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Del Palacio-Gonzalez A, Thylstrup B, Rømer Thomsen K. Psychological factors predicting patients' risk of relapse after enrollment in drug use treatment: A systematic review. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2024; 161:209354. [PMID: 38556252 DOI: 10.1016/j.josat.2024.209354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 02/09/2024] [Accepted: 03/21/2024] [Indexed: 04/02/2024]
Abstract
BACKGROUND AND AIMS Despite high rates of relapse after treatment for drug use, to our knowledge there is no systematic literature identifying psychological factors that predict risk of relapse to drug use (excluding alcohol or tobacco). Our aim was to identify psychological factors that predict risk of relapse to drug use after enrollment in drug use treatment. The identification of such factors can support treatment planning and relapse prevention. METHODS We searched for peer-reviewed articles published between 2000 and 2023 in PsycINFO, PsycArticles, Web of Science, and PubMed. The inclusion criteria were: peer-reviewed publications, quantitative studies, in English, adult samples, with a prospective design, and analyses of minimum one psychological factor as predictor of relapse to drug use. All authors were involved in abstract and full-text screening, and in assessing risk of bias. The findings are presented in a narrative synthesis and tables are organized by type of drug. RESULTS Of 2226 publications initially identified, 45 were eligible. Twenty-three focused on predicting relapse to stimulants, 15 to opioids, and 7 to unspecified drugs. Substance use at baseline was an important factor predicting risk of relapse to opioids, and possibly stimulants. There was an indication that craving and attention problems potentially predict relapse to use of some drugs. Mental health factors (e.g., psychiatric diagnosis) did not predict relapse. Several psychological factors (e.g., cognition, emotion, personality, motivation) were scarcely examined. Over half of the studies had moderate to high risk of bias. CONCLUSIONS Based on the 45 studies, few psychological factors predicted risk of relapse to drug use. Higher comparability between studies and more rigorous methodology are necessary in order to derive more precise recommendations that inform and improve clinical practice. PRE-REGISTRATION PROSPERO, CRD42020182839.
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Affiliation(s)
- Adriana Del Palacio-Gonzalez
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Bartholins Allé 10, Building 1322. Aarhus C, 8000, Denmark.
| | - Birgitte Thylstrup
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Bartholins Allé 10, Building 1322. Aarhus C, 8000, Denmark
| | - Kristine Rømer Thomsen
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Bartholins Allé 10, Building 1322. Aarhus C, 8000, Denmark
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Greenwald MK, Sogbesan T, Moses TEH. Relationship between opioid cross-tolerance during buprenorphine stabilization and return to opioid use during buprenorphine dose tapering. Psychopharmacology (Berl) 2024; 241:1151-1160. [PMID: 38326506 DOI: 10.1007/s00213-024-06549-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 01/31/2024] [Indexed: 02/09/2024]
Abstract
RATIONALE Opioid injection drug use (IDU) has been linked to a more severe pattern of use (e.g. tolerance, overdose risk) and shorter retention in treatment, which may undermine abstinence attempts. OBJECTIVES This secondary data analysis of four human laboratory studies investigated whether current opioid IDU modulates subjective abuse liability responses to high-dose hydromorphone during intermediate-dose buprenorphine stabilization (designed to suppress withdrawal but allow surmountable agonist effects), and whether hydromorphone response magnitude predicts latency of return to opioid use during buprenorphine dose-tapering. METHODS Regular heroin users not currently seeking treatment (n = 54; 29 current injectors, 25 non-injectors) were stabilized on 8-mg/day sublingual buprenorphine and assessed for subjective responses (e.g. 'liking', craving) to hydromorphone 24-mg intramuscular challenge (administered 16-hr post-buprenorphine) under randomized, double-blinded, controlled conditions. A subgroup (n = 35) subsequently completed a standardized 3-week outpatient buprenorphine dose-taper, paired with opioid-abstinent contingent reinforcement, and were assessed for return to opioid use based on thrice-weekly urinalysis and self-report. RESULTS During buprenorphine stabilization, IDU reported lower 'liking' of buprenorphine and post-hydromorphone peak 'liking', 'good effect' and 'high' compared to non-IDU. Less hydromorphone peak increase-from-baseline in 'liking' (which correlated with less hydromorphone-induced craving suppression) predicted significantly faster return to opioid use during buprenorphine dose-tapering. CONCLUSIONS In these buprenorphine-stabilized regular heroin users, IDU is associated with attenuated 'liking' response (more cross-tolerance) to buprenorphine and to high-dose hydromorphone challenge and, in turn, this cross-tolerance (but not IDU) predicts faster return to opioid use. Further research should examine mechanisms that link cross-tolerance to treatment response.
