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Yan H, Xiao S, Fu S, Gong J, Qi Z, Chen G, Chen P, Tang G, Su T, Yang Z, Wang Y. Functional and structural brain abnormalities in substance use disorder: A multimodal meta-analysis of neuroimaging studies. Acta Psychiatr Scand 2023; 147:345-359. [PMID: 36807120 DOI: 10.1111/acps.13539] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 01/19/2023] [Accepted: 02/12/2023] [Indexed: 02/23/2023]
Abstract
INTRODUCTION Numerous neuroimaging studies of resting-state functional imaging and voxel-based morphometry (VBM) have revealed that patients with substance use disorder (SUD) may present brain abnormalities, but their results were inconsistent. This multimodal neuroimaging meta-analysis aimed to estimate common and specific alterations in SUD patients by combining information from all available studies of spontaneous functional activity and gray matter volume (GMV). METHODS A whole-brain meta-analysis on resting-state functional imaging and VBM studies was conducted using the Seed-based d Mapping with Permutation of Subject Images (SDM-PSI) software, followed by multimodal overlapping to comprehensively investigate function and structure of the brain in SUD. RESULTS In this meta-analysis, 39 independent studies with 47 datasets related to resting-state functional brain activity (1444 SUD patients; 1446 healthy controls [HCs]) were included, as well as 77 studies with 89 datasets for GMV (3457 SUD patients; 3774 HCs). Patients with SUD showed the decreased resting-state functional brain activity in the bilateral anterior cingulate cortex/medial prefrontal cortex (ACC/mPFC). For the VBM meta-analysis, patients with SUD showed the reduced GMV in the bilateral ACC/mPFC, insula, thalamus extending to striatum, and left sensorimotor cortex. CONCLUSIONS This multimodal meta-analysis exhibited that SUD shows common impairment in both function and structure in the ACC/mPFC, suggesting that the deficits in functional and structural domains could be correlated together. In addition, a few regions exhibited only structural impairment in SUD, including the insula, thalamus, striatum, and sensorimotor areas.
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Affiliation(s)
- Hong Yan
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Shu Xiao
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Siying Fu
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Jiaying Gong
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
- Department of Radiology, Six Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Zhangzhang Qi
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Guanmao Chen
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Pan Chen
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Guixian Tang
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Ting Su
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Zibin Yang
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
| | - Ying Wang
- Medical Imaging Center, First Affiliated Hospital of Jinan University, Guangzhou, China
- Institute of Molecular and Functional Imaging, Jinan University, Guangzhou, China
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Alodhayani AA, Almutairi KM, Vinluan JM, Alonazi WB, Alzahrani HG, Batais MA, Kaki FM, Almigbal TH, Alsaad S. A retrospective analysis of substance use among female psychiatric patients in Saudi Arabia. Front Psychol 2022; 13:843785. [PMID: 36072054 PMCID: PMC9443957 DOI: 10.3389/fpsyg.2022.843785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Accepted: 06/29/2022] [Indexed: 11/25/2022] Open
Abstract
Objective This study investigated the prevalence of substance use (SU), and its risk factors, among women attending psychiatric outpatients center in Saudi Arabia. Design A retrospective cross-sectional design. Materials and methods We reviewed outpatients' records of 200 female patients with a history of SU from a psychiatric unit in Jeddah, Saudi Arabia from December 2018 to February 2019. The researchers developed the pro forma, and 2 psychiatrists and a family medicine physician validated the form. Results The most common and widely used were psychoactive substances (58%), followed by central nervous system (CNS) depressants (22%), and finally cannabinols (9.5%). Overall, the highest substance use was the amphetamine-cannabis-nicotine (ACN) representing nearly half of the illicit items (46.6%), followed by heroine-alcohol-benzodiazepine (16.4%), and with the lowest being benzodiazepine-nicotine (1.7%). There was a significant difference between the single substance and multiple substance use in terms of age (p = 0.001), smoking behavior (p = 0.001), patients past history (p = 0.005), and age of the patient at the start of drug use (p = 0.005). Conclusion Although the prevalence of substance use among women is low in Saudi Arabia, screening of substance use disorders risks and building a rehabilitation program to control drug dependence are needed.
