Abstract
In order to address common statistical and population-based limitations in epidemiological literature applying syndemic theory, this study uses latent class analysis (LCA) to explore how health and social problems coalesce and shape sexual risk behaviors linked to HIV transmission in three Mexico City prisons. Among the studied male inmates, LCA identified four classes, defined by low syndemic risk (61.4%); marijuana (14.3%); depression, substances, and trauma (19.7%); and depression, substances, and marijuana (4.7%). In multinomial regression models, classes with a greater number of syndemic exposures were associated with increased odds of condomless anal sex during incarceration. In analyses stratified by pre-incarceration sexual risk behaviors, however, high syndemic burden classes were associated with condomless anal sex during incarceration differently. Overall, the study findings suggest that LCA has potential utility for syndemic analyses and highlight the need to attend to health and social adversities when addressing sexual risk behaviors and HIV transmission during incarceration.
Resumen
En este estudio exploramos cómo los problemas sociales y de salud se juntan y determinan la formación de comportamientos de riesgo para la transmisión del VIH en tres prisiones de la Ciudad de México. Usamos análisis de clases latentes (ACL) para abordar limitaciones estadísticas y poblacionales comunes en la literatura epidemiológica que aplica la teoría de la sindemia. Entre la población estudiada de hombres internos adultos, identificamos cuatro clases, definidas por bajo riesgo sindémico (61.4%); uso de mariguana (14.3%); depresión, uso de sustancias y victimización traumática (19.7%); y depresión, uso de sustancias y de mariguana (4.7%). De acuerdo a los resultados de modelos de regresión multinomial, las clases con un mayor número de exposiciones sindémicas se asociaron con mayor posibilidad de sexo anal sin condón durante la encarcelación. En análisis estratificados de acuerdo a la presencia de comportamientos sexuales de riesgo pre-encarcelación, las clases con una carga de alta sindemia se asociaron con sexo anal sin condón de manera diferente. Los resultados del estudio sugieren que el ACL tiene utilidad potencial para el análisis sindémico y resaltan la necesidad de atender adversidades sociales y de salud cuando se abordan los comportamientos sexuales de riesgo durante la encarcelación.
Similar content being viewed by others
References
Singer M, Bulled N, Ostrach B, Mendenhall E. Syndemics and the biosocial conception of health. Lancet. 2017;389(10072):941–50. https://doi.org/10.1016/S0140-6736(17)30003-X.
Willen SS, Knipper M, Abadía-Barrero CE, Davidovitch N. Syndemic vulnerability and the right to health. Lancet. 2017;389(10072):964–77. https://doi.org/10.1016/S0140-6736(17)30261-1.
Tsai AC, Mendenhall E, Trostle JA, Kawachi I. Co-occurring epidemics, syndemics, and population health. Lancet. 2017;389(10072):978–82. https://doi.org/10.1016/S0140-6736(17)30403-8.
Singer M. A dose of drugs, a touch of violence, a case of AIDS: conceptualizing the SAVA syndemic. Free Inquiry. 1996;24(2):99–110. http://ojs.library.okstate.edu/osu/index.php/FICS/article/view/1346. Accessed 1 Aug 2017.
Tsai AC, Venkataramani AS. Syndemics and health disparities: a methodological note. AIDS Behav. 2016;20(2):423–30. https://doi.org/10.1007/s10461-015-1260-2.
Guadamuz TE, McCarthy K, Wimonsate W, et al. Psychosocial health conditions and HIV prevalence and incidence in a cohort of men who have sex with men in Bangkok, Thailand: evidence of syndemic effect. AIDS Behav. 2014;18(11):2089–96. https://doi.org/10.1007/s10461-014-0826-8.
Mimiaga MJ, Biello KB, Robertson AM, et al. High prevalence of multiple syndemic conditions associated with sexual risk behavior and HIV infection among a large sample of Spanish- and Portuguese-speaking men who have sex with men in Latin America. Arch Sex Behav. 2015;44(7):1869–78. https://doi.org/10.1007/s10508-015-0488-2.
Mimiaga MJ, OʼCleirigh C, Biello KB, et al. The effect of psychosocial syndemic production on 4-year HIV incidence and risk behavior in a large cohort of sexually active men who have sex with men. J Acquir Immune Defic Syndr. 2015;68(3):329–36. https://doi.org/10.1097/QAI.0000000000000475.
