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Lorenzetti V, Gaillard A, McTavish E, Grace S, Rossetti MG, Batalla A, Bellani M, Brambilla P, Chye Y, Conrod P, Cousijn J, Labuschagne I, Clemente A, Mackey S, Rendell P, Solowij N, Suo C, Li CSR, Terrett G, Thompson PM, Yücel M, Garavan H, Roberts CA. Cannabis Dependence is Associated with Reduced Hippocampal Subregion Volumes Independently of Sex: Findings from an ENIGMA Addiction Working Group Multi-Country Study. Cannabis Cannabinoid Res 2024. [PMID: 38498015 DOI: 10.1089/can.2023.0204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2024] Open
Abstract
Background: Males and females who consume cannabis can experience different mental health and cognitive problems. Neuroscientific theories of addiction postulate that dependence is underscored by neuroadaptations, but do not account for the contribution of distinct sexes. Further, there is little evidence for sex differences in the neurobiology of cannabis dependence as most neuroimaging studies have been conducted in largely male samples in which cannabis dependence, as opposed to use, is often not ascertained. Methods: We examined subregional hippocampus and amygdala volumetry in a sample of 206 people recruited from the ENIGMA Addiction Working Group. They included 59 people with cannabis dependence (17 females), 49 cannabis users without cannabis dependence (20 females), and 98 controls (33 females). Results: We found no group-by-sex effect on subregional volumetry. The left hippocampal cornu ammonis subfield 1 (CA1) volumes were lower in dependent cannabis users compared with non-dependent cannabis users (p<0.001, d=0.32) and with controls (p=0.022, d=0.18). Further, the left cornu ammonis subfield 3 (CA3) and left dentate gyrus volumes were lower in dependent versus non-dependent cannabis users but not versus controls (p=0.002, d=0.37, and p=0.002, d=0.31, respectively). All models controlled for age, intelligence quotient (IQ), alcohol and tobacco use, and intracranial volume. Amygdala volumetry was not affected by group or group-by-sex, but was smaller in females than males. Conclusions: Our findings suggest that the relationship between cannabis dependence and subregional volumetry was not moderated by sex. Specifically, dependent (rather than non-dependent) cannabis use may be associated with alterations in selected hippocampus subfields high in cannabinoid type 1 (CB1) receptors and implicated in addictive behavior. As these data are cross-sectional, it is plausible that differences predate cannabis dependence onset and contribute to the initiation of cannabis dependence. Longitudinal neuroimaging work is required to examine the time-course of the onset of subregional hippocampal alterations in cannabis dependence, and their progression as cannabis dependence exacerbates or recovers over time.
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Affiliation(s)
- Valentina Lorenzetti
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Alexandra Gaillard
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
- Centre for Mental Health and Department of Health Sciences and Biostatistics, Swinburne University, Hawthorn, Australia
| | - Eugene McTavish
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Sally Grace
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Maria Gloria Rossetti
- UOC Psichiatria, Azienda Ospedaliera Universitaria Integrata (AOUI), Verona, Italy
- Section of Psychiatry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, Verona, Italy
| | - Albert Batalla
- Department of Psychiatry, University Medical Center Utrecht Brain Center, Utrecht University, Utrecht, The Netherlands
| | - Marcella Bellani
- Section of Psychiatry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, Verona, Italy
| | - Paolo Brambilla
- UOC Psichiatria, Azienda Ospedaliera Universitaria Integrata (AOUI), Verona, Italy
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Yann Chye
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Australia
| | - Patricia Conrod
- Department of Psychiatry, Université de Montreal, CHU Ste Justine Hospital, Montreal, Canada
| | - Janna Cousijn
- Neuroscience of Addiction Lab, Center for Substance Use and Addiction Research (CESAR), Department of Psychology, Education & Child Studies, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Izelle Labuschagne
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
- School of Psychology, Faculty of Health and Behavioural Sciences, University of Queensland, St Lucia, Australia
| | - Adam Clemente
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Scott Mackey
- Department of Psychiatry, University of Vermont, Burlington, Vermont, USA
| | - Peter Rendell
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
- School of Psychology, Faculty of Health and Behavioural Sciences, University of Queensland, St Lucia, Australia
| | - Nadia Solowij
- School of Psychology, Faculty of the Arts, Social Sciences and Humanities, University of Wollongong, Wollongong, Australia
