Literature DB >> 17049753

Using latent class analysis (LCA) to analyze patterns of drug use in a population of illegal opioid users.

Neerav Monga1, Jürgen Rehm, Benedikt Fischer, Suzanne Brissette, Julie Bruneau, Nady El-Guebaly, Lina Noël, Mark Tyndall, Cameron Wild, Francesco Leri, Jean-Sébastien Fallu, Saira Bahl.   

Abstract

BACKGROUND: The objective of this paper is to empirically determine a categorization of illegal opioid users in Canada in order to describe and analyze drug use patterns within this population.
METHODS: Drug use patterns of 679 eligible illegal opioid users outside treatment from the OPICAN study, a pan-Canadian cohort (recruited March to December, 2002) involving the cities of Toronto, Montreal, Vancouver, Edmonton and Quebec City, were empirically examined using latent class analysis. These latent classes were then further analyzed for associations using chi-square and t-test statistics.
FINDINGS: The opioid and other drug user sample surveyed were categorized into three latent classes. Class 1 (N=256) was characterized by the use of Tylenol 3 and benzodiazepines along with high levels of depression and self-reported pain. Class 2 (N=68) was described by the non-injection use of both heroin and crack while having a high level of homelessness. Class 3 (N=344) was shown to consist of injection drug users of heroin and cocaine exhibiting the highest levels of HIV and Hepatitis C infections amongst the classes.
CONCLUSIONS: Using latent class analysis we found distinct patterns of drug use amongst illegal opioid users differing in terms of type of drugs co-used, social context, and co-morbid pathologies. These data may be useful as the empirical basis for the planning of specific prevention and treatment interventions.

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Year:  2006        PMID: 17049753     DOI: 10.1016/j.drugalcdep.2006.08.029

Source DB:  PubMed          Journal:  Drug Alcohol Depend        ISSN: 0376-8716            Impact factor:   4.492


  60 in total

1.  Typologies of cannabis users and associated characteristics relevant for public health: a latent class analysis of data from a nationally representative Canadian adult survey.

Authors:  Benedikt Fischer; Jürgen Rehm; Hyacinth Irving; Anca Ialomiteanu; Jean-Sebastien Fallu; Jayadeep Patra
Journal:  Int J Methods Psychiatr Res       Date:  2010-06       Impact factor: 4.035

2.  Distinguishing subpopulations of marijuana users with latent profile analysis.

Authors:  Matthew R Pearson; Adrian J Bravo; Bradley T Conner
Journal:  Drug Alcohol Depend       Date:  2016-11-23       Impact factor: 4.492

3.  Substance-use and sexual harm reduction strategies of methamphetamine-using men who have sex with men and inject drugs.

Authors:  J Michael Wilkerson; Syed W Noor; Ellen D Breckenridge; Adeniyi A Adeboye; B R Simon Rosser
Journal:  AIDS Care       Date:  2015-04-02

4.  Drug use and phylogenetic clustering of hepatitis C virus infection among people who use drugs in Vancouver, Canada: A latent class analysis approach.

Authors:  B Jacka; B C Bray; T L Applegate; B D L Marshall; V D Lima; K Hayashi; K DeBeck; J Raghwani; P R Harrigan; M Krajden; J S G Montaner; J Grebely
Journal:  J Viral Hepat       Date:  2017-09-04       Impact factor: 3.728

5.  A social network perspective on heroin and cocaine use among adults: evidence of bidirectional influences.

Authors:  Amy S B Bohnert; Catherine P Bradshaw; Carl A Latkin
Journal:  Addiction       Date:  2009-07       Impact factor: 6.526

6.  Longitudinal changes in drug use severity and physical health-related quality of life among untreated stimulant users.

Authors:  Tyrone F Borders; Brenda M Booth; Russel S Falck; Carl Leukefeld; Jichuan Wang; Robert G Carlson
Journal:  Addict Behav       Date:  2009-06-06       Impact factor: 3.913

7.  A Latent Class Analysis of Risk Factors for Acquiring HIV Among Men Who Have Sex with Men: Implications for Implementing Pre-Exposure Prophylaxis Programs.

Authors:  Philip A Chan; Jennifer Rose; Justine Maher; Stacey Benben; Kristen Pfeiffer; Alexi Almonte; Joanna Poceta; Catherine E Oldenburg; Sharon Parker; Brandon Dl Marshall; Mickey Lally; Kenneth Mayer; Leandro Mena; Rupa Patel; Amy S Nunn
Journal:  AIDS Patient Care STDS       Date:  2015-09-21       Impact factor: 5.078

8.  Latent class analysis of non-opioid dependent illegal pharmaceutical opioid users in Ohio.

Authors:  Robert G Carlson; Ramzi W Nahhas; Raminta Daniulaityte; Silvia S Martins; Linna Li; Russel Falck
Journal:  Drug Alcohol Depend       Date:  2013-10-23       Impact factor: 4.492

9.  Risk factor profiles among intravenous drug using young adults: a latent class analysis (LCA) approach.

Authors:  Sigrid James; Edward S McField; Susanne B Montgomery
Journal:  Addict Behav       Date:  2012-09-23       Impact factor: 3.913

10.  Friendship networks of inner-city adults: a latent class analysis and multi-level regression of supporter types and the association of supporter latent class membership with supporter and recipient drug use.

Authors:  Amy S B Bohnert; Danielle German; Amy R Knowlton; Carl A Latkin
Journal:  Drug Alcohol Depend       Date:  2009-11-24       Impact factor: 4.492

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