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Amlung M, Marsden E, Hargreaves T, Sweet LH, Murphy JG, MacKillop J. Neural correlates of increased alcohol demand following alcohol cue exposure in adult heavy drinkers. Psychiatry Res Neuroimaging 2024; 340:111809. [PMID: 38547596 DOI: 10.1016/j.pscychresns.2024.111809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 02/20/2024] [Accepted: 03/11/2024] [Indexed: 04/13/2024]
Abstract
Alcohol use disorder is associated with overvaluation of alcohol relative to other rewards, in part due to dynamic increases in value in response to alcohol-related cues. In a neuroeconomic framework, alcohol cues increase behavioral economic demand for alcohol, but the neural correlates these cue effects are unknown. This functional magnetic resonance imaging study combined a neuroeconomic alcohol purchase task with an alcohol cue exposure in 72 heavy drinkers with established sensitivity to alcohol cues (51 % female; mean age=33.74). Participants reported how many drinks they would consume from $0-$80/drink following exposure to neutral and alcohol images in a fixed order. Participants purchased significantly more drinks in the alcohol compared to the neutral condition, which was also evident for demand indices (i.e., intensity, breakpoint, Omax, elasticity; ps<0.001; ds=0.46-0.92). Alcohol purchase decisions were associated with activation in rostral middle and medial frontal gyri, anterior insula, posterior parietal cortex, and dorsal striatum, among other regions. Activation was lower across regions in the alcohol relative to neutral cue condition, potentially due to greater automaticity of choices in the presence of alcohol cues or attenuation of responses due to fixed cue order. These results contribute to growing literature using neuroeconomics to understand alcohol misuse and provide a foundation for future research investigating decision-making effects of environmental alcohol triggers.
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Affiliation(s)
- Michael Amlung
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA; Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA.
| | - Emma Marsden
- Peter Boris Centre for Addictions Research, McMaster University, Hamilton, ON, Canada
| | - Tegan Hargreaves
- Peter Boris Centre for Addictions Research, McMaster University, Hamilton, ON, Canada
| | - Lawrence H Sweet
- Department of Psychology, University of Memphis, Memphis, TN, USA
| | - James G Murphy
- Department of Psychology, University of Georgia, Athens, GA, USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University, Hamilton, ON, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
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Bird BM, Belisario K, Minhas M, Acuff SF, Ferro MA, Amlung MT, Murphy JG, MacKillop J. Longitudinal examination of alcohol demand and alcohol-related reinforcement as predictors of heavy drinking and adverse alcohol consequences in emerging adults. Addiction 2024; 119:1090-1099. [PMID: 38374803 DOI: 10.1111/add.16443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 12/20/2023] [Indexed: 02/21/2024]
Abstract
BACKGROUND AND AIMS Behavioral economic theory predicts that high alcohol demand and high proportionate alcohol-related reinforcement are important determinants of risky alcohol use in emerging adults, but the majority of research to date has been cross-sectional in nature. The present study investigated prospective and dynamic relationships between alcohol demand and proportionate alcohol-related reinforcement in relation to heavy drinking days and alcohol problems. DESIGN Longitudinal cohort with assessments every 4 months for 20 months. SETTING Ontario, Canada. PARTICIPANTS Emerging adults reporting regular heavy episodic drinking (n = 636, Mage = 21.44; 55.8% female). MEASUREMENTS Heavy drinking days (HDD; Daily Drinking Questionnaire), alcohol problems (Brief Young Adult Alcohol Consequences Questionnaire), alcohol demand (Alcohol Purchase Task) and proportionate alcohol-related reinforcement (Activity Level Questionnaire). FINDINGS Linear mixed effects models revealed that behavioral economic indicators and alcohol-related outcomes significantly decreased over the study, consistent with 'aging out' of risky alcohol use. Random intercept cross-lagged panel models revealed significant between-person relationships, such that higher alcohol demand and alcohol-related reinforcement were positively associated with HDD and alcohol problems (random intercepts = 0.187-0.534, Ps < 0.01). Moreover, alcohol demand indicators (particularly the rate of change in elasticity of the demand curve, as measured by α, and the maximum expenditure, Omax) and proportionate alcohol-related reinforcement significantly forecasted changes in HDD at all time points (|βs| = 0.063-0.103, Ps < 0.05) in cross-lagged relationships, with bidirectional associations noted for the rate of change in elasticity (βs = -0.085 to -0.104, Ps < 0.01). Proportionate alcohol-related reinforcement also significantly forecasted changes in alcohol problems at all time points (βs = 0.072-0.112, Ps < 0.01). CONCLUSIONS Multiple behavioral economic indicators (demand elasticity, maximum expenditure and reinforcement ratio) forecast changes in heavy episodic drinking and alcohol problems over the course of emerging adulthood. These results further implicate alcohol demand and proportionate alcohol-related reinforcement as etiologically and developmentally important mechanisms in alcohol use trajectories.
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Affiliation(s)
- Brian M Bird
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Meenu Minhas
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Samuel F Acuff
- Department of Psychology, University of Memphis, Memphis, Tennessee, USA
| | - Mark A Ferro
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada
| | - Michael T Amlung
- Cofrin Logan Center for Addiction Research and Treatment, Department of Applied Behavioral Science, University of Kansas, Lawrence, Kansas, USA
| | - James G Murphy
- Department of Psychology, University of Memphis, Memphis, Tennessee, USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
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Turner O, Punia K, Pizzagalli DA, MacKillop J, Balodis IM. Reward learning capacity in a community sample of individuals who use cannabis. Exp Clin Psychopharmacol 2024; 32:285-294. [PMID: 38127521 DOI: 10.1037/pha0000701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
Cannabis use has been linked to deficient reward processing; however, little is known about its relation to the specific construct of reward learning, in which behavior is modified through associating novel stimuli with a positive outcome. The probabilistic reward task was used to objectively evaluate reward learning in 38 individuals who use recreational cannabis and 34 control comparison participants from the community. Reward learning was evidenced by the development of a response bias, which indicates the propensity to modulate behavior as a function of prior reinforcement. Both cannabis and control groups demonstrated reward learning, with no group differences in response bias development. Among cannabis participants, trending significant relationships between greater chronicity, r(36) = -.30, p = .077, self-reported potency, r(19) = -.33, p = .052, and poorer reward learning were found. Nonsignificant relationships were found between reward learning and frequency, age of initiation, weekly quantity or Cannabis Use Disorder Identification Test-Revised (CUDIT-R) scores (all p > .05). The ability to form noncannabis reward associations is promising for the success of therapeutic interventions for problematic cannabis use; however, indications of severity of use in relation to poorer reward learning suggests a need for a better pharmacological and pharmacokinetic understanding of cannabis. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
- Olivia Turner
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton
| | - Kiran Punia
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton
| | | | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton
| | - Iris M Balodis
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton
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Di Passa AM, Prokop-Millar S, Yaya H, Dabir M, McIntyre-Wood C, Fein A, MacKillop E, MacKillop J, Duarte D. Clinical efficacy of deep transcranial magnetic stimulation (dTMS) in psychiatric and cognitive disorders: A systematic review. J Psychiatr Res 2024; 175:287-315. [PMID: 38759496 DOI: 10.1016/j.jpsychires.2024.05.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 04/23/2024] [Accepted: 05/02/2024] [Indexed: 05/19/2024]
Abstract
Deep transcranial magnetic stimulation (dTMS) has gained attention as an enhanced form of traditional TMS, targeting broader and deeper regions of the brain. However, a fulsome synthesis of dTMS efficacy across psychiatric and cognitive disorders using sham-controlled trials is lacking. We systematically reviewed 28 clinical trials comparing active dTMS to a sham/controlled condition to characterize dTMS efficacy across diverse psychiatric and cognitive disorders. A comprehensive search of APA PsycINFO, Cochrane, Embase, Medline, and PubMed databases was conducted. Predominant evidence supports dTMS efficacy in patients with obsessive-compulsive disorder (OCD; n = 2), substance use disorders (SUDs; n = 8), and in those experiencing depressive episodes with major depressive disorder (MDD) or bipolar disorder (BD; n = 6). However, the clinical efficacy of dTMS in psychiatric disorders characterized by hyperactivity or hyperarousal (i.e., attention-deficit/hyperactivity disorder, posttraumatic stress disorder, and schizophrenia) was heterogeneous. Common side effects included headaches and pain/discomfort, with rare but serious adverse events such as seizures and suicidal ideation/attempts. Risk of bias ratings indicated a collectively low risk according to the Grading of Recommendations, Assessment, Development, and Evaluations checklist (Meader et al., 2014). Literature suggests promise for dTMS as a beneficial alternative or add-on treatment for patients who do not respond well to traditional treatment, particularly for depressive episodes, OCD, and SUDs. Mixed evidence and limited clinical trials for other psychiatric and cognitive disorders suggest more extensive research is warranted. Future research should examine the durability of dTMS interventions and identify moderators of clinical efficacy.
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Affiliation(s)
- Anne-Marie Di Passa
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Shelby Prokop-Millar
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Horodjei Yaya
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Melissa Dabir
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
| | - Carly McIntyre-Wood
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada; Michael G DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, ON, Canada
| | - Allan Fein
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada; Michael G DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, ON, Canada
| | - Emily MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - James MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada; Michael G DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, ON, Canada
| | - Dante Duarte
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada; Seniors Mental Health Program, Department of Psychiatry and Neurosciences, McMaster University, Hamilton, ON, Canada.
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Sabbineni M, Scott W, Punia K, Manuja K, Singh A, Campbell K, MacKillop J, Balodis I. SAEM GRACE: Dopamine antagonists and topical capsaicin for cannabis hyperemesis syndrome in the emergency department: A systematic review of direct evidence. Acad Emerg Med 2024; 31:493-503. [PMID: 37391387 DOI: 10.1111/acem.14770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 05/31/2023] [Accepted: 06/16/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUND Adults with cannabis hyperemesis syndrome (CHS) are increasingly presenting to the emergency department (ED), and this systematic review will evaluate the direct evidence on the effectiveness of capsaicin and dopamine antagonists in its clinical management. METHODS A bibliographic search was conducted to address the following population-intervention-control-outcome (PICO) question: (P) adults >18 years old with a diagnosis of acute CHS presenting to the ED; (I) dopamine antagonists (e.g., haloperidol, droperidol) and topical capsaicin; (C) usual care or no active comparator; and (O) symptoms improvement/resolution in ED, ED length of stay, admission rate, ED recidivism, need for rescue medication, and adverse events. This systematic review was conducted in accordance with PRISMA reporting recommendations. RESULTS From 53 potentially relevant articles, seven articles were included: five observational studies and two randomized controlled trials, including a total of 492 patients. Five of these studies evaluated the efficacy of capsaicin cream (n = 386), and two examined dopamine antagonists (haloperidol, droperidol; n = 106). There was mixed evidence for the efficacy of capsaicin for reducing nausea and emesis. Both studies evaluating dopamine antagonists detected clinical benefit to usual care or no active comparator. CONCLUSIONS There is limited direct evidence on the efficacy of dopamine antagonists or capsaicin for treating CHS in the ED. Current evidence is mixed for capsaicin and potentially beneficial for dopamine antagonists. Because of the small number of studies, small number of participants, lack of standardization of treatment administration, and risk of bias of the included studies, methodologically rigorous trials on both types of intervention are needed to directly inform ED management of CHS.
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Affiliation(s)
- Monica Sabbineni
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - William Scott
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Kiran Punia
- Department of Psychology, Neuroscience, and Behaviour, McMaster University, Hamilton, Ontario, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - Kriti Manuja
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - Angad Singh
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research (CMCR), McMaster University, Hamilton, Ontario, Canada
| | - Iris Balodis
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research (CMCR), McMaster University, Hamilton, Ontario, Canada
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Punia K, Scott W, Manuja K, Sabbineni M, Campbell K, Balodis IM, MacKillop J. SAEM GRACE: Anti-craving medications for alcohol use disorder treatment in the emergency department: A systematic review of direct evidence. Acad Emerg Med 2024; 31:504-514. [PMID: 37735346 DOI: 10.1111/acem.14806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 08/11/2023] [Accepted: 08/14/2023] [Indexed: 09/23/2023]
Abstract
OBJECTIVES Alcohol-related concerns commonly present to the emergency department (ED), with a subset of individuals experiencing the symptoms of an alcohol use disorder (AUD). As such, examining the efficacy of pharmacological anti-craving treatment for AUD in the ED is of increasing interest. The objective of this systematic review was to evaluate the direct evidence assessing the efficacy of providing anti-craving medications for AUD treatment in the ED. METHODS A systematic search was conducted according to the patient-intervention-control-outcome question: (P) adults (≥18 years old) presenting to the ED with an AUD (including suspected AUD); (I) anti-craving medications (i.e., naltrexone, acamprosate, gabapentin); (C) no prescription or placebo; (O) reduction of repeat ED visits, engagement in addiction services, reductions in heavy drinking days, reductions in any drinking and amount consumed (or abstinence), and in relapse. Two reviewers independently assessed articles for inclusion and conducted risk of bias assessments for included studies. RESULTS From 143 potentially relevant articles, 6 met inclusion criteria: 3 clinical trials, and 3 case studies. The clinical trials identified evaluated oral versus extended-release naltrexone, monthly extended-release naltrexone injections, and disulfiram. Both oral and extended-release naltrexone resulted in decreased alcohol consumption. Monthly extended-release naltrexone injections resulted in significant improvements in drinking and quality of life. Although out of scope, the disulfiram studies identified did not result in an improvement in drinking in comparison to no medication. CONCLUSIONS Overall, there are few studies directly examining the efficacy of anti-craving medications for AUD in the ED, although the limited evidence that exists is supportive of naltrexone pharmacotherapy, particularly extended-release injection formulation. Additional randomized controlled trials are necessary for substantive direct evidence on anti-craving medication initiation in the ED.
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Affiliation(s)
- Kiran Punia
- Department of Psychology, Neuroscience, and Behaviour, McMaster University, Hamilton, Ontario, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare, Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - William Scott
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Kriti Manuja
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare, Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - Monica Sabbineni
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - Iris M Balodis
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare, Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare, Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
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Punia K, Scott W, Manuja K, Campbell K, Balodis IM, MacKillop J. SAEM GRACE: Phenobarbital for alcohol withdrawal management in the emergency department: A systematic review of direct evidence. Acad Emerg Med 2024; 31:481-492. [PMID: 37589203 DOI: 10.1111/acem.14788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 06/19/2023] [Accepted: 07/02/2023] [Indexed: 08/18/2023]
Abstract
OBJECTIVES Alcohol withdrawal syndrome (AWS) is a commonly presenting condition in the emergency department (ED) and can have severe complications, including mortality. Benzodiazepines are first-line medications for treating AWS but may be unavailable or insufficient. This systematic review evaluates the direct evidence assessing the utility of phenobarbital for treating AWS in the ED. METHODS A systematic search was conducted and designed according to the patient-intervention-comparator-outcome (PICO) question: (P) adults (≥18 years old) presenting to the ED with alcohol withdrawal; (I) phenobarbital (including adjunctive); (C) benzodiazepines or no intervention; and (O) AWS complications, admission to a monitored setting, control of symptoms, adverse effects, and adjunctive medications. Two reviewers independently assessed articles for inclusion and conducted risk of bias assessments for included studies. RESULTS From 70 potentially relevant articles, seven studies met inclusion criteria: three retrospective cohort studies, two retrospective chart reviews, and two randomized controlled trials (RCTs), one examining phenobarbital monotherapy and one examining adjunctive phenobarbital. Across the retrospective cohort studies, treatment of AWS with phenobarbital resulted in lower odds of a subsequent ED visit. The retrospective chart reviews indicated that phenobarbital was associated with higher discharge rate compared to benzodiazepine-only treatments. For the two RCTs, phenobarbital did not differ significantly from benzodiazepine for most outcomes, although concomitant treatment with phenobarbital was associated with lower benzodiazepine use and intensive care unit admission. The heterogeneous designs and small number of studies prevented quantitative synthesis. CONCLUSIONS Relatively few studies provide direct evidence on the utility of phenobarbital for AWS in the ED, but the evidence that exists generally suggests that it is a reasonable and appropriate approach. Additional RCTs and other methodologically rigorous investigations are needed for more definitive direct evidence.
