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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] [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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Bailey S, Newton N, Perry Y, Grummitt L, Baams L, Barrett E. Trauma-informed prevention programmes for depression, anxiety, and substance use among young people: protocol for a mixed-methods systematic review. Syst Rev 2023; 12:203. [PMID: 37907971 PMCID: PMC10617188 DOI: 10.1186/s13643-023-02365-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 10/07/2023] [Indexed: 11/02/2023] Open
Abstract
BACKGROUND Mental ill-health and substance use bear a substantial burden and harm on young people and often arise from co-occurring and compounding risk factors, such as traumatic stress. Trauma-informed prevention of mental ill-health and substance use demonstrates significant promise in reducing this burden. A systematic literature review is required to identify and summarise the effectiveness, feasibility, acceptability, and design principles underpinning existing trauma-informed mental ill-health and/or substance use prevention programmes for young people aged 12-24 years. METHODS MEDLINE, Embase, CINAHL, PsychINFO, and Cochrane Library will be searched from 2012 through September 2022. Reference lists of included articles will be citation-chained. Title and abstracts will be screened and two reviewers will review articles full-text. One reviewer will extract data from eligible articles using a piloted data extraction form, and 20% of the data will be verified by a second reviewer. Risk of bias will be assessed using the Cochrane risk-of-bias tool for randomised trials (RoB 2), Risk of Bias in Non-randomised Studies of Interventions (ROBINS-I), and The Joanna Briggs Institute Critical Appraisal Checklist for Quasi-Experimental Studies and The Joanna Briggs Institute Critical Appraisal Checklist for Qualitative Research (CASP), depending on the study type. Characteristics of existing trauma-informed mental ill-health and/or substance use prevention programmes for young people will be summarised narratively. Effectiveness, feasibility, and acceptability will be qualitatively described and summarised, with proportions and effect sizes quantitatively synthesised, where possible. DISCUSSION Trauma-informed approaches to prevention demonstrate significant promise, yet to date, no study has systematically summarised and synthesised the available literature. To fill this gap, the present review will systematically identify and summarise the effectiveness, feasibility, acceptability, and design principles underpinning existing trauma-informed mental health and/or substance use prevention programmes for young people aged 12-24. This review will inform the development, adaptation, evaluation, and implementation of future trauma-informed mental ill-health and substance use prevention programmes for young people. Findings will inform critical efforts to interrupt and prevent already elevated trajectories of mental ill-health, substance use, and related harms among those young people exposed to adversity. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42022353883.
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Affiliation(s)
- S Bailey
- The Matilda Centre for Research in Mental Health and Substance Use, Faculty of Medicine and Health, University of Sydney, Sydney, Australia.
| | - N Newton
- The Matilda Centre for Research in Mental Health and Substance Use, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Y Perry
- Telethon Kids Institute, University of Western Australia, Perth, Australia
| | - L Grummitt
- The Matilda Centre for Research in Mental Health and Substance Use, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - L Baams
- University of Groningen, Groningen, Netherlands
| | - E Barrett
- The Matilda Centre for Research in Mental Health and Substance Use, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
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Kreim S, Marchand K, Mallia E, Dubras R, McMaster WR, Tee K, Mathias S, Barbic S. Identifying early intervention opportunities for illicit stimulant use: A cross-sectional study of factors associated with illicit stimulant use among young people accessing integrated youth services in British Columbia, Canada. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2023:209076. [PMID: 37182544 DOI: 10.1016/j.josat.2023.209076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 12/12/2022] [Accepted: 05/05/2023] [Indexed: 05/16/2023]
Abstract
