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.
Similar content being viewed by others
References
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.
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.
Anderson SA. Core indicators of nutritional state for difficult to sample populations. J Nutr. 1990;120(11):1559S–600S.
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.
Tarasuk V, Mitchell A, Dachner N. Household food insecurity in Canada, 2014. http://proof.utoronto.ca (2014). Accessed 25 May 2017.
Singer AW, Weiser SD, McCoy SI. Does food insecurity undermine adherence to antiretroviral therapy? A systematic review. AIDS Behav. 2015;19:1510–26.
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.
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.
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.
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.
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.
Kendall A, Olson CM, Frongillo EA. Validation of the Radimer/Cornell measures of hunger and food insecurity. J Nutr. 1995;125:2793–801.
Remis RS. Modelling the incidence and prevalence of hepatitis C infection and its sequelae in Canada. Ottawa: Public Health Agency of Canada; 2007.
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.
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.
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.
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.
French MT, Roebuck C, Alexandre PK. Illicit drug use, employment, and labor force participation. South Econ J. 2001;68(2):349–68.
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.
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.
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.
Szende A, Janssen B, Cabases J. Self-reported population health: an international perspective based on EQ-5D. Netherlands: Springer; 2014.
Coffman DL, Zhong W. Assessing mediation using marginal structural models in the presence of confounding and moderation. Psychol Methods. 2012;17(4):642–64.
VanderWeele TJ. Marginal structural models for the estimation of direct and indirect effects. Epidemiology. 2009;20(1):18–26.
VanderWeele TJ. Explanation in causal inference: methods for mediation and interaction. Oxford: Oxford University Press; 2015.
Cole SR, Hernan MA. Constructing inverse probability weights for marginal structural models. Am J Epidemiol. 2008;168(6):656–64.
Rubin DB. Multiple imputation for nonresponse in surveys. New York: Wiley; 1987.
Tavakol M, Dennick R. Making sense of Cronbach’s alpha. Int J Med Educ. 2011;2:53–5.
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.
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.
Chander G, Himelhoch S, Moore RD. Substance abuse and psychiatric disorders in HIV-positive patients. Drugs. 2006;66(6):769–89.
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.
Strike C, Rudzinski K, Patterson J, Millson M. Frequent food insecurity among injection drug users: correlates and concerns. BMC Public Health. 2012;12:1058.
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.
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.
Tarasuk V. Discussion paper on household and individual food insecurity. Ottawa: Health Canada; 2001.
VanderWeele TJ, Vansteelandt S. Mediation analysis with multiple mediators. Epidemiol Method. 2014;2(1):95–115.
Darke S. Self-report among injecting drug users: a review. Drug Alcohol Depend. 1998;51:253–63.
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
Corresponding author
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.
Rights and permissions
About this article
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
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10461-017-1850-2