Log in

Injection Drug Use, Unemployment, and Severe Food Insecurity Among HIV-HCV Co-Infected Individuals: A Mediation Analysis

  • Original Paper
  • Published:
AIDS and Behavior Aims and scope Submit manuscript

Abstract

Severe food insecurity (FI), which indicates reduced food intake, is common among HIV-hepatitis C virus (HCV) co-infected individuals. Given the importance of unemployment as a proximal risk factor for FI, this mediation analysis examines a potential mechanism through which injection drug use (IDU) is associated with severe FI. We used biannual data from the Canadian Co-infection Cohort (N = 429 with 3 study visits, 2012–2015). IDU in the past 6 months (exposure) and current unemployment (mediator) were self-reported. Severe FI in the following 6 months (outcome) was measured using the Household Food Security Survey Module. An overall association and a controlled direct effect were estimated using marginal structural models. Among participants, 32% engaged in IDU, 78% were unemployed, and 29% experienced severe FI. After adjustment for confounding and addressing censoring through weighting, the overall association (through all potential pathways) between IDU and severe FI was: risk ratio (RR) = 1.69 (95% confidence interval [CI] = 1.15–2.48). The controlled direct effect (the association through all potential pathways except that of unemployment) was: RR = 1.65 (95% CI = 1.08–2.53). We found evidence of an overall association between IDU and severe FI and estimated a controlled direct effect that is suggestive of pathways from IDU to severe FI that are not mediated by unemployment. Specifically, an overall association and a controlled direct effect that are similar in magnitude suggests that the potential impact of IDU on unemployment is not the primary mechanism through which IDU is associated with severe FI. Therefore, while further research is required to understand the mechanisms linking IDU and severe FI, the strong overall association suggests that reductions in IDU may mitigate severe FI in this vulnerable subset of the HIV-positive population.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (Germany)

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. Weiser SD, Young SL, Cohen CR, et al. Conceptual framework for understanding the bidirectional links between food insecurity and HIV/AIDS. Am J Clin Nutr. 2011;94(6):1729S–39S.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  2. Cox J, Hamelin A-M, McLinden T, et al. Food insecurity in HIV-hepatitis C virus co-infected individuals in Canada: the importance of co-morbidities. AIDS Behav. 2017;21(3):792–802.

    Article  PubMed  Google Scholar 

  3. Anderson SA. Core indicators of nutritional state for difficult to sample populations. J Nutr. 1990;120(11):1559S–600S.

    Google Scholar 

  4. Health Canada. Canadian Community Health Survey, Cycle 2.2, Nutrition: Income-Related Household Food Security in Canada, 2004. http://www.hc-sc.gc.ca/fn-an/surveill/nutrition/commun/income_food_sec-sec_alim-eng.php (2004). Accessed 25 May 2017.

  5. Tarasuk V, Mitchell A, Dachner N. Household food insecurity in Canada, 2014. http://proof.utoronto.ca (2014). Accessed 25 May 2017.

  6. Singer AW, Weiser SD, McCoy SI. Does food insecurity undermine adherence to antiretroviral therapy? A systematic review. AIDS Behav. 2015;19:1510–26.

    Article  PubMed  Google Scholar 

  7. Aibibula W, Cox J, Hamelin AM, McLinden T, Klein MB, Brassard P. Association between food insecurity and HIV viral suppression: a systematic review and meta-analysis. AIDS Behav. 2017;21(3):754–65.

    Article  PubMed  Google Scholar 

  8. Aibibula W, Cox J, Hamelin AM, Mamiya H, Klein MB, Brassard P. Food insecurity and low CD4 count among HIV-infected people: a systematic review and meta-analysis. AIDS Care. 2017;28(12):1577–85.

    Article  Google Scholar 

  9. Anema A, Weiser SD, Fernandes KA, et al. High prevalence of food insecurity among HIV-infected individuals receiving HAART in a resource-rich setting. AIDS Care. 2011;23(2):221–30.

    Article  CAS  PubMed  Google Scholar 

  10. Normen L, Chan K, Braitstein P, et al. Food insecurity and hunger are prevalent among HIV-positive individuals in British Columbia, Canada. J Nutr. 2005;135(4):820–5.

    CAS  PubMed  Google Scholar 

  11. Anema A, Fielden SJ, Shurgold S, et al. Association between food insecurity and procurement methods among people living with HIV in a high resource setting. PLoS ONE. 2016;11(8):e0157630.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Kendall A, Olson CM, Frongillo EA. Validation of the Radimer/Cornell measures of hunger and food insecurity. J Nutr. 1995;125:2793–801.