INTRODUCTION Illicit stimulant (cocaine and/or amphetamine) use among young people aged 12-24 is a public health priority given that substance use initiation tends to peak in this developmental period and significant associated immediate and long-term harms are associated with its use. Young people using stimulants must be engaged in services as early as possible to reduce these harms. To inform early intervention opportunities, this study aimed to identify the risk/protective factors associated with illicit stimulant use among young people. METHODS We conducted a cross-sectional study on routinely collected self-reported data among young people accessing integrated youth services in British Columbia (Canada) between April 2018 and January 2022. Data were collected on young peoples' socio-demographic characteristics, and social, behavioral, and health profiles. Variable selection was guided by established risk/protective factors for substance use among young people. The study used multivariable logistic regression to identify risk/protective factors that were independently associated with past 30-day illicit stimulant use. RESULTS The analytic sample included n = 5620 young people aged 12-24 and a total of 163 (2.9 %) reported past 30-day illicit cocaine and/or amphetamine use. Demographic characteristics that were independently associated with illicit stimulant use included older age (aOR = 1.27, 95 % CI = 1.17-1.38) and gender identity as man vs woman (aOR = 1.71, 95 % CI = 1.10-2.70). Social and environmental risk factors included recently witnessing or experiencing violence (aOR = 2.32, 95 % CI = 1.47-3.68) and higher past-year crime/violent behaviors score (aOR = 1.39, 95 % CI = 1.13-1.69). Finally, regular alcohol (aOR = 6.90, 95 % CI = 2.36-25.42), regular (aOR = 3.74, 95 % CI = 1.95-7.54) or social (aOR = 3.06, 95 % CI = 1.44-6.60) tobacco use, and lifetime hallucinogen (aOR = 3.24, 95 % CI = 1.8-5.91) and ecstasy/MDMA (aOR = 2.53, 95 % CI = 1.48-4.39) use were also statistically significant risk factors. CONCLUSIONS These risk/protective factors support identification of young people who may benefit from further screening, assessment, and treatment for illicit stimulant use. This study also underscores the need to expand early intervention and harm reduction programs that can comprehensively respond to young peoples' stimulant use, health, and social needs.
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Affiliation(s)
- Sara Kreim
- Faculty of Science, University of British Columbia, 2207 Main Mall, Vancouver, BC V6T 1Z4, Canada
| | - Kirsten Marchand
- Faculty of Medicine, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Department of Occupational Science and Occupational Therapy, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Centre for Health Evaluation & Outcome Sciences, 588-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada.
| | - Emilie Mallia
- Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada
| | - Richard Dubras
- Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada
| | - W Robert McMaster
- Faculty of Medicine, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Department of Medical Genetics, Faculty of Medicine, University of British Columbia, C201-4500 Oak Street, Vancouver, BC V6H3N1, Canada
| | - Karen Tee
- Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada
| | - Steve Mathias
- Faculty of Medicine, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Centre for Health Evaluation & Outcome Sciences, 588-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada; Providence Research, 1190 Hornby Street, Vancouver, BC V6Z 1Y6, Canada; Department of Psychiatry, 2255 Wesbrook Mall, University of British Columbia, Vancouver, BC V6T 2A1, Canada
| | - Skye Barbic
- Faculty of Medicine, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Department of Occupational Science and Occupational Therapy, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC V6T 1Z3, Canada; Foundry, 915-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Centre for Health Evaluation & Outcome Sciences, 588-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada; Providence Research, 1190 Hornby Street, Vancouver, BC V6Z 1Y6, Canada
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Roberts NP, Lotzin A, Schäfer I. A systematic review and meta-analysis of psychological interventions for comorbid post-traumatic stress disorder and substance use disorder. Eur J Psychotraumatol 2022; 13:2041831. [PMID: 35558682 PMCID: PMC9090345 DOI: 10.1080/20008198.2022.2041831] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Revised: 01/13/2022] [Accepted: 01/29/2022] [Indexed: 12/14/2022] Open
Abstract
Background The psychological treatment of comorbid post-traumatic stress disorder (PTSD) and substance use disorder (SUD) is clinically challenging, and outcomes are often poor. Objective This paper describes a systematic review and meta-analysis which sought to establish the current efficacy for a number of established psychological approaches for adults and adolescents, in comparison to interventions for SUD alone, or other active approaches, following a pre-registered protocol. Method This review followed PRISMA and Cochrane Collaboration guidelines. Data extraction and risk of bias judgements using Cochrane criteria were undertaken by all authors. Primary outcomes were PTSD severity and substance use post-treatment. The quality of findings was assessed using GRADE. Following