bar chart quantifies the expression levels in the saline group using RPKM. Key observations include high saline expression for *Slc1a2* and *Grin1*, and varying expression patterns across the drug conditions for the listed gene subunits.
Regulation of Genes Affecting Cholinergic TransmissionData were analyzed as described for Figure 4. Although only a small percentage of the neurons in the NAc are cholinergic, choline acetyltransferase (ChAT), high affinity plasma membrane choline transporter (Slc5a7) and vesicular acetylcholine transporter (Slc18a3) transcript levels all fall above the 1 RPKM cutoff. Only three of the many nicotinic acetylcholine receptor subunits are expressed in the NAc while all five muscarinic receptors are expressed. Expression of each of the genes involved in cholinergic transmission is elevated in withdrawal.
LLM interpretation
This figure consists of a heatmap and a corresponding bar chart showing the expression of genes related to cholinergic transmission in the NAc across three conditions: Saline, Cocaine, and Withdrawal. The heatmap displays relative expression (Z-score) from lower (blue) to higher (yellow), indicating that expression of the listed genes is elevated during withdrawal. The bar chart quantifies the baseline expression levels in RPKM for the saline group, while a side list identifies genes with RPKM < 1.
Regulation of Genes Affecting Endocannabinoid SignalingRPKM data were analyzed as described for Figure 4. While transcripts encoding the two enzymes that synthesize the endocannabinoid 2-arachidonoylglycerol (diacylglycerol lipase α and β; Dagla and Daglb) are expressed at similar levels in the NAc, they respond to cocaine in an opposite manner. Expression of transcripts encoding cannabinoid receptor 1 (Cnr1) greatly exceeds that of cannabinoid receptor 2 (Cnr2) and is responsive to cocaine.
LLM interpretation
This figure consists of a heatmap and a corresponding bar chart showing the expression of genes related to endocannabinoid signaling across three conditions: Saline, Cocaine, and Withdrawal. The heatmap displays relative expression (Z-score) for genes including *Dagla*, *Daglb*, *Napepld*, *Mgll*, *Faah*, and *Cnr1*, while the bar chart quantifies baseline expression in RPKM for the saline group. *Cnr2* is noted separately as having an RPKM < 1.
| # | Section | Preview |
|---|---|---|
| 20 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | Dopamine, norepinephrine, and serotonin receptors expressed in the NAc play a critical role in… |
| 21 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | Over 90% of the neurons in the NAc are GABAergic medium spiny interneurons (Kemp and Powell, 1971);… |
| 22 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | Glutamatergic signaling plays an essential role in drug abuse, with major glutamatergic inputs onto… |
| 23 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | showed a sustained increase while expression of Grik4 and Grik5 showed a sustained decrease.… |
| 24 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | A small population of giant aspiny cholinergic interneurons is found in the NAc (Threlfell and… |
| 25 | Results — Widespread effects of cocaine and withdrawal on catecholaminergic, GABAergic, cholinergic, glutamatergic, and endocannabinoid pathways | The endocannabinoid system is heavily involved in many reward-seeking responses to drugs of abuse… |
| 26 | Discussion | Single-gene, proteomic, and microarray analyses demonstrated that cocaine produces widespread,… |
| 27 | Discussion — Global comparisons of gene expression identify signaling pathways targeted by cocaine — Cadherin/Wnt pathways | By sequencing PSD-localized, cocaine-regulated striatal microRNAs, we previously identified miR-8… |
| 28 | Discussion — Global comparisons of gene expression identify signaling pathways targeted by cocaine — Cadherin/Wnt pathways | A few studies have suggested a role for cell adhesion and extracellular matrix proteins in the… |
| 29 | Discussion — Global comparisons of gene expression identify signaling pathways targeted by cocaine — Heterotrimeric G-protein pathways | Transcripts encoding GPCRs, heterotrimeric G-protein subunits, regulators of G-protein signaling… |
| 30 | Discussion — Global comparisons of gene expression identify signaling pathways targeted by cocaine — Heterotrimeric G-protein pathways | Consistent with a major role for cadherins in the response to cocaine, seven transmembrane cadherins… |
| 31 | Discussion — Neurotransmitter-specific effects | Expression of the D3 dopamine receptor (Drd3) increased in response to Cocaine and remained elevated… |
| 32 | Discussion — Neurotransmitter-specific effects | Expression of many of the genes responsible for GABA synthesis, transport into synaptic vesicles,… |
| 33 | Discussion — Neurotransmitter-specific effects | A growing body of literature has focused on the role of AMPA, NMDA and kainate receptor-mediated… |
| 34 | Discussion — Neurotransmitter-specific effects | Cholinergic transmission in the NAc contributes to addiction through the modulation of dopamine… |
| 35 | Conclusion | We used next-generation sequencing to generate a comprehensive catalog of transcriptional changes… |
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