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From gene networks to drugs: systems pharmacology approaches for AUD

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Abstract

The alcohol research field has amassed an impressive number of gene expression datasets spanning key brain areas for addiction, species (humans as well as multiple animal models), and stages in the addiction cycle (binge/intoxication, withdrawal/negative effect, and preoccupation/anticipation). These data have improved our understanding of the molecular adaptations that eventually lead to dysregulation of brain function and the chronic, relapsing disorder of addiction. Identification of new medications to treat alcohol use disorder (AUD) will likely benefit from the integration of genetic, genomic, and behavioral information included in these important datasets. Systems pharmacology considers drug effects as the outcome of the complex network of interactions a drug has rather than a single drug-molecule interaction. Computational strategies based on this principle that integrate gene expression signatures of pharmaceuticals and disease states have shown promise for identifying treatments that ameliorate disease symptoms (called in silico gene mapping or connectivity mapping). In this review, we suggest that gene expression profiling for in silico mapping is critical to improve drug repurposing and discovery for AUD and other psychiatric illnesses. We highlight studies that successfully apply gene mapping computational approaches to identify or repurpose pharmaceutical treatments for psychiatric illnesses. Furthermore, we address important challenges that must be overcome to maximize the potential of these strategies to translate to the clinic and improve healthcare outcomes.

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References

  • Alanis-Lobato G, Andrade-Navarro MA, Schaefer MH (2017) HIPPIE v2.0: enhancing meaningfulness and reliability of protein-protein interaction networks. Nucleic Acids Res 45:D408–D414

    Article  CAS  PubMed  Google Scholar 

  • Amberger JS, Hamosh A (2017) Searching Online Mendelian Inheritance in Man (OMIM): a knowledgebase of human genes and genetic phenotypes. Curr Protoc Bioinformatics 58:1.2.1–1.2.12

    Article  Google Scholar 

  • Anton RF, Kranzler H, Breder C, Marcus RN, Carson WH, Han J (2008) A randomized, multicenter, double-blind, placebo-controlled study of the efficacy and safety of aripiprazole for the treatment of alcohol dependence. J Clin Psychopharmacol 28:5–12

    Article  CAS  PubMed  Google Scholar 

  • Athanasiadis E, Cournia Z, Spyrou G (2012) ChemBioServer: a web-based pipeline for filtering, clustering and visualization of chemical compounds used in drug discovery. Bioinformatics 28:3002–3003

    Article  CAS  PubMed  Google Scholar 

  • Azim K, Angonin D, Marcy G, Pieropan F, Rivera A, Donega V, Cantu C, Williams G, Berninger B, Butt AM, Raineteau O (2017) Pharmacogenomic identification of small molecules for lineage specific manipulation of subventricular zone germinal activity. PLoS Biol 15:e2000698

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Baker EJ, Jay JJ, Bubier JA, Langston MA, Chesler EJ (2012) GeneWeaver: a web-based system for integrative functional genomics. Nucleic Acids Res 40:D1067–D1076

    Article  CAS  PubMed  Google Scholar 

  • Barabasi AL, Gulbahce N, Loscalzo J (2011) Network medicine: a network-based approach to human disease. Nat Rev Genet 12:56–68

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Barbeira A, Shah KP, Torres JM, Wheeler HE, Torstenson ES, Edwards T, Garcia T, Bell GI, Nicolae D, Cox NJ, Im HK (2016) MetaXcan: summary statistics based gene-level association method infers accurate PrediXcan results. bioRxiv

  • Barrett T, Wilhite SE, Ledoux P, Evangelista C, Kim IF, Tomashevsky M, Marshall KA, Phillippy KH, Sherman PM, Holko M, Yefanov A, Lee H, Zhang N, Robertson CL, Serova N, Davis S, Soboleva A (2013) NCBI GEO: archive for functional genomics data sets--update. Nucleic Acids Res 41:D991–D995

    Article  CAS  PubMed  Google Scholar 

  • Battle A, Mostafavi S, Zhu X, Potash JB, Weissman MM, McCormick C, Haudenschild CD, Beckman KB, Shi J, Mei R, Urban AE, Montgomery SB, Levinson DF, Koller D (2014) Characterizing the genetic basis of transcriptome diversity through RNA-sequencing of 922 individuals. Genome Res 24:14–24

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Becker KG, Hosack DA, Dennis G Jr, Lempicki RA, Bright TJ, Cheadle C, Engel J (2003) PubMatrix: a tool for multiplex literature mining. BMC Bioinformatics 4:61

    Article  PubMed  PubMed Central  Google Scholar 

  • Bell RL, Lopez MF, Cui C, Egli M, Johnson KW, Franklin KM, Becker HC (2015) Ibudilast reduces alcohol drinking in multiple animal models of alcohol dependence. Addict Biol 20:38–42

    Article  CAS  PubMed  Google Scholar 

  • Bell RL, Hauser SR, Liang T, Sari Y, Maldonado-Devincci A, Rodd ZA (2017) Rat animal models for screening medications to treat alcohol use disorders. Neuropharmacology 122:201–243

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Blednov YA, Benavidez JM, Black M, Ferguson LB, Schoenhard GL, Goate AM, Edenberg HJ, Wetherill L, Hesselbrock V, Foroud T, Harris RA (2015) Peroxisome proliferator-activated receptors alpha and gamma are linked with alcohol consumption in mice and withdrawal and dependence in humans. Alcohol Clin Exp Res 39:136–145

    Article  CAS  PubMed  Google Scholar 

  • Blednov YA, Black M, Benavidez JM, Stamatakis EE, Harris RA (2016a) PPAR agonists: I. Role of receptor subunits in alcohol consumption in male and female mice. Alcohol Clin Exp Res 40:553–562

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Blednov YA, Black M, Benavidez JM, Stamatakis EE, Harris RA (2016b) PPAR agonists: II. Fenofibrate and tesaglitazar alter behaviors related to voluntary alcohol consumption. Alcohol Clin Exp Res 40:563–571

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bomprezzi R (2015) Dimethyl fumarate in the treatment of relapsing-remitting multiple sclerosis: an overview. Ther Adv Neurol Disord 8:20–30

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Borro P, Leone S, Testino G (2016) Liver disease and hepatocellular carcinoma in alcoholics: the role of Anticraving therapy. Curr Drug Targets 17:239–251

    Article  CAS  PubMed  Google Scholar 

  • Brower KJ (2015) Assessment and treatment of insomnia in adult patients with alcohol use disorders. Alcohol 49:417–427

    Article  PubMed  Google Scholar 

  • Butler D (2008) Translational research: crossing the valley of death. Nature 453:840–842

