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Published in: BMC Medical Informatics and Decision Making 6/2019

Open Access 01-12-2019 | Antidepressant Drugs | Research

Expression alteration of microRNAs in Nucleus Accumbens is associated with chronic stress and antidepressant treatment in rats

Authors: Weichen Song, Yifeng Shen, Yanhua Zhang, Sufang Peng, Ran Zhang, Ailing Ning, Huafang Li, Xia Li, Guan Ning Lin, Shunying Yu

Published in: BMC Medical Informatics and Decision Making | Special Issue 6/2019

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Abstract

Background

Nucleus Accumbens (NAc) is a vital brain region for the process of reward and stress, whereas microRNA plays a crucial role in depression pathology. However, the abnormality of NAc miRNA expression during the stress-induced depression and antidepressant treatment, as well as its biological significance, are still unknown.

Methods

We performed the small RNA-sequencing in NAc of rats from three groups: control, chronic unpredictable mild stress (CUMS), and CUMS with an antidepressant, Escitalopram. We applied an integrative pipeline for analyzing the miRNA expression alternation in different model groups, including differential expression analysis, co-expression analysis, as well as a subsequent pathway/network analysis to discover both miRNA alteration pattern and its biological significance.

Result

A total of 423 miRNAs were included in analysis.18/8 differential expressing (DE) miRNA (adjusted p < 0.05, |log2FC| > 1) were observed in controls Vs. depression/depression Vs. treatment, 2 of which are overlapping. 78% (14/18) of these miRNAs showed opposite trends of alteration in stress and treatment. Two micro RNA, miR-10b-5p and miR-214-3p, appeared to be hubs in the regulation networks and also among the top findings in both differential analyses. Using co-expression analysis, we found a functional module that strongly correlated with stress (R = 0.96, P = 0.003), and another functional module with a moderate correlation with anhedonia (R = 0.89, P = 0.02). We also found that predicted targets of these miRNAs were significantly enriched in the Ras signaling pathway, which is associated with both depression, anhedonia, and antidepressant treatment.

Conclusion

Escitalopram treatment can significantly reverse NAc miRNA abnormality induced by chronic stress. However, the novel miRNA alteration that is absent in stress pathology also emerges, which means that antidepressant treatment is unlikely to bring miRNA expression back to the same level as the controls. Also, the Ras-signaling pathway may be involved in explaining the depression disease etiology, the clinical symptom, and treatment response of stress-induced depression.
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Literature
1.
go back to reference Li X, Fan Y, Xiao S, Peng S, Dong X, Zheng X, et al. Decreased platelet 5-hydroxytryptamin (5-HT) levels: a response to antidepressants. J Affect Disord. 2015;187:84–90.PubMedCrossRef Li X, Fan Y, Xiao S, Peng S, Dong X, Zheng X, et al. Decreased platelet 5-hydroxytryptamin (5-HT) levels: a response to antidepressants. J Affect Disord. 2015;187:84–90.PubMedCrossRef
2.
go back to reference de la Vega D, Piña A, Peralta FJ, Kelly SA, Giner L. A review on the general stability of mood disorder diagnoses along the lifetime. Curr Psychiatry Rep. 2018;20:29.PubMedCrossRef de la Vega D, Piña A, Peralta FJ, Kelly SA, Giner L. A review on the general stability of mood disorder diagnoses along the lifetime. Curr Psychiatry Rep. 2018;20:29.PubMedCrossRef
3.
go back to reference Amare AT, Schubert KO, Baune BT. Pharmacogenomics in the treatment of mood disorders: strategies and opportunities for personalized psychiatry. EPMA J. 2017;8:211–27.PubMedPubMedCentralCrossRef Amare AT, Schubert KO, Baune BT. Pharmacogenomics in the treatment of mood disorders: strategies and opportunities for personalized psychiatry. EPMA J. 2017;8:211–27.PubMedPubMedCentralCrossRef
4.
go back to reference Cavigelli SA, Bao AD, Bourne RA, Caruso MJ, Caulfield JI, Chen M, et al. Timing matters: the interval between acute stressors within chronic mild stress modifies behavioral and physiologic stress responses in male rats. Stress. 2018;21(5):453-63.PubMedPubMedCentralCrossRef Cavigelli SA, Bao AD, Bourne RA, Caruso MJ, Caulfield JI, Chen M, et al. Timing matters: the interval between acute stressors within chronic mild stress modifies behavioral and physiologic stress responses in male rats. Stress. 2018;21(5):453-63.PubMedPubMedCentralCrossRef
5.