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Affiliation(s)
- Mark K Greenwald
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Tolan Park Medical Building, 3901 Chrysler Service Drive, Suite 2A, Detroit, MI, 48201, USA.
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Greenwald MK, Wiest KL, Haight BR, Laffont CM, Zhao Y. Examining the benefit of a higher maintenance dose of extended-release buprenorphine in opioid-injecting participants treated for opioid use disorder. Harm Reduct J 2023; 20:173. [PMID: 38042801 PMCID: PMC10693082 DOI: 10.1186/s12954-023-00906-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 11/17/2023] [Indexed: 12/04/2023] Open
Abstract
BACKGROUND BUP-XR (SUBLOCADE®) is the first buprenorphine extended-release subcutaneous injection approved in the USA for monthly treatment of moderate-to-severe opioid use disorder (OUD). Among patients with OUD, those who inject or use high doses of opioids likely require higher doses of buprenorphine to maximize treatment efficacy. The objective of this analysis was to compare the efficacy and safety of 100-mg versus 300-mg maintenance doses of BUP-XR in OUD patients who inject opioids. METHODS This was a secondary analysis of a randomized, double-blind, placebo-controlled study in which adults with moderate or severe OUD received monthly injections of BUP-XR (2 × 300-mg doses, then 4 × 100-mg or 300-mg maintenance doses) or placebo for 24 weeks. Abstinence was defined as opioid-negative urine drug screens combined with negative self-reports collected weekly. Each participant's percentage abstinence was calculated after the first, second, and third maintenance doses in opioid-injecting and non-injecting participants. The proportion of participants achieving opioid abstinence in each group was also calculated weekly. Treatment retention rate following the first maintenance dose was estimated for opioid-injecting participants with Kaplan-Meier method. Risk-adjusted comparisons were made via inverse propensity weighting using propensity scores. Buprenorphine plasma concentration-time profiles were compared between injecting and non-injecting participants. The percentages of participants reporting treatment-emergent adverse events were compared between maintenance dose groups within injecting and non-injecting participants separately. RESULTS BUP-XR 100-mg and 300-mg maintenance doses were equally effective in non-injecting participants. However, in opioid-injecting participants, the 300-mg maintenance dose delivered clinically meaningful improvements over the 100-mg maintenance dose for treatment retention and opioid abstinence. Exposure-response analyses confirmed that injecting participants would require higher buprenorphine plasma concentrations compared to non-injecting opioid participants to achieve similar efficacy in terms of opioid abstinence. Importantly, both 100- and 300-mg maintenance doses had comparable safety profiles, including hepatic safety events. CONCLUSIONS These analyses show clear benefits of the 300-mg maintenance dose in injecting participants, while no additional benefit was observed in non-injecting participants relative to the 100-mg maintenance dose. This is an important finding as opioid-injecting participants represent a high-risk and difficult-to-treat population. Optimal buprenorphine dosing in this population might facilitate harm reduction by improving abstinence and treatment retention. TRIAL REGISTRATION ClinicalTrials.gov, NCT02357901.
