| Literature DB >> 31958910 |
Mi Ran Choi1, Yeung-Bae Jin2, Sol Hee Bang1, Chang-Nim Im1, Youngjeon Lee2, Han-Na Kim2, Kyu-Tae Chang2,3, Sang-Rae Lee2,3, Dai-Jin Kim1.
Abstract
OBJECTIVE: The aim of this study was to investigate differentially expressed genes and their functions in the hippocampus and striatum after heroin administration in cynomolgus macaques of different ages.Entities:
Keywords: Age factors; Gene expression profiling.; Heroin; Hippocampus; Nonhuman primates; Striatum
Year: 2020 PMID: 31958910 PMCID: PMC7006971 DOI: 10.9758/cpn.2020.18.1.93
Source DB: PubMed Journal: Clin Psychopharmacol Neurosci ISSN: 1738-1088 Impact factor: 2.582
Fig. 1Age-related alterations of gene expression in the hippocampus and striatum after exposure of monkeys to heroin. Heroin was injected into monkeys of different ages (A1, A2, A3, and A4), and differentially expressed genes (DEGs) were analyzed using RNA sequencing technology. Genes that satisfied |fold change| ≥ 2 conditions in at least one of the total comparison pairs were selected. (A) Heat map analysis of DEGs among the hippocampus (H) of control (ConH) and heroin-treated (A1H, A2H, A3H, and A4H) animals. (B) Heat map analysis of DEGs among the striatum (S) of control (ConS) and heroin-treated (A1S, A2S, A3S, and A4S) animals. (C) Comparison of DEGs among groups.
A1, monkey aged 1 year; A2, monkey aged 3–4 years; A3, monkey aged 6–8 years; A4, monkey aged over 11 years.
Gene ontology (GO) annotation of genes differentially expressed in the hippocampus of cynomolgus monkeys exposed to heroin relative to control (unexposed) animals
| Category | Term | Count | |
|---|---|---|---|
| A1H vs. ConH | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 10 | 0.007 |
| GOTERM_BP_DIRECT | GO:0008380–RNA splicing | 11 | 0.019 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 16 | 0.024 |
| GOTERM_BP_DIRECT | GO:0006357–regulation of transcription from RNA polymerase II promoter | 10 | 0.037 |
| GOTERM_BP_DIRECT | GO:0007156–homophilic cell adhesion via plasma membrane adhesion molecules | 6 | 0.046 |
| KEGG_PATHWAY | mcf04010: MAPK signaling pathway | 78 | < 0.001 |
| KEGG_PATHWAY | mcf00970:Aminoacyl-tRNA biosynthesis | 21 | < 0.001 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 72 | < 0.001 |
| KEGG_PATHWAY | mcf04141:Protein processing in endoplasmic reticulum | 57 | < 0.001 |
| KEGG_PATHWAY | mcf01100:Metabolic pathways | 313 | < 0.001 |
| A2H vs. ConH | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 7 | 0.018 |
| GOTERM_BP_DIRECT | GO:0016192–vesicle-mediated transport | 11 | 0.020 |
| GOTERM_BP_DIRECT | GO:0051260–protein homooligomerization | 8 | 0.035 |
| KEGG_PATHWAY | mcf04723:Retrograde endocannabinoid signaling | 28 | < 0.001 |
| KEGG_PATHWAY | mcf04727:GABAergic synapse | 22 | < 0.001 |
| KEGG_PATHWAY | mcf05033:Nicotine addiction | 14 | < 0.001 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 19 | < 0.001 |
| KEGG_PATHWAY | mcf04724:Glutamatergic synapse | 26 | < 0.001 |
| A3H vs. ConH | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 9 | 0.002 |
| GOTERM_BP_DIRECT | GO:0006357–regulation of transcription from RNA polymerase II promoter | 10 | 0.003 |