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Affiliation(s)
- Kiran Punia
- Department of Psychology, Neuroscience, and Behaviour, McMaster University, Ontario, Hamilton, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - William Scott
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Kriti Manuja
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | | | - Iris M Balodis
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research (CMCR), McMaster University, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research (CMCR), McMaster University, Hamilton, Ontario, Canada
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Samokhvalov AV, Levitt E, MacKillop J. Using Measurement-Based Care as a Precision Medicine Strategy for Substance Use Disorders. Curr Psychiatry Rep 2024; 26:215-221. [PMID: 38489141 DOI: 10.1007/s11920-024-01495-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/13/2024] [Indexed: 03/17/2024]
Abstract
PURPOSE OF REVIEW Precision medicine prioritizes characterization of individual patient parameters to optimize care and this review evaluates measurement-based care (MBC) as a strategy for doing so in the treatment of substance use disorders (SUD). Measurement-based care refers to the systematic use of validated assessments to inform diagnosis and treatment planning, with varying frequency of assessments. Despite the seemingly obvious grounds for the use of MBC in treating SUD, systematic implementation to date has been limited. Thus, the goal of this review is to evaluate efforts to date and to stimulate greater consideration of MBC models in addictions programs. RECENT FINDINGS Data from two published randomized controlled trials and findings from pragmatic clinical research highlight the potential utility of MBC in the SUD treatment settings. Despite these findings, the existing literature indicates the high need for larger-scale clinical trials and quality improvement programs. Potential barriers to the implementation of MBC for SUD are outlined at the patient, provider, organization, and system levels, as well as the challenges associated with the use of MBC programs for clinical research. Critical thinking considerations and risk mitigation strategies are offered toward advancing MBC for SUD beyond the current nascent state. Collectively, the existing data confirm that MBC is a suitable and promising strategy for applying a precision medicine approach in SUD treatment, warranting further implementation efforts and scientific inquiry.
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Affiliation(s)
- Andriy V Samokhvalov
- Homewood Research Institute, Guelph, ON, Canada.
- Homewood Health Centre, Guelph, ON, Canada.
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada.
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.
- Centre for Addiction and Mental Health, Toronto, ON, Canada.
| | - Emily Levitt
- Homewood Research Institute, Guelph, ON, Canada
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, ON, Canada
| | - James MacKillop
- Homewood Research Institute, Guelph, ON, Canada
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, ON, Canada
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Cox J, Hamilton L, Thabane L, Foster G, MacKillop J, Xie F, Ciaccia A, Choudhri S, Nemis-White J, Parkash R. Computerized clinical decision support to improve stroke prevention therapy in primary care management of atrial fibrillation: a cluster randomized trial. Am Heart J 2024; 273:102-110. [PMID: 38685464 DOI: 10.1016/j.ahj.2024.04.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 04/24/2024] [Accepted: 04/24/2024] [Indexed: 05/02/2024]
Abstract
BACKGROUND Despite guidelines supporting antithrombotic therapy use in atrial fibrillation (AF), under-prescribing persists. We assessed whether computerized clinical decision support (CDS) would enable guideline-based antithrombotic therapy for AF patients in primary care. METHODS This cluster randomized trial of CDS versus usual care (UC) recruited participants from primary care practices across Nova Scotia, following them for 12 months. The CDS tool calculated bleeding and stroke risk scores and provided recommendations for using oral anticoagulants (OAC) per Canadian guidelines. RESULTS From June 14, 2014 to December 15, 2016, 203 primary care providers (99 UC, 104 CDS) with access to high-speed Internet were recruited, enrolling 1,145 eligible patients (543 UC, 590 CDS) assigned to the same treatment arm as their provider. Patient mean age was 72.3 years; most were male (350, 64.5% UC, 351, 59.5% CDS) and from a rural area (298, 54.9% UC, 315, 53.4% CDS). At baseline, a higher than anticipated proportion of patients were receiving guideline-based OAC therapy (373, 68.7% UC, 442, 74.9% CDS; relative risk [RR] 0.97 (95% confidence interval [CI], 0.87-1.07; P = .511)). At 12 months, prescription data were available for 538 usual care and 570 CDS patients, and significantly more CDS patients were managed according to guidelines (415, 77.1% UC, 479, 84.0% CDS; RR 1.08 (95% CI, 1.01-1.15; P = .024)). CONCLUSION Notwithstanding high baseline rates, primary care provider access to the CDS over 12 months further optimized the prescribing of OAC therapy per national guidelines to AF patients potentially eligible to receive it. This suggests that CDS can be effective in improving clinical process of care. TRIAL REGISTRATION Clinical Trials NCT01927367. https://clinicaltrials.gov/ct2/show/NCT01927367?term=NCT01927367&draw=2&rank=1.
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Affiliation(s)
- Jafna Cox
- Division of Cardiology, Department of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada; Department of Community Health and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada.
| | - Laura Hamilton
- QEII Health Sciences Centre, Nova Scotia Health Authority, Halifax, Nova Scotia
| | - Lehana Thabane
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario Canada; Departments of Anesthesia/Pediatrics, McMaster University, Hamilton, Ontario Canada; Biostatistics Unit, Centre for Evaluation of Medicine, McMaster University, Hamilton, Ontario Canada; Population Health Research Institute (PHRI), Hamilton Health Sciences, McMaster University, Hamilton, Ontario Canada; Department of Health Research Methods, Evidence, and Impact; McMaster University, Hamilton, Ontario Canada
| | - Gary Foster
- Department of Health Research Methods, Evidence, and Impact; McMaster University, Hamilton, Ontario Canada; Biostatistics Unit, St. Joseph's Healthcare, Hamilton, Ontario, Canada
| | | | - Feng Xie
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario Canada; Centre for Health Economics and Policy Analysis, McMaster University
| | - Antonio Ciaccia
- Medical Affairs - Cardiovascular Medicine, Bayer Inc, Mississauga, Ontario, Canada
| | - Shurjeel Choudhri
- Medical and Scientific Affairs, Bayer Inc, Mississauga, Ontario, Canada
| | | | - Ratika Parkash
- Division of Cardiology, Department of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada
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10
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Laliberte MM, Belisario K, Lucibello KM, Potechin MB, Potter S, Brassard S, Punia K, MacKillop J, Balodis I. Changing cannabis legislation in Canada and a longitudinal look at "regular" cannabis use in patients with eating disorders. Psychiatry Res 2024; 337:115933. [PMID: 38759416 DOI: 10.1016/j.psychres.2024.115933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 04/25/2024] [Accepted: 04/26/2024] [Indexed: 05/19/2024]
Abstract
Regular cannabis use (CU), defined as "weekly or more often", is associated with a number of negative mental health outcomes. In the last decade, Canada legalized first medical and then recreational CU. Despite higher prevalence in mental health populations, little research has documented changes in frequency of CU with progressive legalization of cannabis. This study examined rates of CU in a sample of 843 treatment-seeking patients with eating disorders (ED) in an outpatient setting between 2004 and 2020. Across ED diagnoses, segmented regression indicated a significant break-point in regular CU in 2014, commensurate with the relaxation of medical cannabis laws. Regular CU increased from 4.9 % to 23.7 % from 2014 to 2020; well above the stable 6 % found in the general population. No significant break-point was observed in either alcohol or illicit substance use over the same time period. Significant increases in regular CU were found in patients with anorexia nervosa and binge eating disorder, while regular use remained stable in patients with bulimia nervosa. Comorbid psychiatric diagnoses did not increase odds of regular CU. Findings suggest certain patient groups with mental illness may be at risk of engaging in high frequency use in the context of legislation implying medical benefits of cannabis.
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Affiliation(s)
- Michele M Laliberte
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Eating Disorders Clinic, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology, Neuroscience, & Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Kristen M Lucibello
- Department of Health Sciences, Brock University, St. Catharines, Ontario, Canada
| | | | - Sarah Potter
- Eating Disorders Clinic, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology, Neuroscience, & Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - Sarah Brassard
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Kiran Punia
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology, Neuroscience, & Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, Hamilton, Ontario, Canada
| | - Iris Balodis
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, Hamilton, Ontario, Canada.
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11
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Levitt EE, Singh D, Clifton A, Stout R, Sweet L, Kelly JF, MacKillop J. Diagnostic discrimination of social network indicators in alcohol use disorder: Initial examination using high-resolution and brief assessments. Psychol Addict Behav 2024:2024-75759-001. [PMID: 38635199 DOI: 10.1037/adb0001006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/19/2024]
Abstract
OBJECTIVE Social network analysis (SNA) characterizes the structure and composition of a person's social relationships. Network features have been associated with alcohol consumption in observational studies, primarily of university undergraduates. No studies have investigated whether indicators from a person's social network can accurately identify the presence of alcohol use disorder (AUD), offering an indirect strategy for identifying AUD. METHOD Two cross-sectional case-control designs examined the clinical utility of social network indicators for identifying individuals with AUD (cases) versus demographically matched drinkers without AUD (controls). Study 1 (N = 174) used high-resolution egocentric SNA assessment, whereas Study 2 (N = 189) used a brief assessment. RESULTS In Study 1, significant differences between AUD+ participants and controls were present for network alcohol severity (i.e., heavy drinking days; d = 1.23) and frequency (d = 0.35), but not network structural features. Network alcohol severity exhibited very good classification of AUD+ individuals versus controls (area under the curve [AUC] = 0.80), whereas network frequency did not (AUC = 0.61). In Study 2, significant differences were present for network alcohol severity (d = 1.02), quantity (d = 0.74), and frequency (d = 0.43), and severity exhibited good differentiation (AUC = 0.76). CONCLUSIONS Social network indicators of alcohol involvement robustly differentiated AUD+ individuals from matched controls, and the brief assessment performed almost as well as the high-resolution assessment. These findings provide proof-of-concept for severity-related SNA indicators as promising novel clinical assessments for AUD. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
- Emily E Levitt
- Peter Boris Centre for Addiction Research, St Joseph's Healthcare Hamilton
| | - Desmond Singh
- Peter Boris Centre for Addiction Research, St Joseph's Healthcare Hamilton
| | | | | | | | - John F Kelly
- Recovery Research Institute, Massachusetts General Hospital
| | - James MacKillop
- Peter Boris Centre for Addiction Research, St Joseph's Healthcare Hamilton
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12
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Gohari MR, Patte KA, MacKillop J, Waloszek A, Leatherdale ST. An Examination of Bidirectional Associations Between Alcohol Use and Internalizing Symptoms Among Adolescents During the COVID-19 Pandemic. J Adolesc Health 2024; 74:739-746. [PMID: 38085202 DOI: 10.1016/j.jadohealth.2023.10.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 10/13/2023] [Accepted: 10/16/2023] [Indexed: 03/24/2024]
Abstract
PURPOSE This study explores the bidirectional association between internalizing symptoms and alcohol use over three years of the COVID-19 pandemic to examine whether alcohol consumption is associated with higher internalizing symptoms in the next year and vice versa. METHODS We used linked data from a sample of 2,136 secondary school students who participated in three consecutive waves (2019-2020 [T1], 2020-2021 [T2], and 2021-2022 [T3]) of the Cannabis use, Obesity, Mental health, Physical activity, Alcohol use, Smoking, and Sedentary behaviour study during the pandemic. A random-intercept cross-lagged panel model was used to characterize reciprocal linear relations between internalizing symptoms and alcohol use. RESULTS The findings suggest that students who reported higher levels of alcohol use at T1 experienced increased levels of depression and anxiety in the subsequent year (T2). However, this association was not observed from T2 to T3. Throughout the three-year period, depression and anxiety were not associated with later alcohol use. In males, alcohol use at T1 was a predictor of higher internalizing symptoms at T2 but not from T2 to T3. DISCUSSION These results suggest time-sensitive impacts and notable gender differences in the relationship between internalizing symptoms and alcohol use over the pandemic. Given the complexity of impacts, ongoing evaluation of the impact of the pandemic on youth health behaviours is necessary to elucidate these unfolding relationships, especially as the pandemic continues to affect various psychosocial risk factors.
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Affiliation(s)
- Mahmood R Gohari
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada.
| | - Karen A Patte
- Faculty of Applied Health Sciences, Brock University, St. Catharines, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada; Homewood Research Institute, Guelph, Ontario, Canada
| | | | - Scott T Leatherdale
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada
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13
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Halladay J, MacKillop J, Acuff S, Amlung M, Munn C, Georgiades K. Early substance use and the school environment: A multilevel latent class analysis. J Can Acad Child Adolesc Psychiatry 2024; 33:33-56. [PMID: 38449719 PMCID: PMC10914148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 03/08/2024]
Abstract
Background Early substance use is associated with increased risks for mental health and substance use problems which are compounded when using several substances (i.e., polysubstance use). A notable increase in substance use occurs when adolescents transition from elementary to secondary schooling. Objective This study seeks to characterize student and school classes of substance use. Methods A cross-sectional multilevel latent class analysis and regression was conducted on a representative sample of 19,130 grade 6-8 students from 180 elementary schools in Ontario, Canada to: 1) identify distinct classes of student substance use; 2) identify classes of schools based on student classes; and 3) explore correlates of these classes, including mental health, school climate, belonging, safety, and extracurricular participation. Results Two student and two school classes were identified. 4.1% of students were assigned to the high probability of early polysubstance use class while the remaining 95.9% were in the low probability class. Students experiencing depressive and externalizing symptoms had higher odds of being in the early polysubstance use class (Odds Ratio [OR]s=1.1-1.25). At the school level, 19% of schools had higher proportions of students endorsing polysubstance use. Perceptions of positive school climate, belonging, and safety increased the odds of students being in the low probability of early polysubstance use student-level class (ORs=0.85-0.93) and lower probability of early polysubstance use school-level class. Associations related to extracurricular participation were largely not statistically significant. Conclusions Student and school substance use classes may serve as targets for tailored prevention and early interventions. Results support examining school-based interventions targeting school climate, belonging, and safety.
