Emily A. Karanges , Alexandre A. Guerin , Sasha Malignaggi , Rosemary Purcell , Patrick McGorry , Ian Hickie , Alison R. Yung , Christos Pantelis , G. Paul Amminger , Nicholas T. Van Dam , Gillinder Bedi
{"title":"寻求精神疾病帮助的青少年的物质使用模式:一个潜在阶层分析","authors":"Emily A. Karanges , Alexandre A. Guerin , Sasha Malignaggi , Rosemary Purcell , Patrick McGorry , Ian Hickie , Alison R. Yung , Christos Pantelis , G. Paul Amminger , Nicholas T. Van Dam , Gillinder Bedi","doi":"10.1016/j.addbeh.2025.108355","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Substance use is common among youth, with emerging adulthood a high-risk period for developing both substance use disorder (SUD) and mental illness. Youth receiving mental health treatment have higher rates of substance use than their peers, providing an opportunity for early intervention for SUDs. To facilitate this, a better understanding of substance use patterns among help-seeking youth is needed.</div></div><div><h3>Objectives</h3><div>We employed exploratory and confirmatory latent class analyses (LCA) to identify discrete classes of youth attending mental health services based on their substance use patterns, and assessed differences between groups in demographics, quality of life (QOL) and psychiatric symptoms.</div></div><div><h3>Methods</h3><div>Participants were treatment-seeking youth (15 − 25 years) recruited from <em>headspace</em>, Australia’s national network of youth-focused primary mental health services, in 2 cohorts (Study 1, n = 676, female = 67.8 %; Study 2, n = 295, female = 66.3 %). Measurements included demographics, lifetime and recent substance use, mental health symptomatology and QOL.</div></div><div><h3>Results</h3><div>Exploratory LCA (Study 1) revealed a four-class model of substance use: 1) current alcohol or no substance use (ALC), 2) current tobacco, alcohol, and cannabis use (TAC), 3) past polysubstance use, and 4) current polysubstance use. The current polysubstance use group reported more psychological distress than the ALC group and lower QOL than youth without polysubstance use (ALC and TAC). Confirmatory LCA (Study 2) identified four similar classes, however no differences between groups in distress or QOL were observed.</div></div><div><h3>Conclusion</h3><div>Findings identify clinically-significant substance use patterns among youth accessing mental health care, with implications for development of early interventions to address substance use in this risk-enriched population.</div></div>","PeriodicalId":7155,"journal":{"name":"Addictive behaviors","volume":"167 ","pages":"Article 108355"},"PeriodicalIF":3.7000,"publicationDate":"2025-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Substance use patterns among youth seeking help for mental illness: A latent class analysis\",\"authors\":\"Emily A. Karanges , Alexandre A. Guerin , Sasha Malignaggi , Rosemary Purcell , Patrick McGorry , Ian Hickie , Alison R. Yung , Christos Pantelis , G. Paul Amminger , Nicholas T. Van Dam , Gillinder Bedi\",\"doi\":\"10.1016/j.addbeh.2025.108355\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Substance use is common among youth, with emerging adulthood a high-risk period for developing both substance use disorder (SUD) and mental illness. Youth receiving mental health treatment have higher rates of substance use than their peers, providing an opportunity for early intervention for SUDs. To facilitate this, a better understanding of substance use patterns among help-seeking youth is needed.</div></div><div><h3>Objectives</h3><div>We employed exploratory and confirmatory latent class analyses (LCA) to identify discrete classes of youth attending mental health services based on their substance use patterns, and assessed differences between groups in demographics, quality of life (QOL) and psychiatric symptoms.</div></div><div><h3>Methods</h3><div>Participants were treatment-seeking youth (15 − 25 years) recruited from <em>headspace</em>, Australia’s national network of youth-focused primary mental health services, in 2 cohorts (Study 1, n = 676, female = 67.8 %; Study 2, n = 295, female = 66.3 %). Measurements included demographics, lifetime and recent substance use, mental health symptomatology and QOL.</div></div><div><h3>Results</h3><div>Exploratory LCA (Study 1) revealed a four-class model of substance use: 1) current alcohol or no substance use (ALC), 2) current tobacco, alcohol, and cannabis use (TAC), 3) past polysubstance use, and 4) current polysubstance use. The current polysubstance use group reported more psychological distress than the ALC group and lower QOL than youth without polysubstance use (ALC and TAC). Confirmatory LCA (Study 2) identified four similar classes, however no differences between groups in distress or QOL were observed.