| GOTERM_BP_DIRECT | GO:0051260–protein homooligomerization | 9 | 0.029 |
| KEGG_PATHWAY | mcf04727:GABAergic synapse | 27 | < 0.001 |
| KEGG_PATHWAY | mcf04723:Retrograde endocannabinoid signaling | 30 | < 0.001 |
| KEGG_PATHWAY | mcf04724:Glutamatergic synapse | 31 | < 0.001 |
| KEGG_PATHWAY | mcf05033:Nicotine addiction | 16 | < 0.001 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 22 | < 0.001 |
| A4H vs. ConH | |||
| GOTERM_BP_DIRECT | GO:0008380–RNA splicing | 11 | 0.009 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 16 | 0.010 |
| GOTERM_BP_DIRECT | GO:0046907–intracellular transport | 4 | 0.038 |
| GOTERM_BP_DIRECT | GO:0006397–mRNA processing | 12 | 0.043 |
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 8 | 0.047 |
| KEGG_PATHWAY | mcf04727:GABAergic synapse | 31 | < 0.001 |
| KEGG_PATHWAY | mcf04010:MAPK signaling pathway | 72 | < 0.001 |
| KEGG_PATHWAY | mcf04723:Retrograde endocannabinoid signaling | 33 | < 0.001 |
| KEGG_PATHWAY | mcf04141:Protein processing in endoplasmic reticulum | 50 | 0.001 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 62 | 0.002 |
A1H, hippocampus of the monkey aged 1 year; A2H, hippocampus of the monkey aged 3–4 years; A3H, hippocampus of the monkey aged 6–8 years; A4H, hippocampus of the monkey aged over 11 years; ConH, hippocampus of control; MAPK, mitogen-activated protein kinase; tRNA, transfer RNA; GABA, γ-aminobutyric acid; mRNA, messenger RNA.
Gene ontology (GO) annotation of genes differentially expressed in the hippocampus of cynomolgus monkeys of different ages exposed to heroin
| Category | Term | Count | |
|---|---|---|---|
| A2H vs. A1H | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 9 | < 0.001 |
| GOTERM_BP_DIRECT | GO:0007399–nervous system development | 10 | 0.001 |
| GOTERM_BP_DIRECT | GO:0007156–homophilic cell adhesion via plasma membrane adhesion molecules | 5 | 0.030 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 11 | 0.032 |
| GOTERM_BP_DIRECT | GO:0007218–neuropeptide signaling pathway | 4 | 0.043 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 46 | < 0.001 |
| KEGG_PATHWAY | mcf01100:Metabolic pathways | 187 | < 0.001 |
| KEGG_PATHWAY | mcf00970:Aminoacyl-tRNA biosynthesis | 14 | < 0.001 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 47 | 0.002 |
| KEGG_PATHWAY | mcf04010:MAPK signaling pathway | 45 | 0.003 |
| A3H vs. A1H | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 9 | < 0.001 |
| GOTERM_BP_DIRECT | GO:0046907–intracellular transport | 3 | 0.046 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 39 | < 0.001 |
| KEGG_PATHWAY | mcf04010:MAPK signaling pathway | 34 | 0.004 |
| KEGG_PATHWAY | mcf00310:Lysine degradation | 11 | 0.008 |
| KEGG_PATHWAY | mcf04261:Adrenergic signaling in cardiomyocytes | 22 | 0.008 |
| KEGG_PATHWAY | mcf00511:Other glycan degradation | 6 | 0.014 |
| A4H vs. A1H | |||
| GOTERM_BP_DIRECT | GO:0006511–ubiquitin-dependent protein catabolic process | 6 | 0.024 |
| GOTERM_BP_DIRECT | GO:0000166–nucleotide binding | 12 | 0.017 |
| KEGG_PATHWAY | mcf00970:Aminoacyl-tRNA biosynthesis | 8 | 0.005 |
| KEGG_PATHWAY | mcf04024:cAMP signaling pathway | 19 | 0.009 |