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Affiliation(s)
- Jillian Halladay
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Camperdown NSW, Australia
- Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, Ontario
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, Ontario
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario
| | - Samuel Acuff
- Recovery Research Institute, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, United States
| | - Michael Amlung
- Cofrin Logan Center for Addiction Research and Treatment, The University of Kansas, Lawrence, Kansas, United States
| | - Catharine Munn
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario
| | - Katholiki Georgiades
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario
- Offord Centre for Child Studies, McMaster University, Ron Joyce Children's Health Centre, Hamilton, Ontario
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14
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Halladay J, Georgiades K, MacKillop J, Lipman E, Pires P, Duncan L. Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis. Eur Child Adolesc Psychiatry 2024; 33:739-747. [PMID: 36947251 PMCID: PMC10031175 DOI: 10.1007/s00787-023-02188-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 03/08/2023] [Indexed: 03/23/2023]
Abstract
Though mental health and substance use concerns often co-occur, few studies have characterized patterns of co-occurrence among adolescents in clinical settings. The current investigation identifies and characterizes these patterns among adolescents presenting to an outpatient mental health service in Ontario, Canada. Data come from cross-sectional standardized patient intake assessments from 916 adolescents attending an outpatient mental health program (January 2019-March 2021). Latent profile analysis identified patterns of substance use (alcohol, cannabis, (e-) cigarettes) and emotional and behavioral disorder symptoms. Sociodemographic and clinical correlates of these patterns were examined using multinomial regression. Three profiles were identified including: 1) low substance use and lower frequency and/or severity (relative to other patients in the sample) emotional and behavioral disorder symptoms (26.2%), 2) low substance use with higher emotional and behavioral disorder symptoms (48.2%), and 3) high in both (25.6%). Profiles differed in sociodemographic and clinical indicators related to age, gender, trauma, harm to self, harm to others, and service use. Experiences of trauma, suicide attempts, and thoughts of hurting others increased the odds of adolescents being in the profile high in both substance use and symptoms compared to other profiles. These findings further document the high rates of substance use in adolescents in mental health treatment and the profiles generally map onto three out of four quadrants in the adapted four-quadrant model of concurrent disorders, indicating the importance of assessing and addressing substance use in these settings.
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Affiliation(s)
- Jillian Halladay
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Australia Level 6, Jane Foss Russell Building, G02, Camperdown, NSW, 2006, Australia.
- The Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, 100 West 5Th St, Hamilton, ON, L8N 3K7, Canada.
| | - Katholiki Georgiades
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4S4, Canada
- Offord Centre for Child Studies, McMaster University, Hamilton, Canada
| | - James MacKillop
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4S4, Canada
- The Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, 100 West 5Th St, Hamilton, ON, L8N 3K7, Canada
| | - Ellen Lipman
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4S4, Canada
- Offord Centre for Child Studies, McMaster University, Hamilton, Canada
| | - Paulo Pires
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4S4, Canada
- Offord Centre for Child Studies, McMaster University, Hamilton, Canada
| | - Laura Duncan
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4S4, Canada
- Offord Centre for Child Studies, McMaster University, Hamilton, Canada
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15
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Halladay J, Rahman L, Luvisa M, Mawson M, Massey M, Burns J, Kennedy M, King K, Douglas-Micallef K, Carter A, Stead V, McCarron C, Khoshroo S, MacKillop E, Raymond H, Younger L, Punia K, Venantius M, Mathew M, MacKillop J. Measuring and understanding "quality of life" among emerging adults in a substance use program. Psychol Addict Behav 2024; 38:65-78. [PMID: 37199962 DOI: 10.1037/adb0000926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
OBJECTIVE This work focuses on understanding quality of life and evaluating a brief quality of life measure in an outpatient emerging adult (17-25 years of age) substance use program. METHOD Mixed methods were used including: (a) psychometric evaluation of the adapted MyLifeTracker (MLT) based on assessments completed four times throughout treatment (n = 100) and (b) qualitative interviews with 12 emerging adults in the program. The study was codesigned, cofacilitated, and cointerpreted with emerging adults with lived experience. RESULTS At intake, emerging adults reported quality of life scores of 3.7/10 on average and significantly improved (change M = 2.1 points, d = 0.86, p < .001) at the ∼12-week follow-up demonstrating program effects and sensitivity to change. Factor analysis suggested unidimensionality of the measure and internal consistency was high (ω = 0.81). MLT scores correlated in expected directions with other measures of quality of life, functioning, and mental health symptoms and demonstrated incremental validity in explaining variability in these measures over and above World Health Organization quality of life items. Emerging adults thought the five items (i.e., general well-being, day-to-day activities, relationships with friends, relationships with family, coping) generally captured the most important aspects of quality of life to them and had positive impressions regarding the use of this measure for measurement-based care. Other important aspects of quality of life included feeling a sense of meaning, purpose, motivation, and independence. CONCLUSION Overall, the MLT demonstrated evidence of psychometric and content validity among emerging adults in substance use treatment. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
| | - Liah Rahman
- Peter Boris Centre for Addictions Research, McMaster University
| | | | | | - Myra Massey
- Peter Boris Centre for Addictions Research, McMaster University
| | - Jacinda Burns
- Peter Boris Centre for Addictions Research, McMaster University
| | - Marina Kennedy
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | - Kyla King
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | | | - A Carter
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | - Victoria Stead
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | | | - Saba Khoshroo
- Peter Boris Centre for Addictions Research, McMaster University
| | - Emily MacKillop
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | - Holly Raymond
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | - Liam Younger
- Peter Boris Centre for Addictions Research, McMaster University
| | - Kiran Punia
- Peter Boris Centre for Addictions Research, McMaster University
| | | | - Mareena Mathew
- Concurrent Disorders Program, St. Joseph's Healthcare Hamilton
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University
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16
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González-Roz A, Belisario K, Secades-Villa R, Muñiz J, MacKillop J. Behavioral economic analysis of legal and illegal cannabis demand in Spanish young adults with hazardous and non-hazardous cannabis use. Addict Behav 2024; 149:107878. [PMID: 37924581 DOI: 10.1016/j.addbeh.2023.107878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 09/26/2023] [Accepted: 10/03/2023] [Indexed: 11/06/2023]
Abstract
BACKGROUND In October 2021, a legal framework that regulates cannabis for recreational purposes in Spain was proposed, but research on its potential impacts on cannabis use is currently limited. This study examined the reliability and discriminant validity of two Marijuana Purchase Tasks (MPTs) for measuring hypothetical legal and illegal cannabis demand, and to examine differences in demand of both commodities in young adults at hazardous vs. non-hazardous cannabis use risk levels. METHODS A total of 171 Spanish young adults [Mage = 19.82 (SD = 1.81)] with past-month cannabis use participated in a cross-sectional study from September to November 2021. Two 27-item MPTs were used to estimate hypothetical demand for legal and illegal cannabis independently. The Cannabis Use Disorder Identification Test (CUDIT-R) was used to assess hazardous cannabis use and test for discriminant validity of the MPTs. Reliability analyses were conducted using Classical Test Theory (Cronbach's alpha) and Item Response Theory (Item Information Functions). RESULTS The MPT was reliable for measuring legal (α = 0.94) and illegal (α = 0.90) cannabis demand. Breakpoint (price at which demand ceases), and Pmax (price associated with maximum expenditure) were the most sensitive indicators to discriminate participants with different levels of the cannabis reinforcing trait. No significant differences between legal and illegal cannabis demand in the whole sample were observed, but hazardous vs. non-hazardous users showed higher legal and illegal demand, and decreased Breakpoint and Pmax if cannabis were legal vs illegal. CONCLUSION The MPT exhibits robust psychometric validity and may be useful to inform on cannabis regulatory science in Spain.
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Affiliation(s)
- Alba González-Roz
- Addictive Behaviors Research Group (GCA), Department of Psychology, University of Oviedo, Oviedo 33003, Spain.
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario L9C 0E3, Canada
| | - Roberto Secades-Villa
- Addictive Behaviors Research Group (GCA), Department of Psychology, University of Oviedo, Oviedo 33003, Spain
| | - José Muñiz
- Faculty of Psychology, University of Nebrija, Madrid 28015, Spain
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario L9C 0E3, Canada
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17
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Martin LJ, Bawor M, Bains S, Burns J, Khoshroo S, Massey M, DeJesus J, Lennox R, Cook-Chaimowitz L, O'Shea T, MacKillop J, Dennis BB. Clinical characteristics and prognostic factors among hospitalized patients with substance use disorders: Findings from a retrospective cohort study of a Canadian inpatient addiction medicine service. J Subst Use Addict Treat 2024; 157:209210. [PMID: 37931685 DOI: 10.1016/j.josat.2023.209210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 05/19/2023] [Accepted: 10/24/2023] [Indexed: 11/08/2023]
Abstract
INTRODUCTION Inpatient addiction medicine services (AMS) were developed in response to the growing needs of hospitalized individuals with substance use disorders (SUDs). AMS aim to enable timely initiation of pharmacologic treatment, build hospital capacity to support patients who use substances, and facilitate transition to community services. As an emerging service being adopted in hospitals across North America, the model of care, populations served, substance use trends, and clinical trajectory has not been widely described. This work aims to characterize patients accessing care through the AMS, establishing predictors for clinical trajectories in hospital including patient-initiated discharge (PID) and hospital re-admission. METHODS Using a retrospective cohort design, we describe all patients seen by the AMS between 2018 and 2022 across four hospitals in Hamilton, Ontario. Patients seen by AMS were hospitalized and qualified for a SUD based on DSM-V criteria. The study used descriptive statistics to describe the cohort, where appropriate adjusted time-to-event survival models were constructed to identify predictors for hospital re-admission. RESULTS Patients seen by the AMS (n = 695) frequently lacked access to primary care (47.0 %) and less than half (44.3 %) were receiving community addiction services on admission. The majority met criteria for opioid use disorder (OUD), with injecting being the primary consumption route (54.8 %). Patients exhibited high acuity, with 34.2 % requiring critical care measures. Provision of OAT substantially increased to 77.9 % of patients (29 % on admission). PID occurred in 17.8 % of patients and was significantly associated with an admitting diagnosis of suicidal ideation, infection, heart failure, and distinct substance use profiles including methamphetamine, fentanyl, and heroin use (p < 0.05). PID conferred a 66 % increased risk for re-admission (Hazard-Ratio: 1.66; 95 % CI: 1.08, 2.54; p = 0.02). CONCLUSION Patients served by AMS primarily include individuals with OUD presenting with the associated medical complications and substantial deficits in the social determinants of health (e.g., high housing insecurity, poverty, and disability). PID occurs among 1 in 5 people and is associated with higher rates of re-admission. By identifying individuals at higher risk of adverse outcomes, these results provide an opportunity to improve outcomes in this high-risk, high-vulnerability population.
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Affiliation(s)
- Leslie J Martin
- Department of Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - Monica Bawor
- Department of Medicine, Imperial College Healthcare NHS Trust, Fulham Palace Road, London, UK, W68RF.
| | - Supriya Bains
- Department of Psychology, Neuroscience, and Behaviour, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - Jacinda Burns
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON L8S4L8, Canada.
| | - Saba Khoshroo
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON L8S4L8, Canada.
| | - Myra Massey
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON L8S4L8, Canada.
| | - Jane DeJesus
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON L8S4L8, Canada.
| | - Robin Lennox
- Department of Family Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - Lauren Cook-Chaimowitz
- Department of Emergency Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - Tim O'Shea
- Department of Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, ON L8S4L8, Canada; Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8S4L8, Canada.
| | - Brittany B Dennis
- Department of Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON L8S4L8, Canada; British Columbia Centre on Substance Use, Vancouver, BC V6Z2A9, Canada.
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18
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Bird BM, Levitt EE, Stewart SH, Wanklyn SG, Meyer EC, Murphy JG, McDevitt-Murphy ME, MacKillop J. Posttraumatic stress and delay discounting: a meta-analytic review. Psychol Med 2024; 54:437-446. [PMID: 37947238 DOI: 10.1017/s0033291723003069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2023]
Abstract
Delay discounting-the extent to which individuals show a preference for smaller immediate rewards over larger delayed rewards-has been proposed as a transdiagnostic neurocognitive process across mental health conditions, but its examination in relation to posttraumatic stress disorder (PTSD) is comparatively recent. To assess the aggregated evidence for elevated delay discounting in relation to posttraumatic stress, we conducted a meta-analysis on existing empirical literature. Bibliographic searches identified 209 candidate articles, of which 13 articles with 14 independent effect sizes were eligible for meta-analysis, reflecting a combined sample size of N = 6897. Individual study designs included case-control (e.g. examination of differences in delay discounting between individuals with and without PTSD) and continuous association studies (e.g. relationship between posttraumatic stress symptom severity and delay discounting). In a combined analysis of all studies, the overall relationship was a small but statistically significant positive association between posttraumatic stress and delay discounting (r = .135, p < .0001). The same relationship was statistically significant for continuous association studies (r = .092, p = .027) and case-control designs (r = .179, p < .001). Evidence of publication bias was minimal. The included studies were limited in that many did not concurrently incorporate other psychiatric conditions in the analyses, leaving the specificity of the relationship to posttraumatic stress less clear. Nonetheless, these findings are broadly consistent with previous meta-analyses of delayed reward discounting in relation to other mental health conditions and provide further evidence for the transdiagnostic utility of this construct.
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Affiliation(s)
- Brian M Bird
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, ON, Canada
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
| | - Emily E Levitt
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, ON, Canada
- Department of Psychology, Neuroscience, & Behaviour, McMaster University, Hamilton, ON, Canada
| | - Sherry H Stewart
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, NS, Canada
| | - Sonya G Wanklyn
- MacDonald Franklin OSI Research Centre, Lawson Health Research Institute, London, ON, Canada
| | - Eric C Meyer
- Department of Counseling and Behavioral Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - James G Murphy
- Department of Psychology, University of Memphis, Memphis, TN, USA
| | | | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, ON, Canada
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
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19
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Deng WQ, Belisario K, Gray JC, Levitt EE, MacKillop J. A high-resolution PheWAS approach to alcohol-related polygenic risk scores reveals mechanistic influences of alcohol reinforcing value and drinking motives. Alcohol Alcohol 2024; 59:agad093. [PMID: 38261344 DOI: 10.1093/alcalc/agad093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 11/08/2023] [Accepted: 12/16/2023] [Indexed: 01/24/2024] Open
Abstract
AIMS This study uses a high-resolution phenome-wide approach to evaluate the motivational mechanisms of polygenic risk scores (PRSs) that have been robustly associated with coarse alcohol phenotypes in large-scale studies. METHODS In a community-based sample of 1534 Europeans, we examined genome-wide PRSs for the Alcohol Use Disorders Identification Test (AUDIT), drinks per week, alcohol use disorder (AUD), problematic alcohol use (PAU), and general addiction, in relation to 42 curated phenotypes. The curated phenotypes were in seven categories: alcohol consumption, alcohol reinforcing value, drinking motives, other addictive behaviors, commonly comorbid psychiatric syndromes, impulsivity, and personality traits. RESULTS The PRS for each alcohol phenotype was validated via its within-sample association with the corresponding phenotype (adjusted R2s = 0.35-1.68%, Ps = 0.012-3.6 × 10-7) with the exception of AUD. All PRSs were positively associated with alcohol reinforcing value and drinking motives, with the strongest effects from AUDIT-consumption (adjusted R2s = 0.45-1.33%, Ps = 0.006-3.6 × 10-5) and drinks per week PRSs (adjusted R2s = 0.52-2.28%, Ps = 0.004-6.6 × 10-9). Furthermore, the PAU and drinks per week PRSs were positively associated with adverse childhood experiences (adjusted R2s = 0.6-0.7%, Ps = 0.0001-4.8 × 10-4). CONCLUSIONS These results implicate alcohol reinforcing value and drinking motives as genetically-influenced mechanisms using PRSs for the first time. The findings also highlight the value of dissecting genetic influence on alcohol involvement through diverse phenotypic risk pathways but also the need for future studies with both phenotypic richness and larger samples.