7.
go back to reference Serafini G, Pompili M, Hansen KF, Obrietan K, Dwivedi Y, Shomron N, et al. The involvement of MicroRNAs in major depression, suicidal behavior, and related disorders: a focus on miR-185 and miR-491-3p. Cell Mol Neurobiol. 2014;34:17–30.PubMedCrossRef Serafini G, Pompili M, Hansen KF, Obrietan K, Dwivedi Y, Shomron N, et al. The involvement of MicroRNAs in major depression, suicidal behavior, and related disorders: a focus on miR-185 and miR-491-3p. Cell Mol Neurobiol. 2014;34:17–30.PubMedCrossRef
8.
go back to reference Fries GR, Carvalho AF, Quevedo J. The miRNome of bipolar disorder. J Affect Disord. 2018;233:110–6.PubMedCrossRef Fries GR, Carvalho AF, Quevedo J. The miRNome of bipolar disorder. J Affect Disord. 2018;233:110–6.PubMedCrossRef
9.
go back to reference Jin X-F, Wu N, Wang L, Li J. Circulating MicroRNAs: a novel class of potential biomarkers for diagnosing and Prognosing central nervous system diseases. Cell Mol Neurobiol. 2013;33:601–13.PubMedCrossRef Jin X-F, Wu N, Wang L, Li J. Circulating MicroRNAs: a novel class of potential biomarkers for diagnosing and Prognosing central nervous system diseases. Cell Mol Neurobiol. 2013;33:601–13.PubMedCrossRef
10.
go back to reference Belzeaux R, Lin R, Turecki G. Potential use of MicroRNA for monitoring therapeutic response to antidepressants. CNS Drugs. 2017;31:253–62.PubMedCrossRef Belzeaux R, Lin R, Turecki G. Potential use of MicroRNA for monitoring therapeutic response to antidepressants. CNS Drugs. 2017;31:253–62.PubMedCrossRef
11.
go back to reference Lopez JP, Fiori LM, Cruceanu C, Lin R, Labonte B, Cates HM, et al. MicroRNAs 146a/b-5 and 425-3p and 24-3p are markers of antidepressant response and regulate MAPK/Wnt-system genes. Nat Commun. 2017;8:15497.PubMedPubMedCentralCrossRef Lopez JP, Fiori LM, Cruceanu C, Lin R, Labonte B, Cates HM, et al. MicroRNAs 146a/b-5 and 425-3p and 24-3p are markers of antidepressant response and regulate MAPK/Wnt-system genes. Nat Commun. 2017;8:15497.PubMedPubMedCentralCrossRef
12.
go back to reference Russo SJ, Nestler EJ. The brain reward circuitry in mood disorders. Nat Rev Neurosci. 2013;14:609–25.PubMedCrossRef Russo SJ, Nestler EJ. The brain reward circuitry in mood disorders. Nat Rev Neurosci. 2013;14:609–25.PubMedCrossRef
13.
go back to reference Hodes GE, Pfau ML, Purushothaman I, Ahn HF, Golden SA, Christoffel DJ, et al. Sex differences in nucleus Accumbens transcriptome profiles associated with susceptibility versus resilience to subchronic variable stress. J Neurosci. 2015;35:16362–76.PubMedPubMedCentralCrossRef Hodes GE, Pfau ML, Purushothaman I, Ahn HF, Golden SA, Christoffel DJ, et al. Sex differences in nucleus Accumbens transcriptome profiles associated with susceptibility versus resilience to subchronic variable stress. J Neurosci. 2015;35:16362–76.PubMedPubMedCentralCrossRef
14.
go back to reference Krishnan V, Han M-H, Graham DL, Berton O, Renthal W, Russo SJ, et al. Molecular adaptations underlying susceptibility and resistance to social defeat in brain reward regions. Cell. 2007;131:391–404.PubMedCrossRef Krishnan V, Han M-H, Graham DL, Berton O, Renthal W, Russo SJ, et al. Molecular adaptations underlying susceptibility and resistance to social defeat in brain reward regions. Cell. 2007;131:391–404.PubMedCrossRef
15.