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Affiliation(s)
- Mark K Greenwald
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University School of Medicine, Detroit, MI, USA.
| | | | | | | | - Yue Zhao
- Indivior, Inc., North Chesterfield, VA, USA
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Singh VV, Dhawan A, Sarkar S, Mishra AK, Chadda RK. Relapse during opioid use disorder treatment: A pilot study to understand the reasons for opioid use during treatment. Ind Psychiatry J 2023; 32:361-368. [PMID: 38161454 PMCID: PMC10756605 DOI: 10.4103/ipj.ipj_87_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 02/17/2023] [Accepted: 03/23/2023] [Indexed: 01/03/2024] Open
Abstract
Background Opioid use is a cause of concern in many parts of the world. About 2.1% Indians use opioids. Opioids are also the most common drugs used by injection drug users in India. Despite various treatment strategies used to manage opioid use disorders (OUDs), relapse is common. A good treatment program would make efforts to address lapses and prevent relapse. Hence, there is a need to understand the factors associated with relapse in OUD. Method One hundred and twenty patients completed a baseline assessment that included socio-demographic details and the Maudsley Addiction Profile (MAP). They were followed up for three months and assessed using telephonic interview for opioid use. All those who relapsed were assessed using the Reasons for Relapse Questionnaire (RRQ). The patients who relapsed were compared with the patients who were abstinent. Relapse was defined as any use of opioid during follow-up. Results Forty participants relapsed during the 90 days of the study period. Relapsed patients had a greater number of conflict days with family members, used a higher amount of heroin and cannabis at baseline, were less likely to be discharged on buprenorphine, and were more likely to drop out. Participants cited mood and social reasons more often than cue/craving and unwell domains of RRQ. Conclusion Baseline treatment and prospective factors are associated with relapse in OUD. Addressing these factors can help in reducing relapse in OUD patients.
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Affiliation(s)
- Virendra V. Singh
- Department of Psychiatry, Army College of Medical Sciences and Base Hospital, Delhi Cantt, Delhi, India
| | - Anju Dhawan
- National Drug Dependence Treatment Centre, All India Institute of Medical Sciences, New Delhi, India
| | - Siddhartha Sarkar
- National Drug Dependence Treatment Centre, All India Institute of Medical Sciences, New Delhi, India
| | - Ashwani K. Mishra
- National Drug Dependence Treatment Centre, All India Institute of Medical Sciences, New Delhi, India
| | - Rakesh K. Chadda
- National Drug Dependence Treatment Centre, All India Institute of Medical Sciences, New Delhi, India
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Stein MD, Conti MT, Herman DS, Anderson BJ, Bailey GL, Noppen DV, Abrantes AM. Worries About Discontinuing Buprenorphine Treatment: Scale Development and Clinical Correlates. Am J Addict 2019; 28:270-276. [PMID: 30993833 DOI: 10.1111/ajad.12884] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Revised: 02/06/2019] [Accepted: 03/09/2019] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Despite the benefits of maintenance buprenorphine treatment for opioid use disorder (OUD), many individuals report an interest in discontinuing the medication, while also expressing worries about tapering. The purpose of this study was to develop a measure of worries about buprenorphine discontinuation ("Off Bupe") and determine the demographic and clinical characteristics associated with these worries. METHODS Between May 2017 and May 2018, we surveyed adults in an outpatient primary care buprenorphine program (n = 138). Reliability and validity of the Off Bupe measure were examined. RESULTS Participants averaged 39 years of age, 54% were male, average duration of buprenorphine was 189 weeks and 85.5% reported eventually wanting to discontinue buprenorphine, although fewer than 10% were actively tapering. We derived two scales, withdrawal symptom worry (10 items, ɑ = 0.94) and relapse worry (7 items, ɑ = 0.88). Worry about symptoms was positively associated with current buprenorphine dose (P = 0.016), physical discomfort avoidance (P < 0.001), and inversely associated with self-efficacy to quit buprenorphine (P < 0.001) and distress tolerance (P < 0.001). Worry about opioid relapse was associated positively with age (P = 0.019), current buprenorphine dose (P = 0.004), physical discomfort avoidance (P < 0.001), and impulsivity (P = 0.002), and inversely associated with self-efficacy to quit buprenorphine (P < 0.001). DISCUSSION AND CONCLUSIONS Psychometric evaluation of the "Off Bupe" scale demonstrated its content and construct validity and internal reliability. SCIENTIFIC SIGNIFICANCE The scale might help individuals with OUD and their providers identify concerns about discontinuing buprenorphine. (Am J Addict 2019;28:270-276).