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Affiliation(s)
- Wei Q Deng
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario L8N 3K7, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario L8N 3K7, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario L8N 3K7, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario L8N 3K7, Canada
| | - Joshua C Gray
- Department of Medical and Clinical Psychology, Uniformed Services University, Bethesda, MD 20814, United States
| | - Emily E Levitt
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario L8N 3K7, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario L8N 3K7, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario L8N 3K7, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario L8N 3K7, Canada
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20
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Britton EM, Taisir R, Cooper A, Remers S, Chorny Y, LaBelle O, Rush B, MacKillop J, Costello MJ. Psychometric Evaluation of an Adapted Short-Form Spirituality Scale in a Sample of Predominantly White Adults in an Inpatient Substance Use Disorder Treatment Program. Assessment 2023:10731911231217478. [PMID: 38160429 DOI: 10.1177/10731911231217478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
Spirituality is an important aspect of treatment and recovery for substance use disorders (SUDs), but ambiguities in measurement can make it difficult to incorporate as part of routine care. We evaluated the psychometric properties of an adapted short-form version of the Spirituality Scale (the Spirituality Scale-Short-Form; SS-SF) for use in SUD treatment settings. Participants were adult patients (N = 1,388; Mage = 41.23 years, SDage = 11.55; 68% male; 86% White) who entered a large, clinically mixed inpatient SUD treatment program. Factor analysis supported the two-dimensional structure, with factors representing Self-Discovery and Transcendent Connection. Tests of measurement invariance demonstrated that the scale was invariant across age and gender subgroups. The SS-SF exhibited convergent and concurrent validity via associations with participation in spiritual activities, hopefulness, life satisfaction, 12-step participation, and depressive symptoms. Finally, scores on the SS-SF were significantly higher at discharge compared to admission, demonstrating short-term sensitivity to change. These findings support use of the SS-SF as a concise, psychometrically sound measure of spirituality in the context of substance use treatment.
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Affiliation(s)
| | - Radia Taisir
- Homewood Research Institute, Guelph, Ontario, Canada
| | - Alysha Cooper
- Homewood Research Institute, Guelph, Ontario, Canada
| | | | - Yelena Chorny
- Homewood Health Centre, Guelph, Ontario, Canada
- McMaster University, Hamilton, Ontario, Canada
| | - Onawa LaBelle
- Homewood Research Institute, Guelph, Ontario, Canada
- University of Windsor, Ontario, Canada
| | - Brian Rush
- Homewood Research Institute, Guelph, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- University of Toronto, Ontario, Canada
| | - James MacKillop
- Homewood Research Institute, Guelph, Ontario, Canada
- McMaster University, Hamilton, Ontario, Canada
- St. Joseph's Healthcare Hamilton, Ontario, Canada
| | - Mary Jean Costello
- Homewood Research Institute, Guelph, Ontario, Canada
- University of Waterloo, Ontario, Canada
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21
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Takgbajouah M, Barnes N, MacKillop J, Murphy JG, Buscemi J. The role of anhedonia in the relationship between adverse childhood experiences (ACEs), alcohol use disorder symptoms, and food addiction symptoms in a sample of emerging adults with histories of heavy drinking. Exp Clin Psychopharmacol 2023:2024-38481-001. [PMID: 38127517 DOI: 10.1037/pha0000703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
Previous research has shown that (ACEs) are associated with negative health outcomes, including depression, problematic alcohol use, and disordered patterns of overeating, including food addiction (FA). Moreover, anhedonia, or an inability to feel pleasure, has been also shown to increase risk for problematic alcohol use, as well as FA. It is possible that anhedonia may be implicated in health risk behaviors as individuals with anhedonia may seek out highly hedonic activities. The purpose of the present study was to explore the direct and indirect relationship between ACEs and alcohol use disorder (AUD) and FA symptoms via anhedonia in a diverse sample of emerging adults with histories of heavy drinking. A cross-sectional, quantitative design was used. The sample was 42.6% male, 45.5% White, and 39.9% Black, and the average age of participants was 22.64 (SD = 1.01). A confirmatory factor analysis was used to specify the model, and structural equation modeling was used to test the hypotheses. The initial measurement model was overidentified and demonstrated acceptable to favorable fit. Standardized results from a bootstrap analysis of the structural regression model showed significant direct effects of ACEs on FA and AUD symptoms. Results also found a significant indirect effect of ACEs on AUD symptoms through anhedonia, though this indirect effect was not significant for FA. Anhedonia could be a key target for the prevention and treatment of problematic alcohol use. Future research should examine the role of anhedonia in the maintenance of FA in nonheavy drinking samples. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
| | | | - James MacKillop
- Peter Boris Centre for Addictions Research, Department of Psychiatry and Behavioural Neurosciences, McMaster University
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22
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Levitt EE, Belisario K, Gillard J, DeJesus J, Gohari MR, Leatherdale ST, Syan SK, Scarfe M, MacKillop J. High-resolution examination of changes in drinking during the COVID-19 pandemic: Nine-wave findings from a longitudinal observational cohort study of community adults. J Psychiatr Res 2023; 168:249-255. [PMID: 37922599 DOI: 10.1016/j.jpsychires.2023.10.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 07/31/2023] [Accepted: 10/14/2023] [Indexed: 11/07/2023]
Abstract
Few multi-wave longitudinal studies have examined changes in drinking across extended periods of the coronavirus 2019 (COVID-19) pandemic. Using multiple indicators over three years, the current study examined: a) overall drinking changes; b) sex, income, age, and pre-COVID drinking level as moderators of changes; and c) the clinical significance of the observed changes. Using a longitudinal observational cohort design with nonclinical adults from the general community (N = 1395), assessments were collected over nine waves, two pre-COVID (April 2019 and October 2019) and seven intra-COVID (April 2020-April 2022). Drinking was measured as percent drinking days, percent heavy drinking days, and the Alcohol Use Disorders Identification Test (AUDIT) score. Clinically significant changes were defined based on the World Health Organization risk levels. All indicators exhibited significant changes from pre-pandemic to intra-pandemic periods, with drinking changes comprising early pandemic increases followed by subsequent decreases and AUDIT scores consistently declining. Pre-pandemic drinking level substantially moderated all changes. Heavier drinkers exhibited larger decreases compared to other drinking groups. In terms of clinically important changes, ∼10% of pre-pandemic abstinent or low-risk drinkers transitioned to medium- or high-risk status during the pandemic. In contrast, 37.1% of medium-risk drinkers and 44.6% of high-risk drinkers exhibited clinically significant decreases during the intra-pandemic period. Collectively, these findings highlight the multifarious impacts of the pandemic on drinking over time, comprising both increases and decreases in drinking behaviour.
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Affiliation(s)
- Emily E Levitt
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Jessica Gillard
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Jane DeJesus
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Mahmood R Gohari
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Scott T Leatherdale
- School of Public Health and Health Systems, University of Waterloo, Waterloo, ON, Canada
| | - Sabrina K Syan
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Molly Scarfe
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada; Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, Canada.
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23
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AminiLari M, Busse JW, Turna J, MacKillop J. Declared Rationale for Cannabis Use Before and After Legalization for Nonmedical Use: A Longitudinal Study of Community Adults in Ontario. Cannabis Cannabinoid Res 2023; 8:1133-1139. [PMID: 35333612 DOI: 10.1089/can.2021.0128] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Objectives: To examine the proportion of individuals using cannabis for medical purposes who reported nonmedical use of cannabis after it became legal to do so. Materials and Methods: We acquired data from the Population Assessment for Tomorrow's Health, the Cannabis Legalization Surveillance Study on a subpopulation of participants residing in Hamilton, Ontario, Canada, who reported using cannabis for medical purposes. Specifically, we acquired data 6 months before, and again 6 months after, legalization of cannabis for nonmedical purposes. We constructed a logistic regression model to explore the association between potential explanatory factors and endorsing exclusively nonmedical use after legalization and reported associations as odds ratios and 95% confidence intervals. Results: Our sample included 254 respondents (mean age 33±13; 61% female), of which 208 (82%) reported both medical and nonmedical use of cannabis (dual motives) before legalization for nonmedical purposes, and 46 (18%) reported cannabis use exclusively for medical purposes. Twenty-five percent (n=63) indicated they had medical authorization to use medical cannabis, of which 37 (59%) also endorsed nonmedical use. After legalization of nonmedical cannabis, ∼1 in 4 previously exclusive cannabis users for medical purposes declared dual use (medical and nonmedical), and ∼1 in 4 previously dual users declared exclusively nonmedical use of cannabis. No individual with medical authorization reported a change to exclusively nonmedical use after legalization. Our adjusted regression analysis found that younger age, male sex, and lacking authorization for cannabis use were associated with declaring exclusively nonmedical use of cannabis after legalization. Anxiety, depression, impaired sleep, pain, and headaches were among the most common complaints for which respondents used cannabis therapeutically. Most respondents reported using cannabis as a substitute for prescription medication at least some of the time, and approximately half reported using cannabis as a substitute for alcohol at least some of the time. Conclusions: In a community sample of Canadian adults reporting use of cannabis for medical purposes, legalization of nonmedical cannabis was associated with a substantial proportion changing to either dual use (using cannabis for both medical and nonmedical purposes) or exclusively nonmedical use. Younger men without medical authorization for cannabis use were more likely to declare exclusively nonmedical use after legalization.
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Affiliation(s)
- Mahmood AminiLari
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
- The Michael G. DeGroote Institute for Pain Research and Care, McMaster University, Hamilton, Canada
| | - Jason W Busse
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
- The Michael G. DeGroote Institute for Pain Research and Care, McMaster University, Hamilton, Canada
- Department of Anesthesia, and McMaster University, Hamilton, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University & St. Joseph's Healthcare, Hamilton, Canada
| | - Jasmine Turna
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University & St. Joseph's Healthcare, Hamilton, Canada
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare, Hamilton, Canada
| | - James MacKillop
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University & St. Joseph's Healthcare, Hamilton, Canada
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare, Hamilton, Canada
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, Canada
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24
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Scarfe ML, Belisario K, Gillard J, DeJesus J, Frey BN, Van Ameringen M, McKinnon MC, Bird BM, Gohari MR, Busse JW, MacKillop J. Changes in posttraumatic stress disorder symptom severity during the COVID-19 pandemic: Ten-wave findings from a longitudinal observational cohort study of community adults. Psychiatry Res 2023; 329:115496. [PMID: 37797439 DOI: 10.1016/j.psychres.2023.115496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 09/21/2023] [Accepted: 09/22/2023] [Indexed: 10/07/2023]
Abstract
Few studies have examined changes in posttraumatic-stress disorder (PTSD) symptomatology across an extended time period during the COVID-19 pandemic. This study used a longitudinal cohort design to examine: (1) changes in overall PTSD symptoms and symptom clusters; (2) moderators of change; (3) the clinical significance of observed changes; and (4) correlates of clinically meaningful changes. Community adults (N = 1412) were assessed using the PTSD Checklist for DSM-5 (PCL-5) at 10 timepoints (October 2018 - April 2022). Changes in overall PCL-5 score and symptom clusters were substantially moderated by pre-pandemic clinical severity (i.e., above/below PCL-5 cut-off). Pre-pandemic non-clinical participants exhibited increases in overall scores, Cluster D (negative cognitions), and Cluster E (arousal), while clinically elevated participants exhibited decreases overall and in all clusters. Regarding clinical significance, 12% of pre-pandemic non-clinical participants exhibited clinically meaningful increases, and 4% exhibited decreases. Conversely, 42% of the pre-pandemic elevated group exhibited clinically meaningful decreases, while 6% exhibited increases. Pandemic impacts in numerous psychosocial domains were associated with clinically meaningful change. Collectively, these findings reveal substantively divergent trajectories by pre-pandemic severity and PTSD symptom cluster. The large proportion of pre-pandemic high-severity participants exhibiting sizable decreases was an unexpected notable observation.
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Affiliation(s)
- Molly L Scarfe
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada; Department of Psychology Neuroscience, and Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada
| | - Jessica Gillard
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada
| | - Jane DeJesus
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada
| | - Benicio N Frey
- St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario L8S 4L8, Canada
| | - Michael Van Ameringen
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario L8S 4L8, Canada
| | - Margaret C McKinnon
- St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Homewood Research Institute, Guelph Ontario Canada
| | - Brian M Bird
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Mahmood R Gohari
- School of Public Health Sciences, University of Waterloo, Waterloo, Canada
| | - Jason W Busse
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario L8S 4L8, Canada; Department of Anesthesia, McMaster University, Hamilton, Ontario L8S 4L8, Canada; Department of Health Evidence and Impact, McMaster University, Hamilton, Ontario L8S 4L8, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton. Hamilton, Ontario, Canada; St. Joseph's Healthcare Hamilton, Hamilton Ontario, Canada; Department of Psychology Neuroscience, and Behaviour, McMaster University, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario L8S 4L8, Canada; Homewood Research Institute, Guelph Ontario Canada.
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25
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Marsden E, Murphy JG, MacKillop J, Amlung M. Alcohol cues increase behavioral economic demand and craving for alcohol in nontreatment-seeking and treatment-seeking heavy drinkers. Alcohol Clin Exp Res (Hoboken) 2023; 47:2149-2160. [PMID: 38226748 DOI: 10.1111/acer.15190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/29/2023] [Accepted: 08/31/2023] [Indexed: 01/17/2024]
Abstract
BACKGROUND Behavioral economic research has revealed significant increases in alcohol demand following exposure to alcohol-related cues. Prior research has focused exclusively on nontreatment-seeking heavy drinkers, included only male participants, or used heterogeneous methods. The current studies sought to replicate and extend existing findings in treatment-seeking and nontreatment-seeking heavy drinkers while also examining sex effects and moderation by alcohol use disorder (AUD) severity. METHODS Study 1 included 117 nontreatment-seeking heavy drinkers (51.5% women; M age 34.69; 56.4% AUD+), and Study 2 included 89 treatment-seeking heavy drinkers with AUD (40.4% women; M age = 41.35). In both studies, alcohol demand was measured using a hypothetical alcohol purchase task (APT), and subjective alcohol craving was measured using visual analog scales. Measures were collected following exposure to neutral (water) cues in a standard room and alcohol cues in a bar lab. RESULTS Alcohol demand (intensity, Omax , breakpoint, and elasticity) and craving were significantly increased following alcohol cues compared to neutral cues (ps < 0.005) with effect sizes ranging from small to large (ηp 2 = 0.074-0.480). Participants with AUD (Study 1) or with higher AUD severity (Study 2) reported higher craving and higher demand for most indices (i.e., main effects; ps < 0.032, ηp 2 = 0.043-0.239). A larger alcohol cue increase in Omax was found for AUD+ participants in Study 1 compared to non-AUD participants (p = 0.028, ηp 2 = 0.041) but not for any other indices in Study 1 or Study 2. There were no significant sex effects. CONCLUSIONS These findings replicate and extend prior research by offering additional insight into alcohol cue effects on the reinforcing value of alcohol and subjective motivation to drink. The results also suggest that sex and AUD severity do not meaningfully impact cue effects across most indices of demand.