    Article  CAS  PubMed  Google Scholar 

  • Bymaster FP, Dreshfield-Ahmad LJ, Threlkeld PG, Shaw JL, Thompson L, Nelson DL, Hemrick-Luecke SK, Wong DT (2001) Comparative affinity of duloxetine and venlafaxine for serotonin and norepinephrine transporters in vitro and in vivo, human serotonin receptor subtypes, and other neuronal receptors. Neuropsychopharmacology 25:871–880

    Article  CAS  PubMed  Google Scholar 

  • Carrella D, Napolitano F, Rispoli R, Miglietta M, Carissimo A, Cutillo L, Sirci F, Gregoretti F, Di Bernardo D (2014) Mantra 2.0: an online collaborative resource for drug mode of action and repurposing by network analysis. Bioinformatics 30:1787–1788

    Article  CAS  PubMed  Google Scholar 

  • Chandran V, Coppola G, Nawabi H, Omura T, Versano R, Huebner EA, Zhang A, Costigan M, Yekkirala A, Barrett L, Blesch A, Michaelevski I, Davis-Turak J, Gao F, Langfelder P, Horvath S, He Z, Benowitz L, Fainzilber M, Tuszynski M, Woolf CJ, Geschwind DH (2016) A systems-level analysis of the peripheral nerve intrinsic axonal growth program. Neuron 89:956–970

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chang SL, Huang W, Mao X, Sarkar S (2017) NLRP12 Inflammasome expression in the rat brain in response to LPS during morphine tolerance. Brain Sci 7

  • Cheer SM, Bang LM, Keating GM (2004) Ropinirole: for the treatment of restless legs syndrome. CNS Drugs 18:747–754 discussion 755-6

    Article  CAS  PubMed  Google Scholar 

  • Chen B, Butte AJ (2013) Network medicine in disease analysis and therapeutics. Clin Pharmacol Ther 94:627–629

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chen B, Butte AJ (2016) Leveraging big data to transform target selection and drug discovery. Clin Pharmacol Ther 99:285–297

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chen B, Ma L, Paik H, Sirota M, Wei W, Chua MS, So S, Butte AJ (2017) Reversal of cancer gene expression correlates with drug efficacy and reveals therapeutic targets. Nat Commun 8:16022

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chen F, Guan Q, Nie ZY, Jin LJ (2013) Gene expression profile and functional analysis of Alzheimer’s disease. Am J Alzheimers Dis Other Demen 28:693–701

    Article  PubMed  Google Scholar 

  • Ciraulo DA, Barlow DH, Gulliver SB, Farchione T, Morissette SB, Kamholz BW, Eisenmenger K, Brown B, Devine E, Brown TA, Knapp CM (2013) The effects of venlafaxine and cognitive behavioral therapy alone and combined in the treatment of co-morbid alcohol use-anxiety disorders. Behav Res Ther 51:729–735

    Article  PubMed  PubMed Central  Google Scholar 

  • Colombo G, Addolorato G, Agabio R, Carai MA, Pibiri F, Serra S, Vacca G, Gessa GL (2004) Role of GABA(B) receptor in alcohol dependence: reducing effect of baclofen on alcohol intake and alcohol motivational properties in rats and amelioration of alcohol withdrawal syndrome and alcohol craving in human alcoholics. Neurotox Res 6:403–414

    Article  PubMed  Google Scholar 

  • Corsello SM, Bittker JA, Liu Z, Gould J, McCarren P, Hirschman JE, Johnston SE, Vrcic A, Wong B, Khan M, Asiedu J, Narayan R, Mader CC, Subramanian A, Golub TR (2017) The drug repurposing hub: a next-generation drug library and information resource. Nat Med 23:405–408

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Crews FT, Lawrimore CJ, Walter TJ, Coleman LG Jr (2017) The role of neuroimmune signaling in alcoholism. Neuropharmacology 122:56–73

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Davis AP, Grondin CJ, Johnson RJ, Sciaky D, King BL, McMorran R, Wiegers J, Wiegers TC, Mattingly CJ (2017) The comparative toxicogenomics database: update 2017. Nucleic Acids Res 45:D972–D978

    Article  CAS  PubMed  Google Scholar 

  • de Timary P, Starkel P, Delzenne NM, Leclercq S (2017) A role for the peripheral immune system in the development of alcohol use disorders? Neuropharmacology 122:148–160

    Article  PubMed  CAS  Google Scholar 

  • Delahaye-Duriez A, Srivastava P, Shkura K, Langley SR, Laaniste L, Moreno-Moral A, Danis B, Mazzuferi M, Foerch P, Gazina EV, Richards K, Petrou S, Kaminski RM, Petretto E, Johnson MR (2016) Rare and common epilepsies converge on a shared gene regulatory network providing opportunities for novel antiepileptic drug discovery. Genome Biol 17:245

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Dominguez G, Dagnas M, Decorte L, Vandesquille M, Belzung C, Beracochea D, Mons N (2016) Rescuing prefrontal cAMP-CREB pathway reverses working memory deficits during withdrawal from prolonged alcohol exposure. Brain Struct Funct 221:865–877

    Article  CAS  PubMed  Google Scholar 

  • Donoghue K, Rose A, Coulton S, Milward J, Reed K, Drummond C, Little H (2016) Double-blind, 12 month follow-up, placebo-controlled trial of mifepristone on cognition in alcoholics: the MIFCOG trial protocol. BMC Psychiatry 16:40

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Drouin-Ouellet J, Pircs K, Barker RA, Jakobsson J, Parmar M (2017) Direct neuronal reprogramming for disease modeling studies using patient-derived neurons: what have we learned? Front Neurosci 11:530

    Article  PubMed  PubMed Central  Google Scholar 

  • Ekins S, Bugrim A, Brovold L, Kirillov E, Nikolsky Y, Rakhmatulin E, Sorokina S, Ryabov A, Serebryiskaya T, Melnikov A, Metz J, Nikolskaya T (2006) Algorithms for network analysis in systems-ADME/Tox using the MetaCore and MetaDrug platforms. Xenobiotica 36:877–901

    Article  CAS  PubMed  Google Scholar 

  • ENCODE Project Consortium (2011) A user’s guide to the encyclopedia of DNA elements (ENCODE). PLoS Biol 9:e1001046

    Article  CAS  Google Scholar 

  • Falk DE, Castle IJ, Ryan M, Fertig J, Litten RZ (2015) Moderators of varenicline treatment effects in a double-blind, placebo-controlled trial for alcohol dependence: an exploratory analysis. J Addict Med 9:296–303

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Farokhnia M, Schwandt ML, Lee MR, Bollinger JW, Farinelli LA, Amodio JP, Sewell L, Lionetti TA, Spero DE, Leggio L (2017) Biobehavioral effects of baclofen in anxious alcohol-dependent individuals: a randomized, double-blind, placebo-controlled, laboratory study. Transl Psychiatry 7:e1108