go back to reference Pfau ML, Purushothaman I, Feng J, Golden SA, Aleyasin H, Lorsch ZS, et al. Integrative analysis of sex-specific microRNA networks following stress in mouse nucleus Accumbens. Front Mol Neurosci. 2016;9:144.PubMedPubMedCentralCrossRef Pfau ML, Purushothaman I, Feng J, Golden SA, Aleyasin H, Lorsch ZS, et al. Integrative analysis of sex-specific microRNA networks following stress in mouse nucleus Accumbens. Front Mol Neurosci. 2016;9:144.PubMedPubMedCentralCrossRef
16.
go back to reference Renthal W, Maze I, Krishnan V, Covington HE, Xiao G, Kumar A, et al. Histone Deacetylase 5 epigenetically controls behavioral adaptations to chronic emotional stimuli. Neuron. 2007;56:517–29.PubMedCrossRef Renthal W, Maze I, Krishnan V, Covington HE, Xiao G, Kumar A, et al. Histone Deacetylase 5 epigenetically controls behavioral adaptations to chronic emotional stimuli. Neuron. 2007;56:517–29.PubMedCrossRef
17.
go back to reference Zurawek D, Kusmider M, Faron-Gorecka A, Gruca P, Pabian P, Solich J, et al. Reciprocal MicroRNA expression in Mesocortical circuit and its interplay with serotonin transporter define resilient rats in the chronic mild stress. Mol Neurobiol. 2017;54:5741–51.PubMedCrossRef Zurawek D, Kusmider M, Faron-Gorecka A, Gruca P, Pabian P, Solich J, et al. Reciprocal MicroRNA expression in Mesocortical circuit and its interplay with serotonin transporter define resilient rats in the chronic mild stress. Mol Neurobiol. 2017;54:5741–51.PubMedCrossRef
19.
go back to reference Li J, Li J, Liu X, Qin S, Guan Y, Liu Y, et al. MicroRNA expression profile and functional analysis reveal that miR-382 is a critical novel gene of alcohol addiction. EMBO Mol Med. 2013;5:1402–14.PubMedPubMedCentralCrossRef Li J, Li J, Liu X, Qin S, Guan Y, Liu Y, et al. MicroRNA expression profile and functional analysis reveal that miR-382 is a critical novel gene of alcohol addiction. EMBO Mol Med. 2013;5:1402–14.PubMedPubMedCentralCrossRef
20.
go back to reference Li X, Wu C, Xiao SF, Zheng X, Dong X. PSTZ. Chronic unpredictable mild stressed rats increased their movements in open field. Lab Anim Comp Med. 2012;32(3):175–81. Li X, Wu C, Xiao SF, Zheng X, Dong X. PSTZ. Chronic unpredictable mild stressed rats increased their movements in open field. Lab Anim Comp Med. 2012;32(3):175–81.
21.
go back to reference Kozomara A, Griffiths-Jones S. miRBase: annotating high confidence microRNAs using deep sequencing data. Nucleic Acids Res. 2014;42:D68–73.PubMedCrossRef Kozomara A, Griffiths-Jones S. miRBase: annotating high confidence microRNAs using deep sequencing data. Nucleic Acids Res. 2014;42:D68–73.PubMedCrossRef
22.
go back to reference Chen RJ, Kelly G, Sengupta A, Heydendael W, Nicholas B, Beltrami S, et al. MicroRNAs as biomarkers of resilience or vulnerability to stress. Neuroscience. 2015;305:36–48.PubMedCrossRef Chen RJ, Kelly G, Sengupta A, Heydendael W, Nicholas B, Beltrami S, et al. MicroRNAs as biomarkers of resilience or vulnerability to stress. Neuroscience. 2015;305:36–48.PubMedCrossRef
23.