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Affiliation(s)
- Abdulaziz A. Alodhayani
- Department of Family Medicine and Community, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Khalid M. Almutairi
- Department of Family Medicine, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Jason M. Vinluan
- Department of Family Medicine, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Wadi B. Alonazi
- College of Business Administration, King Saud University, Riyadh, Saudi Arabia
| | | | - Mohammed Ali Batais
- Department of Family Medicine and Community, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | | | - Turky H. Almigbal
- Department of Family Medicine and Community, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Saad Alsaad
- Department of Family Medicine and Community, College of Medicine, King Saud University, Riyadh, Saudi Arabia
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Giang LM, Li MJ, Okafor CN, Diep NB, Shoptaw SJ. Correlates of methamphetamine use severity among patients receiving methadone maintenance treatment for opioid use disorder in Vietnam. J Subst Abuse Treat 2022; 132:108461. [PMID: 34098204 PMCID: PMC8572314 DOI: 10.1016/j.jsat.2021.108461] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 02/16/2021] [Accepted: 05/04/2021] [Indexed: 01/03/2023]
Abstract
OBJECTIVES To assess the severity of methamphetamine use among methadone maintenance treatment (MMT) patients in Vietnam with opioid use disorder and concurrent methamphetamine use, and to identify risk factors associated with higher severity of methamphetamine use. METHODS We used survey data and medical record abstractions from 428 people with opioid use disorder who also use methamphetamine while partaking in methadone treatment in five clinics in Hanoi, Vietnam. We used multinomial logistic regression to assess other risk factors and problems associated with high methamphetamine use severity. RESULTS Those who reported injecting heroin in the past 3 months (AOR = 4.05, 95% CI [1.30, 12.55], p = 0.02), having a longer history of lifetime heroin use (AOR = 1.13, 95% CI [1.03, 1.24], p < 0.01), and having higher cravings (AOR = 1.97, 95% CI [1.31, 2.98], p < 0.01) and fatigue (AOR = 1.25, 95% CI [0.96, 1.61], p = 0.09) related to methamphetamine withdrawal had greater odds of high methamphetamine use severity. One of five clinics had a significantly higher percentage of methamphetamine use severity than others. CONCLUSION Successful MMT in patients with opioid use disorder in Vietnam may additionally require methamphetamine-focused screening and intervention.
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Affiliation(s)
- Le Minh Giang
- Center for Training and Research on Substance Abuse-HIV, Hanoi Medical University, Hanoi, Vietnam
| | - Michael J. Li
- Center for Behavioral and Addiction Medicine, Department of Family Medicine, University of California, Los Angeles
| | - Chukwuemeka N. Okafor
- Department of Public Health, Robbins College of Health and Human Sciences, Baylor University, Waco Texas
| | - Nguyen Bich Diep
- Center for Training and Research on Substance Abuse-HIV, Hanoi Medical University, Hanoi, Vietnam
| | - Steven J. Shoptaw
- Center for Behavioral and Addiction Medicine, Department of Family Medicine, University of California, Los Angeles
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Faraj MM, Lipanski NM, Morales A, Goldberg E, Bluth MH, Marusak HA, Greenwald MK. A Virtual Reality Meditative Intervention Modulates Pain and the Pain Neuromatrix in Patients with Opioid Use Disorder. PAIN MEDICINE (MALDEN, MASS.) 2021; 22:2739-2753. [PMID: 33956146 PMCID: PMC11494379 DOI: 10.1093/pm/pnab162] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
OBJECTIVE Standard of care for opioid use disorder (OUD) includes medication and counseling. However, there is an unmet need for complementary approaches to treat OUD patients coping with pain; furthermore, few studies have probed neurobiological features of pain or its management during OUD treatment. This preliminary study examines neurobiological and behavioral effects of a virtual reality-based meditative intervention in patients undergoing methadone maintenance treatment (MMT). DESIGN Prospective, non-blinded, single-arm, 12-week intervention with standardized assessments. SETTING Academic research laboratory affiliated with an on-site MMT clinic. METHODS Fifteen (11 female) MMT patients completed a virtual reality, therapist-guided meditative intervention that included breathing and relaxation exercisessessions were scheduled twice weekly. Assessments included functional magnetic resonance imaging (fMRI) of pain neuromatrix activation and connectivity (pre- and post-intervention), saliva cortisol and C-reactive protein (CRP) at baseline and weeks 4, 8 and 12; and self-reported pain and affective symptoms before and after each intervention session. RESULTS After each intervention session (relative to pre-session), ratings of pain, opioid craving, anxiety and depression (but not anger) decreased. Saliva cortisol (but not CRP) levels decreased from pre- to post-session. From pre- to post-intervention fMRI assessments, pain task-related left postcentral gyrus (PCG) activation decreased. At baseline, PCG showed positive connectivity with other regions of the pain neuromatrix, but this pattern changed post-intervention. CONCLUSIONS These preliminary findings demonstrate feasibility, therapeutic promise, and brain basis of a meditative intervention for OUD patients undergoing MMT.