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ferguson LB, Most D, Blednov YA, Harris RA (2014) PPAR agonists regulate brain gene expression: relationship to their effects on ethanol consumption. Neuropharmacology 86:397–407

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ferguson LB, Ozburn AR, Ponomarev I, Metten P, Reilly M, Crabbe JC, Harris RA, Mayfield RD (2017) Genome-wide expression profiles drive discovery of novel compounds that reduce binge drinking in mice. Neuropsychopharmacology

  • Fleischhacker WW, Hinterhuber H, Bauer H, Pflug B, Berner P, Simhandl C, Wolf R, Gerlach W, Jaklitsch H, Sastre-y-Hernandez M et al (1992) A multicenter double-blind study of three different doses of the new cAMP-phosphodiesterase inhibitor rolipram in patients with major depressive disorder. Neuropsychobiology 26:59–64

  • Gao L, Zhao G, Fang JS, Yuan TY, Liu AL, Du GH (2014) Discovery of the neuroprotective effects of alvespimycin by computational prioritization of potential anti-Parkinson agents. FEBS J 281:1110–1122

    Article  CAS  PubMed  Google Scholar 

  • Geisel O, Hellweg R, Muller CA (2016) Serum levels of brain-derived neurotrophic factor in alcohol-dependent patients receiving high-dose baclofen. Psychiatry Res 240:177–180

    Article  CAS  PubMed  Google Scholar 

  • Geisler BP, Ghosh A (2014) Gabapentin treatment for alcohol dependence. JAMA Intern Med 174:1201

    Article  PubMed  Google Scholar 

  • Goldstein I, Lue TF, Padma-Nathan H, Rosen RC, Steers WD, Wicker PA (1998) Oral sildenafil in the treatment of erectile dysfunction. Sildenafil Study Group. N Engl J Med 338:1397–1404

    Article  CAS  PubMed  Google Scholar 

  • Gong MF, Wen RT, Xu Y, Pan JC, Fei N, Zhou YM, Xu JP, Liang JH, Zhang HT (2017) Attenuation of ethanol abstinence-induced anxiety- and depressive-like behavior by the phosphodiesterase-4 inhibitor rolipram in rodents. Psychopharmacology (Berl)

  • Gray KA, Yates B, Seal RL, Wright MW, Bruford EA (2015) Genenames.org: the HGNC resources in 2015. Nucleic Acids Res 43:D1079–D1085

    Article  CAS  PubMed  Google Scholar 

  • GTEx Consortium (2013) The genotype-tissue expression (GTEx) project. Nat Genet 45:580–585

    Article  CAS  Google Scholar 

  • GTEx Consortium, Laboratory, Data Analysis & Coordinating Center (LDACC)—Analysis Working Group, Statistical Methods Groups—Analysis Working Group, Enhancing GTEx (eGTEx) Groups, NIH Common Fund, NIH/NCI, NIH/NHGRI, NIH/NIMH, NIH/NIDA, Biospecimen Collection Source Site—NDRI, Biospecimen Collection Source Site—RPCI, Biospecimen Core Resource—VARI, Brain Bank Repository—University of Miami Brain Endowment Bank, Leidos Biomedical—Project Management, ELSI Study, Genome Browser Data Integration &Visualization—EBI, Genome Browser Data Integration & Visualization—UCSC Genomics Institute, University of California Santa Cruz, Lead Analysts, Laboratory, Data Analysis & Coordinating Center (LDACC), NIH Program Management, Biospecimen Collection, Pathology, eQTL Manuscript Working Group, Battle A, Brown CD, Engelhardt BE, Montgomery SB (2017) Genetic effects on gene expression across human tissues. Nature 550:204–213

    Article  PubMed Central  Google Scholar 

  • Guedj F, Pennings JL, Massingham LJ, Wick HC, Siegel AE, Tantravahi U, Bianchi DW (2016) An integrated human/murine transcriptome and pathway approach to identify prenatal treatments for down syndrome. Sci Rep 6:32353

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Guglielmo R, Martinotti G, Clerici M, Janiri L (2012) Pregabalin for alcohol dependence: a critical review of the literature. Adv Ther 29:947–957

    Article  CAS  PubMed  Google Scholar 

  • Guglielmo R, Martinotti G, Quatrale M, Ioime L, Kadilli I, Di Nicola M, Janiri L (2015) Topiramate in alcohol use disorders: review and update. CNS Drugs 29:383–395

    Article  CAS  PubMed  Google Scholar 

  • Guo AY, Webb BT, Miles MF, Zimmerman MP, Kendler KS, Zhao Z (2009) ERGR: an ethanol-related gene resource. Nucleic Acids Res 37:D840–D845

    Article  CAS  PubMed  Google Scholar 

  • Haile CN, Kosten TA (2017) The peroxisome proliferator-activated receptor alpha agonist fenofibrate attenuates alcohol self-administration in rats. Neuropharmacology 116:364–370

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hajjo R, Setola V, Roth BL, Tropsha A (2012) Chemocentric informatics approach to drug discovery: identification and experimental validation of selective estrogen receptor modulators as ligands of 5-hydroxytryptamine-6 receptors and as potential cognition enhancers. J Med Chem 55:5704–5719

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hata R, Masumura M, Akatsu H, Li F, Fujita H, Nagai Y, Yamamoto T, Okada H, Kosaka K, Sakanaka M, Sawada T (2001) Up-regulation of calcineurin Abeta mRNA in the Alzheimer's disease brain: assessment by cDNA microarray. Biochem Biophys Res Commun 284:310–6

  • Hecker N, Ahmed J, von Eichborn J, Dunkel M, Macha K, Eckert A, Gilson MK, Bourne PE, Preissner R (2012) SuperTarget goes quantitative: update on drug-target interactions. Nucleic Acids Res 40:D1113–D1117

    Article  CAS  PubMed  Google Scholar 

  • Heusser SA, Howard RJ, Borghese CM, Cullins MA, Broemstrup T, Lee US, Lindahl E, Carlsson J, Harris RA (2013) Functional validation of virtual screening for novel agents with general anesthetic action at ligand-gated ion channels. Mol Pharmacol 84:670–678

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Howard RJ, Trudell JR, Harris RA (2014) Seeking structural specificity: direct modulation of pentameric ligand-gated ion channels by alcohols and general anesthetics. Pharmacol Rev 66:396–412

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Howland RH (2013) Mifepristone as a therapeutic agent in psychiatry. J Psychosoc Nurs Ment Health Serv 51:11–14