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Affiliation(s)
- Emma Marsden
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
| | - James G Murphy
- Department of Psychology, University of Memphis, Memphis, Tennessee, USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton and McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neuroscience, McMaster University, Hamilton, Ontario, Canada
| | - Michael Amlung
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, Kansas, USA
- Department of Applied Behavioral Science, University of Kansas, Lawrence, Kansas, USA
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26
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Xu H, Owens MM, MacKillop J. Neuroanatomical profile of BMI implicates impulsive delay discounting and general cognitive ability. Obesity (Silver Spring) 2023; 31:2799-2808. [PMID: 37853988 DOI: 10.1002/oby.23880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 06/21/2023] [Accepted: 06/30/2023] [Indexed: 10/20/2023]
Abstract
OBJECTIVE Obesity is a disorder of excessive adiposity, typically assessed via the anthropometric density measure of BMI. Numerous studies have implicated BMI with differences in brain structure, but with highly inconsistent findings. METHODS Machine learning elastic net regression models with cross-validation were conducted to characterize a neuroanatomical morphometry profile associated with BMI in 1100 participants (22% BMI > 30, n = 242) from the Human Connectome Project Young Adult project. RESULTS Using five-fold cross-validation, the multiregion neuroanatomical profile substantively predicted BMI (R2 = 10.05%), and this was robust in a held-out test set (R2 = 8.87%). In terms of specific regions, the neuroanatomical profile was enriched for nodes in the default mode, executive control, and salience networks. The relationship between the morphometry profile and BMI itself was partially mediated by impulsive delay discounting and general cognitive ability. CONCLUSIONS Taken together, these findings reveal a robust machine learning-derived neuroanatomical profile of BMI, one that comprises nodes in motivational brain networks and suggests the functional links to obesity are via self-regulatory capacity and cognitive function.
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Affiliation(s)
- Hui Xu
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - Max M Owens
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
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27
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Humphries B, Cox JL, Parkash R, Thabane L, Foster GA, MacKillop J, Nemis-White J, Hamilton L, Ciaccia A, Choudhri SH, Kovic B, Xie F. Resource use and cost associated with computerized decision support system and usual care in managing patients with atrial fibrillation: analysis of IMPACT-AF randomized trial data. BMC Med Inform Decis Mak 2023; 23:228. [PMID: 37853351 PMCID: PMC10585905 DOI: 10.1186/s12911-023-02329-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 10/06/2023] [Indexed: 10/20/2023] Open
Abstract
BACKGROUND IMPACT-AF is a prospective, randomized, cluster design trial comparing atrial fibrillation (AF) management with a computerized decision support system (CDS) to usual care (control) in the primary care setting of Nova Scotia, Canada. The objective of this analysis was to compare the resource use and costs between CDS and usual care groups. METHODS Case costing data, 12-month self-administered questionnaires, and monthly diaries from IMPACT-AF were used in this analysis. Descriptive statistics were used to compare costs and resource use between groups. All costs are presented in 2021 Canadian dollars and cover the 12-month period of participation in the study. RESULTS A total of 1,145 patients enrolled in the trial. Case costing data were available for 466 participants (41.1%), 12-month self-administered questionnaire data for 635 participants (56.0%) and monthly diary data for 223 participants (19.7%). Emergency department visits and hospitalizations comprised the most expensive component of AF care. Across all three datasets, there were no statistically significant differences in costs or resource use between CDS and usual care groups. CONCLUSIONS Although there were no significant differences in resource use or costs among CDS and usual care groups in the IMPACT-AF trial, this study provides insight into the methodology and practical challenges of collecting economic data alongside a trial. REGISTRATION Clinicaltrials.gov (registration number: NCT01927367, date of registration: 2013-08-20).
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Affiliation(s)
- Brittany Humphries
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Jafna L Cox
- Division of Cardiology, Department of Medicine, Dalhousie University, Halifax, NS, Canada
- Department of Community Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
- Heart and Stroke Foundation of Nova Scotia Endowed Chair in Cardiovascular Outcomes Research, Halifax, NS, Canada
| | - Ratika Parkash
- Division of Cardiology, Department of Medicine, Dalhousie University, Halifax, NS, Canada
| | - Lehana Thabane
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
- Research Institute of St Joes Hamilton, St. Joseph's Healthcare, Hamilton, ON, Canada
- Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa
- Departments of Anesthesia/Pediatrics, McMaster University, Hamilton, ON, Canada
- Biostatistics Unit, The Research Institute, St Joseph's Healthcare, Hamilton, ON, Canada
- Population Health Research Institute (PHRI), Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Gary A Foster
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
- Biostatistics Unit, The Research Institute, St Joseph's Healthcare, Hamilton, ON, Canada
| | | | | | - Laura Hamilton
- QEII Health Sciences Centre, Nova Scotia Health Authority, Halifax, NS, Canada
| | - Antonio Ciaccia
- Medical Affairs - Cardiovascular Medicine, Bayer Inc, Mississauga, ON, Canada
| | | | - Bruno Kovic
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Feng Xie
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada.
- Centre for Health Economics and Policy Analysis, McMaster University, Hamilton, ON, Canada.
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Doggett A, Belisario K, McDonald AJ, Ferro MA, Murphy JG, MacKillop J. Cannabis Use Frequency and Cannabis-Related Consequences in High-Risk Young Adults Across Cannabis Legalization. JAMA Netw Open 2023; 6:e2336035. [PMID: 37755827 PMCID: PMC10534274 DOI: 10.1001/jamanetworkopen.2023.36035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 08/22/2023] [Indexed: 09/28/2023] Open
Abstract
Importance A key concern about recreational cannabis legalization is increases in use and adverse consequences, particularly among young adults (aged 18-29 years) who have the highest prevalence of cannabis use, and especially in higher-risk, more vulnerable young adults. However, few longitudinal studies have examined patterns of cannabis consumption in high-risk young adults over the course of legalization. Objective To examine changes in cannabis use frequency and cannabis-related consequences over recreational cannabis legalization in Canada in a longitudinal sample of high-risk young adults. Design, Setting, and Participants Longitudinal observational cohort study following young adults in Ontario, Canada, aged 19.5 to 23.0 years who reported regular heavy episodic drinking (65% past-month cannabis use) at enrollment. Participants were surveyed every 4 months for 3 years between February 2017 and February 2020 (3 prelegalization waves, 4 postlegalization waves). Data were analyzed from March to May 2023. Exposures Recreational cannabis legalization in Canada and 4 potential moderators of change: sex, income, education, and prelegalization cannabis use frequency. Main Outcomes and Measures Cannabis use frequency and cannabis-related adverse consequences. Results In a cohort of 619 high-risk young adults (baseline mean [SD] age, 21.0 [1.2] years; 346 female participants [55.9%]), omnibus model testing revealed significant overall decreases in both cannabis use frequency (F = 2.276, 3000.96; P = .03) and cannabis-related consequences (F = 10.436, 3002.21; P < .001) over time, but these changes were substantially moderated by prelegalization frequency (frequency: F = 7.5224, 3021.88; P < .001; consequences: F = 7.2424, 2986.98; P < .001). Follow-up tests showed individuals who used cannabis more frequently prelegalization significantly decreased their use and cannabis-related consequences postlegalization. In contrast, individuals who did not use cannabis prelegalization exhibited a small magnitude increase in frequency over time but nonsignificant changes in cannabis-related consequences. Sex, income, and education did not moderate changes over time. Conclusions and Relevance In this cohort study of high-risk young adults, individuals using cannabis frequently prelegalization showed significant reductions in use and consequences over time, reflecting an aging out pattern. Small increases in use among participants with no prelegalization use were observed over time, but without parallel changes in cannabis-related consequences. The results did not reveal substantive adverse near-term outcomes across the legalization period, although a within-participants design cannot rule out the possibility of alternative trajectories in the absence of legalization.
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Affiliation(s)
- Amanda Doggett
- Peter Boris Centre for Addictions Research/Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph’s Healthcare, Hamilton, Ontario, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research/Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph’s Healthcare, Hamilton, Ontario, Canada
| | - André J. McDonald
- Peter Boris Centre for Addictions Research/Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph’s Healthcare, Hamilton, Ontario, Canada
| | - Mark A. Ferro
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada
| | - James G. Murphy
- Department of Psychology, The University of Memphis, Memphis, Tennessee
| | - James MacKillop
- Peter Boris Centre for Addictions Research/Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University/St. Joseph’s Healthcare, Hamilton, Ontario, Canada
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Syan SK, McIntyre-Wood C, Vandehei E, Vidal ML, Hargreaves T, Levitt EE, Scarfe M, Marsden E, MacKillop E, Sarles-Whittlesey H, Amlung M, Sweet L, MacKillop J. Resting state functional connectivity as a predictor of brief intervention response in adults with alcohol use disorder: A preliminary study. Alcohol Clin Exp Res (Hoboken) 2023; 47:1590-1602. [PMID: 37572293 DOI: 10.1111/acer.15123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 05/17/2023] [Accepted: 05/24/2023] [Indexed: 08/14/2023]
Abstract
BACKGROUND Brief interventions for alcohol use disorder (AUD) are generally efficacious, albeit with variability in response. Resting state functional connectivity (rsFC) may characterize neurobiological indicators that predict the response to brief interventions and is the focus of the current investigation. MATERIALS AND METHODS Forty-six individuals with AUD (65.2% female) completed a resting state functional magnetic resonance imaging (fMRI) scan immediately followed by a brief intervention aimed at reducing alcohol consumption. Positive clinical response was defined as a reduction in alcohol consumption by at least one World Health Organization (WHO) risk drinking level at 3-month follow-up. rsFC was analyzed using seed-to-voxel analysis with seed regions from four networks: salience network, reward network, frontoparietal network, and default mode network. RESULTS At baseline, responders had greater rsFC between the following seed regions in relation to voxel-based clusters than non-responders: (i) anterior cingulate cortex (ACC) in relation to left postcentral gyrus and right supramarginal gyrus (salience network); (ii) right posterior parietal cortex in relation to right ventral ACC (salience network); (iii) right interior frontal gyrus (IFG) pars opercularis in relation to right cerebellum and right occipital fusiform gyrus (frontoparietal); and (iv) right primary motor cortex in relation to left thalamus (default mode). Lower rsFC in responders vs. nonresponders was seen between the (i) right rostral prefrontal cortex in relation to left IFG pars triangularis (frontoparietal); (ii) right IFG pars triangularis in relation to right cerebellum (frontoparietal); (iii) right IFG pars triangularis in relation to right frontal eye fields and right angular gyrus (frontoparietal); and (iv) right nucleus accumbens in relation to right orbital frontal cortex and right insula (reward). CONCLUSIONS Resting state functional connectivity in the frontoparietal, salience, and reward networks predicts the response to a brief intervention in individuals with AUD and could reflect greater receptivity or motivation for behavior change.
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Affiliation(s)
- Sabrina K Syan
- Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, Ontario, Canada
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Carly McIntyre-Wood
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Emily Vandehei
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Mae Linda Vidal
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Tegan Hargreaves
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Emily E Levitt
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Molly Scarfe
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Emma Marsden
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Emily MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | | | - Michael Amlung
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, Kansas, USA
- Department of Applied Behavioral Science, University of Kansas, Lawrence, Kansas, USA
| | - Lawrence Sweet
- Department of Psychology, University of Georgia, Athens, Georgia, USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
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30
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Nurmi EL, Laughlin CP, de Wit H, Palmer AA, MacKillop J, Cannon TD, Bilder RM, Congdon E, Sabb FW, Seaman LC, McElroy JJ, Libowitz MR, Weafer J, Gray J, Dean AC, Hellemann GS, London ED. Polygenic contributions to performance on the Balloon Analogue Risk Task. Mol Psychiatry 2023; 28:3524-3530. [PMID: 37582857 PMCID: PMC10618088 DOI: 10.1038/s41380-023-02123-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 05/03/2023] [Accepted: 06/07/2023] [Indexed: 08/17/2023]
Abstract
Risky decision-making is a common, heritable endophenotype seen across many psychiatric disorders. Its underlying genetic architecture is incompletely explored. We examined behavior in the Balloon Analogue Risk Task (BART), which tests risky decision-making, in two independent samples of European ancestry. One sample (n = 1138) comprised healthy participants and some psychiatric patients (53 schizophrenia, 42 bipolar disorder, 47 ADHD); the other (n = 911) excluded for recent treatment of various psychiatric disorders but not ADHD. Participants provided DNA and performed the BART, indexed by mean adjusted pumps. We constructed a polygenic risk score (PRS) for discovery in each dataset and tested it in the other as replication. Subsequently, a genome-wide MEGA-analysis, combining both samples, tested genetic correlation with risk-taking self-report in the UK Biobank sample and psychiatric phenotypes characterized by risk-taking (ADHD, Bipolar Disorder, Alcohol Use Disorder, prior cannabis use) in the Psychiatric Genomics Consortium. The PRS for BART performance in one dataset predicted task performance in the replication sample (r = 0.13, p = 0.000012, pFDR = 0.000052), as did the reciprocal analysis (r = 0.09, p = 0.0083, pFDR=0.04). Excluding participants with psychiatric diagnoses produced similar results. The MEGA-GWAS identified a single SNP (rs12023073; p = 3.24 × 10-8) near IGSF21, a protein involved in inhibitory brain synapses; replication samples are needed to validate this result. A PRS for self-reported cannabis use (p = 0.00047, pFDR = 0.0053), but not self-reported risk-taking or psychiatric disorder status, predicted behavior on the BART in our MEGA-GWAS sample. The findings reveal polygenic architecture of risky decision-making as measured by the BART and highlight its overlap with cannabis use.
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Affiliation(s)
- E L Nurmi
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA.
| | - C P Laughlin
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - H de Wit
- Department of Psychiatry, University of Chicago, Chicago, IL, 60637, USA
| | - A A Palmer
- Department of Psychiatry, University of California at San Diego, La Jolla, CA, 92093, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - J MacKillop
- Peter Boris Centre for Addictions Research, McMaster University and St. Joseph's Healthcare Hamilton, Hamilton, ON, L8S4L8, Canada
| | - T D Cannon
- Departments of Psychology and Psychiatry, Yale University, New Haven, CT, 06520, USA
| | - R M Bilder
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - E Congdon
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - F W Sabb
- Prevention Science Institute, University of Utah, Salt Lake City, UT, 84112, USA
| | - L C Seaman
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - J J McElroy
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - M R Libowitz
- Department of Neurobiology, University of Kentucky, Lexington, KY, 40506, USA
| | - J Weafer
- Department of Psychology, University of Kentucky, Lexington, KY, 40506, USA
| | - J Gray
- Department of Psychology, University of Georgia, Athens, GA, 30602, USA
| | - A C Dean
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
| | - G S Hellemann
- Department of Public Health, University of Alabama at Birmingham, Birmingham, AL, 35294, USA
| | - E D London
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Los Angeles, CA, 90024, USA
- Department of Molecular and Medical Pharmacology, University of California at Los Angeles, Los Angeles, CA, 90024, USA
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31
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Halladay J, Stead V, McCarron C, Kennedy M, King K, Venantius M, Carter A, Syan S, Matthews M, Khoshroo S, Massey M, Rahman L, Burns J, Punia K, MacKillop E, Raymond H, MacKillop J. Initial insights from a quality improvement initiative to develop an evidence-informed young adult substance use program. J Can Acad Child Adolesc Psychiatry 2023; 32:185-201. [PMID: 37534112 PMCID: PMC10393349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 05/03/2023] [Indexed: 08/04/2023]
Abstract
High rates of substance misuse during emerging adulthood (~17-25 years of age, also referred to as young adulthood) require developmentally appropriate clinical programs. This article outlines: 1) the development of an evidence-informed young adult outpatient substance use program that takes a biopsychosocial patient-centred approach to care; 2) a quality improvement process and protocol; and 3) the patient characteristics of an initial cohort. Literature reviews, program reviews, environmental scans, and consultations with interested parties (including individuals with lived expertise) were used to develop the program. A 12-week measurement-based care program was developed comprising: 1) individual measurement-based care and motivational enhancement therapy sessions; 2) group programming focused on cognitive behavioural therapy, mindfulness, distress tolerance, and emotional regulation; 3) clinical consultations for diagnostic clarification and/or medication review; and 4) an independent Community Reinforcement Approach Family Training (CRAFT) group for loved ones. A measurement system was concurrently created to collect clinical and program evaluation data at six time points. In the first 21 months of the program, 152 young adults enrolled in the program (mean age = 21 years old, 47% female gender) primarily reporting treatment targets of cannabis (68%) and alcohol (63%) and almost all presenting with co-occurring mental health concerns (95%). The initial cohort who completed the program showed symptom improvements. Collectively, the program demonstrates the feasibility of developing an evidence-informed young adult substance use program using measurement-based care, but also the need for flexibility and ongoing monitoring to meet local needs.