go back to reference Kar S, Bali KK, Baisantry A, Geffers R, Samii A, Bertalanffy H. Genome-wide sequencing reveals MicroRNAs downregulated in cerebral cavernous malformations. J Mol Neurosci. 2017;61:178–88.PubMedCrossRef Kar S, Bali KK, Baisantry A, Geffers R, Samii A, Bertalanffy H. Genome-wide sequencing reveals MicroRNAs downregulated in cerebral cavernous malformations. J Mol Neurosci. 2017;61:178–88.PubMedCrossRef
24.
go back to reference Hamada N, Fujita Y, Kojima T, Kitamoto A, Akao Y, Nozawa Y, et al. MicroRNA expression profiling of NGF-treated PC12 cells revealed a critical role for miR-221 in neuronal differentiation. Neurochem Int. 2012;60:743–50.PubMedCrossRef Hamada N, Fujita Y, Kojima T, Kitamoto A, Akao Y, Nozawa Y, et al. MicroRNA expression profiling of NGF-treated PC12 cells revealed a critical role for miR-221 in neuronal differentiation. Neurochem Int. 2012;60:743–50.PubMedCrossRef
25.
go back to reference Liu B-B, Luo L, Liu X-L, Geng D, Liu Q, Yi L-T. 7-Chlorokynurenic acid (7-CTKA) produces rapid antidepressant-like effects: through regulating hippocampal microRNA expressions involved in TrkB-ERK/Akt signaling pathways in mice exposed to chronic unpredictable mild stress. Psychopharmacology (Berl). 2015;232:541–50.CrossRef Liu B-B, Luo L, Liu X-L, Geng D, Liu Q, Yi L-T. 7-Chlorokynurenic acid (7-CTKA) produces rapid antidepressant-like effects: through regulating hippocampal microRNA expressions involved in TrkB-ERK/Akt signaling pathways in mice exposed to chronic unpredictable mild stress. Psychopharmacology (Berl). 2015;232:541–50.CrossRef
26.
go back to reference Smalheiser NR, Lugli G, Rizavi HS, Torvik VI, Turecki G, Dwivedi Y. MicroRNA expression is down-regulated and reorganized in prefrontal cortex of depressed suicide subjects. PLoS One. 2012;7:e33201.PubMedPubMedCentralCrossRef Smalheiser NR, Lugli G, Rizavi HS, Torvik VI, Turecki G, Dwivedi Y. MicroRNA expression is down-regulated and reorganized in prefrontal cortex of depressed suicide subjects. PLoS One. 2012;7:e33201.PubMedPubMedCentralCrossRef
27.
go back to reference Sun N, Lei L, Wang Y, Yang C, Liu Z, Li X, et al. Preliminary comparison of plasma notch-associated microRNA-34b and -34c levels in drug naive, first episode depressed patients and healthy controls. J Affect Disord. 2016;194:109–14.PubMedCrossRef Sun N, Lei L, Wang Y, Yang C, Liu Z, Li X, et al. Preliminary comparison of plasma notch-associated microRNA-34b and -34c levels in drug naive, first episode depressed patients and healthy controls. J Affect Disord. 2016;194:109–14.PubMedCrossRef
28.
go back to reference López-León S, Janssens ACJW, Tiemeier H, Hofman A, Aulchenko YS, Snijders PJLM, et al. Angiotensinogen M235T polymorphism and symptoms of depression in a population-based study and a family-based study. Psychiatr Genet. 2008;18:162–6.PubMedCrossRef López-León S, Janssens ACJW, Tiemeier H, Hofman A, Aulchenko YS, Snijders PJLM, et al. Angiotensinogen M235T polymorphism and symptoms of depression in a population-based study and a family-based study. Psychiatr Genet. 2008;18:162–6.PubMedCrossRef
29.
go back to reference McAdams RM, McPherson RJ, Beyer RP, Bammler TK, Farin FM, Juul SE. Dose-dependent effects of morphine exposure on mRNA and microRNA (miR) expression in Hippocampus of stressed neonatal mice. PLoS One. 2015;10:e0123047.PubMedPubMedCentralCrossRef McAdams RM, McPherson RJ, Beyer RP, Bammler TK, Farin FM, Juul SE. Dose-dependent effects of morphine exposure on mRNA and microRNA (miR) expression in Hippocampus of stressed neonatal mice. PLoS One. 2015;10:e0123047.PubMedPubMedCentralCrossRef
30.
go back to reference dos SMCT, Barreto-Sanz MA, BRS C, Bell R, Widnall C, Perez LT, et al. miRNA-based signatures in cerebrospinal fluid as potential diagnostic tools for early stage Parkinson&amp;#x2019;s disease. Oncotarget. 2018;9:17455–65. dos SMCT, Barreto-Sanz MA, BRS C, Bell R, Widnall C, Perez LT, et al. miRNA-based signatures in cerebrospinal fluid as potential diagnostic tools for early stage Parkinson&amp;#x2019;s disease. Oncotarget. 2018;9:17455–65.