    PubMed  Google Scholar 

  • Hu W, Lu T, Chen A, Huang Y, Hansen R, Chandler LJ, Zhang HT (2011) Inhibition of phosphodiesterase-4 decreases ethanol intake in mice. Psychopharmacology 218:331–339

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Huang DW, Sherman BT, Lempicki RA (2009) Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc 4:44–57

    Article  CAS  Google Scholar 

  • Hutson PH, Clark JA, Cross AJ (2017) CNS target identification and validation: avoiding the valley of death or naive optimism? Annu Rev Pharmacol Toxicol 57:171–187

    Article  CAS  PubMed  Google Scholar 

  • Imbert B, Alvarez JC, Simon N (2015) Anticraving effect of baclofen in alcohol-dependent patients. Alcohol Clin Exp Res 39:1602–1608

    Article  CAS  PubMed  Google Scholar 

  • Jacunski A, Tatonetti NP (2013) Connecting the dots: applications of network medicine in pharmacology and disease. Clin Pharmacol Ther 94:659–669

    Article  CAS  PubMed  Google Scholar 

  • Jasinski DR, Pevnick JS, Griffith JD (1978) Human pharmacology and abuse potential of the analgesic buprenorphine: a potential agent for treating narcotic addiction. Arch Gen Psychiatry 35:501–516

    Article  CAS  PubMed  Google Scholar 

  • Jensen NH, Rodriguiz RM, Caron MG, Wetsel WC, Rothman RB, Roth BL (2008) N-Desalkylquetiapine, a potent norepinephrine reuptake inhibitor and partial 5-HT1A agonist, as a putative mediator of quetiapine's antidepressant activity. Neuropsychopharmacology 33:2303–2312

    Article  CAS  PubMed  Google Scholar 

  • Johnstone AL, Reierson GW, Smith RP, Goldberg JL, Lemmon VP, Bixby JL (2012) A chemical genetic approach identifies piperazine antipsychotics as promoters of CNS neurite growth on inhibitory substrates. Mol Cell Neurosci 50:125–135

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Karahanian E, Quintanilla ME, Fernandez K, Israel Y (2014) Fenofibrate—a lipid-lowering drug—reduces voluntary alcohol drinking in rats. Alcohol 48:665–670

    Article  CAS  PubMed  Google Scholar 

  • Kenna GA, Leggio L, Swift RM (2009) A safety and tolerability laboratory study of the combination of aripiprazole and topiramate in volunteers who drink alcohol. Hum Psychopharmacol 24:465–472

    Article  CAS  PubMed  Google Scholar 

  • Kielbasa SM, Klein H, Roider HG, Vingron M, Bluthgen N (2010) TransFind—predicting transcriptional regulators for gene sets. Nucleic Acids Res 38:W275–W280

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kolesnikov N, Hastings E, Keays M, Melnichuk O, Tang YA, Williams E, Dylag M, Kurbatova N, Brandizi M, Burdett T, Megy K, Pilicheva E, Rustici G, Tikhonov A, Parkinson H, Petryszak R, Sarkans U, Brazma A (2015) ArrayExpress update—simplifying data submissions. Nucleic Acids Res 43:D1113–D1116

    Article  CAS  PubMed  Google Scholar 

  • Kolodkin A, Boogerd FC, Plant N, Bruggeman FJ, Goncharuk V, Lunshof J, Moreno-Sanchez R, Yilmaz N, Bakker BM, Snoep JL, Balling R, Westerhoff HV (2012) Emergence of the silicon human and network targeting drugs. Eur J Pharm Sci 46:190–197

    Article  CAS  PubMed  Google Scholar 

  • Koob GF, Kenneth Lloyd G, Mason BJ (2009) Development of pharmacotherapies for drug addiction: a Rosetta stone approach. Nat Rev Drug Discov 8:500–515

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kramer A, Green J, Pollard J, Jr., Tugendreich S (2014) Causal analysis approaches in ingenuity pathway analysis. Bioinformatics 30: 523–530

  • Kreek MJ, LaForge KS, Butelman E (2002) Pharmacotherapy of addictions. Nat Rev Drug Discov 1:710–726

    Article  CAS  PubMed  Google Scholar 

  • Kuleshov MV, Jones MR, Rouillard AD, Fernandez NF, Duan Q, Wang Z, Koplev S, Jenkins SL, Jagodnik KM, Lachmann A, McDermott MG, Monteiro CD, Gundersen GW, Ma'ayan A (2016) Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res 44:W90–W97

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kwako LE, Spagnolo PA, Schwandt ML, Thorsell A, George DT, Momenan R, Rio DE, Huestis M, Anizan S, Concheiro M, Sinha R, Heilig M (2015) The corticotropin releasing hormone-1 (CRH1) receptor antagonist pexacerfont in alcohol dependence: a randomized controlled experimental medicine study. Neuropsychopharmacology 40:1053–1063

    Article  CAS  PubMed  Google Scholar 

  • Lamb J, Crawford ED, Peck D, Modell JW, Blat IC, Wrobel MJ, Lerner J, Brunet JP, Subramanian A, Ross KN, Reich M, Hieronymus H, Wei G, Armstrong SA, Haggarty SJ, Clemons PA, Wei R, Carr SA, Lander ES, Golub TR (2006) The connectivity map: using gene-expression signatures to connect small molecules, genes, and disease. Science 313:1929–1935

    Article  CAS  PubMed  Google Scholar 

  • Langedijk J, Mantel-Teeuwisse AK, Slijkerman DS, Schutjens MH (2015) Drug repositioning and repurposing: terminology and definitions in literature. Drug Discov Today 20:1027–1034

    Article  PubMed  Google Scholar 

  • Letai A (2017) Functional precision cancer medicine-moving beyond pure genomics. Nat Med 23:1028–1035

    Article  CAS  PubMed  Google Scholar 

  • Li Z, Taylor CP, Weber M, Piechan J, Prior F, Bian F, Cui M, Hoffman D, Donevan S (2011) Pregabalin is a potent and selective ligand for alpha(2)delta-1 and alpha(2)delta-2 calcium channel subunits. Eur J Pharmacol 667:80–90

    Article  CAS  PubMed  Google Scholar 

  • Lief HI (1996) Bupropion treatment of depression to assist smoking cessation. Am J Psychiatry 153:442

    CAS  PubMed  Google Scholar 

  • Lipponen A, Paananen J, Puhakka N, Pitkanen A (2016) Analysis of post-traumatic brain injury gene expression signature reveals tubulins, Nfe2l2, Nfkb, Cd44, and S100a4 as treatment targets. Sci Rep 6:31570