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Affiliation(s)
- Jillian Halladay
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Victoria Stead
- McMaster Department of Psychiatry and Behavioural Neurosciences, Hamilton, Ontario
| | - Catherine McCarron
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Marina Kennedy
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Kyla King
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Michelle Venantius
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - A Carter
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Sabrina Syan
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Mareena Matthews
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Saba Khoshroo
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Myra Massey
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Liah Rahman
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Jacinda Burns
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Kiran Punia
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - Emily MacKillop
- McMaster Department of Psychiatry and Behavioural Neurosciences, Hamilton, Ontario
| | - Holly Raymond
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
| | - James MacKillop
- Peter Boris Centre for Addictions Research (PBCAR), Hamilton, Ontario
- St. Joseph's Healthcare Hamilton (SJHH), Research Institute of St. Joe's Hamilton Mental Health and Addictions Research Program, McMaster University, Hamilton, Ontario
- McMaster Department of Psychiatry and Behavioural Neurosciences, Hamilton, Ontario
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32
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Owens MM, Hyatt CS, Xu H, Thompson MF, Miller JD, Lynam DR, MacKillop J, Gray JC. Test-retest reliability of the neuroanatomical correlates of impulsive personality traits in the adolescent brain cognitive development study. J Psychopathol Clin Sci 2023; 132:779-792. [PMID: 37307315 DOI: 10.1037/abn0000832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
While the neuroanatomical correlates of impulsivity in youths have been examined, there is little research on whether those correlates are consistent across childhood/adolescence. The current study uses data from the age 11/12 (N = 7,083) visit of the Adolescent Brain Cognitive Development Study to investigate the replicability of previous work (Owens et al., 2020) the neuroanatomical correlates of impulsive personality traits identified at age 9/10. Neuroanatomy was measured using structural and diffusion magnetic resonance imaging, and impulsive personality was measured using the UPPS-P Impulsive Behavior Scale. Replicability was quantified using three Open Science Collaboration replication criteria, intraclass correlations, and elastic net regression modeling to make predictions across timepoints. Replicability was highly variable among traits: The neuroanatomical correlates of positive urgency showed substantial similarity between ages 9/10 and 11/12, negative urgency and sensation seeking showed moderate similarity across ages, and (lack of) premeditation and perseverance showed substantial dissimilarity across ages. In all cases, effect sizes between impulsive traits and brain variables were small. These findings suggest that, even for studies with large sample sizes and the same participant pool, the replicability of brain-behavior correlations across a 2-year period cannot be assumed. This may be due to developmental changes across the two timepoints or false-positive/false-negative results at one or both timepoints. These results also highlight an array of neuroanatomical structures that may be important to impulsive personality traits across development from childhood into adolescence. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Max M Owens
- Peter Boris Centre for Addictions Research, McMaster University
| | - Courtland S Hyatt
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine
| | - Hui Xu
- Peter Boris Centre for Addictions Research, McMaster University
| | - Matthew F Thompson
- Department of Medical and Clinical Psychology, Uniformed Services University
| | | | | | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University
| | - Joshua C Gray
- Department of Medical and Clinical Psychology, Uniformed Services University
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33
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Savage UC, MacKillop J, Murphy JG. Associations between alcohol demand, delayed reward discounting, and high-intensity drinking in a diverse emerging adult sample. Exp Clin Psychopharmacol 2023; 31:829-838. [PMID: 37184944 PMCID: PMC10527522 DOI: 10.1037/pha0000653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
The high-intensity drinking threshold (HID; 8+/10+ drinks for women/men) is more strongly associated with significant alcohol-related health consequences than the more common heavy episodic drinking threshold (HED; 4+/5+ drinks for women/men). Behavioral economic measures of alcohol reward value (demand) and delayed reward discounting (DRD) have shown associations with other alcohol-related risk behaviors and may contribute to efforts to identify individuals who are at risk for HID from the larger subgroup of at-risk drinkers who engage in HED. Logistic regression analyses tested if alcohol demand and DRD were associated with HID in a sample of 477 emerging adults who reported recent heavy drinking. Receiver operating curve (ROC) analyses were conducted to test these variables' ability to classify HID group membership and to select an optimal cutoff score. In logistic regression analyses controlling for typical weekly drinking, demographics, and other variables associated with HID, participants reporting higher demand intensity (amount of alcohol purchased when price is zero; Adjusted Odds Ratio (AOR) = 20.27, 95% CI [5.71, 71.91]) and lower demand elasticity (sensitivity of alcohol consumption to increases in cost; AOR = .29, 95% CI [.11, 72]) were more likely to report HID relative to HED. Omax (maximum alcohol expenditure) and DRD were associated with HID in bivariate, but not in multivariate models. The ROC analysis provided support for an intensity cutoff of 7.5 or higher. These findings suggest that brief alcohol demand curve measures, in particular demand intensity and elasticity, may have utility in identifying individuals who are at risk for HID. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Ulysses C. Savage
- Department of Psychology, The University of Memphis, Memphis, TN, USA
| | - James MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
| | - James G. Murphy
- Department of Psychology, The University of Memphis, Memphis, TN, USA
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Gohari MR, Varatharajan T, MacKillop J, Leatherdale ST. Dynamic Changes in Drinking Behaviour among Subpopulations of Youth during the COVID-19 Pandemic: A Prospective Cohort Study. Healthcare (Basel) 2023; 11:1945. [PMID: 37444779 DOI: 10.3390/healthcare11131945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 06/28/2023] [Accepted: 06/30/2023] [Indexed: 07/15/2023] Open
Abstract
OBJECTIVE Youth drinking is highly heterogenous, and subpopulations representing different alcohol use patterns may have responded differently to the COVID-19 pandemic. This study examined changing patterns of alcohol use in subpopulations of the youth population over the first two years of the pandemic. METHOD We used linked survey data from 5367 Canadian secondary school students who participated in three consecutive waves of the COMPASS study between 2018/19 and 2020/21. Latent transition analysis (LTA) was used to identify patterns of alcohol use based on the frequency of drinking and frequency of binge drinking and to estimate the probability of transitioning between identified patterns. RESULTS LTA identified five patterns of alcohol use each representing a unique subpopulation: abstainer, occasional drinker-no binging, occasional binge drinker, monthly binge drinker, weekly binge drinker. Probability of being engaged in binge drinking for a subpopulation of occasional drinkers pre-pandemic was 61%, which reduced to 43% during the early-pandemic period. A lower proportion of occasional binge drinkers reported moving to monthly or weekly binge drinking. Female occasional drinkers were more likely to move to binge drinking patterns during the pandemic than males. CONCLUSIONS Less frequent drinking and younger students were more likely to reduce their drinking and binge drinking than more established drinkers during the COVID-19 pandemic. Understanding of heterogenous patterns of alcohol drinking and different responses to public health crises may inform future preventive programs tailored to target subpopulations more effectively.
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Affiliation(s)
- Mahmood R Gohari
- School of Public Health Sciences, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada
| | - Thepikaa Varatharajan
- School of Public Health Sciences, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare and McMaster University, 100 West 5th Street, Hamilton, ON L8P 3R2, Canada
| | - Scott T Leatherdale
- School of Public Health Sciences, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada
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Levitt EE, Sousa S, Costello MJ, LaBelle OP, Rush B, MacKillop J. The Clinical Relevance of Impulsivity in Substance Use Disorder Treatment: Examining Within-Treatment Changes and Relationship to Psychiatric Symptoms and Cravings in a Large Inpatient Sample. J Stud Alcohol Drugs 2023; 84:570-578. [PMID: 37014637 DOI: 10.15288/jsad.22-00212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023] Open
Abstract
OBJECTIVE Impulsivity is a multidimensional construct consistently associated with problematic substance use, but less is known about its relevance to clinical outcomes. The current study examined whether impulsivity changed over the course of addiction treatment and whether the changes were associated with changes in other clinical outcomes. METHOD Participants were patients in a large inpatient addiction medicine program (N = 817; 71.40% male). Impulsivity was assessed using a self-report measure of delay discounting (i.e., overvaluation of smaller immediate rewards) and the UPPS-P Impulsive Behavior Scale, a self-report measure of impulsive personality traits. Outcomes were psychiatric symptoms including depression, anxiety, posttraumatic stress disorder, and drug cravings. RESULTS Within-subjects analyses of variance revealed significant within-treatment changes in all UPPS-P subscales, all psychiatric indicators, and craving (ps < .005), but not delay discounting. Changes in all UPPS-P traits, except for sensation seeking, were significantly positively associated with changes in psychiatric symptoms and cravings over the course of treatment (ps < .01). CONCLUSIONS These findings reveal that facets of impulsive personality change across addiction treatment and are generally related to positive changes in other clinically relevant outcomes. Evidence of change despite no explicit intervention targeting suggests that impulsive personality traits may be viable treatment targets in substance use disorder treatment.
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Affiliation(s)
- Emily E Levitt
- Peter Boris Centre for Addiction Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Homewood Research Institute, Guelph, Ontario, Canada
| | - Sarah Sousa
- Homewood Research Institute, Guelph, Ontario, Canada
| | | | - Onawa P LaBelle
- Homewood Research Institute, Guelph, Ontario, Canada
- University of Windsor, Windsor, Ontario, Canada
| | - Brian Rush
- Homewood Research Institute, Guelph, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addiction Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
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Acuff SF, Belisario K, Dennhardt A, Amlung M, Tucker JA, MacKillop J, Murphy JG. Applying behavioral economics to understand changes in alcohol outcomes during the transition to adulthood: Longitudinal relations and differences by sex and race. Psychol Addict Behav 2023:2023-85649-001. [PMID: 37384451 PMCID: PMC10755067 DOI: 10.1037/adb0000943] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
OBJECTIVE Population drinking trends show clear developmental periodicity, with steep increases in harmful alcohol use from ages 18 to 22 followed by a gradual decline across the 20s, albeit with persistent problematic use in a subgroup of individuals. Cross-sectional studies implicate behavioral economic indicators of alcohol overvaluation (high alcohol demand) and lack of alternative substance-free reinforcers (high proportionate alcohol-related reinforcement) as potential predictors of change during this developmental window, but longitudinal evidence is sparse. METHOD Using a sample of emerging adults (N = 497, Mage = 22.61 years, 62% female, 48.69% White, 40.44% Black), this study examined prospective, bidirectional relations between both past-week heavy drinking days (HDD) and alcohol problems and proportionate alcohol-related reinforcement (reinforcement ratio), alcohol demand intensity (consumption at zero price), alcohol demand Omax (maximum expenditure), and change in demand elasticity (rate of change in consumption across escalating price) over five assessments (every 4 months) using random intercept cross-lagged panel models. RESULTS Alcohol problems and HDD decreased across assessments. Significant between-person effects indicated that each behavioral economic variable was associated with increased drinking risk. Change in reinforcement ratio was positively associated with decreases in alcohol problems. Multigroup invariance modeling revealed distinct risk pathways in that change in demand intensity and Omax predicted change in alcohol problems for male participants and change in intensity predicted change in alcohol problems for non-White participants. CONCLUSION The study provides consistent support for proportionate alcohol-related reinforcement and mixed support for demand as within-person predictors of reductions in drinking. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
| | - Kyla Belisario
- Peter Boris Centre for Addiction Research, St. Joseph's Healthcare Hamilton
| | | | - Michael Amlung
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas
| | - Jalie A Tucker
- Department of Health and Human Behavior, University of Florida
| | - James MacKillop
- Peter Boris Centre for Addiction Research, St. Joseph's Healthcare Hamilton
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Di Passa AM, Dabir M, Fein A, Khoshroo S, McIntyre-Wood C, Marsden E, MacKillop E, De Jesus J, MacKillop J, Duarte D. Clinical Efficacy of Deep Transcranial Magnetic Stimulation in Psychiatric and Cognitive Disorders: Protocol for a Systematic Review. JMIR Res Protoc 2023; 12:e45213. [PMID: 37234039 DOI: 10.2196/45213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 04/06/2023] [Accepted: 04/28/2023] [Indexed: 05/27/2023] Open
Abstract
BACKGROUND Transcranial magnetic stimulation (TMS) is a widely used noninvasive brain stimulation technique for psychiatric and cognitive disorders. In recent years, deep TMS (dTMS) has shown promise as an enhanced form of TMS able to stimulate deeper brain structures and target broader networks. Various magnetic Hesed-coil (H-coil) designs-a novel feature of dTMS-have been used to stimulate brain regions implicated in the pathophysiology of specific psychiatric and cognitive disorders, thereby producing therapeutic effects. Given the novelty of dTMS in psychiatry, little is known about the clinical efficacy of dTMS across psychiatric and cognitive disorders-that is, whether dTMS performs superiorly to sham or control. OBJECTIVE In this paper, we outline a protocol for a systematic review investigating the clinical efficacy of dTMS. The primary objective is to conduct a systematic review of the literature on dTMS for psychiatric and cognitive disorders and, if feasible, a meta-analysis to compare the efficacy of active dTMS versus sham/control for psychiatric disorders. Dementia and related cognitive disorders will also be examined. A secondary objective will be to examine subgroup differences (by age, sex, H-coil design, and dTMS parameters [ie, pulses per session, percentage of motor threshold, etc]) to evaluate whether dTMS differentially influences clinical outcomes based on these factors. METHODS A comprehensive search of the APA PsycINFO, Embase, MEDLINE, and PubMed databases will be conducted using keywords such as "H-coil" and "dTMS." Two authors (AD and MD) will be responsible for screening relevant articles, assessing article eligibility (according to predetermined inclusion and exclusion criteria), and data extraction. All included articles will undergo a quality and risk of bias assessment. Data from included articles will be summarized qualitatively in a systematic review. If a sufficient number of equivalent studies are available, a meta-analysis will be performed to (1) determine the effect of active versus sham dTMS (or another control arm) across psychiatric and cognitive disorders, and (2) examine subgroup effects of clinical outcomes. RESULTS The preliminary search rendered a total of 1134 articles from the APA PsycINFO, Embase, and MEDLINE databases. After full-text screening, 21 eligible articles remained. One additional article was identified from the references section of an existing systematic review. In total, 22 eligible articles were included. Data extraction and quality of assessment procedures are ongoing. CONCLUSIONS We will outline the evidence relating to the clinical efficacy of dTMS in various psychiatric and cognitive disorders. The results of the prospective systematic review will provide clinicians with valuable insight into the clinical (ie, participant age, sex, psychiatric or cognitive disorder, etc) and methodological factors (ie, H-coil design, dTMS parameters, etc) which may contribute to dTMS efficacy, and thereby may assist clinicians in their decision to prescribe dTMS for specific psychiatric and cognitive disorders. TRIAL REGISTRATION PROSPERO CRD42022360066; https://tinyurl.com/5ev6byrn. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/45213.