31.
go back to reference Deng Z-F, Zheng H-L, Chen J-G, Luo Y, Xu J-F, Zhao G, et al. miR-214-3p Targets β-Catenin to regulate depressive-like behaviors induced by chronic social defeat stress in mice. Cereb Cortex. 2019;29:1509-19.CrossRef Deng Z-F, Zheng H-L, Chen J-G, Luo Y, Xu J-F, Zhao G, et al. miR-214-3p Targets β-Catenin to regulate depressive-like behaviors induced by chronic social defeat stress in mice. Cereb Cortex. 2019;29:1509-19.CrossRef
32.
go back to reference Agarwal V, Bell GW, Nam J-W, Bartel DP. Predicting effective microRNA target sites in mammalian mRNAs. Elife. 2015;4:e05005. Agarwal V, Bell GW, Nam J-W, Bartel DP. Predicting effective microRNA target sites in mammalian mRNAs. Elife. 2015;4:e05005.
33.
go back to reference Huang DW, Sherman BT, Lempicki RA. Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc. 2009;4:44–57.CrossRef Huang DW, Sherman BT, Lempicki RA. Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc. 2009;4:44–57.CrossRef
35.
go back to reference Bagot RC, Cates HM, Purushothaman I, Lorsch ZS, Walker DM, Wang J, et al. Circuit-wide transcriptional profiling reveals brain region-specific gene networks regulating depression susceptibility. Neuron. 2016;90:969–83.PubMedPubMedCentralCrossRef Bagot RC, Cates HM, Purushothaman I, Lorsch ZS, Walker DM, Wang J, et al. Circuit-wide transcriptional profiling reveals brain region-specific gene networks regulating depression susceptibility. Neuron. 2016;90:969–83.PubMedPubMedCentralCrossRef
36.
go back to reference Bagot RC, Cates HM, Purushothaman I, Vialou V, Heller EA, Yieh L, et al. Ketamine and imipramine reverse transcriptional signatures of susceptibility and induce resilience-specific gene expression profiles. Biol Psychiatry. 2017;81:285–95.PubMedCrossRef Bagot RC, Cates HM, Purushothaman I, Vialou V, Heller EA, Yieh L, et al. Ketamine and imipramine reverse transcriptional signatures of susceptibility and induce resilience-specific gene expression profiles. Biol Psychiatry. 2017;81:285–95.PubMedCrossRef
37.
go back to reference Zhou M, Wang M, Wang X, Liu K, Wan Y, Li M, et al. Abnormal expression of MicroRNAs induced by chronic unpredictable mild stress in rat hippocampal tissues. Mol Neurobiol. 2018;55:917–35.PubMedCrossRef Zhou M, Wang M, Wang X, Liu K, Wan Y, Li M, et al. Abnormal expression of MicroRNAs induced by chronic unpredictable mild stress in rat hippocampal tissues. Mol Neurobiol. 2018;55:917–35.PubMedCrossRef
38.
go back to reference Miao N, Jin J, Kim S-N, Sun T. Hippocampal MicroRNAs respond to administration of antidepressant fluoxetine in adult mice. Int J Mol Sci. 2018;19:E671.PubMedCentralCrossRef Miao N, Jin J, Kim S-N, Sun T. Hippocampal MicroRNAs respond to administration of antidepressant fluoxetine in adult mice. Int J Mol Sci. 2018;19:E671.PubMedCentralCrossRef
39.
