Abstract
HIV-1 Associated Neurocognitive Disorder (HAND) is a common and clinically detrimental complication of HIV infection. Viral proteins, including Tat, released from infected cells, cause neuronal toxicity. Substance abuse in HIV-infected patients greatly influences the severity of neuronal damage. To repurpose small molecule inhibitors for anti-HAND therapy, we employed MOLIERE, an AI-based literature mining system that we developed. All human genes were analyzed and prioritized by MOLIERE to find previously unknown targets connected to HAND. From the identified high priority genes, we narrowed the list to those with known small molecule ligands developed for other applications and lacking systemic toxicity in animal models. To validate the AI-based process, the selective small molecule inhibitor of DDX3 helicase activity, RK-33, was chosen and tested for neuroprotective activity. The compound, previously developed for cancer treatment, was tested for the prevention of combined neurotoxicity of HIV Tat and cocaine. Rodent cortical cultures were treated with 6 or 60 ng/ml of HIV Tat and 10 or 25 μM of cocaine, which caused substantial toxicity. RK-33 at doses as low as 1 μM greatly reduced the neurotoxicity of Tat and cocaine. Transcriptome analysis showed that most Tat-activated transcripts are microglia-specific genes and that RK-33 blocks their activation. Treatment with RK-33 inhibits the Tat and cocaine-dependent increase in the number and size of microglia and the proinflammatory cytokines IL-6, TNF-α, MCP-1/CCL2, MIP-2, IL-1α and IL-1β. These findings reveal that inhibition of DDX3 may have the potential to treat not only HAND but other neurodegenerative diseases.
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References
Akiyama H, McGeer PL (1990) Brain microglia constitutively express beta-2 integrins. J Neuroimmunol 30:81–93
Aksenov MY, Aksenova MV, Nath A, Ray PD, Mactutus CF, Booze RM (2006) Cocaine-mediated enhancement of Tat toxicity in rat hippocampal cell cultures: the role of oxidative stress and D1 dopamine receptor. Neurotoxicology 27:217–228. https://doi.org/10.1016/j.neuro.2005.10.003
Aksenova MV, Aksenov MY, Adams SM, Mactutus CF, Booze RM (2009) Neuronal survival and resistance to HIV-1 Tat toxicity in the primary culture of rat fetal neurons. Exp Neurol 215:253–263. https://doi.org/10.1016/j.expneurol.2008.10.006
Al-Harti L, Joseph J, Nath A (2018) Astrocytes as an HIV CNS reservoir: highlights and reflections of an NIMH-sponsored symposium. J Neurovirol 24:665–669. https://doi.org/10.1007/s13365-018-0691-8
Ariumi Y (2014) Multiple functions of DDX3 RNA helicase in gene regulation, tumorigenesis, and viral infection. Front Genet 5:423. https://doi.org/10.3389/fgene.2014.00423
Atluri VS (2016) Editorial: HIV and Illicit drugs of abuse. Front Microbiol 7:221. https://doi.org/10.3389/fmicb.2016.00221
Avants SK, Margolin A, McMahon TJ, Kosten TR (1997) Association between self-report of cognitive impairment, HIV status, and cocaine use in a sample of cocaine-dependent methadone-maintained patients. Addict Behav 22:599–611
Avdoshina V, Bachis A, Mocchetti I (2013) Synaptic dysfunction in human immunodeficiency virus type-1-positive subjects: inflammation or impaired neuronal plasticity? J Intern Med 273:454–465. https://doi.org/10.1111/joim.12050
Bennett BA, Hyde CE, Pecora JR, Clodfelter JE (1993) Long-term cocaine administration is not neurotoxic to cultured fetal mesencephalic dopamine neurons. Neurosci Lett 153:210–214
Bertrand SJ, Aksenova MV, Aksenov MY, Mactutus CF, Booze RM (2011) Endogenous amyloidogenesis in long-term rat hippocampal cell cultures. BMC Neurosci 12:38. https://doi.org/10.1186/1471-2202-12-38