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Affiliation(s)
- Anne-Marie Di Passa
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Melissa Dabir
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
| | - Allan Fein
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
- Michael G DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, ON, Canada
| | - Saba Khoshroo
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Carly McIntyre-Wood
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Emma Marsden
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Emily MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Jane De Jesus
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - James MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
- Michael G DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, ON, Canada
| | - Dante Duarte
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
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Scarfe ML, Belisario K, Gillard J, De Jesus J, Frey BN, Van Ameringen M, McKinnon MC, Gohari MR, Busse JW, MacKillop J. Periodicity and severity of changes in depression and anxiety during the COVID-19 pandemic: Ten-wave longitudinal findings from an observational cohort study of community adults. Psychiatry Res 2023; 326:115267. [PMID: 37295351 PMCID: PMC10211253 DOI: 10.1016/j.psychres.2023.115267] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 05/22/2023] [Accepted: 05/23/2023] [Indexed: 06/12/2023]
Abstract
AIMS Few multi-wave longitudinal studies have examined mental health changes across the coronavirus 2019 (COVID-19) pandemic. The current study examined: (a) overall changes in depression and anxiety over 10-waves of data collection; (b) subgroup moderators of changes; (c) clinical severity of the changes via minimally important differences (MIDs); and (d) correlates of clinically important changes. METHODS Using a longitudinal observational cohort design, 1412 non-clinical adults (Mage=36; 60% female) were assessed for depression and anxiety via the PHQ-9 and GAD-7 from October 2018 to April 2022 (3 pre-pandemic, 7 intra-pandemic waves; M retention = 92%). RESULTS Depression and anxiety exhibited significant intra-pandemic changes, reflecting initial increases, followed by decreases. Pre-pandemic severity moderated changes, with low severity participants exhibiting increases and high severity participants exhibiting non-significant change or decreases. For depression and anxiety, respectively, 10% and 11% exhibited MID increases, while 4% and 6% exhibited MID decreases. Divergent patterns were present by severity subgroup, with the lowest severity exhibiting higher rates of MID increases and the highest severity subgroup exhibiting higher rates of MID decreases. CONCLUSIONS These findings illuminate the periodicity of depression and anxiety during the COVID-19 pandemic and reveal an unexpected inverse relationship between increases and decreases based on pre-pandemic severity.
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Affiliation(s)
- Molly L Scarfe
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, 100 West 5th St, Hamilton, Ontario L8P 3R2, Canada; St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychology Neuroscience and Behaviour, McMaster University, Hamilton, Ontario, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, 100 West 5th St, Hamilton, Ontario L8P 3R2, Canada; St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Jessica Gillard
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, 100 West 5th St, Hamilton, Ontario L8P 3R2, Canada; St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Jane De Jesus
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, 100 West 5th St, Hamilton, Ontario L8P 3R2, Canada; St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Benicio N Frey
- St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario, Canada
| | - Michael Van Ameringen
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario, Canada
| | - Margaret C McKinnon
- St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Homewood Research Institute, Guelph, Ontario, Canada
| | - Mahmood R Gohari
- School of Public Health Sciences, University of Waterloo, Canada
| | - Jason W Busse
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario, Canada; Department of Anesthesia, McMaster University, Hamilton, Ontario, Canada; Department of Health Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, 100 West 5th St, Hamilton, Ontario L8P 3R2, Canada; Department of Psychology Neuroscience and Behaviour, McMaster University, Hamilton, Ontario, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, Hamilton, Ontario, Canada; Homewood Research Institute, Guelph, Ontario, Canada.
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Farrelly KN, Wardell JD, Marsden E, Scarfe ML, Najdzionek P, Turna J, MacKillop J. The Impact of Recreational Cannabis Legalization on Cannabis Use and Associated Outcomes: A Systematic Review. Subst Abuse 2023; 17:11782218231172054. [PMID: 37187466 PMCID: PMC10176789 DOI: 10.1177/11782218231172054] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 04/07/2023] [Indexed: 05/17/2023]
Abstract
Background Recreational cannabis legalization has become more prevalent over the past decade, increasing the need to understand its impact on downstream health-related outcomes. Although prior reviews have broadly summarized research on cannabis liberalization policies (including decriminalization and medical legalization), directed efforts are needed to synthesize the more recent research that focuses on recreational cannabis legalization specifically. Thus, the current review summarizes existing studies using longitudinal designs to evaluate impacts of recreational cannabis legalization on cannabis use and related outcomes. Method A comprehensive bibliographic search strategy revealed 61 studies published from 2016 to 2022 that met criteria for inclusion. The studies were predominantly from the United States (66.2%) and primarily utilized self-report data (for cannabis use and attitudes) or administrative data (for health-related, driving, and crime outcomes). Results Five main categories of outcomes were identified through the review: cannabis and other substance use, attitudes toward cannabis, health-care utilization, driving-related outcomes, and crime-related outcomes. The extant literature revealed mixed findings, including some evidence of negative consequences of legalization (such as increased young adult use, cannabis-related healthcare visits, and impaired driving) and some evidence for minimal impacts (such as little change in adolescent cannabis use rates, substance use rates, and mixed evidence for changes in cannabis-related attitudes). Conclusions Overall, the existing literature reveals a number of negative consequences of legalization, although the findings are mixed and generally do not suggest large magnitude short-term impacts. The review highlights the need for more systematic investigation, particularly across a greater diversity of geographic regions.
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Affiliation(s)
- Kyra N Farrelly
- Department of Psychology, York
University, Toronto, ON, Canada
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Jeffrey D Wardell
- Department of Psychology, York
University, Toronto, ON, Canada
- Institute for Mental Health Policy
Research, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, University of
Toronto, Toronto, ON, Canada
| | - Emma Marsden
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Molly L Scarfe
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Peter Najdzionek
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Jasmine Turna
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
- Michael G. DeGroote Centre for
Medicinal Cannabis Research, McMaster University & St. Joseph’s Healthcare
Hamilton, Hamilton, ON, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
- Michael G. DeGroote Centre for
Medicinal Cannabis Research, McMaster University & St. Joseph’s Healthcare
Hamilton, Hamilton, ON, Canada
- Homewood Research Institute, Guelph,
ON, Canada
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Gendy MNS, Frey BN, Van Ameringen M, Kuhathasan N, MacKillop J. Cannabidiol as a candidate pharmacotherapy for sleep disturbance in alcohol use disorder. Alcohol Alcohol 2023:7150867. [PMID: 37139966 DOI: 10.1093/alcalc/agad031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 04/03/2023] [Accepted: 04/06/2023] [Indexed: 05/05/2023] Open
Abstract
Among individuals with alcohol use disorder (AUD), it is estimated that the majority suffer from persistent sleep disturbances for which few candidate medications are available. Our aim wass to critically review the potential for cannabidiol (CBD) as a treatment for AUD-induced sleep disturbance. As context, notable side effects and abuse liability for existing medications for AUD-induced sleep disturbance reduce their clinical utility. CBD modulation of the endocannabinoid system and favorable safety profile have generated substantial interest in its potential therapeutic use for various medical conditions. A number of preclinical and clinical studies suggest promise for CBD in restoring the normal sleep-wake cycle and in enhancing sleep quality in patients diagnosed with AUD. Based on its pharmacology and the existing literature, albeit primarily preclinical and indirect, CBD is a credible candidate to address alcohol-induced sleep disturbance. Well-designed RCTs will be necessary to test its potential in managing this challenging feature of AUD.
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Affiliation(s)
- Marie N S Gendy
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, ON L8P 3R2, Canada
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
| | - Benicio N Frey
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
- Women's Health Concerns Clinic at St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7, Canada
- Mood Disorders Program, St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7, Canada
| | - Michael Van Ameringen
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
| | - Nirushi Kuhathasan
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
- Mood Disorders Program, St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, ON L8S 4K1, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, ON L8P 3R2, Canada
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
- Women's Health Concerns Clinic at St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7, Canada
- Mood Disorders Program, St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7, Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, ON L8S 4K1, Canada
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Deng WQ, Belisario K, Gray JC, Levitt EE, Mohammadi-Shemirani P, Singh D, Pare G, MacKillop J. Leveraging related health phenotypes for polygenic prediction of impulsive choice, impulsive action, and impulsive personality traits in 1534 European ancestry community adults. Genes Brain Behav 2023:e12848. [PMID: 37060189 DOI: 10.1111/gbb.12848] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 03/17/2023] [Accepted: 03/31/2023] [Indexed: 04/16/2023]
Abstract
Impulsivity refers to a number of conceptually related phenotypes reflecting self-regulatory capacity that are considered promising endophenotypes for mental and physical health. Measures of impulsivity can be broadly grouped into three domains, namely, impulsive choice, impulsive action, and impulsive personality traits. In a community-based sample of ancestral Europeans (n = 1534), we conducted genome-wide association studies (GWASs) of impulsive choice (delay discounting), impulsive action (behavioral inhibition), and impulsive personality traits (UPPS-P), and evaluated 11 polygenic risk scores (PRSs) of phenotypes previously linked to self-regulation. Although there were no individual genome-wide significant hits, the neuroticism PRS was positively associated with negative urgency (adjusted R2 = 1.61%, p = 3.6 × 10-7 ) and the educational attainment PRS was inversely associated with delay discounting (adjusted R2 = 1.68%, p = 2.2 × 10-7 ). There was also evidence implicating PRSs of attention-deficit/hyperactivity disorder, externalizing, risk-taking, smoking cessation, smoking initiation, and body mass index with one or more impulsivity phenotypes (adjusted R2 s: 0.35%-1.07%; FDR adjusted ps = 0.05-0.0006). These significant associations between PRSs and impulsivity phenotypes are consistent with established genetic correlations. The combined PRS explained 0.91%-2.46% of the phenotypic variance for individual impulsivity measures, corresponding to 8.7%-32.5% of their reported single-nucleotide polymorphism (SNP)-based heritability, suggesting a non-negligible portion of the SNP-based heritability can be recovered by PRSs. These results support the predictive validity and utility of PRSs, even derived from related phenotypes, to inform the genetics of impulsivity phenotypes.
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Affiliation(s)
- Wei Q Deng
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Joshua C Gray
- Department of Medical and Clinical Psychology, Uniformed Services University, Bethesda, Maryland, USA
| | - Emily E Levitt
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | | | - Desmond Singh
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Biology, University of Waterloo, Wterloo, Canada
| | - Guillaume Pare
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
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Xu H, Owens MM, Farncombe T, Noseworthy M, MacKillop J. Molecular brain differences and cannabis involvement: A systematic review of positron emission tomography studies. J Psychiatr Res 2023; 162:44-56. [PMID: 37088043 DOI: 10.1016/j.jpsychires.2023.03.045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 03/27/2023] [Accepted: 03/29/2023] [Indexed: 04/25/2023]
Abstract
BACKGROUND An increasing number of studies have used positron emission tomography (PET) to investigate molecular neurobiological differences in individuals who use cannabis. This study aimed to systematically review PET imaging research in individuals who use cannabis or have cannabis use disorder (CUD). METHODS Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses criteria, a comprehensive systematic review was undertaken using the PubMed, Scopus, PsycINFO and Web of Science databases. RESULTS In total, 20 studies were identified and grouped into three themes: (1) studies of the dopamine system primarily found that cannabis use was associated with abnormal striatal dopamine synthesis capacity, which was in turn correlated with clinical symptoms; (2) studies of the endocannabinoid system found that cannabis use and CUD are associated with lower cannabinoid receptor type 1 availability and global reductions in fatty acid amide hydrolase binding; (3) studies of brain metabolism found that individuals who use cannabis exhibit lower normalized glucose metabolism in both cortical and subcortical brain regions, and reduced cerebral blood flow in the lateral prefrontal cortex during experimental tasks. Heterogeneity across studies prevented meta-analysis. CONCLUSION Existing PET imaging research reveals substantive molecular differences in cannabis users in the dopamine and endocannabinoid systems, and in global brain metabolism, although the heterogeneity of designs and approaches is very high, and whether these differences are causal versus consequential is largely unclear.
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Affiliation(s)
- Hui Xu
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, McMaster University, 100 West 5th Street, Hamilton, L8P 3R2, ON, Canada
| | - Max M Owens
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, McMaster University, 100 West 5th Street, Hamilton, L8P 3R2, ON, Canada
| | - Troy Farncombe
- Department of Radiology, McMaster University, 1280 Main St W, Hamilton, L8S 4L8, ON, Canada
| | - Michael Noseworthy
- School of Biomedical Engineering, McMaster University, 1280 Main St W, Hamilton, L8S 4L8, ON, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, McMaster University, 100 West 5th Street, Hamilton, L8P 3R2, ON, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, St. Joseph's Healthcare Hamilton, McMaster University, 100 West 5th Street, Hamilton, L8P 3R2, ON, Canada.
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Najdzionek P, McIntyre-Wood C, Amlung M, MacKillop J. Incorporating socioeconomic status into studies on delay discounting and health via subjective financial status: An initial validation in tobacco use. Exp Clin Psychopharmacol 2023; 31:475-481. [PMID: 36595454 DOI: 10.1037/pha0000628] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Delayed reward discounting (DRD) refers to the extent to which an individual devalues a reward based on its delay in time and has been linked to a wide variety of health behaviors. Because it is commonly measured using monetary rewards, income is typically used as a covariate to adjust for a person's socioeconomic status. Standard financial income measures have several limitations, such as not incorporating pertinent considerations like cost of living or number of financial dependents. This study examined a novel subjective financial status measure that uses a simple omnibus self-attribution as an alternative strategy. The novel measure was examined in the context of tobacco involvement and compared with a traditional objective measure in two samples, one comprising 1,430 community-recruited adults (Mage = 38.9, 58.3% female) and the other comprising 852 adult daily smokers (Mage = 31.1, 38% female). Associations between DRD, subjective and objective income measures, and cigarette dependence were explored using correlational analyses, equivalence testing, and hierarchical linear regressions. Correlations revealed subjective income was robustly positively correlated with traditional income (rs = .52-.56) and had stronger associations with DRD and cigarette dependence compared to traditional income. Equivalence testing and multiple hierarchical regressions found subjective income to be statistically equivalent or superior to the traditional income measure. These findings provide initial support for the utility of this novel subjective income measurement to account for economic status in research on DRD and health. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Kuhathasan N, Ballester PL, Minuzzi L, MacKillop J, Frey BN. Predictors of perceived symptom change with acute cannabis use for mental health conditions in a naturalistic sample: A machine learning approach. Compr Psychiatry 2023; 122:152377. [PMID: 36787672 DOI: 10.1016/j.comppsych.2023.152377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 01/31/2023] [Accepted: 02/07/2023] [Indexed: 02/11/2023] Open
Abstract
BACKGROUND Despite limited clinical evidence of its efficacy, cannabis use has been commonly reported for the management of various mental health concerns in naturalistic field studies. The aim of the current study was to use machine learning methods to investigate predictors of perceived symptom change across various mental health symptoms with acute cannabis use in a large naturalistic sample. METHODS Data from 68,819 unique observations of cannabis use from 1307 individuals using cannabis to manage mental health symptoms were analyzed. Data were extracted from Strainprint®, a mobile app that allows users to monitor their cannabis use for therapeutic purposes. Machine learning models were employed to predict self-perceived symptom change after cannabis use, and SHapley Additive exPlanations (SHAP) value plots were used to assess feature importance of individual predictors in the model. Interaction effects of symptom severity pre-scores of anxiety, depression, insomnia, and gender were also examined. RESULTS The factors that were most strongly associated with perceived symptom change following acute cannabis use were pre-symptom severity, age, gender, and the ratio of CBD to THC. Further examination on the impact of baseline severity for the most commonly reported symptoms revealed distinct responses, with cannabis being reported to more likely benefit individuals with lower pre-symptom severity for depression, and higher pre-symptom severity for insomnia. Responses to cannabis use also differed between genders. CONCLUSIONS Findings from this study highlight the importance of several factors in predicting perceived symptom change with acute cannabis use for mental health symptom management. Mental health profiles and baseline symptom severity may play a large role in perceived responses to cannabis. Distinct response patterns were also noted across commonly reported mental health symptoms, emphasizing the need for placebo-controlled cannabis trials for specific user profiles.
