Multimorbidity classes indicate differential patterns of health care engagement among people who inject drugs
- PMID: 35643587
- PMCID: PMC10544774
- DOI: 10.1016/j.jsat.2022.108806
Multimorbidity classes indicate differential patterns of health care engagement among people who inject drugs
Abstract
Background: Aging people who inject drugs (PWID) have complex health needs. Health care management could be complicated by persistent substance use, multiple health challenges, and inconsistent access to care. However, we know little about the relationship between chronic multimorbidity and health care engagement in this population. The purpose of this study is to characterize patterns and correlates of chronic disease multimorbidity among PWID.
Methods: We conducted a latent class analysis (LCA) using data from the AIDS Linked to the IntraVenous Experience (ALIVE) Study, a community-based observational cohort, to determine classes of multimorbid chronic diseases. We then conducted regressions to determine factors associated with class membership and the impact of each multimorbid class on health events and utilization.
Results: Of 1387 individuals included, the majority were male (67%) and Black (81%), with a mean age of 53 years. We identified four classes of multimorbidity: Low Multimorbidity (54%), and Low Multimorbidity Including Psychiatric Comorbidity (26%), Multimorbidity (12%), and Multimorbidity Including Psychiatric Comorbidity (7%). Female sex, baseline age, and receipt of disability were factors significantly associated with membership in all three classes compared to the Low Multimorbidity class. Additionally, PWID in these three classes were significantly more likely to utilize emergency room and outpatient health care. Membership in both classes with psychiatric comorbidity was associated with significantly higher adjusted odds of receiving medication for opioid use disorder.
Discussion: Holistic health care systems can best address the needs of aging PWID with integrated care that provides harm reduction, substance use and mental health treatment together, and wrap around services.
Keywords: Chronic disease; Healthcare utilization; Latent class analysis; Opioid use.
Copyright © 2022 Elsevier Inc. All rights reserved.
Conflict of interest statement
Declaration of competing interest The authors report no real or perceived vested interests related to this article that could be construed as a conflict of interest.
Similar articles
-
Understanding healthcare engagement for people who inject drugs.Res Nurs Health. 2024 Apr;47(2):242-250. doi: 10.1002/nur.22355. Epub 2023 Nov 19. Res Nurs Health. 2024. PMID: 37982368 Free PMC article.
-
Barriers and facilitators to primary care engagement for people who inject drugs: A systematic review.J Nurs Scholarsh. 2023 May;55(3):605-622. doi: 10.1111/jnu.12863. Epub 2022 Dec 8. J Nurs Scholarsh. 2023. PMID: 36480158 Free PMC article.
-
Patterns of drug use, risky behavior, and health status among persons who inject drugs living in San Diego, California: a latent class analysis.Subst Use Misuse. 2015 Jan;50(2):205-14. doi: 10.3109/10826084.2014.962661. Epub 2014 Oct 14. Subst Use Misuse. 2015. PMID: 25313832 Free PMC article.
-
Prevalence, patterns of multimorbidity and associations with health care utilization among middle-aged and older people in China.BMC Public Health. 2023 Mar 21;23(1):537. doi: 10.1186/s12889-023-15412-5. BMC Public Health. 2023. PMID: 36944960 Free PMC article.
-
Accepting multiple conditions in psychiatry: From comorbidity to multimorbidity.Encephale. 2025 Apr;51(2):212-215. doi: 10.1016/j.encep.2024.05.004. Epub 2024 Sep 7. Encephale. 2025. PMID: 39245595 Review.
Cited by
-
Engagement in substance use disorder treatment after an emergency department visit among persons at high risk of opioid overdose: A prediction analysis.Drug Alcohol Depend Rep. 2024 Oct 10;13:100287. doi: 10.1016/j.dadr.2024.100287. eCollection 2024 Dec. Drug Alcohol Depend Rep. 2024. PMID: 39498372 Free PMC article.
-
Prevalence and correlates of SARS-CoV-2 seropositivity among people who inject drugs in Baltimore, Maryland.Drug Alcohol Depend Rep. 2023 Aug 9;8:100184. doi: 10.1016/j.dadr.2023.100184. eCollection 2023 Sep. Drug Alcohol Depend Rep. 2023. PMID: 37637232 Free PMC article.
-
Structural and social changes due to the COVID-19 pandemic and their impact on engagement in substance use disorder treatment services: a qualitative study among people with a recent history of injection drug use in Baltimore, Maryland.Harm Reduct J. 2024 May 8;21(1):91. doi: 10.1186/s12954-024-01008-8. Harm Reduct J. 2024. PMID: 38720307 Free PMC article.
-
Understanding healthcare engagement for people who inject drugs.Res Nurs Health. 2024 Apr;47(2):242-250. doi: 10.1002/nur.22355. Epub 2023 Nov 19. Res Nurs Health. 2024. PMID: 37982368 Free PMC article.
-
Drug Use-Related Discrimination in Healthcare Settings and Subsequent Emergency Department Utilization in a Prospective Cohort Study of People With a History of Injection Drug Use.Subst Use Misuse. 2024;59(8):1210-1220. doi: 10.1080/10826084.2024.2330906. Epub 2024 Mar 22. Subst Use Misuse. 2024. PMID: 38519443 Free PMC article.
References
-
- Andersen RM (1968). Families use of health services: A behavioral model of predisposing, enabling, and need components. Center for Health Administration Studies, University of Chicago.
-
- Barratt H, Rojas-Garcia A, Clarke K, Moore A, Whittington C, Stockton S, Thomas J, Pilling S, & Raine R (2016). Epidemiology of mental health attendances at emergency departments: Systematic review and meta-analysis. PloS One, 11(4), Article e0154449. 10.1371/journal.pone.0154449 - DOI - PMC - PubMed
-
- Bose J, Hedden SL, Lipari RN, & Park-Lee E (2018). Key substance use and mental health indicators in the United States: Results from the 2015 National Survey on Drug Use and Health. Publication No. SMA 16-4984, NSDUH Series H-51. In Key substance use and mental health indicators in the United States: Results from the 2015 National Survey on Drug Use and Health. Publication No. SMA 16-4984, NSDUH Series H-51 (pp. 1–97). Substance Abuse and Mental Health Services Administration (SAMHSA). 10.1016/j.drugalcdep.2016.10.042. - DOI
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Research Materials