    CAS  PubMed  Google Scholar 

  13. Remis RS. Modelling the incidence and prevalence of hepatitis C infection and its sequelae in Canada. Ottawa: Public Health Agency of Canada; 2007.

    Google Scholar 

  14. Hull M, Shafran S, Wong A, et al. CIHR Canadian HIV Trials Network Coinfection and Concurrent Diseases Core Research Group: 2016 updated Canadian HIV/hepatitis C adult guidelines for management and treatment. Can J Infect Dis Med Microbiol. 2016;2016:4385643.

    PubMed  PubMed Central  Google Scholar 

  15. Anema A, Mehra D, Weiser SD, Grede N, Vogenthaler N, Kerr T. Drivers and consequences of food insecurity among illicit drug users (chapter 20). New York: Elsevier; 2015.

    Google Scholar 

  16. Richardson L, Wood E, Li K, Kerr T. Factors associated with employment among a cohort of injection drug users. Drug Alcohol Rev. 2010;29(3):293–300.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Richardson L, Small W, Kerr T. Pathways linking drug use and labour market trajectories: the role of catastrophic events. Sociol Health Illn. 2016;38(1):137–52.

    Article  PubMed  Google Scholar 

  18. French MT, Roebuck C, Alexandre PK. Illicit drug use, employment, and labor force participation. South Econ J. 2001;68(2):349–68.

    Article  Google Scholar 

  19. Kohlenberg B, Watts MW. Considering work for people living with HIV/AIDS: evaluation of a Group Employment Counseling Program. J Rehabil. 2003;69(1):22–9.

    Google Scholar 

  20. Conyers LM, Boomer KB. Validating the client-focused considering work model for people living with HIV and quantifying phases of change of commitment to work. Disabil Rehabil. 2017;39(11):1087–96.

    Article  PubMed  Google Scholar 

  21. Klein MB, Saeed S, Yang H, et al. Cohort profile: the Canadian HIV-hepatitis C co-infection cohort study. Int J Epidemiol. 2010;39(5):1162–9.

    Article  PubMed  Google Scholar 

  22. Szende A, Janssen B, Cabases J. Self-reported population health: an international perspective based on EQ-5D. Netherlands: Springer; 2014.

    Book  Google Scholar 

  23. Coffman DL, Zhong W. Assessing mediation using marginal structural models in the presence of confounding and moderation. Psychol Methods. 2012;17(4):642–64.

    Article  PubMed  PubMed Central  Google Scholar 

  24. VanderWeele TJ. Marginal structural models for the estimation of direct and indirect effects. Epidemiology. 2009;20(1):18–26.

    Article  PubMed  Google Scholar 

  25. VanderWeele TJ. Explanation in causal inference: methods for mediation and interaction. Oxford: Oxford University Press; 2015.

    Google Scholar 

  26. Cole SR, Hernan MA. Constructing inverse probability weights for marginal structural models. Am J Epidemiol. 2008;168(6):656–64.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Rubin DB. Multiple imputation for nonresponse in surveys. New York: Wiley; 1987.

    Book  Google Scholar 

  28. Tavakol M, Dennick R. Making sense of Cronbach’s alpha. Int J Med Educ. 2011;2:53–5.

    Article  PubMed  PubMed Central  Google Scholar 

  29. Anema A, Vogenthaler N, Frongillo E, Kadiyala S, Weiser SD. Food insecurity and HIV/AIDS: current knowledge, gaps, and research priorities. Curr HIV/AIDS Rep. 2009;6:224–31.

    Article  PubMed  Google Scholar 

  30. Moodie EE, Stephens DA. Using directed acyclic graphs to detect limitations of traditional regression in longitudinal studies. Int J Public Health. 2010;55(6):701–3.

    Article  PubMed  Google Scholar 

  31. Chander G, Himelhoch S, Moore RD. Substance abuse and psychiatric disorders in HIV-positive patients. Drugs. 2006;66(6):769–89.

    Article  PubMed  Google Scholar 

  32. Anema A, Wood E, Weiser SD, Qi J, Montaner JS, Kerr T. Hunger and associated harms among injection drug users in an urban Canadian setting. Subst Abuse Treat Prev Policy. 2010;5:20.

    Article  PubMed  PubMed Central  Google Scholar 

  33. Strike C, Rudzinski K, Patterson J, Millson M. Frequent food insecurity among injection drug users: correlates and concerns. BMC Public Health. 2012;12:1058.