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Litten RZ, Fertig JB, Falk DE, Ryan ML, Mattson ME, Collins JF, Murtaugh C, Ciraulo D, Green AI, Johnson B, Pettinati H, Swift R, Afshar M, Brunette MF, Tiouririne NA, Kampman K, Stout R, Group NS (2012) A double-blind, placebo-controlled trial to assess the efficacy of quetiapine fumarate XR in very heavy-drinking alcohol-dependent patients. Alcohol Clin Exp Res 36:406–416

    Article  CAS  PubMed  Google Scholar 

  • Litten RZ, Ryan ML, Fertig JB, Falk DE, Johnson B, Dunn KE, Green AI, Pettinati HM, Ciraulo DA, Sarid-Segal O, Kampman K, Brunette MF, Strain EC, Tiouririne NA, Ransom J, Scott C, Stout R, Group NS (2013) A double-blind, placebo-controlled trial assessing the efficacy of varenicline tartrate for alcohol dependence. J Addict Med 7:277–286

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Litten RZ, Ryan M, Falk D, Fertig J (2014) Alcohol medications development: advantages and caveats of government/academia collaborating with the pharmaceutical industry. Alcohol Clin Exp Res 38:1196–1199

    Article  PubMed  Google Scholar 

  • Litten RZ, Wilford BB, Falk DE, Ryan ML, Fertig JB (2016) Potential medications for the treatment of alcohol use disorder: an evaluation of clinical efficacy and safety. Subst Abus 37:286–298

    Article  PubMed  Google Scholar 

  • Liu J, Wang LN (2017) Baclofen for alcohol withdrawal. Cochrane Database Syst Rev 8:CD008502

    PubMed  Google Scholar 

  • Liu X, Hao PD, Yang MF, Sun JY, Mao LL, Fan CD, Zhang ZY, Li DW, Yang XY, Sun BL, Zhang HT (2017) The phosphodiesterase-4 inhibitor roflumilast decreases ethanol consumption in C57BL/6J mice. Psychopharmacology 234:2409–2419

    Article  CAS  PubMed  Google Scholar 

  • Lohman BK, Weber JN, Bolnick DI (2016) Evaluation of TagSeq, a reliable low-cost alternative for RNAseq. Mol Ecol Resour 16:1315–1321

    Article  CAS  PubMed  Google Scholar 

  • Lyon J (2017) More treatments on deck for alcohol use disorder. JAMA 317:2267–2269

    Article  PubMed  Google Scholar 

  • MacDonald ME, Ambrose CM, Duyao MP, Myers RH, Srinidhi CLL, Barnes G, Taylor SA, James M, Groot N, MacFarlane H, Jenkins B, Anderson MA, Wexler NS, Gusella JF (1993) A novel gene containing a trinucleotide repeat that is expanded and unstable on Huntington's disease chromosomes. The Huntington's disease collaborative research group. Cell 72:971–983

    Article  Google Scholar 

  • Martinotti G, Di Nicola M, Janiri L (2007) Efficacy and safety of aripiprazole in alcohol dependence. Am J Drug Alcohol Abuse 33:393–401

    Article  PubMed  Google Scholar 

  • Martinotti G, Di Nicola M, Di Giannantonio M, Janiri L (2009) Aripiprazole in the treatment of patients with alcohol dependence: a double-blind, comparison trial vs. naltrexone. J Psychopharmacol 23:123–129

    Article  CAS  PubMed  Google Scholar 

  • Mason BJ, Goodell V, Shadan F (2014a) Gabapentin treatment for alcohol dependence--reply. JAMA Intern Med 174:1201–1202

    Article  PubMed  Google Scholar 

  • Mason BJ, Quello S, Goodell V, Shadan F, Kyle M, Begovic A (2014b) Gabapentin treatment for alcohol dependence: a randomized clinical trial. JAMA Intern Med 174:70–77

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mathelier A, Fornes O, Arenillas DJ, Chen CY, Denay G, Lee J, Shi W, Shyr C, Tan G, Worsley-Hunt R, Zhang AW, Parcy F, Lenhard B, Sandelin A, Wasserman WW (2016) JASPAR 2016: a major expansion and update of the open-access database of transcription factor binding profiles. Nucleic Acids Res 44:D110–D115

    Article  CAS  PubMed  Google Scholar 

  • Matys V, Kel-Margoulis OV, Fricke E, Liebich I, Land S, Barre-Dirrie A, Reuter I, Chekmenev D, Krull M, Hornischer K, Voss N, Stegmaier P, Lewicki-Potapov B, Saxel H, Kel AE, Wingender E (2006) TRANSFAC and its module TRANSCompel: transcriptional gene regulation in eukaryotes. Nucleic Acids Res 34:D108–D110

    Article  CAS  PubMed  Google Scholar 

  • Mayfield J, Harris RA (2017) The neuroimmune basis of excessive alcohol consumption. Neuropsychopharmacology 42:376

    Article  CAS  PubMed  Google Scholar 

  • McArt DG, Zhang SD (2011) Identification of candidate small-molecule therapeutics to cancer by gene-signature perturbation in connectivity mapping. PLoS One 6:e16382

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Meyer E, Aglyamova GV, Matz MV (2011) Profiling gene expression responses of coral larvae (Acropora millepora) to elevated temperature and settlement inducers using a novel RNA-Seq procedure. Mol Ecol 20:3599–3616

    CAS  PubMed  Google Scholar 

  • Miller MB, DiBello AM, Carey KB, Borsari B, Pedersen ER (2017) Insomnia severity as a mediator of the association between mental health symptoms and alcohol use in young adult veterans. Drug Alcohol Depend 177:221–227

    Article  PubMed  PubMed Central  Google Scholar 

  • Mirijello A, D’Angelo C, Ferrulli A, Vassallo G, Antonelli M, Caputo F, Leggio L, Gasbarrini A, Addolorato G (2015) Identification and management of alcohol withdrawal syndrome. Drugs 75:353–365

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mirza N, Sills GJ, Pirmohamed M, Marson AG (2017) Identifying new antiepileptic drugs through genomics-based drug repurposing. Hum Mol Genet 26:527–537

    Article  CAS  PubMed  Google Scholar 

  • Montojo J, Zuberi K, Rodriguez H, Bader GD, Morris Q (2014) GeneMANIA: fast gene network construction and function prediction for Cytoscape. F1000Res 3:153

    PubMed  PubMed Central  Google Scholar 

  • Morley KC, Baillie A, Leung S, Addolorato G, Leggio L, Haber PS (2014) Baclofen for the treatment of alcohol dependence and possible role of comorbid anxiety. Alcohol Alcohol 49:654–660

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Most D, Ferguson LB, Harris RA (2014) Molecular basis of alcoholism. Handb Clin Neurol 125:89–111