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Affiliation(s)
- Nirushi Kuhathasan
- Mood Disorders Program and Women's Health Concerns Clinic, St. Joseph's Healthcare Hamilton, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada
| | - Pedro L Ballester
- Mood Disorders Program and Women's Health Concerns Clinic, St. Joseph's Healthcare Hamilton, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada
| | - Luciano Minuzzi
- Mood Disorders Program and Women's Health Concerns Clinic, St. Joseph's Healthcare Hamilton, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada
| | - James MacKillop
- Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada
| | - Benicio N Frey
- Mood Disorders Program and Women's Health Concerns Clinic, St. Joseph's Healthcare Hamilton, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Michael G. DeGroote Centre for Medicinal Cannabis Research, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 100 West 5th Street, Hamilton, ON L8N 3K7, Canada.
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González-Roz A, Martínez-Loredo V, Aston ER, Metrik J, Murphy J, Balodis I, Secades-Villa R, Belisario K, MacKillop J. Concurrent validity of the marijuana purchase task: a meta-analysis of trait-level cannabis demand and cannabis involvement. Addiction 2023; 118:620-633. [PMID: 36305652 PMCID: PMC10020890 DOI: 10.1111/add.16075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 10/03/2022] [Indexed: 11/29/2022]
Abstract
BACKGROUND AND AIMS The Marijuana Purchase Task (MPT) is increasingly used to measure cannabis reinforcing value and has potential use for cannabis etiological and regulatory research. This meta-analysis sought to evaluate for the first time the MPT's concurrent validity in relation to cannabis involvement. METHODS Electronic databases and pre-print repositories were searched for MPT studies that examined the cross-sectional relationship between frequency and quantity of cannabis use, problems, dependence, and five MPT indicators: intensity (i.e. unrestricted consumption), Omax (i.e. maximum consumption), Pmax (i.e. price at which demand becomes elastic), breakpoint (i.e. first price at which consumption ceases), and elasticity (i.e. sensitivity to rising costs). Random effects meta-analyses of cross-sectional effect sizes were conducted, with Q tests for examining differences by cannabis variables, meta-regression to test quantitative moderators, and publication bias assessment. Moderators included sex, number of MPT prices, variable transformations, and year of publication. Populations included community and clinical samples. RESULTS The searches yielded 14 studies (n = 4077, median % females: 44.8%: weighted average age = 29.08 [SD = 6.82]), published between 2015 and 2022. Intensity, Omax , and elasticity showed the most robust concurrent validity (|r's| = 0.147-325, ps < 0.014) with the largest significant effect sizes for quantity (|r| intensity = 0.325) and cannabis dependence (|r| Omax = 0.320, |r| intensity = 0.305, |r| elasticity = 0.303). Higher proportion of males was associated with increased estimates for elasticity-quantity and Pmax -problems. Higher number of MPT prices significantly altered magnitude of effects sizes for Pmax and problems, suggesting biased estimations if excessively low prices are considered. Methodological quality was generally good, and minimal evidence of publication bias was observed. CONCLUSIONS The marijuana purchase task presents adequate concurrent validity to measure cannabis demand, most robustly for intensity, Omax , and elasticity. Moderating effects by sex suggest potentially meaningful sex differences in the reinforcing value of cannabis.
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Affiliation(s)
- Alba González-Roz
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
- Addictive Behaviors Research Group, Department of Psychology, University of Oviedo, Oviedo, Spain
| | | | - Elizabeth R Aston
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, USA
| | - Jane Metrik
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, USA
- Providence VA Medical Center, Providence, RI, USA
| | - James Murphy
- Department of Psychology, The University of Memphis, Memphis, TN, USA
| | - Iris Balodis
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - Roberto Secades-Villa
- Addictive Behaviors Research Group, Department of Psychology, University of Oviedo, Oviedo, Spain
| | - Kyla Belisario
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
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Abstract
Behavioural economic accounts of addiction conceptualize harmful drug use as an operant reinforcer pathology, emphasizing that a drug is consumed because of overvaluation of smaller immediate rewards relative to larger delayed rewards (delay discounting) and high drug reinforcing value (drug demand). These motivational processes are within-individual determinants of behaviour. A third element of learning theory posits that harmful drug use depends on the relative constraints on access to other available activities and commodities in the choice context (alternative reinforcers), reflecting the substantial influence of environmental factors. In this Perspective, we integrate alternative reinforcers into the contemporary behavioural economic account of harmful drug use - the contextualized reinforcer pathology model - and review empirical literature across the translational spectrum in support of this model. Furthermore, we consider how increases in drug-related mortality and health disparities in addiction can be understood and potentially ameliorated via a contextualized reinforcer pathology model in which lack of alternative reinforcement is a major risk factor for addiction.
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Affiliation(s)
| | - James MacKillop
- Peter Boris Centre for Addictions Research, Department of Psychiatry and Behavioural Neurosciences, McMaster University/St Joseph’s Healthcare Hamilton, Hamilton, Ontario Canada
- Homewood Research Institute, Guelph, Ontario, Canada
| | - James G. Murphy
- Department of Psychology, University of Memphis, Memphis, TN USA
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Xu H, MacKillop J, Owens MM. A machine learning-derived neuroanatomical pattern predicts delayed reward discounting in the Human Connectome Project Young Adult sample. J Neurosci Res 2023; 101:1125-1137. [PMID: 36896988 DOI: 10.1002/jnr.25185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 01/18/2023] [Accepted: 02/13/2023] [Indexed: 03/11/2023]
Abstract
Delayed reward discounting (DRD) is defined as the extent to which person favors smaller rewards that are immediately available over larger rewards available in the future. Higher levels of DRD have been identified in individuals with a wide range of clinical disorders. Although there have been studies adopting larger samples and using only gray matter volume to characterize the neuroanatomical correlates of DRD, it is still unclear whether previously identified relationships are generalizable (out-of-sample) and how cortical thickness and cortical surface area contribute to DRD. In this study, using the Human Connectome Project Young Adult dataset (N = 1038), a machine learning cross-validated elastic net regression approach was used to characterize the neuroanatomical pattern of structural magnetic resonance imaging variables associated with DRD. The results revealed a multi-region neuroanatomical pattern predicted DRD and this was robust in a held-out test set (morphometry-only R2 = 3.34%, morphometry + demographics R2 = 6.96%). The neuroanatomical pattern included regions implicated in the default mode network, executive control network, and salience network. The relationship of these regions with DRD was further supported by univariate linear mixed effects modeling results, in which many of the regions identified as part of this pattern showed significant univariate associations with DRD. Taken together, these findings provide evidence that a machine learning-derived neuroanatomical pattern encompassing various theoretically relevant brain networks produces robustly predicts DRD in a large sample of healthy young adults.
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Affiliation(s)
- Hui Xu
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada.,Michael G. DeGroote Centre for Medicinal Cannabis Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
| | - Max M Owens
- Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton/McMaster University, Hamilton, Ontario, Canada
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Levitt EE, Oshri A, Amlung M, Ray LA, Sanchez-Roige S, Palmer AA, MacKillop J. Evaluation of delay discounting as a transdiagnostic research domain criteria indicator in 1388 general community adults. Psychol Med 2023; 53:1649-1657. [PMID: 35080193 PMCID: PMC10009385 DOI: 10.1017/s0033291721005110] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 11/08/2021] [Accepted: 11/24/2021] [Indexed: 12/14/2022]
Abstract
BACKGROUND The Research Domain Criteria (RDoC) approach proposes a novel psychiatric nosology using transdiagnostic dimensional mechanistic constructs. One candidate RDoC indicator is delay discounting (DD), a behavioral economic measure of impulsivity, based predominantly on studies examining DD and individual conditions. The current study sought to evaluate the transdiagnostic significance of DD in relation to several psychiatric conditions concurrently. METHODS Participants were 1388 community adults (18-65) who completed an in-person assessment, including measures of DD, substance use, depression, anxiety, posttraumatic stress disorder, and attention-deficit hyperactivity disorder (ADHD). Relations between DD and psychopathology were examined with three strategies: first, examining differences by individual condition using clinical cut-offs; second, examining DD in relation to latent psychopathology variables via principal components analysis (PCA); and third, examining DD and all psychopathology simultaneously via structural equation modeling (SEM). RESULTS Individual analyses revealed elevations in DD were present in participants screening positive for multiple substance use disorders (tobacco, cannabis, and drug use disorder), ADHD, major depressive disorder (MDD), and an anxiety disorder (ps < 0.05-0.001). The PCA produced two latent components (substance involvement v. the other mental health indicators) and DD was significantly associated with both (ps < 0.001). In the SEM, unique significant positive associations were observed between the DD latent variable and tobacco, cannabis, and MDD (ps < 0.05-0.001). CONCLUSIONS These results provide some support for DD as a transdiagnostic indicator, but also suggest that studies of individual syndromes may include confounding via comorbidities. Further systematic investigation of DD as an RDoC indicator is warranted.
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Affiliation(s)
- E. E. Levitt
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Homewood Research Institute, Guelph, Ontario, Canada
| | - A. Oshri
- Department of Human Development and Family Science, Athens, Georgia, United States
| | - M. Amlung
- Department of Applied Behavioral Science, Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, Kansas, United States
| | - L. A. Ray
- Department of Psychology, University of California, Los Angeles, California, United States
| | - S. Sanchez-Roige
- Department of Psychiatry, University of California San Diego, San Diego, California, United States
| | - A. A. Palmer
- Department of Psychiatry, University of California San Diego, San Diego, California, United States
- Institute for Genomic Medicine, University of California San Diego, San Diego, California, United States
| | - J. MacKillop
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Homewood Research Institute, Guelph, Ontario, Canada
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Stein JS, MacKillop J, McClure SM, Bickel WK. Unsparing self-critique strengthens the field, but Bailey et al. overstate the 'problems with delay discounting'. Psychol Med 2023; 53:1658-1659. [PMID: 35225188 PMCID: PMC10009363 DOI: 10.1017/s0033291721005286] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 12/07/2021] [Indexed: 11/07/2022]
Affiliation(s)
- Jeffrey S. Stein
- Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA
| | - James MacKillop
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada
| | | | - Warren K. Bickel
- Fralin Biomedical Research Institute at VTC, Virginia Tech, Roanoke, VA, USA
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Bui V, Baumgartner C, Bilevicius E, Single A, Vedelago L, Morris V, Kempe T, Schaub MP, Stewart SH, MacKillop J, Hodgins DC, Wardell JD, O'Connor R, Read J, Hadjistavropoulos HD, Sundström C, Dermody S, Kim AH, Keough MT. Efficacy of a novel online integrated treatment for problem gambling and tobacco smoking: Results of a randomized controlled trial. J Behav Addict 2023; 12:168-181. [PMID: 37000596 DOI: 10.1556/2006.2022.00081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 09/02/2022] [Accepted: 11/03/2022] [Indexed: 02/24/2023] Open
Abstract
AbstractBackground and aimsProblem gambling and tobacco use are highly comorbid among adults. However, there are few treatment frameworks that target both gambling and tobacco use simultaneously (i.e., an integrated approach), while also being accessible and evidence-based. The aim of this two-arm open label RCT was to examine the efficacy of an integrated online treatment for problem gambling and tobacco use.MethodsA sample of 209 participants (Mage = 37.66, SD = 13.81; 62.2% female) from North America were randomized into one of two treatment conditions (integrated [n = 91] or gambling only [n = 118]) that lasted for eight weeks and consisted of seven online modules. Participants completed assessments at baseline, after treatment completion, and at 24-week follow-up.ResultsWhile a priori planned generalized linear mixed models showed no condition differences on primary (gambling days, money spent, time spent) and secondary outcomes, both conditions did appear to significantly reduce problem gambling and smoking behaviours over time. Post hoc analyses showed that reductions in smoking and gambling craving were correlated with reductions in days spent gambling, as well as with gambling disorder symptoms. Relatively high (versus low) nicotine replacement therapy use was associated with greater reductions in gambling behaviours in the integrated treatment condition.Discussion and conclusionsWhile our open label RCT does not support a clear benefit of integrated treatment, findings suggest that changes in smoking and gambling were correlated over time, regardless of treatment condition, suggesting that more research on mechanisms of smoking outcomes in the context of gambling treatment may be relevant.
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Affiliation(s)
- Van Bui
- 1Department of Psychology, University of Manitoba, Canada
| | - Christian Baumgartner
- 2Swiss Research Institute for Public Health and Addiction, University of Zurich, Switzerland
| | | | - Alanna Single
- 1Department of Psychology, University of Manitoba, Canada
| | | | - Vanessa Morris
- 14Department of Psychology, University of New Brunswick, Canada
| | - Tyler Kempe
- 1Department of Psychology, University of Manitoba, Canada
| | - Michael P Schaub
- 2Swiss Research Institute for Public Health and Addiction, University of Zurich, Switzerland
| | - Sherry H Stewart
- 4Departments of Psychiatry and Psychology & Neuroscience, Dalhousie University, Canada
| | - James MacKillop
- 5Peter Boris Centre for Addictions Research McMaster University/St. Joseph's Healthcare Hamilton, Canada
| | | | - Jeffrey D Wardell
- 3Department of Psychology, York University, Canada
- 12Institute for Mental Health Policy Research, Centre for Addiction and Mental Health, Toronto, Canada
- 13Department of Psychiatry, University of Toronto, Canada
| | | | - Jennifer Read
- 8Department of Psychology, University of Buffalo, USA
| | | | | | - Sarah Dermody
- 11Department of Psychology, Ryerson University, Canada
| | - Andrew H Kim
- 11Department of Psychology, Ryerson University, Canada
| | - Matthew T Keough
- 1Department of Psychology, University of Manitoba, Canada
- 3Department of Psychology, York University, Canada
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