Beyrer C, Wirtz AL, Baral S, Peryskina A, Sifakis F (2010) Epidemiologic links between drug use and HIV epidemics: an international perspective. J Acquir Immune Defic Syndr 55(Suppl 1):S10–S16. https://doi.org/10.1097/QAI.0b013e3181f9c0c9 (1999)
Bol GM et al (2015) Targeting DDX3 with a small molecule inhibitor for lung cancer therapy. EMBO Mol Med 7:648–669. https://doi.org/10.15252/emmm.201404368
Brai A et al (2016) Human DDX3 protein is a valuable target to develop broad spectrum antiviral agents. Proc Natl Acad Sci U S A 113:5388–5393. https://doi.org/10.1073/pnas.1522987113
Braschi B et al (2019) Genenames.org: the HGNC and VGNC resources in 2019. Nucleic Acids Res 47:D786–D792. https://doi.org/10.1093/nar/gky930
Buch S, Yao H, Guo M, Mori T, Mathias-Costa B, Singh V, Seth P, Wang J, Su TP (2012) Cocaine and HIV-1 interplay in CNS: cellular and molecular mechanisms. Curr HIV Res 10:425–428
Butovsky O et al (2014) Identification of a unique TGF-beta-dependent molecular and functional signature in microglia. Nat Neurosci 17:131–143. https://doi.org/10.1038/nn.3599
Cai Y, Yang L, Callen S, Buch S (2016) Multiple faceted roles of cocaine in potentiation of HAND. Curr HIV Res 14(5):412–416
Chandra R et al (2017) Drp1 mitochondrial fission in D1 neurons mediates behavioral and cellular plasticity during early cocaine abstinence. Neuron 96:1327–1341.e1326. https://doi.org/10.1016/j.neuron.2017.11.037
Chen HH, Yu HI, Tarn WY (2016) DDX3 modulates neurite development via translationally activating an RNA regulon involved in Rac1 activation. J Neurosci 36:9792–9804. https://doi.org/10.1523/jneurosci.4603-15.2016
Chen NC, Partridge AT, Sell C, Torres C, Martin-Garcia J (2017) Fate of microglia during HIV-1 infection: from activation to senescence? Glia 65:431–446. https://doi.org/10.1002/glia.23081
Chitu V, Gokhan S, Nandi S, Mehler MF, Stanley ER (2016) Emerging roles for CSF-1 receptor and its ligands in the nervous system trends. Neurosci 39:378–393. https://doi.org/10.1016/j.tins.2016.03.005
Chivero ET, Guo ML, Periyasamy P, Liao K, Callen SE, Buch S (2017) HIV-1 Tat primes and activates microglial NLRP3 inflammasome-mediated neuroinflammation. J Neurosci 37:3599–3609. https://doi.org/10.1523/jneurosci.3045-16.2017
Collaboration. ATC (2008) Life expectancy of individuals on combination antiretroviral therapy in high-income countries: a collaborative analysis of 14 cohort studies. Lancet 372:293–299. https://doi.org/10.1016/s0140-6736(08)61113-7
Coulthard LG, Hawksworth OA, Woodruff TM (2018) Complement: the emerging architect of the developing brain. Trends Neurosci 41:373–384. https://doi.org/10.1016/j.tins.2018.03.009
Cunha-Oliveira T, Rego AC, Cardoso SM, Borges F, Swerdlow RH, Macedo T, de Oliveira CR (2006) Mitochondrial dysfunction and caspase activation in rat cortical neurons treated with cocaine or amphetamine. Brain Res 1089:44–54. https://doi.org/10.1016/j.brainres.2006.03.061
Cunningham C (2013) Microglia and neurodegeneration: the role of systemic inflammation. Glia 61:71–90. https://doi.org/10.1002/glia.22350
Dahal S, Chitti SV, Nair MP, Saxena SK (2015) Interactive effects of cocaine on HIV infection: implication in HIV-associated neurocognitive disorder and neuroAIDS. Front Microbiol 6:931. https://doi.org/10.3389/fmicb.2015.00931
Dash S, Balasubramaniam M, Villalta F, Dash C, Pandhare J (2015) Impact of cocaine abuse on HIV pathogenesis. Front Microbiol 6:1111. https://doi.org/10.3389/fmicb.2015.01111
Davis BM, Salinas-Navarro M, Cordeiro MF, Moons L, De Groef L (2017) Characterizing microglia activation: a spatial statistics approach to maximize information extraction. Sci Rep 7:1576. https://doi.org/10.1038/s41598-017-01747-8