    Article  PubMed  PubMed Central  Google Scholar 

  • Muller CA, Geisel O, Pelz P, Higl V, Kruger J, Stickel A, Beck A, Wernecke KD, Hellweg R, Heinz A (2015) High-dose baclofen for the treatment of alcohol dependence (BACLAD study): a randomized, placebo-controlled trial. Eur Neuropsychopharmacol 25:1167–1177

    Article  PubMed  CAS  Google Scholar 

  • Mulligan MK, Mozhui K, Prins P, Williams RW (2017) GeneNetwork: a toolbox for systems genetics. Methods Mol Biol 1488:75–120

    Article  CAS  PubMed  Google Scholar 

  • Napolitano F, Sirci F, Carrella D, di Bernardo D (2016) Drug-set enrichment analysis: a novel tool to investigate drug mode of action. Bioinformatics 32:235–241

    CAS  PubMed  Google Scholar 

  • Naudet F (2016) Comparing nalmefene and naltrexone in alcohol dependence: is there a spin? Pharmacopsychiatry 49:260–261

    Article  CAS  PubMed  Google Scholar 

  • Naudet F, Palpacuer C, Boussageon R, Laviolle B (2016) Evaluation in alcohol use disorders - insights from the nalmefene experience. BMC Med 14:119

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Nosengo N (2016) Can you teach old drugs new tricks? Nature 534:314–316

    Article  PubMed  Google Scholar 

  • Nunes EV (2014) Gabapentin: a new addition to the armamentarium for alcohol dependence? JAMA Intern Med 174:78–79

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • O'Donovan MC (2015) What have we learned from the psychiatric genomics consortium. World Psychiatry 14(3):291–293

    Article  PubMed  PubMed Central  Google Scholar 

  • Ogata H, Goto S, Sato K, Fujibuchi W, Bono H, Kanehisa M (1999) KEGG: Kyoto encyclopedia of genes and genomes. Nucleic Acids Res 27:29–34

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Oni EN, Halikere A, Li G, Toro-Ramos AJ, Swerdel MR, Verpeut JL, Moore JC, Bello NT, Bierut LJ, Goate A, Tischfield JA, Pang ZP, Hart RP (2016) Increased nicotine response in iPSC-derived human neurons carrying the CHRNA5 N398 allele. Sci Rep 6:34341

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Oprea TI, Overington JP (2015) Computational and practical aspects of drug repositioning. Assay Drug Dev Technol 13:299–306

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Owen RP, Klein TE, Altman RB (2007) The education potential of the pharmacogenetics and pharmacogenomics knowledge base (PharmGKB). Clin Pharmacol Ther 82:472–475

    Article  CAS  PubMed  Google Scholar 

  • Papassotiropoulos A, Gerhards C, Heck A, Ackermann S, Aerni A, Schicktanz N, Auschra B, Demougin P, Mumme E, Elbert T, Ertl V, Gschwind L, Hanser E, Huynh KD, Jessen F, Kolassa IT, Milnik A, Paganetti P, Spalek K, Vogler C, Muhs A, Pfeifer A, de Quervain DJ (2013) Human genome-guided identification of memory-modulating drugs. Proc Natl Acad Sci U S A 110:E4369–E4374

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Plaisier SB, Taschereau R, Wong JA, Graeber TG (2010) Rank-rank hypergeometric overlap: identification of statistically significant overlap between gene-expression signatures. Nucleic Acids Res 38:e169

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Pomrenze MB, Fetterly TL, Winder DG, Messing RO (2017) The corticotropin releasing factor receptor 1 in alcohol use disorder: still a valid drug target? Alcohol Clin Exp Res 41:1986–1999

    Article  CAS  PubMed  Google Scholar 

  • Ponizovsky AM, Rosca P, Aronovich E, Weizman A, Grinshpoon A (2015) Baclofen as add-on to standard psychosocial treatment for alcohol dependence: a randomized, double-blind, placebo-controlled trial with 1 year follow-up. J Subst Abus Treat 52:24–30

    Article  Google Scholar 

  • Ray LA, Bujarski S (2016) Mechanisms of topiramate effects: refining medications development for alcoholism. Addict Biol 21:183–184

    Article  PubMed  Google Scholar 

  • Ray LA, Roche DJ, Heinzerling K, Shoptaw S (2014) Opportunities for the development of neuroimmune therapies in addiction. Int Rev Neurobiol 118:381–401

    Article  PubMed  Google Scholar 

  • Ray LA, Bujarski S, Shoptaw S, Roche DJ, Heinzerling K, Miotto K (2017) Development of the Neuroimmune modulator Ibudilast for the treatment of alcoholism: a randomized, placebo-controlled, human laboratory trial. Neuropsychopharmacology 42:1776–1788

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ricciarelli R, d'Abramo C, Massone S, Marinari U, Pronzato M, Tabaton M (2004) Microarray analysis in Alzheimer's disease and normal aging. IUBMB Life 56:349–54

  • Rigal L, Legay Hoang L, Alexandre-Dubroeucq C, Pinot J, Le Jeunne C, Jaury P (2015) Tolerability of high-dose baclofen in the treatment of patients with alcohol disorders: a retrospective study. Alcohol Alcohol 50:551–557

    Article  CAS  PubMed  Google Scholar 

  • Rivera-Meza M, Munoz D, Jerez E, Quintanilla ME, Salinas-Luypaert C, Fernandez K, Karahanian E (2017) Fenofibrate administration reduces alcohol and saccharin intake in rats: possible effects at peripheral and central levels. Front Behav Neurosci 11:133

    Article  PubMed  PubMed Central  Google Scholar 

  • Rolland B, Labreuche J, Duhamel A, Deheul S, Gautier S, Auffret M, Pignon B, Valin T, Bordet R, Cottencin O (2015a) Baclofen for alcohol dependence: relationships between baclofen and alcohol dosing and the occurrence of major sedation. Eur Neuropsychopharmacol 25:1631–1636

    Article  CAS  PubMed  Google Scholar 

  • Rolland B, Valin T, Langlois C, Auffret M, Gautier S, Deheul S, Danel T, Bordet R, Cottencin O (2015b) Safety and drinking outcomes among patients with comorbid alcohol dependence and borderline personality disorder treated with high-dose baclofen: a comparative cohort study. Int Clin Psychopharmacol 30:49–53

    Article  PubMed  Google Scholar 

  • Ryall KA, Tan AC (2015) Systems biology approaches for advancing the discovery of effective drug combinations. J Cheminform 7:7

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Ryan ML, Falk DE, Fertig JB, Rendenbach-Mueller B, Katz DA, Tracy KA, Strain EC, Dunn KE, Kampman K, Mahoney E, Ciraulo DA, Sickles-Colaneri L, Ait-Daoud N, Johnson BA, Ransom J, Scott C, Koob GF, Litten RZ (2017) A phase 2, double-blind, placebo-controlled randomized trial assessing the efficacy of ABT-436, a novel V1b receptor antagonist, for alcohol dependence. Neuropsychopharmacology 42:1012–1023