go back to reference Yang X, Yang Q, Wang X, Luo C, Wan Y, Li J, et al. MicroRNA expression profile and functional analysis reveal that miR-206 is a critical novel gene for the expression of BDNF induced by ketamine. NeuroMolecular Med. 2014;16:594–605.PubMedCrossRef Yang X, Yang Q, Wang X, Luo C, Wan Y, Li J, et al. MicroRNA expression profile and functional analysis reveal that miR-206 is a critical novel gene for the expression of BDNF induced by ketamine. NeuroMolecular Med. 2014;16:594–605.PubMedCrossRef
40.
go back to reference Pan B, Liu Y. Effects of duloxetine on microRNA expression profile in frontal lobe and hippocampus in a mouse model of depression. Int J Clin Exp Pathol. 2015;8:15454–61.PubMedPubMedCentral Pan B, Liu Y. Effects of duloxetine on microRNA expression profile in frontal lobe and hippocampus in a mouse model of depression. Int J Clin Exp Pathol. 2015;8:15454–61.PubMedPubMedCentral
41.
go back to reference Roy B, Dunbar M, Shelton RC, Dwivedi Y. Identification of MicroRNA-124-3p as a putative epigenetic signature of major depressive disorder. Neuropsychopharmacology. 2017;42:864–75.PubMedCrossRef Roy B, Dunbar M, Shelton RC, Dwivedi Y. Identification of MicroRNA-124-3p as a putative epigenetic signature of major depressive disorder. Neuropsychopharmacology. 2017;42:864–75.PubMedCrossRef
42.
go back to reference Dwivedi Y. microRNA-124: a putative therapeutic target and biomarker for major depression. Expert Opin Ther Targets. 2017;21:653–6.PubMedCrossRef Dwivedi Y. microRNA-124: a putative therapeutic target and biomarker for major depression. Expert Opin Ther Targets. 2017;21:653–6.PubMedCrossRef
43.
go back to reference Mahar I, Bambico FR, Mechawar N, Nobrega JN. Stress, serotonin, and hippocampal neurogenesis in relation to depression and antidepressant effects. Neurosci Biobehav Rev. 2014;38:173–92.PubMedCrossRef Mahar I, Bambico FR, Mechawar N, Nobrega JN. Stress, serotonin, and hippocampal neurogenesis in relation to depression and antidepressant effects. Neurosci Biobehav Rev. 2014;38:173–92.PubMedCrossRef
44.
go back to reference Goddard AW, Ball SG, Martinez J, Robinson MJ, Yang CR, Russell JM, et al. Current perspectives of the roles of the central norepinephrine system in anxiety and depression. Depress Anxiety. 2010;27:339–50.PubMedCrossRef Goddard AW, Ball SG, Martinez J, Robinson MJ, Yang CR, Russell JM, et al. Current perspectives of the roles of the central norepinephrine system in anxiety and depression. Depress Anxiety. 2010;27:339–50.PubMedCrossRef
45.
go back to reference Basmadjian OM, Occhieppo VB, Marchese NA, Baiardi G, Bregonzio C. Brain angiotensin II involvement in chronic mental disorders. Protein Pept Lett. 2017;24:817–26.PubMedCrossRef Basmadjian OM, Occhieppo VB, Marchese NA, Baiardi G, Bregonzio C. Brain angiotensin II involvement in chronic mental disorders. Protein Pept Lett. 2017;24:817–26.PubMedCrossRef
46.
go back to reference Ancelin M-L, Carrière I, Scali J, Ritchie K, Chaudieu I, Ryan J. Angiotensin-converting enzyme gene variants are associated with both cortisol secretion and late-life depression. Transl Psychiatry. 2013;3:e322.PubMedPubMedCentralCrossRef Ancelin M-L, Carrière I, Scali J, Ritchie K, Chaudieu I, Ryan J. Angiotensin-converting enzyme gene variants are associated with both cortisol secretion and late-life depression. Transl Psychiatry. 2013;3:e322.PubMedPubMedCentralCrossRef
47.
go back to reference Bahramali E, Firouzabadi N, Yavarian I, Shayesteh MRH, Erfani N, Shoushtari AA, et al. Influence of ACE gene on differential response to sertraline versus fluoxetine in patients with major depression: a randomized controlled trial. Eur J Clin Pharmacol. 2016;72:1059–64.PubMedCrossRef Bahramali E, Firouzabadi N, Yavarian I, Shayesteh MRH, Erfani N, Shoushtari AA, et al. Influence of ACE gene on differential response to sertraline versus fluoxetine in patients with major depression: a randomized controlled trial. Eur J Clin Pharmacol. 2016;72:1059–64.PubMedCrossRef
48.