de Breyne S, Ohlmann T (2019) Focus on translation initiation of the HIV-1 mRNAs. Int J Mol Sci 20(1):101. https://doi.org/10.3390/ijms20010101
de Oliveira MR, Jardim FR (2016) Cocaine and mitochondria-related signaling in the brain: a mechanistic view and future directions. Neurochem Int 92:58–66. https://doi.org/10.1016/j.neuint.2015.12.006
De Simone FI et al (2016) HIV-1 Tat and cocaine impair survival of cultured primary neuronal cells via a mitochondrial pathway. J Neuroimmune Pharmacol 11(2):358–368. https://doi.org/10.1007/s11481-016-9669-6
Dobin A et al (2013) STAR: ultrafast universal RNA-seq aligner. Bioinformatics 29:15–21. https://doi.org/10.1093/bioinformatics/bts635
Doll DN, Rellick SL, Barr TL, Ren X, Simpkins JW (2015) Rapid mitochondrial dysfunction mediates TNF-alpha-induced neurotoxicity. J Neurochem 132:443–451. https://doi.org/10.1111/jnc.13008
Ekdahl CT (2012) Microglial activation – tuning and pruning adult neurogenesis. Front Pharmacol 3:41. https://doi.org/10.3389/fphar.2012.00041
Extance A (2018) How AI technology can tame the scientific literature. Nature 561:273–274. https://doi.org/10.1038/d41586-018-06617-5
Fitting S, Knapp PE, Zou S, Marks WD, Bowers MS, Akbarali HI, Hauser KF (2014) Interactive HIV-1 Tat and morphine-induced synaptodendritic injury is triggered through focal disruptions in Na(+) influx, mitochondrial instability, and Ca(2)(+) overload. J Neurosci 34:12850–12864. https://doi.org/10.1523/jneurosci.5351-13.2014
Floor SN, Barkovich KJ, Condon KJ, Shokat KM, Doudna JA (2016) Analog sensitive chemical inhibition of the DEAD-box protein DDX3. Protein Sci 25:638–649. https://doi.org/10.1002/pro.2857
Flora G, Pu H, Hennig B, Toborek M (2006) Cyclooxygenase-2 is involved in HIV-1 Tat-induced inflammatory responses in the brain. Neuromol Med 8:337–352. https://doi.org/10.1385/nmm:8:3:337
Frakes AE et al (2014) Microglia induce motor neuron death via the classical NF-kappaB pathway in amyotrophic lateral sclerosis. Neuron 81:1009–1023. https://doi.org/10.1016/j.neuron.2014.01.013
Fullam A, Schroder M (2013) DExD/H-box RNA helicases as mediators of anti-viral innate immunity and essential host factors for viral replication. Biochim Biophys Acta 1829:854–865. https://doi.org/10.1016/j.bbagrm.2013.03.012
Galatro TF et al (2017) Transcriptomic analysis of purified human cortical microglia reveals age-associated changes. Nat Neurosci 20:1162–1171. https://doi.org/10.1038/nn.4597
Gannon P, Khan MZ, Kolson DL (2011) Current understanding of HIV-associated neurocognitive disorders pathogenesis. Curr Opin Neurol 24:275–283. https://doi.org/10.1097/WCO.0b013e32834695fb
Gilson MK, Liu T, Baitaluk M, Nicola G, Hwang L, Chong J (2016) BindingDB in 2015: a public database for medicinal chemistry, computational chemistry and systems pharmacology. Nucleic Acids Res 44:D1045–D1053. https://doi.org/10.1093/nar/gkv1072
Gomez-Nicola D, Perry VH (2015) Microglial dynamics and role in the healthy and diseased brain:a paradigm of functional plasticity. Neuroscientist 21:169–184. https://doi.org/10.1177/1073858414530512
Gomez-Nicola D, Fransen NL, Suzzi S, Perry VH (2013) Regulation of microglial proliferation during chronic neurodegeneration. J Neurosci 33:2481–2493. https://doi.org/10.1523/jneurosci.4440-12.2013
Gringhuis SI et al (2017) HIV-1 blocks the signaling adaptor MAVS to evade antiviral host defense after sensing of abortive HIV-1 RNA by the host helicase DDX3. Nat Immunol 18:225–235. https://doi.org/10.1038/ni.3647
Guenther UP et al (2018) The helicase Ded1p controls use of near-cognate translation initiation codons in 5' UTRs. Nature 559:130–134. https://doi.org/10.1038/s41586-018-0258-0