    Article  CAS  PubMed  Google Scholar 

  • Saul MC, Majdak P, Perez S, Reilly M, Garland T, Jr., Rhodes JS (2017) High motivation for exercise is associated with altered chromatin regulators of monoamine receptor gene expression in the striatum of selectively bred mice. Genes Brain Behav 16: 328–341

  • Schotte A, Janssen PF, Gommeren W, Luyten WH, Van Gompel P, Lesage AS, De Loore K, Leysen JE (1996) Risperidone compared with new and reference antipsychotic drugs: in vitro and in vivo receptor binding. Psychopharmacology 124:57–73

    Article  CAS  PubMed  Google Scholar 

  • Schwandt ML, Cortes CR, Kwako LE, George DT, Momenan R, Sinha R, Grigoriadis DE, Pich EM, Leggio L, Heilig M (2016) The CRF1 antagonist verucerfont in anxious alcohol-dependent women: translation of neuroendocrine, but not of anti-craving effects. Neuropsychopharmacology 41:2818–2829

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Secades JJ, Lorenzo JL (2006) Citicoline: pharmacological and clinical review, 2006 update. Methods Find Exp Clin Pharmacol 28(Suppl B):1–56

    CAS  PubMed  Google Scholar 

  • Shank RP, Gardocki JF, Streeter AJ, Maryanoff BE (2000) An overview of the preclinical aspects of topiramate: pharmacology, pharmacokinetics, and mechanism of action. Epilepsia 41(Suppl 1):S3–S9

    Article  CAS  PubMed  Google Scholar 

  • Shapiro DA, Renock S, Arrington E, Chiodo LA, Liu LX, Sibley DR, Roth BL, Mailman R (2003) Aripiprazole, a novel atypical antipsychotic drug with a unique and robust pharmacology. Neuropsychopharmacology 28:1400–1411

    Article  CAS  PubMed  Google Scholar 

  • Siavelis JC, Bourdakou MM, Athanasiadis EI, Spyrou GM, Nikita KS (2016) Bioinformatics methods in drug repurposing for Alzheimer’s disease. Brief Bioinform 17:322–335

    Article  CAS  PubMed  Google Scholar 

  • Silbersweig D, Loscalzo J (2017) Precision psychiatry meets network medicine: network psychiatry. JAMA Psychiatry 74:665–666

    Article  PubMed  PubMed Central  Google Scholar 

  • Silverman EK, Loscalzo J (2013) Developing new drug treatments in the era of network medicine. Clin Pharmacol Ther 93:26–28

    Article  CAS  PubMed  Google Scholar 

  • Slonim DK, Koide K, Johnson KL, Tantravahi U, Cowan JM, Jarrah Z, Bianchi DW (2009) Functional genomic analysis of amniotic fluid cell-free mRNA suggests that oxidative stress is significant in Down syndrome fetuses. Proc Natl Acad Sci U S A 106:9425–9429

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Smalley JL, Breda C, Mason RP, Kooner G, Luthi-Carter R, Gant TW, Giorgini F (2016) Connectivity mapping uncovers small molecules that modulate neurodegeneration in Huntington's disease models. J Mol Med (Berl) 94:235–245

    Article  CAS  Google Scholar 

  • So HC, Chau CK, Chiu WT, Ho KS, Lo CP, Yim SH, Sham PC (2017) Analysis of genome-wide association data highlights candidates for drug repositioning in psychiatry. Nat Neurosci 20:1342–1349

    Article  CAS  PubMed  Google Scholar 

  • Soyka M (2016) Nalmefene for the treatment of alcohol use disorders: recent data and clinical potential. Expert Opin Pharmacother 17:619–626

    Article  CAS  PubMed  Google Scholar 

  • Soyka M, Friede M, Schnitker J (2016) Comparing nalmefene and naltrexone in alcohol dependence: are there any differences? Results from an indirect meta-analysis—comment to Naudet. Pharmacopsychiatry 49:261–262

    Article  CAS  PubMed  Google Scholar 

  • Steffan JS, Bodai L, Pallos J, Poelman M, McCampbell A, Apostol BL, Kazantsev A, Schmidt E, Zhu YZ, Greenwald M, Kurokawa R, Housman DE, Jackson GR, Marsh JL, Thompson LM (2001) Histone deacetylase inhibitors arrest polyglutamine-dependent neurodegeneration in Drosophila. Nature 413:739-43

  • Stelzer G, Rosen N, Plaschkes I, Zimmerman S, Twik M, Fishilevich S, Stein TI, Nudel R, Lieder I, Mazor Y, Kaplan S, Dahary D, Warshawsky D, Guan-Golan Y, Kohn A, Rappaport N, Safran M, Lancet D (2016) The GeneCards suite: from gene data mining to disease genome sequence analyses. Curr Protoc Bioinformatics 54:1.30.1–1.30.33

    Article  Google Scholar 

  • Stern S, Santos R, Marchetto MC, Mendes AP, Rouleau GA, Biesmans S, Wang QW, Yao J, Charnay P, Bang AG, Alda M, Gage FH (2017) Neurons derived from patients with bipolar disorder divide into intrinsically different sub-populations of neurons, predicting the patients' responsiveness to lithium. Mol Psychiatry

  • Strange BC (2008) Once-daily treatment of ADHD with guanfacine: patient implications. Neuropsychiatr Dis Treat 4:499–506

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP (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

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Subramanian A, Narayan R, Corsello SM, Peck DD, Natoli TE, Lu X, Gould J, Davis JF, Tubelli AA, Asiedu JK, Lahr DL, Hirschman JE, Liu Z, Donahue M, Julian B, Khan M, Wadden D, Smith IC, Lam D, Liberzon A, Toder C, Bagul M, Orzechowski M, Enache OM, Piccioni F, Johnson SA, Lyons NJ, Berger AH, Shamji AF, Brooks AN, Vrcic A, Flynn C, Rosains J, Takeda DY, Hu R, Davison D, Lamb J, Ardlie K, Hogstrom L, Greenside P, Gray NS, Clemons PA, Silver S, Wu X, Zhao WN, Read-Button W, Wu X, Haggarty SJ, Ronco LV, Boehm JS, Schreiber SL, Doench JG, Bittker JA, Root DE, Wong B, Golub TR (2017) A next generation connectivity map: L1000 platform and the first 1,000,000 profiles. Cell 171(1437–1452):e17

    Google Scholar 

  • Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J, Simonovic M, Roth A, Santos A, Tsafou KP, Kuhn M, Bork P, Jensen LJ, von Mering C (2015) STRING v10: protein-protein interaction networks, integrated over the tree of life. Nucleic Acids Res 43:D447–D452