| KEGG_PATHWAY | mcf05010:Alzheimer’s disease | 19 | 0.018 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 21 | 0.033 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 8 | 0.042 |
| A3H vs. A2H | |||
| KEGG_PATHWAY | mcf04010:MAPK signaling pathway | 29 | 0.002 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 29 | 0.004 |
| KEGG_PATHWAY | mcf04666:Fc gamma R-mediated phagocytosis | 12 | 0.024 |
| KEGG_PATHWAY | mcf00511:Other glycan degradation | 5 | 0.026 |
| KEGG_PATHWAY | mcf05204:Chemical carcinogenesis | 10 | 0.026 |
| A4H vs. A2H | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 9 | < 0.001 |
| GOTERM_BP_DIRECT | GO:0007399–nervous system development | 7 | 0.036 |
| GOTERM_BP_DIRECT | GO:0006897–endocytosis | 5 | 0.036 |
| KEGG_PATHWAY | mcf00970:Aminoacyl-tRNA biosynthesis | 14 | < 0.001 |
| KEGG_PATHWAY | mcf04010:MAPK signaling pathway | 42 | < 0.001 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 39 | < 0.001 |
| KEGG_PATHWAY | mcf01200:Carbon metabolism | 24 | 0.002 |
| KEGG_PATHWAY | mcf04066:HIF-1 signaling pathway | 21 | 0.002 |
| A4H vs. A3H | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 6 | 0.007 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 9 | 0.009 |
| GOTERM_BP_DIRECT | GO:0006412–translation | 16 | 0.024 |
| GOTERM_BP_DIRECT | GO:0046907–intracellular transport | 3 | 0.037 |
| KEGG_PATHWAY | mcf00310:Lysine degradation | 9 | 0.025 |
| KEGG_PATHWAY | mcf00970:Aminoacyl-tRNA biosynthesis | 8 | 0.027 |
| KEGG_PATHWAY | mcf00760:Nicotinate and nicotinamide metabolism | 6 | 0.043 |
A1H, hippocampus of the monkey aged 1 year; A2H, hippocampus of the monkey aged 3–4 years; A3H, hippocampus of the monkey aged 6–8 years; A4H, hippocampus of the monkey aged over 11 years; tRNA, transfer RNA; MAPK, mitogen-activated protein kinase; cAMP, cyclic adenosine monophosphate; HIF-1, hypoxia-inducible factor 1.
Gene ontology (GO) annotation of genes differentially expressed in the striatum of cynomolgus monkeys exposed to heroin relative to control (unexposed) monkeys
| Category | Term | Count | |
|---|---|---|---|
| A1S vs. ConS | |||
| GOTERM_BP_DIRECT | GO:0006897–endocytosis | 10 | < 0.001 |
| GOTERM_BP_DIRECT | GO:0008380–RNA splicing | 14 | 0.003 |
| GOTERM_BP_DIRECT | GO:0007264–small GTPase mediated signal transduction | 37 | 0.019 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 19 | 0.020 |
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 10 | 0.033 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 34 | < 0.001 |
| KEGG_PATHWAY | mcf04722:Neurotrophin signaling pathway | 54 | < 0.001 |
| KEGG_PATHWAY | mcf04141:Protein processing in endoplasmic reticulum | 71 | < 0.001 |
| KEGG_PATHWAY | mcf04713:Circadian entrainment | 43 | < 0.001 |
| KEGG_PATHWAY | mcf04921:Oxytocin signaling pathway | 66 | < 0.001 |
| A2S vs. ConS | |||
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 20 | 0.001 |
| GOTERM_BP_DIRECT | GO:0008380–RNA splicing | 13 | 0.004 |
| GOTERM_BP_DIRECT | GO:0006810–transport | 18 | 0.024 |
| GOTERM_BP_DIRECT | GO:0006412–translation | 38 | 0.048 |
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 9 | 0.049 |
| KEGG_PATHWAY | mcf01200:Carbon metabolism | 52 | < 0.001 |
