Perceived Treatment Need and Latent Transitions in Heroin and Methamphetamine Polydrug Use among People who Inject Drugs in Tijuana, Mexico
- PMID: 28960166
- PMCID: PMC5884627
- DOI: 10.1080/02791072.2017.1370747
Perceived Treatment Need and Latent Transitions in Heroin and Methamphetamine Polydrug Use among People who Inject Drugs in Tijuana, Mexico
Abstract
People who inject drugs (PWID) in Tijuana, Mexico, use heroin and/or methamphetamine. While polydrug use is associated with HIV risk behavior, less is known about the stability of polydrug use patterns over time and how polydrug use is related to perceived treatment need. Within a cohort of PWID in Tijuana (N = 735) we sought to (1) characterize subgroups of polydrug and polyroute use from baseline to six months; (2) determine the probabilities of transitioning between subgroups; and (3) examine whether self-reported need for help for drug use modified these transition probabilities. Latent transition analysis (LTA) identified four latent statuses: heroin-only injection (38% at both baseline and follow-up); co-injection of heroin with methamphetamine (3% baseline, 15% follow-up); injection of heroin and methamphetamine (37% baseline, 32% follow-up); and polydrug and polyroute users who injected heroin and both smoked and injected methamphetamine (22% baseline, 14% follow-up). Heroin-only injectors had the highest probability of remaining in the same latent status at follow-up. The majority reported great or urgent need for treatment (51%) and these PWID had greater odds of transitioning to a higher-risk status at follow-up, emphasizing the need for evidence-based drug treatment options for PWID.
Keywords: Heroin; latent transition analysis; methamphetamine; people who inject drugs; polydrug; route of administration.
Figures

Similar articles
-
Polydrug Use and HIV Risk Among People Who Inject Heroin in Tijuana, Mexico: A Latent Class Analysis.Subst Use Misuse. 2015;50(10):1351-9. doi: 10.3109/10826084.2015.1013132. Epub 2015 Oct 7. Subst Use Misuse. 2015. PMID: 26444185 Free PMC article.
-
Latent classes of polydrug and polyroute use and associations with human immunodeficiency virus risk behaviours and overdose among people who inject drugs in Tijuana, Baja California, Mexico.Drug Alcohol Rev. 2018 Jan;37(1):128-136. doi: 10.1111/dar.12524. Epub 2017 Mar 24. Drug Alcohol Rev. 2018. PMID: 28337798 Free PMC article.
-
Prevalence and Correlates of Heroin-Methamphetamine Co-Injection Among Persons Who Inject Drugs in San Diego, California, and Tijuana, Baja California, Mexico.J Stud Alcohol Drugs. 2016 Sep;77(5):774-81. doi: 10.15288/jsad.2016.77.774. J Stud Alcohol Drugs. 2016. PMID: 27588536 Free PMC article.
-
Meth/amphetamine use and associated HIV: Implications for global policy and public health.Int J Drug Policy. 2010 Sep;21(5):347-58. doi: 10.1016/j.drugpo.2009.11.007. Epub 2010 Feb 1. Int J Drug Policy. 2010. PMID: 20117923 Review.
-
Historical trends in the production and consumption of illicit drugs in Mexico: implications for the prevention of blood borne infections.Drug Alcohol Depend. 2005 Sep 1;79(3):281-93. doi: 10.1016/j.drugalcdep.2005.02.003. Epub 2005 Apr 1. Drug Alcohol Depend. 2005. PMID: 16102372 Free PMC article. Review.
Cited by
-
Racial/Ethnic and Geographic Trends in Combined Stimulant/Opioid Overdoses, 2007-2019.Am J Epidemiol. 2022 Mar 24;191(4):599-612. doi: 10.1093/aje/kwab290. Am J Epidemiol. 2022. PMID: 35142341 Free PMC article.
-
"Pick up anything that moves": a qualitative analysis of a police crackdown against people who use drugs in Tijuana, Mexico.Health Justice. 2020 Apr 29;8(1):9. doi: 10.1186/s40352-020-00111-9. Health Justice. 2020. PMID: 32350636 Free PMC article.
-
Key Considerations in Planning for Substance Use Treatment: Estimating Treatment Need and Demand.J Stud Alcohol Drugs Suppl. 2019 Jan;Sup 18(18):22-30. doi: 10.15288/jsads.2019.s18.22. J Stud Alcohol Drugs Suppl. 2019. PMID: 30681945 Free PMC article. Review.
-
Co-use of methamphetamine and opioids among people in treatment in Oregon: A qualitative examination of interrelated structural, community, and individual-level factors.Int J Drug Policy. 2021 May;91:103098. doi: 10.1016/j.drugpo.2020.103098. Epub 2021 Jan 19. Int J Drug Policy. 2021. PMID: 33476863 Free PMC article.
-
Staying or moving: Results of a latent transition analysis examining intra-individual stability of recreational substance use among MSM in the Multicenter AIDS Cohort Study from 2004 to 2016.Drug Alcohol Depend. 2021 Mar 1;220:108516. doi: 10.1016/j.drugalcdep.2021.108516. Epub 2021 Jan 9. Drug Alcohol Depend. 2021. PMID: 33485009 Free PMC article.
References
-
- Bazzi Angela R, Syvertsen Jennifer L, Luisa Rolón María, Martinez Gustavo, Rangel Gudelia, Vera Alicia, Amaro Hortensia, Ulibarri Monica D, Hernandez Daniel O, Strathdee Steffanie A. Social and Structural Challenges to Drug Cessation Among Couples in Northern Mexico: Implications for Drug Treatment in Underserved Communities. Journal of substance abuse treatment. 2016;61:26–33. - PMC - PubMed
-
- Bucardo Jesus, Brouwer Kimberly C, Magis-Rodriguez Carlos, Fraga Miguel, Perez Saida G, Patterson Thomas L, Strathdee Steffanie A. Historical trends in the production and consumption of illicit drugs in Mexico: Implications for the prevention of blood borne infections. Drug and Alcohol Dependence. 2005;79:281–293. - PMC - PubMed
-
- Coffin PO, Galea S, Ahern J, Leon AC, Vlahaov D, Tardiff K. Opiates, cocaine and alcohol combinations in accidental drug overdose deaths in New York City, 1990–98. Addiction. 2003;98(6):739–747. - PubMed
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical