Identification and Classification of Hubs in microRNA Target Gene Networks in Human Neural Stem/Progenitor Cells following Japanese Encephalitis Virus Infection

JEV damages the neural stem/progenitor cell population of the mammalian brain. However, JEV-induced alteration in the miRNA expression pattern of the cell population remains an open question, hence warranting our present study. In this study, we specifically address the downregulation of four miRNAs, and we prepared a protein-protein interaction network of miRNA target genes. We identified two types of hub genes in the PPI network, namely, connector hubs and provincial hubs. These two types of miRNA target hub genes critically influence the participation strength in the networks and thereby significantly impact up- and downregulation in several key biological pathways. Computational analysis of the PPI networks identifies key protein interactions and hubs in those modules, which opens up the possibility of precise identification and classification of host factors for viral infection in NSPCs. ABSTRACT RNA viruses are known to modulate host microRNA (miRNA) machinery for their own benefit. Japanese encephalitis virus (JEV), a neurotropic RNA virus, has been reported to manipulate several miRNAs in neurons or microglia. However, no report indicates a complete sketch of the miRNA profile of neural stem/progenitor cells (NSPCs), hence the focus of our current study. We used an miRNA array of 84 miRNAs in uninfected and JEV-infected human neuronal progenitor cells and primary neural precursor cells isolated from aborted fetuses. Severalfold downregulation of hsa-miR-9-5p, hsa-miR-22-3p, hsa-miR-124-3p, and hsa-miR-132-3p was found postinfection in both of the cell types compared to the uninfected cells. Subsequently, we screened for the target genes of these miRNAs and looked for the biological pathways that were significantly regulated by the genes. The target genes involved in two or more pathways were sorted out. Protein-protein interaction (PPI) networks of the miRNA target genes were formed based on their interaction patterns. A binary adjacency matrix for each gene network was prepared. Different modules or communities were identified in those networks by community detection algorithms. Mathematically, we identified the hub genes by analyzing their degree centrality and participation coefficient in the network. The hub genes were classified as either provincial (P < 0.4) or connector (P > 0.4) hubs. We validated the expression of hub genes in both cell line and primary cells through qRT-PCR after JEV infection and respective miR mimic transfection. Taken together, our findings highlight the importance of specific target gene networks of miRNAs affected by JEV infection in NSPCs. IMPORTANCE JEV damages the neural stem/progenitor cell population of the mammalian brain. However, JEV-induced alteration in the miRNA expression pattern of the cell population remains an open question, hence warranting our present study. In this study, we specifically address the downregulation of four miRNAs, and we prepared a protein-protein interaction network of miRNA target genes. We identified two types of hub genes in the PPI network, namely, connector hubs and provincial hubs. These two types of miRNA target hub genes critically influence the participation strength in the networks and thereby significantly impact up- and downregulation in several key biological pathways. Computational analysis of the PPI networks identifies key protein interactions and hubs in those modules, which opens up the possibility of precise identification and classification of host factors for viral infection in NSPCs.

[1]  A. Basu,et al.  Identification and Classification of Hubs in microRNA Target Gene Networks in Human Neural Stem/Progenitor Cells following Japanese Encephalitis Virus Infection , 2019, mSphere.

[2]  Donncha F. O’Brien,et al.  MicroRNA-22 Controls Aberrant Neurogenesis and Changes in Neuronal Morphology After Status Epilepticus , 2018, Front. Mol. Neurosci..

[3]  Alex A. Pollen,et al.  Regulation of Cell-Type-Specific Transcriptomes by miRNA Networks During Human Brain Development , 2018, Nature Neuroscience.

[4]  Sang-Im Yun,et al.  Early Events in Japanese Encephalitis Virus Infection: Viral Entry , 2018, Pathogens.

[5]  A. Basu,et al.  PLVAP and GKN3 Are Two Critical Host Cell Receptors Which Facilitate Japanese Encephalitis Virus Entry Into Neurons , 2018, Scientific Reports.

[6]  Hedong Li,et al.  New Insights: MicroRNA Function in CNS Development and Psychiatric Diseases , 2018, Current Pharmacology Reports.

[7]  C. Tirolo,et al.  microRNAs in Parkinson’s Disease: From Pathogenesis to Novel Diagnostic and Therapeutic Approaches , 2017, International journal of molecular sciences.

[8]  C. Fitzsimons,et al.  Gene regulation in adult neural stem cells. Current challenges and possible applications. , 2017, Advanced drug delivery reviews.

[9]  David R. O'Brien,et al.  MicroRNA Profiling Reveals Marker of Motor Neuron Disease in ALS Models , 2017, The Journal of Neuroscience.

[10]  A. Basu,et al.  The host microRNA miR-301a blocks the IRF1-mediated neuronal innate immune response to Japanese encephalitis virus infection , 2017, Science Signaling.

[11]  Maolin Zhang,et al.  Modulation of influenza A virus replication by microRNA‐9 through targeting MCPIP1 , 2017, Journal of medical virology.

[12]  A. Mahadevan,et al.  Japanese encephalitis virus induces human neural stem/progenitor cell death by elevating GRP78, PHB and hnRNPC through ER stress , 2017, Cell Death & Disease.