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Affiliation(s)
- Michael D Stein
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island.,Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts
| | - Micah T Conti
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island
| | - Debra S Herman
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island.,Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Bradley J Anderson
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island
| | - Genie L Bailey
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Stanley Street Treatment and Resources, Inc, Fall River, Massachusetts
| | - Donnell Van Noppen
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island
| | - Ana M Abrantes
- Department of Behavioral Medicine and Addictions Resaerch, Butler Hospital, Providence, Rhode Island.,Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island
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Weinstein ZM, Gryczynski G, Cheng DM, Quinn E, Hui D, Kim HW, Labelle C, Samet JH. Tapering off and returning to buprenorphine maintenance in a primary care Office Based Addiction Treatment (OBAT) program. Drug Alcohol Depend 2018; 189:166-171. [PMID: 29958128 PMCID: PMC6139651 DOI: 10.1016/j.drugalcdep.2018.05.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 04/13/2018] [Accepted: 05/04/2018] [Indexed: 01/01/2023]
Abstract
BACKGROUND Guidelines recommend long-term treatment for opioid use disorder including the use of buprenorphine; however, many patients desire to eventually taper off. This study examines the prevalence and patient characteristics of patients that voluntarily taper off buprenorphine. METHODS This is a 12-year retrospective cohort study of adults on buprenorphine in a large urban safety-net primary care practice. The primary outcome was completion of a voluntary buprenorphine taper, which was further characterized as a medically supervised or unsupervised taper. The secondary outcome was re-engagement in care after taper. Descriptive statistics and estimated proportions of both taper completion and re-engagement in treatment were calculated using Kaplan-Meier estimates. RESULTS The study sample included 1308 patients with a median follow-up time of 316 days; 48 patients were observed to taper off buprenorphine during the study period, with an estimated proportion of 15% (95%CI: 10%-21%) based on Kaplan Meier analyses. Less than half of the tapers, 45.8% (22/48), were medically supervised. Thirteen of the 48 patients subsequently, re-engaged in buprenorphine treatment (estimated proportion 61%, 95%CI: 27%-96%), based on Kaplan-Meier analyses with median follow-up time of 490 days. DISCUSSION Despite the fact that many patients desire to discontinue buprenorphine, a minority had a documented taper. Among those who tapered, more than half did so unsupervised by the clinic and a majority of those who tapered off returned to buprenorphine treatment within two years. As many patients are unable to successfully taper off buprenorphine, the medical community must work to address any barriers to long-term maintenance.
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Affiliation(s)
- Zoe M Weinstein
- Boston University School of Medicine/Boston Medical Center, Department of Medicine, Section of General Internal Medicine, Clinical Addiction Research and Education (CARE) Unit, 801 Massachusetts Avenue, 2nd Floor, Boston, MA, 02118, United States.
| | | | - Debbie M Cheng
- Boston University School of Public Health, Department of Biostatistics, 801 Massachusetts Avenue, 3rd Floor, Boston, MA, 02118, United States
| | - Emily Quinn
- Boston University School of Public Health, Biostatistics and Epidemiology Data Analytics Center, 85 East Newton St, M921, Boston, MA, 02118, United States
| | - David Hui
- Boston University School of Medicine, 72 East Concord St., Boston, MA, 02118, United States
| | - Hyunjoong W Kim
- Boston University School of Medicine, 72 East Concord St., Boston, MA, 02118, United States
| | - Colleen Labelle
- Boston University School of Medicine/Boston Medical Center, Department of Medicine, Section of General Internal Medicine, Clinical Addiction Research and Education (CARE) Unit, 801 Massachusetts Avenue, 2nd Floor, Boston, MA, 02118, United States
| | - Jeffrey H Samet
- Boston University School of Medicine/Boston Medical Center, Department of Medicine, Section of General Internal Medicine, Clinical Addiction Research and Education (CARE) Unit, 801 Massachusetts Avenue, 2nd Floor, Boston, MA, 02118, United States; Boston University School of Public Health, Department of Community Health Sciences, 801 Massachusetts Avenue, 2nd Floor, Boston, MA, 02118, United States