    Article  PubMed  PubMed Central  Google Scholar 

  34. DeBeck K, Shannon K, Wood E, Li K, Montaner JS, Kerr T. Income generating activities of people who inject drugs. Drug Alcohol Depend. 2007;91(1):50–6.

    Article  PubMed  PubMed Central  Google Scholar 

  35. Luongo NM, Dong H, Kerr TH, Milloy MS, Hayashi K, Richardson LA. Income generation and attitudes towards addiction treatment among people who use illicit drugs in a Canadian setting. Addict Behav. 2017;64:159–64.

    Article  PubMed  Google Scholar 

  36. Tarasuk V. Discussion paper on household and individual food insecurity. Ottawa: Health Canada; 2001.

    Google Scholar 

  37. VanderWeele TJ, Vansteelandt S. Mediation analysis with multiple mediators. Epidemiol Method. 2014;2(1):95–115.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. Darke S. Self-report among injecting drug users: a review. Drug Alcohol Depend. 1998;51:253–63.

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

TM is supported by a CANOC Centre Doctoral Scholarship Award, a joint program of CANOC and the CIHR Canadian HIV Trials Network (CTN 242). EEMM is supported by a Chercheur-Boursier (Junior 2) Career Award from the Fonds de recherche du Quebec-Sante (FRQ-S). MBK is supported by a Chercheurs Nationaux Career Award from the FRQ-S. The authors thank Jennifer Kocilowicz and Leo Wong for study coordination. The Canadian Co-infection Cohort investigators (CTN 222) are: Drs. Jeff Cohen (Windsor Regional Hospital Metropolitan Campus, Windsor, ON), Brian Conway (PENDER Downtown Infectious Diseases Clinic, Vancouver, BC), Curtis Cooper (The Ottawa Hospital Research Institute, Ottawa, ON), Pierre Côté (Clinique du Quartier Latin, Montreal, QC), Joseph Cox (McGill University Health Centre, Montreal, QC), John Gill (Southern Alberta HIV Clinic, Calgary, AB), Shariq Haider (McMaster University Medical Centre – SIS Clinic, Hamilton, ON), Aida Sadr (Native BC Health Center, St Paul’s Hospital, Vancouver, BC), Lynn Johnston (QEII Health Science Center for Clinical Research, Halifax, NS), Mark Hull (BC Centre for Excellence in HIV/AIDS, Vancouver, BC), Julio Montaner (St Paul’s Hospital, Vancouver, BC), Erica Moodie (McGill University, Montreal, QC), Neora Pick (Oak Tree Clinic, Children’s and Women’s Health Centre of British Columbia, University of British Columbia, Vancouver, BC), Anita Rachlis (Sunnybrook Health Sciences Centre, University of Toronto, Toronto, ON), Danielle Rouleau (Centre Hospitalier de l’Université de Montreal, Montreal, QC), Roger Sandre (Health Sciences North – The HAVEN/Hemophilia Program, Sudbury, ON), Joseph Mark Tyndall (Department of Medicine, Infectious Diseases Division, University of Ottawa, Ottawa ON), Marie-Louise Vachon (Centre Hospitalier Universitaire de Québec, Québec, QC), Steve Sanche (SHARE University of Saskatchewan, Saskatoon, SK), Stewart Skinner (Royal University Hospital & Westside Community Clinic, University of Saskatchewan, Saskatoon, SK), and David Wong (University Health Network, Toronto, ON).

Funding

This study was funded by the Canadian Institutes of Health Research (CIHR, MOP-79529) and the CIHR Canadian HIV Trials Network (CTN 264 & CTN 222).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Joseph Cox.

Ethics declarations

Conflicts of interest

JC has received grants for investigator-initiated clinical projects and consulting fees from: Gilead, ViiV Healthcare, and Merck. MBK has received grants for investigator-initiated trials from: ViiV Healthcare and Merck, as well as consulting fees from: Gilead, ViiV Healthcare, Merck, Bristol-Meyers Squibb, and AbbVie. The remaining authors declare that they have no conflicts of interest.

Ethical Approval

All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.

Informed Consent

Informed consent was obtained from all individual participants included in the study.

Electronic Supplementary Material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 39 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

McLinden, T., Moodie, E.E.M., Hamelin, AM. et al. Injection Drug Use, Unemployment, and Severe Food Insecurity Among HIV-HCV Co-Infected Individuals: A Mediation Analysis. AIDS Behav 21, 3496–3505 (2017). https://doi.org/10.1007/s10461-017-1850-2

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10461-017-1850-2

Keywords

Navigation