Hayashi K, Pu H, Andras IE, Eum SY, Yamauchi A, Hennig B, Toborek M (2006) HIV-TAT protein upregulates expression of multidrug resistance protein 1 in the blood-brain barrier. J Cereb Blood Flow Metab 26:1052–1065. https://doi.org/10.1038/sj.jcbfm.9600254
Heaton RK et al (2010) HIV-associated neurocognitive disorders persist in the era of potent antiretroviral therapy: CHARTER study. Neurology 75:2087–2096. https://doi.org/10.1212/WNL.0b013e318200d727
Hong S et al (2016) Complement and microglia mediate early synapse loss in Alzheimer mouse models. Science 352:712–716. https://doi.org/10.1126/science.aad8373
Hudson L, Liu J, Nath A, Jones M, Raghavan R, Narayan O, Male D, Everall I (2000) Detection of the human immunodeficiency virus regulatory protein tat in CNS tissues. J Neurovirol 6:145–155
Ito D, Imai Y, Ohsawa K, Nakajima K, Fukuuchi Y, Kohsaka S (1998) Microglia-specific localisation of a novel calcium binding protein, Iba1. Mol Brain Res 57:1–9
Ivey NS, MacLean AG, Lackner AA (2009) Acquired immunodeficiency syndrome and the blood-brain barrier. J Neurovirol 15:111–122. https://doi.org/10.1080/13550280902769764
Kaul M, Garden GA, Lipton SA (2001) Pathways to neuronal injury and apoptosis in HIV-associated dementia. Nature 410:988–994. https://doi.org/10.1038/35073667
King JE, Eugenin EA, Buckner CM, Berman JW (2006) HIV tat and neurotoxicity. Microbes Infect 8:1347–1357. https://doi.org/10.1016/j.micinf.2005.11.014
Kovalevich J, Langford D (2012) Neuronal toxicity in HIV CNS disease. Futur Virol 7:687–698. https://doi.org/10.2217/fvl.12.57
Ku YC, Lai MH, Lo CC, Cheng YC, Qiu JT, Tarn WY, Lai MC (2018) DDX3 participates in translational control of inflammation induced by infections and injuries. Mol Cell Biol 39(1). https://doi.org/10.1128/mcb.00285-18
Kuleshov MV et al (2016) Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res 44:W90–W97. https://doi.org/10.1093/nar/gkw377
Kwong AD, Rao BG, Jeang KT (2005) Viral and cellular RNA helicases as antiviral targets. Nat Rev Drug Discov 4:845–853. https://doi.org/10.1038/nrd1853
Lennox AL et al (2018) Pathogenic DDX3X mutations impair RNA metabolism and neurogenesis during fetal cortical development. bioRxiv:317974. https://doi.org/10.1101/317974
Liao Y, Smyth GK, Shi W (2014) featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 30:923–930. https://doi.org/10.1093/bioinformatics/btt656
Mediouni S, Darque A, Baillat G, Ravaux I, Dhiver C, Tissot-Dupont H, Mokhtari M, Moreau H, Tamalet C, Brunet C, Paul P, Dignat-George F, Stein A, Brouqui P, Spector SA, Campbell GR, Loret EP (2012) Antiretroviral therapy does not block the secretion of the human immunodeficiency virus tat protein. Infect Disord Drug Targets 12:81–86
Midde NM, Huang X, Gomez AM, Booze RM, Zhan CG, Zhu J (2013) Mutation of tyrosine 470 of human dopamine transporter is critical for HIV-1 Tat-induced inhibition of dopamine transport and transporter conformational transitions. J Neuroimmune Pharmacol 8:975–987. https://doi.org/10.1007/s11481-013-9464-6
Midde NM, Yuan Y, Quizon PM, Sun WL, Huang X, Zhan CG, Zhu J (2015) Mutations at tyrosine 88, lysine 92 and tyrosine 470 of human dopamine transporter result in an attenuation of HIV-1 Tat-induced inhibition of dopamine transport. J Neuroimmune Pharmacol 10:122–135. https://doi.org/10.1007/s11481-015-9583-3
Mohseni Ahooyi T et al (2018) Dysregulation of neuronal cholesterol homeostasis upon exposure to HIV-1 Tat and cocaine revealed by RNA-sequencing. Sci Rep 8:16300. https://doi.org/10.1038/s41598-018-34539-9
Nassogne MC, Evrard P, Courtoy PJ (1995) Selective neuronal toxicity of cocaine in embryonic mouse brain cocultures. Proc Natl Acad Sci U S A 92:11029–11033
Nassogne MC, Louahed J, Evrard P, Courtoy PJ (1997) Cocaine induces apoptosis in cortical neurons of fetal mice. J Neurochem 68:2442–2450