| KEGG_PATHWAY | mcf04141:Protein processing in endoplasmic reticulum | 67 | < 0.001 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 84 | < 0.001 |
| KEGG_PATHWAY | mcf04921:Oxytocin signaling pathway | 62 | < 0.001 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 30 | < 0.001 |
| A3S vs. ConS | |||
| GOTERM_BP_DIRECT | GO:0006897–endocytosis | 9 | 0.018 |
| GOTERM_BP_DIRECT | GO:0007399–nervous system development | 14 | 0.018 |
| GOTERM_BP_DIRECT | GO:0006914–autophagy | 12 | 0.019 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 21 | 0.026 |
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 11 | 0.035 |
| KEGG_PATHWAY | mcf04261:Adrenergic signaling in cardiomyocytes | 73 | < 0.001 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 38 | < 0.001 |
| KEGG_PATHWAY | mcf04728:Dopaminergic synapse | 62 | < 0.001 |
| KEGG_PATHWAY | mcf04722:Neurotrophin signaling pathway | 61 | < 0.001 |
| KEGG_PATHWAY | mcf04015:Rap1 signaling pathway | 98 | < 0.001 |
| A4S vs. ConS | |||
| GOTERM_BP_DIRECT | GO:0008380–RNA splicing | 14 | 0.003 |
| GOTERM_BP_DIRECT | GO:0006897–endocytosis | 9 | 0.005 |
| GOTERM_BP_DIRECT | GO:0015031–protein transport | 19 | 0.016 |
| GOTERM_BP_DIRECT | GO:0006397–mRNA processing | 15 | 0.036 |
| GOTERM_BP_DIRECT | GO:0006914–autophagy | 10 | 0.047 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 33 | < 0.001 |
| KEGG_PATHWAY | mcf01200:Carbon metabolism | 54 | < 0.001 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 88 | < 0.001 |
| KEGG_PATHWAY | mcf05010:Alzheimer’s disease | 82 | < 0.001 |
| KEGG_PATHWAY | mcf04261:Adrenergic signaling in cardiomyocytes | 62 | < 0.001 |
A1S, striatum of the monkey aged 1 year; A2S, striatum of the monkey aged 3–4 years; A3S, striatum of the monkey aged 6–8 years; A4S, striatum of the monkey aged over 11 years; ConS, striatum of control; GTPase, guanosine triphosphatase; mRNA, messenger RNA.
Gene ontology (GO) annotation of genes differentially expressed in the striatum of cynomolgus monkeys of different ages exposed to heroin
| Category | Term | Count | |
|---|---|---|---|
| A2S vs. A1S | |||
| KEGG_PATHWAY | mcf04144:Endocytosis | 29 | 0.007 |
| KEGG_PATHWAY | mcf04713:Circadian entrainment | 14 | 0.007 |
| KEGG_PATHWAY | mcf00330:Arginine and proline metabolism | 9 | 0.017 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 25 | 0.017 |
| KEGG_PATHWAY | mcf04530:Tight junction | 17 | 0.021 |
| A3S vs. A1S | |||
| GOTERM_BP_DIRECT | GO:0006897–endocytosis | 6 | 0.003 |
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 7 | 0.003 |
| KEGG_PATHWAY | mcf04071:Sphingolipid signaling pathway | 22 | < 0.001 |
| KEGG_PATHWAY | mcf04728:Dopaminergic synapse | 20 | 0.004 |
| KEGG_PATHWAY | mcf05142:Chagas disease (American trypanosomiasis) | 17 | 0.005 |
| KEGG_PATHWAY | mcf00230:Purine metabolism | 26 | 0.005 |
| KEGG_PATHWAY | mcf05203:Viral carcinogenesis | 29 | 0.006 |
| A4S vs. A1S | |||
| KEGG_PATHWAY | mcf05203:Viral carcinogenesis | 21 | 0.002 |
| KEGG_PATHWAY | mcf04612:Antigen processing and presentation | 9 | 0.019 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 21 | 0.024 |
| KEGG_PATHWAY | mcf00330:Arginine and proline metabolism | 7 | 0.033 |