    Article  CAS  PubMed  Google Scholar 

  • Szklarczyk D, Santos A, von Mering C, Jensen LJ, Bork P, Kuhn M (2016) STITCH 5: augmenting protein-chemical interaction networks with tissue and affinity data. Nucleic Acids Res 44:D380–D384

    Article  CAS  PubMed  Google Scholar 

  • Taccioli C, Tegner J, Maselli V, Gomez-Cabrero D, Altobelli G, Emmett W, Lescai F, Gustincich S, Stupka E (2011) ParkDB: a Parkinson’s disease gene expression database. Database (Oxford) 2011:bar007

    Article  CAS  Google Scholar 

  • Takahashi K, Yamanaka S (2006) Induction of pluripotent stem cells from mouse embryonic and adult fibroblast cultures by defined factors. Cell 126:663–676

    Article  CAS  PubMed  Google Scholar 

  • Tosti A, Pazzaglia M, Voudouris S, Tosti G (2004) Hypertrichosis of the eyelashes caused by bimatoprost. J Am Acad Dermatol 51:S149–S150

    Article  PubMed  Google Scholar 

  • Traynor K (2014) NIOSH revamps hazardous drugs update. Am J Health Syst Pharm 71:2099–2100

    Article  PubMed  Google Scholar 

  • Turinsky AL, Razick S, Turner B, Donaldson IM, Wodak SJ (2014) Navigating the global protein-protein interaction landscape using iRefWeb. Methods Mol Biol 1091:315–331

    Article  CAS  PubMed  Google Scholar 

  • Upadhyaya HP, Brady KT, Sethuraman G, Sonne SC, Malcolm R (2001) Venlafaxine treatment of patients with comorbid alcohol/cocaine abuse and attention-deficit/hyperactivity disorder: a pilot study. J Clin Psychopharmacol 21:116–118

    Article  CAS  PubMed  Google Scholar 

  • Vendruscolo LF, Barbier E, Schlosburg JE, Misra KK, Whitfield TW Jr, Logrip ML, Rivier C, Repunte-Canonigo V, Zorrilla EP, Sanna PP, Heilig M, Koob GF (2012) Corticosteroid-dependent plasticity mediates compulsive alcohol drinking in rats. J Neurosci 32:7563–7571

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Vendruscolo LF, Estey D, Goodell V, Macshane LG, Logrip ML, Schlosburg JE, McGinn MA, Zamora-Martinez ER, Belanoff JK, Hunt HJ, Sanna PP, George O, Koob GF, Edwards S, Mason BJ (2015) Glucocorticoid receptor antagonism decreases alcohol seeking in alcohol-dependent individuals. J Clin Invest 125:3193–3197

    Article  PubMed  PubMed Central  Google Scholar 

  • Voronin K, Randall P, Myrick H, Anton R (2008) Aripiprazole effects on alcohol consumption and subjective reports in a clinical laboratory paradigm—possible influence of self-control. Alcohol Clin Exp Res 32:1954–1961

    CAS  PubMed  PubMed Central  Google Scholar 

  • Wagner A, Cohen N, Kelder T, Amit U, Liebman E, Steinberg DM, Radonjic M, Ruppin E (2015) Drugs that reverse disease transcriptomic signatures are more effective in a mouse model of dyslipidemia. Mol Syst Biol 11:791

    Article  PubMed  CAS  Google Scholar 

  • Wang J, Duncan D, Shi Z, Zhang B (2013) WEB-based GEne SeT AnaLysis Toolkit (WebGestalt): update 2013. Nucleic Acids Res 41:W77–W83

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang L, Yu Y, Yang J, Zhao X, Li Z (2015) Dissecting Xuesaitong’s mechanisms on preventing stroke based on the microarray and connectivity map. Mol BioSyst 11:3033–3039

    Article  CAS  PubMed  Google Scholar 

  • Wei WQ, Cronin RM, Xu H, Lasko TA, Bastarache L, Denny JC (2013) Development and evaluation of an ensemble resource linking medications to their indications. J Am Med Inform Assoc 20:954–961

    Article  PubMed  PubMed Central  Google Scholar 

  • Weibel S, Lalanne L, Riegert M, Bertschy G (2015) Efficacy of high-dose baclofen for alcohol use disorder and comorbid bulimia: a case report. J Dual Diagn 11:203–204

    Article  PubMed  Google Scholar 

  • Wen RT, Zhang M, Qin WJ, Liu Q, Wang WP, Lawrence AJ, Zhang HT, Liang JH (2012) The phosphodiesterase-4 (PDE4) inhibitor rolipram decreases ethanol seeking and consumption in alcohol-preferring fawn-hooded rats. Alcohol Clin Exp Res 36:2157–2167

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wignall ND, Brown ES (2014) Citicoline in addictive disorders: a review of the literature. Am J Drug Alcohol Abuse 40:262–268

    Article  PubMed  PubMed Central  Google Scholar 

  • Williams G (2012) A searchable cross-platform gene expression database reveals connections between drug treatments and disease. BMC Genomics 13:12

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wishart DS, Knox C, Guo AC, Shrivastava S, Hassanali M, Stothard P, Chang Z, Woolsey J (2006) DrugBank: a comprehensive resource for in silico drug discovery and exploration. Nucleic Acids Res 34:D668–D672

    Article  CAS  PubMed  Google Scholar 

  • Worthington JJ 3rd, Simon NM, Korbly NB, Perlis RH, Pollack MH, Anxiety Disorders Research Program (2002) Ropinirole for antidepressant-induced sexual dysfunction. Int Clin Psychopharmacol 17:307–310

    Article  PubMed  Google Scholar 

  • Xia J, Gill EE, Hancock RE (2015) NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data. Nat Protoc 10:823–844

    Article  CAS  PubMed  Google Scholar 

  • Zhang SD, Gant TW (2009) sscMap: an extensible java application for connecting small-molecule drugs using gene-expression signatures. BMC Bioinformatics 10:236

    Article  PubMed  PubMed Central  CAS  Google Scholar 

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Funding

This review is supported by funding from the National Institute on Alcohol Abuse and Alcoholism (NIAAA) of the National Institutes of Health (NIH): AA024332 to LF and AA020926 to RDM and to the Integrative Neuroscience Initiative on Alcoholism (INIA)-Neuroimmue Consortium AA012404 to RAH.

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Ferguson, L.B., Harris, R.A. & Mayfield, R.D. From gene networks to drugs: systems pharmacology approaches for AUD. Psychopharmacology 235, 1635–1662 (2018). https://doi.org/10.1007/s00213-018-4855-2

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