Neubrand VE, Pedreno M, Caro M, Forte-Lago I, Delgado M, Gonzalez-Rey E (2014) Mesenchymal stem cells induce the ramification of microglia via the small RhoGTPases Cdc42 and Rac1. Glia 62:1932–1942. https://doi.org/10.1002/glia.22714
NIDA (2018) Monitoring the future 2018 survey results. https://www.drugabuse.gov/related-topics/trends-statistics/infographics/monitoring-future-2018-survey-results
Perry VH, Holmes C (2014) Microglial priming in neurodegenerative disease. Nat Rev Neurol 10:217–224. https://doi.org/10.1038/nrneurol.2014.38
Persson AK, Estacion M, Ahn H, Liu S, Stamboulian-Platel S, Waxman SG, Black JA (2014) Contribution of sodium channels to lamellipodial protrusion and Rac1 and ERK1/2 activation in ATP-stimulated microglia. Glia 62:2080–2095. https://doi.org/10.1002/glia.22728
Pyysalo S et al (2018) LION LBD: a literature-based discovery system for cancer biology. Bioinformatics. https://doi.org/10.1093/bioinformatics/bty845
Robinson MD, McCarthy DJ, Smyth GK (2010) edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics 26:139–140. https://doi.org/10.1093/bioinformatics/btp616
Roy A, Fung YK, Liu X, Pahan K (2006) Up-regulation of microglial CD11b expression by nitric oxide. J Biol Chem 281:14971–14980. https://doi.org/10.1074/jbc.M600236200
Sabatier JM et al (1991) Evidence for neurotoxic activity of tat from human immunodeficiency virus type 1. J Virol 65:961–967
Sasaki Y, Ohsawa K, Kanazawa H, Kohsaka S, Imai Y (2001) Iba1 is an actin-cross-linking protein in macrophages/microglia. Biochem Biophys Res Commun 286:292–297. https://doi.org/10.1006/bbrc.2001.5388
Shadrick WR, Ndjomou J, Kolli R, Mukherjee S, Hanson AM, Frick DN (2013) Discovering new medicines targeting helicases: challenges and recent progress. J Biomol Screen 18:761–781. https://doi.org/10.1177/1087057113482586
Smail RC, Brew BJ (2018) HIV-associated neurocognitive disorder. Handb Clin Neurol 152:75–97. https://doi.org/10.1016/B978-0-444-63849-6.00007-4
Smith MS et al (2005) Active simian immunodeficiency virus (strain smmPGm) infection in macaque central nervous system correlates with neurologic disease. J Acquir Immune Defic Syndr 38:518–530 (1999)
Spiehler VR, Reed D (1985) Brain concentrations of cocaine and benzoylecgonine in fatal cases. J Forensic Sci 30:1003–1011
Stevens PR, Gawryluk JW, Hui L, Chen X, Geiger JD (2014) Creatine protects against mitochondrial dysfunction associated with HIV-1 Tat-induced neuronal injury. Curr HIV Res 12:378–387
Stunnenberg M, Geijtenbeek TBH, Gringhuis SI (2018) DDX3 in HIV-1 infection and sensing: a paradox. Cytokine Growth Factor Rev 40:32–39. https://doi.org/10.1016/j.cytogfr.2018.03.001
Subramanian A et al (2005) Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci U S A 102:15545–15550. https://doi.org/10.1073/pnas.0506580102
Sybrandt J, Shtutman M, Safro I (2017) MOLIERE: automatic biomedical hypothesis generation system. KDD : proceedings International Conference on Knowledge Discovery & Data Mining 2017:1633–1642. https://doi.org/10.1145/3097983.3098057
Sybrandt J, Shtutman M, Safro I (2018) Large-scale validation of hypothesis generation systems via candidate ranking. In: 2018 IEEE international Conference on Big Data (Big Data):1494–1503 https://doi.org/10.1109/BigData.2018.8622637
Szappanos D et al (2018) The RNA helicase DDX3X is an essential mediator of innate antimicrobial immunity. PLoS Pathog 14:e1007397. https://doi.org/10.1371/journal.ppat.1007397
Tantravedi S, Vesuna F, Winnard PT Jr, Van Voss MRH, Van Diest PJ, Raman V (2017) Role of DDX3 in the pathogenesis of inflammatory bowel disease. Oncotarget 8:115280–115289. https://doi.org/10.18632/oncotarget.23323