| KEGG_PATHWAY | mcf00380:Tryptophan metabolism | 6 | 0.044 |
| A3S vs. A2S | |||
| GOTERM_BP_DIRECT | GO:0030036–actin cytoskeleton organization | 7 | 0.026 |
| KEGG_PATHWAY | mcf04142:Lysosome | 31 | < 0.001 |
| KEGG_PATHWAY | mcf01100:Metabolic pathways | 196 | < 0.001 |
| KEGG_PATHWAY | mcf04144:Endocytosis | 49 | 0.002 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 44 | 0.003 |
| KEGG_PATHWAY | mcf01230:Biosynthesis of amino acids | 20 | 0.004 |
| A4S vs. A2S | |||
| GOTERM_BP_DIRECT | GO:0006914–autophagy | 6 | 0.006 |
| GOTERM_BP_DIRECT | GO:0055114–oxidation-reduction process | 5 | 0.038 |
| KEGG_PATHWAY | mcf05203:Viral carcinogenesis | 25 | 0.002 |
| KEGG_PATHWAY | mcf05010:Alzheimer’s disease | 25 | 0.002 |
| KEGG_PATHWAY | mcf04961:Endocrine and other factor-regulated calcium reabsorption | 9 | 0.004 |
| KEGG_PATHWAY | mcf04720:Long-term potentiation | 11 | 0.005 |
| KEGG_PATHWAY | mcf04728:Dopaminergic synapse | 15 | 0.017 |
| A4S vs. A3S | |||
| GOTERM_BP_DIRECT | GO:0006914–autophagy | 7 | 0.001 |
| KEGG_PATHWAY | mcf00480:Glutathione metabolism | 10 | 0.006 |
| KEGG_PATHWAY | mcf01100:Metabolic pathways | 106 | 0.008 |
| KEGG_PATHWAY | mcf01230:Biosynthesis of amino acids | 12 | 0.016 |
| KEGG_PATHWAY | mcf01130:Biosynthesis of antibiotics | 25 | 0.016 |
| KEGG_PATHWAY | mcf00563:Glycosylphosphatidylinositol-anchor biosynthesis | 6 | 0.019 |
A1S, striatum of the monkey aged 1 year; A2S, striatum of the monkey aged 3–4 years; A3S, striatum of the monkey aged 6–8 years; A4S, striatum of the monkey aged over 11 years.
Fig. 2Validation of differentially-expressed genes identified in the hippocampus by RNA sequencing. After a single injection of heroin in monkeys of different ages, differentially expressed genes in the hippocampus (H) were analyzed using RT-qPCR. Two monkeys per group (ConH, A1H, A2H, A3H, and A4H) were used for the experiment. Genes related to MAPK signaling (STMN1, FGF14, and MAPT), GABAergic synapses (GABBR2 and GAD1), and retrograde endocannabinoid signaling (GRIA2) were analyzed. Data are represented as the mean ± standard error of the mean (n = 3). Data were analyzed using one-way ANOVA followed by Tukey’s honestly significant difference post-hoc test.
mRNA, messenger RNA; RT-qPCR, real-time quantitative PCR; MAPK, mitogen-activated protein kinase; GABA, γ-aminobutyric acid.
*Significantly different from the control group (p < 0.05).
Fig. 3Validation of differentially-expressed genes identified in the striatum by RNA sequencing. After a single injection of heroin to monkeys of different ages, differentially expressed genes in the striatum (S) were analyzed using RT-qPCR. Two monkeys per group (ConS, A1S, A2S, A3S, and A4S) were used for the experiment. Genes related to neurotrophin signaling (NTRK1 and NGFR), oxytocin signaling (CACNG3 and NFATC4), autophagy (ATG5), and the dopaminergic synapse (AKT1) were analyzed. Data are represented as the mean ± standard error of the mean (n = 3). Data were analyzed using one-way ANOVA followed by Tukey’s honestly significant difference post-hoc test.
mRNA, messenger RNA; RT-qPCR, real-time quantitative PCR.
*Significantly different from the control group (p < 0.05).