Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2018 Jan-Mar;50(1):62-71.
doi: 10.1080/02791072.2017.1370747. Epub 2017 Sep 29.

Perceived Treatment Need and Latent Transitions in Heroin and Methamphetamine Polydrug Use among People who Inject Drugs in Tijuana, Mexico

Affiliations

Perceived Treatment Need and Latent Transitions in Heroin and Methamphetamine Polydrug Use among People who Inject Drugs in Tijuana, Mexico

Meredith C Meacham et al. J Psychoactive Drugs. 2018 Jan-Mar.

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.

PubMed Disclaimer

Figures

Figure 1
Figure 1
Conditional response probabilities of 4 substance use indicators for 4 class models at baseline and 6 month follow up and for 4 status model from baseline to 6 month follow up LCA: Latent Class Analysis, LTA: Latent Transition Analysis CRP: Conditional Response Probabilities (probability of using substance given class membership) Co-injection: Co-injected heroin and methamphetamine at the same time

Similar articles

Cited by

References

    1. 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
    1. Brecht Mary-Lynn, Huang David, Evans Elizabeth, Hser Yih-Ing. Polydrug use and implications for longitudinal research: ten-year trajectories for heroin, cocaine, and methamphetamine users. Drug and alcohol dependence. 2008;96(3):193–201. - PMC - PubMed
    1. Brouwer Kimberly C, Case Patricia, Ramos Rebeca, Magis-Rodriguez Carlos, Bucardo Jesus, Patterson Thomas L, Strathdee Steffanie A. Trends in Production, Trafficking, and Consumption of Methamphetamine and Cocaine inMexico. Substance Use & Misuse. 2006;41:707–721. - PMC - PubMed
    1. 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
    1. 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

Substances