| | - Chao Suo
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Australia
| | - Chiang-Shan R Li
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Gill Terrett
- Neuroscience of Addiction and Mental Health Program, Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Paul M Thompson
- Department of Neurology, Imaging Genetics Center, Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
| | - Murat Yücel
- QIMR Berghofer Medical Research Institute, Herston, Australia
| | - Hugh Garavan
- School of Psychology, Faculty of Health and Behavioural Sciences, University of Queensland, St Lucia, Australia
| | - Carl A Roberts
- Department of Psychology, Institute of Population Health, University of Liverpool, Liverpool, United Kingdom
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4
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Ryan KS, Karpf JA, Chan CN, Hagen OL, McFarland TJ, Urian JW, Wang X, Boniface ER, Hakar MH, Terrobias JJD, Graham JA, Passmore S, Grant KA, Sullivan EL, Grafe MR, Saugstad JA, Kroenke CD, Lo JO. Prenatal delta-9-tetrahydrocannabinol exposure alters fetal neurodevelopment in rhesus macaques. Sci Rep 2024; 14:5808. [PMID: 38461359 PMCID: PMC10924959 DOI: 10.1038/s41598-024-56386-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Accepted: 03/05/2024] [Indexed: 03/11/2024] Open
Abstract
Prenatal cannabis use is associated with adverse offspring neurodevelopmental outcomes, however the underlying mechanisms are relatively unknown. We sought to determine the impact of chronic delta-9-tetrahydrocannabinol (THC) exposure on fetal neurodevelopment in a rhesus macaque model using advanced imaging combined with molecular and tissue studies. Animals were divided into two groups, control (n = 5) and THC-exposed (n = 5), which received a daily THC edible pre-conception and throughout pregnancy. Fetal T2-weighted MRI was performed at gestational days 85 (G85), G110, G135 and G155 to assess volumetric brain development. At G155, animals underwent cesarean delivery with collection of fetal cerebrospinal fluid (CSF) for microRNA (miRNA) studies and fetal tissue for histologic analysis. THC exposure was associated with significant age by sex interactions in brain growth, and differences in fetal brain histology suggestive of brain dysregulation. Two extracellular vesicle associated-miRNAs were identified in THC-exposed fetal CSF; pathway analysis suggests that these miRNAs are associated with dysregulated axonal guidance and netrin signaling. This data is indicative of subtle molecular changes consistent with the observed histological data, suggesting a potential role for fetal miRNA regulation by THC. Further studies are needed to determine whether these adverse findings correlate with long-term offspring neurodevelopmental health.
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Affiliation(s)
- Kimberly S Ryan
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Road, Mail Code L458, Portland, OR, 97239, USA
| | - Joshua A Karpf
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Chi Ngai Chan
- Tissue Technologies Unit, Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Olivia L Hagen
- Division of Reproductive and Developmental Sciences, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Trevor J McFarland
- Department of Anesthesiology and Perioperative Medicine, Oregon Health and Science University, Portland, OR, USA
| | - J Wes Urian
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Road, Mail Code L458, Portland, OR, 97239, USA
| | - Xiaojie Wang
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Emily R Boniface
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Road, Mail Code L458, Portland, OR, 97239, USA
| | - Melanie H Hakar
- Department of Pathology, Oregon Health and Science University, Portland, OR, USA
| | - Jose Juanito D Terrobias
- Division of Reproductive and Developmental Sciences, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Jason A Graham
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
- Division of Reproductive and Developmental Sciences, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Scarlet Passmore
- Integrated Pathology Core, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Kathleen A Grant
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Elinor L Sullivan
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
- Department of Psychiatry, Oregon Health and Science University, Portland, OR, USA
| | - Marjorie R Grafe
- Department of Pathology, Oregon Health and Science University, Portland, OR, USA
| | - Julie A Saugstad
- Department of Anesthesiology and Perioperative Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Christopher D Kroenke
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA
| | - Jamie O Lo
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Road, Mail Code L458, Portland, OR, 97239, USA.
- Division of Reproductive and Developmental Sciences, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR, USA.