go back to reference Saavedra JM, Ando H, Armando I, Baiardi G, Bregonzio C, Juorio A, et al. Anti-stress and anti-anxiety effects of centrally acting angiotensin II AT1 receptor antagonists. Regul Pept. 2005;128:227–38.PubMedCrossRef Saavedra JM, Ando H, Armando I, Baiardi G, Bregonzio C, Juorio A, et al. Anti-stress and anti-anxiety effects of centrally acting angiotensin II AT1 receptor antagonists. Regul Pept. 2005;128:227–38.PubMedCrossRef
49.
go back to reference Li H, Linjuan-Li WY. G-CSF improves CUMS-induced depressive behaviors through downregulating Ras/ERK/MAPK signaling pathway. Biochem Biophys Res Commun. 2016;479:827–32.PubMedCrossRef Li H, Linjuan-Li WY. G-CSF improves CUMS-induced depressive behaviors through downregulating Ras/ERK/MAPK signaling pathway. Biochem Biophys Res Commun. 2016;479:827–32.PubMedCrossRef
50.
go back to reference Shu P, Fu H, Zhao X, Wu C, Ruan X, Zeng Y, et al. MicroRNA-214 modulates neural progenitor cell differentiation by targeting quaking during cerebral cortex development. Sci Rep. 2017;7:8014.PubMedPubMedCentralCrossRef Shu P, Fu H, Zhao X, Wu C, Ruan X, Zeng Y, et al. MicroRNA-214 modulates neural progenitor cell differentiation by targeting quaking during cerebral cortex development. Sci Rep. 2017;7:8014.PubMedPubMedCentralCrossRef
51.
go back to reference Irie K, Tsujimura K, Nakashima H, Nakashima K. MicroRNA-214 promotes dendritic development by targeting the schizophrenia-associated gene quaking ( Qki ). J Biol Chem. 2016;291:13891–904.PubMedPubMedCentralCrossRef Irie K, Tsujimura K, Nakashima H, Nakashima K. MicroRNA-214 promotes dendritic development by targeting the schizophrenia-associated gene quaking ( Qki ). J Biol Chem. 2016;291:13891–904.PubMedPubMedCentralCrossRef
52.
go back to reference Liu K, Lei R, Li Q, Wang X-X, Wu Q, An P, et al. Transferrin receptor controls AMPA receptor trafficking efficiency and synaptic plasticity. Sci Rep. 2016;6:21019.PubMedPubMedCentralCrossRef Liu K, Lei R, Li Q, Wang X-X, Wu Q, An P, et al. Transferrin receptor controls AMPA receptor trafficking efficiency and synaptic plasticity. Sci Rep. 2016;6:21019.PubMedPubMedCentralCrossRef
53.
go back to reference Zhou J-H, Wang X-T, Zhou L, Zhou L, Xu F-X, Su L-D, et al. Ablation of TFR1 in Purkinje cells inhibits mGlu1 trafficking and impairs motor coordination, but not autistic-like behaviors. J Neurosci. 2017;37:11335–52.PubMedPubMedCentralCrossRef Zhou J-H, Wang X-T, Zhou L, Zhou L, Xu F-X, Su L-D, et al. Ablation of TFR1 in Purkinje cells inhibits mGlu1 trafficking and impairs motor coordination, but not autistic-like behaviors. J Neurosci. 2017;37:11335–52.PubMedPubMedCentralCrossRef
54.
go back to reference Torres F, Barbosa M, Maciel P. Recurrent copy number variations as risk factors for neurodevelopmental disorders: critical overview and analysis of clinical implications. J Med Genet. 2016;53:73–90.PubMedCrossRef Torres F, Barbosa M, Maciel P. Recurrent copy number variations as risk factors for neurodevelopmental disorders: critical overview and analysis of clinical implications. J Med Genet. 2016;53:73–90.PubMedCrossRef
55.