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Affiliation(s)
| | - Nina M Lipanski
- Department of Biological Sciences, University of California, San Diego
| | - Austin Morales
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University
| | - Elimelech Goldberg
- School of Medicine, Wayne State University, Detroit, Michigan
- Kids Kicking Cancer
| | - Martin H Bluth
- School of Medicine, Wayne State University, Detroit, Michigan
- Kids Kicking Cancer
- Maimonides Medical Center, Brooklyn, New York, USA
| | - Hilary A Marusak
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University
- Merrill Palmer Skillman Institute for Child and Family Development, Wayne State University
| | - Mark K Greenwald
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University
- Department of Pharmacy Practice, Wayne State University
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Impulsivity and Decision-making Style Among Tramadol Drug Addicts and its Relation to Frontal Lobe Volume. ADDICTIVE DISORDERS & THEIR TREATMENT 2021. [DOI: 10.1097/adt.0000000000000256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Kroll DS, Feldman DE, Wang SYA, Zhang R, Manza P, Wiers CE, Volkow ND, Wang GJ. The associations of comorbid substance use disorders and psychiatric conditions with adolescent brain structure and function: A review. J Neurol Sci 2020; 418:117099. [PMID: 32866814 PMCID: PMC9003866 DOI: 10.1016/j.jns.2020.117099] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2019] [Revised: 07/15/2020] [Accepted: 08/14/2020] [Indexed: 12/30/2022]
Abstract
Adolescence is a period of rapid neural and behavioral development that often precipitates substance use, substance use disorders (SUDs), and other psychopathology. While externalizing disorders have been closely linked to SUD epidemiologically, the comorbidity of internalizing disorders and SUD is less well understood. Neuroimaging studies can be used to measure structural and functional developments in the brain that mediate the relationship between psychopathology and SUD in adolescence. Externalizing disorders and SUD are both associated with structural and functional changes in the basal ganglia and prefrontal cortex in adolescence. The neural mechanisms underlying internalizing disorders and SUD are less clear, but evidence points to involvement of the amygdala and prefrontal cortex. We also highlight independent contributions of SUD, which may vary in certain ways by the substances assessed. A deeper understanding of the neural basis of the relationship between psychopathology and SUD will allow for more informed interventions in this critical developmental stage.
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Affiliation(s)
- Danielle S Kroll
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Dana E Feldman
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Szu-Yung Ariel Wang
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Rui Zhang
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Peter Manza
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Corinde E Wiers
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA
| | - Nora D Volkow
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA; National Institute on Drug Abuse, National Institutes of Health, 6001 Executive Blvd., Suite 5274, Bethesda, MD 20892-9581, USA
| | - Gene-Jack Wang
- National Institute on Alcohol Abuse and Alcoholism, 10 Center Dr, Rm B2L124, Bethesda, MD 20892-1013, USA.
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Meyerhoff DJ, Durazzo TC. Modeling neurocognitive and neurobiological recovery in addiction. COGNITION AND ADDICTION 2020:379-392. [DOI: 10.1016/b978-0-12-815298-0.00028-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Huang AS, Mitchell JA, Haber SN, Alia-Klein N, Goldstein RZ. The thalamus in drug addiction: from rodents to humans. Philos Trans R Soc Lond B Biol Sci 2019; 373:rstb.2017.0028. [PMID: 29352027 DOI: 10.1098/rstb.2017.0028] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/24/2017] [Indexed: 02/07/2023] Open
Abstract
Impairments in response inhibition and salience attribution (iRISA) have been proposed to underlie the clinical symptoms of drug addiction as mediated by cortico-striatal-thalamo-cortical networks. The bulk of evidence supporting the iRISA model comes from neuroimaging research that has focused on cortical and striatal influences with less emphasis on the role of the thalamus. Here, we highlight the importance of the thalamus in drug addiction, focusing on animal literature findings on thalamic nuclei in the context of drug-seeking, structural and functional changes of the thalamus as measured by imaging studies in human drug addiction, particularly during drug cue and non-drug reward processing, and response inhibition tasks. Findings from the animal literature suggest that the paraventricular nucleus of the thalamus, the lateral habenula and the mediodorsal nucleus may be involved in the reinstatement, extinction and expression of drug-seeking behaviours. In support of the iRISA model, the human addiction imaging literature demonstrates enhanced thalamus activation when reacting to drug cues and reduced thalamus activation during response inhibition. This pattern of response was further associated with the severity of, and relapse in, drug addiction. Future animal studies could widen their field of focus by investigating the specific role(s) of different thalamic nuclei in different phases of the addiction cycle. Similarly, future human imaging studies should aim to specifically delineate the structure and function of different thalamic nuclei, for example, through the application of advanced imaging protocols at higher magnetic fields (7 Tesla).This article is part of a discussion meeting issue 'Of mice and mental health: facilitating dialogue between basic and clinical neuroscientists'.