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11
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Beierle JA, Yao EJ, Goldstein SI, Lynch WB, Scotellaro JL, Shah AA, Sena KD, Wong AL, Linnertz CL, Averin O, Moody DE, Reilly CA, Peltz G, Emili A, Ferris MT, Bryant CD. Zhx2 Is a Candidate Gene Underlying Oxymorphone Metabolite Brain Concentration Associated with State-Dependent Oxycodone Reward. J Pharmacol Exp Ther 2022; 382:167-180. [PMID: 35688478 PMCID: PMC9341249 DOI: 10.1124/jpet.122.001217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 05/16/2022] [Indexed: 11/22/2022] Open
Abstract
Understanding the pharmacogenomics of opioid metabolism and behavior is vital to therapeutic success, as mutations can dramatically alter therapeutic efficacy and addiction liability. We found robust, sex-dependent BALB/c substrain differences in oxycodone behaviors and whole brain concentration of oxycodone metabolites. BALB/cJ females showed robust state-dependent oxycodone reward learning as measured via conditioned place preference when compared with the closely related BALB/cByJ substrain. Accordingly, BALB/cJ females also showed a robust increase in brain concentration of the inactive metabolite noroxycodone and the active metabolite oxymorphone compared with BALB/cByJ mice. Oxymorphone is a highly potent, full agonist at the mu opioid receptor that could enhance drug-induced interoception and state-dependent oxycodone reward learning. Quantitative trait locus (QTL) mapping in a BALB/c F2 reduced complexity cross revealed one major QTL on chromosome 15 underlying brain oxymorphone concentration that explained 32% of the female variance. BALB/cJ and BALB/cByJ differ by fewer than 10,000 variants, which can greatly facilitate candidate gene/variant identification. Hippocampal and striatal cis-expression QTL (eQTL) and exon-level eQTL analysis identified Zhx2, a candidate gene coding for a transcriptional repressor with a private BALB/cJ retroviral insertion that reduces Zhx2 expression and sex-dependent dysregulation of cytochrome P450 enzymes. Whole brain proteomics corroborated the Zhx2 eQTL and identified upregulated CYP2D11 that could increase brain oxymorphone in BALB/cJ females. To summarize, Zhx2 is a highly promising candidate gene underlying brain oxycodone metabolite levels. Future studies will validate Zhx2 and its site of action using reciprocal gene editing and tissue-specific viral manipulations in BALB/c substrains. SIGNIFICANCE STATEMENT: Our findings show that genetic variation can result in sex-specific alterations in whole brain concentration of a bioactive opioid metabolite after oxycodone administration, reinforcing the need for sex as a biological factor in pharmacogenomic studies. The cooccurrence of female-specific increased oxymorphone and state-dependent reward learning suggests that this minor yet potent and efficacious metabolite of oxycodone could increase opioid interoception and drug-cue associative learning of opioid reward, which has implications for cue-induced relapse of drug-seeking behavior and for precision pharmacogenetics.
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Affiliation(s)
- Jacob A Beierle
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Emily J Yao
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Stanley I Goldstein
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - William B Lynch
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Julia L Scotellaro
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Anyaa A Shah
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Katherine D Sena
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Alyssa L Wong
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Colton L Linnertz
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Olga Averin
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - David E Moody
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Christopher A Reilly
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Gary Peltz
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Andrew Emili
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Martin T Ferris
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
| | - Camron D Bryant
- Ph.D. Program in Biomolecular Pharmacology (J.A.B., S.I.G.), Laboratory of Addiction Genetics, Department of Pharmacology and Experimental Therapeutics and Psychiatry (J.A.B., E.J.Y., W.B.L., J.L.S., A.A.S., K.D.S., A.L.W., C.D.B.), Department of Biology and Biochemistry, Center for Network Systems Biology (S.I.G., A.E.), and Graduate Program in Neuroscience (W.B.L), Boston University School of Medicine, Boston, Massachusetts; Transformative Training Program in Addiction Science (TTPAS) (J.A.B., W.B.L.) and Undergraduate Research Opportunity Program (J.L.S., K.D.S.), Boston University, Boston, Massachusetts; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (C.L.L., M.T.F.); Department of Pharmacology and Toxicity, Center for Human Toxicology, University of Utah, Salt Lake City, Utah (O.A., D.E.M., C.A.R.); and Department of Anesthesiology, Pain, and Preoperative Medicine Stanford University School of Medicine, Stanford, California (G.P.)
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