go back to reference Levinson DF, Duan J, Oh S, Wang K, Sanders AR, Shi J, et al. Copy number variants in schizophrenia: confirmation of five previous findings and new evidence for 3q29 microdeletions and VIPR2 duplications. Am J Psychiatry. 2011;168:302–16.PubMedPubMedCentralCrossRef Levinson DF, Duan J, Oh S, Wang K, Sanders AR, Shi J, et al. Copy number variants in schizophrenia: confirmation of five previous findings and new evidence for 3q29 microdeletions and VIPR2 duplications. Am J Psychiatry. 2011;168:302–16.PubMedPubMedCentralCrossRef
56.
go back to reference Clayton-Smith J, Giblin C, Smith RA, Dunn C, Willatt L. Familial 3q29 microdeletion syndrome providing further evidence of involvement of the 3q29 region in bipolar disorder. Clin Dysmorphol Wolters Kluwer Heal Clin Dysmorphol. 2010;19:128-32.PubMedCrossRef Clayton-Smith J, Giblin C, Smith RA, Dunn C, Willatt L. Familial 3q29 microdeletion syndrome providing further evidence of involvement of the 3q29 region in bipolar disorder. Clin Dysmorphol Wolters Kluwer Heal Clin Dysmorphol. 2010;19:128-32.PubMedCrossRef
57.
go back to reference Sanders SJ, He X, Willsey AJ, Ercan-Sencicek AG, Samocha KE, Cicek AE, et al. Insights into autism Spectrum disorder genomic architecture and biology from 71 risk loci. Neuron. 2015;87:1215–33.PubMedPubMedCentralCrossRef Sanders SJ, He X, Willsey AJ, Ercan-Sencicek AG, Samocha KE, Cicek AE, et al. Insights into autism Spectrum disorder genomic architecture and biology from 71 risk loci. Neuron. 2015;87:1215–33.PubMedPubMedCentralCrossRef
58.
go back to reference Sagar A, Bishop JR, Tessman DC, Guter S, Martin CL, Cook EH. Co-occurrence of autism, childhood psychosis, and intellectual disability associated with a de novo 3q29 microdeletion. Am J Med Genet Part A. 2013;161:845–9.CrossRef Sagar A, Bishop JR, Tessman DC, Guter S, Martin CL, Cook EH. Co-occurrence of autism, childhood psychosis, and intellectual disability associated with a de novo 3q29 microdeletion. Am J Med Genet Part A. 2013;161:845–9.CrossRef
61.
go back to reference Wang L, Feng Z, Wang X, Wang X, Zhang X. DEGseq: an R package for identifying differentially expressed genes from RNA-seq data. Bioinformatics. 2010;26:136–8.PubMedCrossRef Wang L, Feng Z, Wang X, Wang X, Zhang X. DEGseq: an R package for identifying differentially expressed genes from RNA-seq data. Bioinformatics. 2010;26:136–8.PubMedCrossRef
62.
go back to reference Zhang B, Horvath S. A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol. 2005;4:Article17.PubMedCrossRef Zhang B, Horvath S. A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol. 2005;4:Article17.PubMedCrossRef
63.
go back to reference Garcia DM, Baek D, Shin C, Bell GW, Grimson A, Bartel DP. Weak seed-pairing stability and high target-site abundance decrease the proficiency of lsy-6 and other microRNAs. Nat Struct Mol Biol. 2011;18:1139–46.PubMedPubMedCentralCrossRef Garcia DM, Baek D, Shin C, Bell GW, Grimson A, Bartel DP. Weak seed-pairing stability and high target-site abundance decrease the proficiency of lsy-6 and other microRNAs. Nat Struct Mol Biol. 2011;18:1139–46.PubMedPubMedCentralCrossRef
64.
66.
go back to reference Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, et al. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13:2498–504.PubMedPubMedCentralCrossRef Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, et al. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13:2498–504.PubMedPubMedCentralCrossRef
Metadata
Title
Expression alteration of microRNAs in Nucleus Accumbens is associated with chronic stress and antidepressant treatment in rats
Authors
Weichen Song
Yifeng Shen
Yanhua Zhang
Sufang Peng
Ran Zhang
Ailing Ning
Huafang Li
Xia Li
Guan Ning Lin
Shunying Yu
Publication date
01-12-2019
Publisher
BioMed Central
DOI
https://doi.org/10.1186/s12911-019-0964-z

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