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Affiliation(s)
- Anna S Huang
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Suzanne N Haber
- Department of Pharmacology and Physiology, School of Medicine, University of Rochester, Rochester, NY, USA
| | - Nelly Alia-Klein
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Rita Z Goldstein
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA .,Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Gillespie NA, Neale MC, Bates TC, Eyler LT, Fennema-Notestine C, Vassileva J, Lyons MJ, Prom-Wormley EC, McMahon KL, Thompson PM, de Zubicaray G, Hickie IB, McGrath JJ, Strike LT, Rentería ME, Panizzon MS, Martin NG, Franz CE, Kremen WS, Wright MJ. Testing associations between cannabis use and subcortical volumes in two large population-based samples. Addiction 2018; 113:10.1111/add.14252. [PMID: 29691937 PMCID: PMC6200645 DOI: 10.1111/add.14252] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2017] [Revised: 05/26/2017] [Accepted: 04/06/2018] [Indexed: 01/30/2023]
Abstract
BACKGROUND AND AIMS Disentangling the putative impact of cannabis on brain morphology from other comorbid substance use is critical. After controlling for the effects of nicotine, alcohol and multi-substance use, this study aimed to determine whether frequent cannabis use is associated with significantly smaller subcortical grey matter volumes. DESIGN Exploratory analyses using mixed linear models, one per region of interest (ROI), were performed whereby individual differences in volume (outcome) at seven subcortical ROIs were regressed onto cannabis and comorbid substance use (predictors). SETTING Two large population-based twin samples from the United States and Australia. PARTICIPANTS A total of 622 young Australian adults [66% female; μage = 25.9, standard deviation SD) = 3.6] and 474 middle-aged US males (μage = 56.1SD = 2.6 ) of predominately Anglo-Saxon ancestry with complete substance use and imaging data. Subjects with a history of stroke or traumatic brain injury were excluded. MEASUREMENTS Magnetic resonance imaging (MRI) and volumetric segmentation methods were used to estimate volume in seven subcortical ROIs: thalamus, caudate nucleus, putamen, pallidum, hippocampus, amygdala and nucleus accumbens. Substance use measurements included maximum nicotine and alcohol use, total life-time multi-substance use, maximum cannabis use in the young adults and regular cannabis use in the middle-aged males. FINDINGS After correcting for multiple testing (P = 0.007), cannabis use was unrelated to any subcortical ROI. However, maximum nicotine use was associated with significantly smaller thalamus volumes in middle-aged males. CONCLUSIONS In exploratory analyses based on young adult and middle-aged samples, normal variation in cannabis use is unrelated statistically to individual differences in brain morphology as measured by subcortical volume.
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Affiliation(s)
- Nathan A. Gillespie
- Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, VA, USA
- QIMR Berghofer Medical Research Institute, QLD, Australia
| | - Michael C. Neale
- Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, VA, USA
| | | | - Lisa T. Eyler
- Desert-Pacific Mental Illness Research, Education, and Clinical Center, VA San Diego Healthcare System, CA, USA
- Department of Psychiatry, University of California San Diego, CA, USA
| | | | - Jasmin Vassileva
- Institute for Drug and Alcohol Studies, Virginia Commonwealth University, VA, USA
| | - Michael J. Lyons
- Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA
| | | | - Katie L. McMahon
- Centre for Advanced Imaging, The University of Queensland, QLD, Australia
| | - Paul M. Thompson
- Centre for Advanced Imaging, The University of Queensland, QLD, Australia
| | - Greig de Zubicaray
- School of Psychology, The University of Queensland, QLD, Australia
- Faculty of Health and Institute of Biomedical Innovation, Queensland University of Technology
| | - Ian B. Hickie
- Brain and Mind Research Institute, University of Sydney, NSW, Australia
| | - John J. McGrath
- Queensland Brain Institute, The University of Queensland, QLD, Australia
| | - Lachlan T. Strike
- QIMR Berghofer Medical Research Institute, QLD, Australia
- Centre for Advanced Imaging, The University of Queensland, QLD, Australia
- School of Psychology, The University of Queensland, QLD, Australia
| | | | | | | | - Carol E. Franz
- Department of Psychiatry, University of California San Diego, CA, USA
| | - William S. Kremen
- Department of Psychiatry, University of California San Diego, CA, USA
| | - Margaret J. Wright
- QIMR Berghofer Medical Research Institute, QLD, Australia
- Centre for Advanced Imaging, The University of Queensland, QLD, Australia
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