a comprehensive search, conducted to 13 September 2021, 27 studies were included. Results We found a relatively high level of dropout across studies. In our main comparisons, we found no benefits for present-focused treatment approaches aimed at improving coping skills beyond those for SUD-only interventions. We found modest benefits for trauma-focused intervention plus SUD intervention post-treatment for PTSD (standardized mean difference (SMD) = -0.36, 95% confidence interval (CI) -0.64, -0.08), and at 6-13 months for PTSD (SMD = -0.48, 95% CI -0.81, -0.15) and alcohol use (SMD = -0.23, 95% CI -0.44, -0.02). There were no benefits for cognitive restructuring interventions as a group, but we found a modest effect for integrated cognitive behavioural therapy (ICBT) for PTSD post-treatment (SMD = -0.33, 95% CI -0.62, -0.04). There was evidence of some benefit for trauma-focused intervention over present-focused intervention for PTSD from a single study and for reduction in dropout for incentivized attendance for trauma-focused intervention from another single study. Most findings were of very low quality. Conclusion There is evidence that trauma-focused therapy and ICBT can improve PTSD for some individuals, but many patients do not fully engage with treatment and average treatment effects are modest. HIGHLIGHTS For PTSD, evidence was strongest for trauma-focused CBT-based approaches, but effects were modest.There was little evidence of any added benefit on substance use, beyond that of standard addiction treatments, for any included intervention.Dropout from treatment was high.
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Affiliation(s)
- Neil P. Roberts
- Cardiff & Vale University Health Board, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK
| | - Annett Lotzin
- Department of Psychiatry and Psychotherapy, Center for Interdisciplinary Addiction Research, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ingo Schäfer
- Department of Psychiatry and Psychotherapy, Center for Interdisciplinary Addiction Research, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Schollar-Root O, Cassar J, Peach N, Cobham VE, Milne B, Barrett E, Back SE, Bendall S, Perrin S, Brady K, Ross J, Teesson M, Kihas I, Dobinson KA, Mills KL. Integrated Trauma-Focused Psychotherapy for Traumatic Stress and Substance Use: Two Adolescent Case Studies. Clin Case Stud 2021. [DOI: 10.1177/15346501211046054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Post-traumatic stress disorder (PTSD) and substance use disorder (SUD) occur frequently as comorbid diagnoses among adolescents. Historically, these conditions have been treated using a sequential model; however, emerging evidence suggests that an integrated treatment model may be most effective. This article presents two de-identified clinical case studies from an ongoing randomised controlled trial examining the efficacy of an integrated, exposure-based, cognitive-behavioral psychotherapy (CBT) for PTSD and SUD among adolescents (COPE-A), relative to a supportive counselling control condition (person-centred therapy). In both case studies, participants were randomised to receive the COPE-A integrated treatment, which incorporates prolonged exposure (PE) including imaginal and in vivo exposure as a core treatment component alongside CBT for PTSD and SUD. The clinical profile and treatment response of each participant is discussed. Promising results were found in both cases, with substantially reduced traumatic stress symptoms and decreased or stable levels of substance use by the end of treatment. Clinical implications of these early findings are discussed.
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Affiliation(s)
- Olivia Schollar-Root
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Joanne Cassar
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Natalie Peach
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Vanessa E Cobham
- School of Psychology, University of Queensland, St Lucia, QLD, Australia
- Children’s Health Queensland, Child & Youth Mental Health Service, QLD, Australia
| | - Bronwyn Milne
- The Department of Adolescent Medicine, Sydney Children’s Hospital Network, Sydney, NSW, Australia
| | - Emma Barrett
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Sudie E. Back
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Sarah Bendall
- Orygen, Melbourne, NSW, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
| | - Sean Perrin
- Department of Psychology, Lund University, Lund, Sweden
| | - Kathleen Brady
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Joanne Ross
- National Drug and Alcohol Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - Maree Teesson
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Ivana Kihas
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Katherine A Dobinson
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Katherine L Mills
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
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