[13]  F. Middleton,et al.  A Comparative Review of microRNA Expression Patterns in Autism Spectrum Disorder , 2016, Front. Psychiatry.

[14]  A. Brault,et al.  MicroRNA reduction of neuronal West Nile virus replication attenuates and affords a protective immune response in mice. , 2016, Vaccine.

[15]  Satoshi Okawa,et al.  A Generalized Gene-Regulatory Network Model of Stem Cell Differentiation for Predicting Lineage Specifiers , 2016, Stem cell reports.

[16]  Hai-yan Lin,et al.  Syndecan-4 negatively regulates antiviral signalling by mediating RIG-I deubiquitination via CYLD , 2016, Nature Communications.

[17]  P. Zhao,et al.  Caveolin-1-mediated Japanese encephalitis virus entry requires a two-step regulation of actin reorganization. , 2016, Future microbiology.

[18]  A. Alwin Prem Anand,et al.  Role of miRNA-9 in Brain Development , 2016, Journal of experimental neuroscience.

[19]  A. Mahadevan,et al.  Tripartite containing motif 32 modulates proliferation of human neural precursor cells in HIV-1 neurodegeneration , 2015, Cell Death and Differentiation.

[20]  E. Lo,et al.  The Role of the PI3K Pathway in the Regeneration of the Damaged Brain by Neural Stem Cells after Cerebral Infarction , 2015, Journal of clinical neurology.

[21]  R. Chakravarty,et al.  Hepatitis B Virus Infection, MicroRNAs and Liver Disease , 2015, International journal of molecular sciences.

[22]  Huanchun Chen,et al.  MicroRNA-15b Modulates Japanese Encephalitis Virus–Mediated Inflammation via Targeting RNF125 , 2015, The Journal of Immunology.

[23]  Saumya Das,et al.  MicroRNA Therapeutics: the Next Magic Bullet? , 2015, Mini reviews in medicinal chemistry.

[24]  V. Caputo,et al.  The emerging role of MicroRNA in schizophrenia. , 2015, CNS & neurological disorders drug targets.

[25]  N. Ferrara,et al.  The emerging role of microRNAs in Alzheimer's disease , 2015, Front. Physiol..

[26]  S. Zeuzem,et al.  Long-term safety and efficacy of microRNA-targeted therapy in chronic hepatitis C patients. , 2014, Antiviral research.

[27]  A. Basu,et al.  MicroRNA‐29b modulates Japanese encephalitis virus‐induced microglia activation by targeting tumor necrosis factor alpha‐induced protein 3 , 2014, Journal of neurochemistry.

[28]  A. Rudensky,et al.  Inhibition of miR-146a prevents enterovirus-induced death by restoring the production of type I interferon , 2014, Nature Communications.

[29]  A. Mahadevan,et al.  MicroRNA 155 Regulates Japanese Encephalitis Virus-Induced Inflammatory Response by Targeting Src Homology 2-Containing Inositol Phosphatase 1 , 2014, Journal of Virology.

[30]  A. Mildner,et al.  RNA viruses can hijack vertebrate microRNAs to suppress innate immunity , 2013, Nature.

[31]  Lifang Jiang,et al.  miR-146a facilitates replication of dengue virus by dampening interferon induction by targeting TRAF6. , 2013, The Journal of infection.

[32]  Jianhong Lu,et al.  Host IQGAP1 and Ebola Virus VP40 Interactions Facilitate Virus-Like Particle Egress , 2013, Journal of Virology.

[33]  David Wu,et al.  Ets-1 Is Required for the Activation of VEGFR3 during Latent Kaposi's Sarcoma-Associated Herpesvirus Infection of Endothelial Cells , 2013, Journal of Virology.

[34]  A. Rice,et al.  miR-132 enhances HIV-1 replication. , 2013, Virology.

[35]  Hanzhong Wang,et al.  Human MicroRNA hsa-miR-296-5p Suppresses Enterovirus 71 Replication by Targeting the Viral Genome , 2013, Journal of Virology.

[36]  H. Ruohola-Baker,et al.  Regulation of stem cell populations by microRNAs. , 2013, Advances in experimental medicine and biology.

[37]  Shalini Sharma,et al.  Role of miR-132 in angiogenesis after ocular infection with herpes simplex virus. , 2012, The American journal of pathology.

[38]  Karen E. Johnson,et al.  Influenza A Virus Infection of Human Respiratory Cells Induces Primary MicroRNA Expression* , 2012, The Journal of Biological Chemistry.

[39]  Guohong Deng,et al.  Estrogen receptor alpha gene polymorphisms and risk of HBV-related acute liver failure in the Chinese population , 2012, BMC Medical Genetics.

[40]  Tae-Min Kim,et al.  A developmental taxonomy of glioblastoma defined and maintained by MicroRNAs. , 2011, Cancer research.

[41]  R. Center,et al.  Co-Expression of miRNA Targeting the Expression of PERK, but Not PKR, Enhances Cellular Immunity from an HIV-1 Env DNA Vaccine , 2011, PloS one.