Mustanski B, Andrews R, Herrick A, Stall R, Schnarrs PW. A syndemic of psychosocial health disparities and associations with risk for attempting suicide among young sexual minority men. Am J Public Health. 2014;104(2):287–94. https://doi.org/10.2105/AJPH.2013.301744.
Santos G-M, Do T, Beck J, et al. Syndemic conditions associated with increased HIV risk in a global sample of men who have sex with men. Sex Transm Infect. 2014;90(3):250–3. https://doi.org/10.1136/sextrans-2013-051318.
Biadglegne F, Rodloff AC, Sack U. Review of the prevalence and drug resistance of tuberculosis in prisons: a hidden epidemic. Epidemiol Infect. 2015;143(5):887–900. https://doi.org/10.1017/S095026881400288X.
Dara M, Acosta CD, Vinkeles Melchers NVS, et al. Tuberculosis control in prisons: current situation and research gaps. Int J Infect Dis. 2015;32:111–7. https://doi.org/10.1016/j.ijid.2014.12.029.
Dolan K, Kite B, Black E, Aceijas C. Stimson GV for the reference group on HIV/AIDS prevention and care among injecting drug users in developing and transitional countries. HIV in prison in low-income and middle-income countries. Lancet Infect Dis. 2007;7:32–41. https://doi.org/10.1016/S1473-3099(06)70685-5.
Weinbaum CM, Sabin KM, Santibanez SS. Hepatitis B, hepatitis C, and HIV in correctional populations: a review of epidemiology and prevention. AIDS. 2005;19(Suppl 3):S41–6.
Jürgens R, Nowak M, Day M. HIV and incarceration: prisons and detention. J Int AIDS Soc. 2011;14(26):1–17. https://doi.org/10.1186/1758-2652-14-26.
Lamb HR, Weinberger LE, Gross BH. Mentally ill persons in the criminal justice system: some perspectives. Psychiatr Q. 2004;75(2):107–26. https://doi.org/10.1023/B:PSAQ.0000019753.63627.2c.
Staton M, Leukefeld C, Webster JM. Substance use, health, and mental health: problems and service utilization among incarcerated women. Int J Offender Ther Comp Criminol. 2003;47(2):224–39. https://doi.org/10.1177/0306624X03251120.
Wolff N, Shi J. Childhood and adult trauma experiences of incarcerated persons and their relationship to adult behavior health problems and treatment. Int J Environ Res Public Health. 2012;9(5):1908–26. https://doi.org/10.3390/ijerph9051908.
World Health Organization Europe. In: Enggist S, Møller L, Galea G, Udesen C, editors. Prisons and health [document on the Internet]. Copenhagen: WHO Europe; 2014. http://www.euro.who.int/__data/assets/pdf_file/0005/249188/Prisons-and-Health.pdf. Accessed 6 Aug 2017.
Huey MP, Mcnulty TL. Institutional conditions and prison suicide: conditional effects of deprivation and overcrowding. Prison J. 2005;85(4):490–514. https://doi.org/10.1177/0032885505282258.
Schneider K, Richters J, Butler T, et al. Psychological distress and experience of sexual and physical assault among Australian prisoners. Crim Behav Ment Health. 2011;21(5):333–49. https://doi.org/10.1002/cbm.816.
Wolff N, Shi J. Feelings of safety inside prison among male inmates with different victimization experiences. Violence Vict. 2009;24(6):800–16. https://doi.org/10.1891/0886-6708.24.6.800.
World Health Organization, International Committee of the Red Cross. Mental health in prisons [document on the Internet]. Geneva: WHO; 2007. http://www.who.int/mental_health/policy/mh_in_prison.pdf. Accessed 6 Aug 2017.
Kelly PJ, Cheng AL, Spencer-Carver E, Ramaswamy M. A syndemic model of women incarcerated in community jails. Public Health Nurs. 2014;31(2):118–25. https://doi.org/10.1111/phn.12056.
Culbert GJ, Pillai V, Bick J, et al. Confronting the HIV, tuberculosis, addiction, and incarceration syndemic in Southeast Asia: lessons learned from Malaysia. J Neuroimmune Pharmacol. 2016;11(3):446–55. https://doi.org/10.1007/s11481-016-9676-7.
Joint United Nations Programme on HIV/AIDS (UNAIDS). 2014 UNAIDS gap report: prisoners [documents on the Internet]. Geneva: UNAIDS; 2014. http://www.unaids.org/sites/default/files/media_asset/03_Prisoners.pdf. Accessed 6 Aug 2017.