</div></div><div><h3>Conclusion</h3><div>Findings identify clinically-significant substance use patterns among youth accessing mental health care, with implications for development of early interventions to address substance use in this risk-enriched population.</div></div>\",\"PeriodicalId\":7155,\"journal\":{\"name\":\"Addictive behaviors\",\"volume\":\"167 \",\"pages\":\"Article 108355\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2025-04-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Addictive behaviors\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0306460325001169\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, CLINICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Addictive behaviors","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0306460325001169","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, CLINICAL","Score":null,"Total":0}
Substance use patterns among youth seeking help for mental illness: A latent class analysis
Background
Substance use is common among youth, with emerging adulthood a high-risk period for developing both substance use disorder (SUD) and mental illness. Youth receiving mental health treatment have higher rates of substance use than their peers, providing an opportunity for early intervention for SUDs. To facilitate this, a better understanding of substance use patterns among help-seeking youth is needed.
Objectives
We employed exploratory and confirmatory latent class analyses (LCA) to identify discrete classes of youth attending mental health services based on their substance use patterns, and assessed differences between groups in demographics, quality of life (QOL) and psychiatric symptoms.
Methods
Participants were treatment-seeking youth (15 − 25 years) recruited from headspace, Australia’s national network of youth-focused primary mental health services, in 2 cohorts (Study 1, n = 676, female = 67.8 %; Study 2, n = 295, female = 66.3 %). Measurements included demographics, lifetime and recent substance use, mental health symptomatology and QOL.
Results
Exploratory LCA (Study 1) revealed a four-class model of substance use: 1) current alcohol or no substance use (ALC), 2) current tobacco, alcohol, and cannabis use (TAC), 3) past polysubstance use, and 4) current polysubstance use. The current polysubstance use group reported more psychological distress than the ALC group and lower QOL than youth without polysubstance use (ALC and TAC). Confirmatory LCA (Study 2) identified four similar classes, however no differences between groups in distress or QOL were observed.
Conclusion
Findings identify clinically-significant substance use patterns among youth accessing mental health care, with implications for development of early interventions to address substance use in this risk-enriched population.
期刊介绍:
Addictive Behaviors is an international peer-reviewed journal publishing high quality human research on addictive behaviors and disorders since 1975. The journal accepts submissions of full-length papers and short communications on substance-related addictions such as the abuse of alcohol, drugs and nicotine, and behavioral addictions involving gambling and technology. We primarily publish behavioral and psychosocial research but our articles span the fields of psychology, sociology, psychiatry, epidemiology, social policy, medicine, pharmacology and neuroscience. While theoretical orientations are diverse, the emphasis of the journal is primarily empirical. That is, sound experimental design combined with valid, reliable assessment and evaluation procedures are a requisite for acceptance. However, innovative and empirically oriented case studies that might encourage new lines of inquiry are accepted as well. Studies that clearly contribute to current knowledge of etiology, prevention, social policy or treatment are given priority. Scholarly commentaries on topical issues, systematic reviews, and mini reviews are encouraged. We especially welcome multimedia papers that incorporate video or audio components to better display methodology or findings.
Studies can also be submitted to Addictive Behaviors? companion title, the open access journal Addictive Behaviors Reports, which has a particular interest in ''non-traditional'', innovative and empirically-oriented research such as negative/null data papers, replication studies, case reports on novel treatments, and cross-cultural research.