[42]  T. Sun,et al.  MicroRNA miR-9 Modifies Motor Neuron Columns by a Tuning Regulation of FoxP1 Levels in Developing Spinal Cords , 2011, The Journal of Neuroscience.

[43]  O. Maximova,et al.  Insertion of MicroRNA Targets into the Flavivirus Genome Alters Its Highly Neurovirulent Phenotype , 2010, Journal of Virology.

[44]  Hynek Wichterle,et al.  MicroRNA Regulation of Neural Stem Cells and Neurogenesis , 2010, The Journal of Neuroscience.

[45]  A. Basu,et al.  Critical role of lipid rafts in virus entry and activation of phosphoinositide 3′ kinase/Akt signaling during early stages of Japanese encephalitis virus infection in neural stem/progenitor cells , 2010, Journal of neurochemistry.

[46]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[47]  Wenlin Huang,et al.  Cellular MicroRNAs Inhibit Replication of the H1N1 Influenza A Virus in Infected Cells , 2010, Journal of Virology.

[48]  B. Cullen,et al.  The role of RNAi and microRNAs in animal virus replication and antiviral immunity. , 2009, Genes & development.

[49]  A. Farcomeni,et al.  MicroRNA profiling in human medulloblastoma , 2009, International journal of cancer.

[50]  Haifan Lin,et al.  MicroRNAs: key regulators of stem cells , 2009, Nature Reviews Molecular Cell Biology.

[51]  C. Heldin,et al.  Interleukin-6 and Neural Stem Cells: More than Gliogenesis to Further Clarify the Specific Role of Il-6 and Its Specific Il-6r on Nscs' Phenotype Change and Differentiation, We , 2008 .

[52]  S. Kiriakidis,et al.  The transcription factor ETS-1: its role in tumour development and strategies for its inhibition. , 2008, Mini reviews in medicinal chemistry.

[53]  A. Basu,et al.  Japanese encephalitis virus infects neural progenitor cells and decreases their proliferation , 2008, Journal of neurochemistry.

[54]  R. Vibhakar,et al.  Regulation of cyclin dependent kinase 6 by microRNA 124 in medulloblastoma , 2008, Journal of Neuro-Oncology.

[55]  C. Stigloher,et al.  MicroRNA-9 directs late organizer activity of the midbrain-hindbrain boundary , 2008, Nature Neuroscience.

[56]  O. Sporns,et al.  Identification and Classification of Hubs in Brain Networks , 2007, PloS one.

[57]  T. Kiyota,et al.  Ets-1 Regulates Radial Glia Formation During Vertebrate Embryogenesis , 2007, Organogenesis.

[58]  D. Grunwald,et al.  IQGAP1 Regulates Adult Neural Progenitors In Vivo and Vascular Endothelial Growth Factor-Triggered Neural Progenitor Migration In Vitro , 2007, The Journal of Neuroscience.

[59]  T. Moriya,et al.  Expression of steroid receptor coactivator-1 is elevated during neuronal differentiation of murine neural stem cells , 2007, Brain Research.

[60]  N. Rajewsky,et al.  Cell-type-specific signatures of microRNAs on target mRNA expression. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[61]  M E J Newman,et al.  Modularity and community structure in networks. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[62]  Yi-Ling Lin,et al.  Flavivirus Activates Phosphatidylinositol 3-Kinase Signaling To Block Caspase-Dependent Apoptotic Cell Death at the Early Stage of Virus Infection , 2005, Journal of Virology.

[63]  S. Fukuda,et al.  Role of IL-6 in the neural stem cell differentiation , 2005, Clinical reviews in allergy & immunology.

[64]  A. Wynshaw-Boris,et al.  Mnt–Max to Myc–Max complex switching regulates cell cycle entry , 2005, The Journal of cell biology.

[65]  Anton J. Enright,et al.  Materials and Methods Figs. S1 to S4 Tables S1 to S5 References and Notes Micrornas Regulate Brain Morphogenesis in Zebrafish , 2022 .

[66]  D. Abrous,et al.  Adult Neurogenesis : From Precursors to Network and Physiology , 2005 .

[67]  Lena Smirnova,et al.  Regulation of miRNA expression during neural cell specification , 2005, The European journal of neuroscience.

[68]  Oliver Hobert,et al.  A microRNA controlling left/right neuronal asymmetry in Caenorhabditis elegans , 2003, Nature.

[69]  Jürgen Dittmer,et al.  The Biology of the Ets1 Proto-Oncogene , 2003, Molecular Cancer.

[70]  O. Lindvall,et al.  Neuronal replacement from endogenous precursors in the adult brain after stroke , 2002, Nature Medicine.

[71]  A. Aranda,et al.  Retinoic acid stimulates HIV‐1 transcription in human neuroblastoma SH‐SY5Y cells , 2000, FEBS letters.

[72]  J. Green,et al.  Differential expression of ets-1 and ets-2 proto-oncogenes during murine embryogenesis. , 1994, Oncogene.

[73]  V. Ambros,et al.  The C. elegans heterochronic gene lin-4 encodes small RNAs with antisense complementarity to lin-14 , 1993, Cell.