Tantravedi S et al (2018) Targeting DDX3 in Medulloblastoma using the small molecule inhibitor RK-33. Transl Oncol 12:96–105. https://doi.org/10.1016/j.tranon.2018.09.002
Walker FR, Nilsson M, Jones K (2013) Acute and chronic stress-induced disturbances of microglial plasticity, phenotype and function. Curr Drug Targets 14:1262–1276
Wang X et al (2018) Phenotypic expansion in DDX3X – a common cause of intellectual disability in females. Ann Clin Transl Neurol 5:1277–1285. https://doi.org/10.1002/acn3.622
Westendorp MO et al (1995) Sensitization of T cells to CD95-mediated apoptosis by HIV-1 Tat and gp120. Nature 375:497–500. https://doi.org/10.1038/375497a0
Xiao H, Neuveut C, Tiffany HL, Benkirane M, Rich EA, Murphy PM, Jeang KT (2000) Selective CXCR4 antagonism by Tat: implications for in vivo expansion of coreceptor use by HIV-1. Proc Natl Acad Sci U S A 97:11466–11471. https://doi.org/10.1073/pnas.97.21.11466
Ye L et al (2013) IL-1beta and TNF-alpha induce neurotoxicity through glutamate production: a potential role for neuronal glutaminase. J Neurochem 125:897–908. https://doi.org/10.1111/jnc.12263
Yedavalli VS, Neuveut C, Chi YH, Kleiman L, Jeang KT (2004) Requirement of DDX3 DEAD box RNA helicase for HIV-1 Rev-RRE export function. Cell 119:381–392. https://doi.org/10.1016/j.cell.2004.09.029
Yella JK, Yaddanapudi S, Wang Y, Jegga AG (2018) Changing trends in computational drug repositioning. Pharmaceuticals (Basel, Switzerland) 11. https://doi.org/10.3390/ph11020057
Yoshimura K (2017) Current status of HIV/AIDS in the ART era. J Infect Chemother 23:12–16. https://doi.org/10.1016/j.jiac.2016.10.002
Zhang Y et al (2014) An RNA-sequencing transcriptome and splicing database of glia, neurons, and vascular cells of the cerebral cortex. J Neurosci 34:11929–11947. https://doi.org/10.1523/JNEUROSCI.1860-14.2014
Zhao L, Mao Y, Zhou J, Zhao Y, Cao Y, Chen X (2016) Multifunctional DDX3: dual roles in various cancer development and its related signaling pathways. Am J Cancer Res 6:387–402
Zimmer BA, Dobrin CV, Roberts DC (2011) Brain-cocaine concentrations determine the dose self-administered by rats on a novel behaviorally dependent dosing schedule. Neuropsychopharmacology 36:2741–2749. https://doi.org/10.1038/npp.2011.165
Acknowledgments
We thank Dr. Amar N. Kar for the help with primary cortical cultures, Drs. Jeffery L. Twiss, Anna Kashina, Pavel Ortinski and Inna Grosheva for fruitful discussions and critical reading of the manuscript. We thank the cores of COBRE Center for Targeted Therapeutics for transcriptomics analysis (Functional Genomics Core) and microscopy and image analysis (Microscopy and Flow cytometry Core). We thank Drs Chinenov and Oliver (The David Z. Rosensweig Genomics Research Center, HSS, NY) for consultation and help with data visualization. The work was supported by awards from NIH NIDA R21DA047936 and R03DA043428 (MS), R01DA035714 (JZ), NIH CA223956 (MW).
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MS, IS, MDW, JZ initiated the study, JS and IS developed software and performed literature mining, MA, CB, DO, ML, MS, MDW designed and performed experiments, CB and EP performed statistical analysis, HJ and MS performed bioinformatics analysis, VS helped with image acquisition and image analysis, JRT, SL, EB and JZ helped with data analysis and provided critical suggestions, MA, MDW, IS, and MS wrote the manuscript.
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Aksenova, M., Sybrandt, J., Cui, B. et al. Inhibition of the Dead Box RNA Helicase 3 Prevents HIV-1 Tat and Cocaine-Induced Neurotoxicity by Targeting Microglia Activation. J Neuroimmune Pharmacol 15, 209–223 (2020). https://doi.org/10.1007/s11481-019-09885-8
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DOI: https://doi.org/10.1007/s11481-019-09885-8