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Predictors of Relapse after Inpatient Opioid Detoxification during 1-Year Follow-Up. JOURNAL OF ADDICTION 2016; 2016:7620860. [PMID: 27722007 PMCID: PMC5046044 DOI: 10.1155/2016/7620860] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/07/2016] [Revised: 07/31/2016] [Accepted: 08/24/2016] [Indexed: 11/25/2022]
Abstract
Introduction. Relapse rate after opioid detoxification is very high. We studied the possibility that predetoxification patient characteristics might predict relapse at follow-up and thus conducted this 1-year follow-up study to assess the predictors of relapse after inpatient opioid detoxification. Materials and Methods. We conducted this study in our tertiary care institute in India over two-year time period (1 Jan 2014 to 31 Dec 2015). Out of 581 patients admitted, 466 patients were considered for study. Results and Discussion. No significant difference was found between relapsed and nonrelapsed patients regarding sociodemographic profile; however substance abuse pattern and forensic history showed significant differences. Relapsed patients abused greater amount and used injections more commonly, as compared to nonrelapsed group. Longer duration of abuse was also a significant risk factor. Patients with past attempt of opioid detoxification and family history (parental or first degree) of alcohol abuse had decreased possibility of maintaining remission during 1-year follow-up. Relapsed patients were found to abuse their spouse or parents. Conclusion. Our study compared profiles of relapsed and nonrelapsed patients after inpatient detoxification and concluded predictors of relapse during 1-year follow-up period. Early identification of predictors of relapse and hence high risk patients might be helpful in designing more effective and focused treatment plan.
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Stoltman JJ, Woodcock EA, Lister JJ, Lundahl LH, Greenwald MK. Heroin delay discounting: Modulation by pharmacological state, drug-use impulsivity, and intelligence. Exp Clin Psychopharmacol 2015; 23:455-63. [PMID: 26595426 PMCID: PMC4661782 DOI: 10.1037/pha0000054] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Delay discounting (DD) refers to how rapidly an individual devalues goods based on delays to receipt. DD usually is considered a trait variable but can be state dependent, yet few studies have assessed commodity valuation at short, naturalistically relevant time intervals that might enable state-dependent analysis. This study aimed to determine whether drug-use impulsivity and intelligence influence heroin DD at short (ecologically relevant) delays during two pharmacological states (heroin satiation and withdrawal). Out-of-treatment, intensive heroin users (n = 170; 53.5% African American; 66.7% male) provided complete DD data during imagined heroin satiation and withdrawal. Delays were 3, 6, 12, 24, 48, 72, and 96 hours; maximum delayed heroin amount was thirty $10 bags. Indifference points were used to calculate area under the curve (AUC). We also assessed drug-use impulsivity (subscales from the Impulsive Relapse Questionnaire [IRQ]) and estimated intelligence (Shipley IQ) as predictors of DD. Heroin discounting was greater (smaller AUC) during withdrawal than satiation. In regression analyses, lower intelligence and IRQ Capacity for Delay as well as higher IRQ Speed (to return to drug use) predicted greater heroin discounting in the satiation condition. Lower intelligence and higher IRQ Speed predicted greater discounting in the withdrawal condition. Sex, race, substance use variables, and other IRQ subscales were not significantly related to the withdrawal or satiation DD behavior. In summary, heroin discounting was temporally rapid, pharmacologically state dependent, and predicted by drug-use impulsivity and estimated intelligence. These findings highlight a novel and sensitive measure of acute DD that is easy to administer.
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Affiliation(s)
- Jonathan J.K. Stoltman
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Eric A. Woodcock
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Jamey J. Lister
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Leslie H. Lundahl
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Mark K. Greenwald
- Department of Psychiatry and Behavioral Neurosciences, School of Medicine, Wayne State University, Detroit, MI 48201, USA,Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Detroit, MI 48201, USA,Corresponding author at: Department of Psychiatry and Behavioral Neurosciences, Tolan Park Medical Building, Suite 2A, 3901 Chrysler Service Drive, Detroit, MI 48201, USA. Tel.: +1 313 993 3965; fax: +1 313 993 1372.
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