Joint United Nations Programme on HIV/AIDS (UNAIDS). Combination HIV prevention: tailoring and coordinating biomedical, behavioural and structural strategies to reduce new HIV infections: a UNAIDS discussion paper [document on the Internet]. Geneva: UNAIDS; 2010. http://www.unaids.org/en/resources/documents/2010/20101006_JC2007_Combination_Prevention_paper. Accessed 6 Aug 2017.
Bautista-Arredondo S, González A, Servan-Mori E, et al. A cross-sectional study of prisoners in Mexico City comparing prevalence of transmissible infections and chronic diseases with that in the general population. PLoS ONE. 2015;10(7):e0131718. https://doi.org/10.1371/journal.pone.0131718.
Joint United Nations Programme on HIV/AIDS (UNAIDS). Country: Mexico [documents on the Internet]. Geneva: UNAIDS; 2018. http://www.unaids.org/en/regionscountries/countries/mexico. Accessed 6 May 2018.
Rodríguez CM, García EB, Serrano CG, Reyes PR, De Luca M. El VIH y el SIDA en México al 2008: hallazgos, tendencias y reflexiones [documents on the Internet]. Distrito Federal, México: Centro Nacional para la Prevención y Control del VIH/SIDA (CENSIDA); 2008. http://www.censida.salud.gob.mx/descargas/biblioteca/VIHSIDA_MEX2008.pdf. Accessed 6 May 2018.
AIDS Education & Training Center (AETC) Program. Overview of HIV/AIDS in the Mexican border states [documents on the Internet]. https://aidsetc.org/border/profile-mexico. Newark: AETC Program; 2013. Accessed 6 May 2018.
Bautista-Arredondo S, Colchero MA, Romero M, Conde-Glez CJ, Sosa-Rubí SG. Is the HIV epidemic stable among MSM in Mexico? HIV prevalence and risk behavior results from a nationally representative survey among men who have sex with men. PLoS ONE. 2013;8(9):e72616. https://doi.org/10.1371/journal.pone.0072616.
Bravo-Garcia E, Magis-Rodriguez C, Saavedra J. New estimates in Mexico: more than 180,000 people living with HIV. International AIDS Conference. Toronto, Canada, 2006. http://www.iasociety.org/Default.aspx?pageId=11&abstractId=2194569. Accessed 4 Mar 2016.
Colchero MA, Bautista-Arredondo S, Cortés-Ortiz MA, et al. Impact and economic evaluations of a combination prevention programme for men who have sex with men in Mexico. AIDS. 2016;30(2):293–300. https://doi.org/10.1097/QAD.0000000000000925.
Colchero MA, Cortés-Ortiz MA, Romero-Martínez M, et al. HIV prevalence, sociodemographic characteristics, and sexual behaviors among transwomen in Mexico City. Salud Publica Mex. 2015;57(Suppl 2):S99–106.
Alvarado-Esquivel C, Sablon E, Martínez-García S, Estrada-Martínez S. Hepatitis virus and HIV infections in inmates of a state correctional facility in Mexico. Epidemiol Infect. 2005;133(4):679–85. https://doi.org/10.1017/S0950268805003961.
Rodríguez CM, Marques LF, Touzé G. HIV and injection drug use in Latin America. AIDS. 2002;16(Suppl 3):S34–41.
Albertie A, Bourey C, Stephenson R, Bautista-Arredondo S. Connectivity, prison environment and mental health among first-time male inmates in Mexico City. Glob Public Health. 2017;12(2):170–84. https://doi.org/10.1080/17441692.2015.1091023.
Lanza ST, Rhoades BL, Nix RL, Greenberg MT, Conduct Problems Prevention Research Group. Modeling the interplay of multilevel risk factors for future academic and behavior problems: a person-centered approach. Dev Psychopathol. 2010;22(2):313–35. https://doi.org/10.1017/S0954579410000088.
National Council for the Evaluation of Social Development Policy (CONEVAL). Methodology for multidimensional poverty measurement in Mexico [document on the Internet]. Mexico City, Mexico: CONEVAL; 2010. http://www.coneval.org.mx/Medicion/Paginas/Medici%C3%B3n/Metodologia-en.aspx. Accessed 6 Aug 2017.
Smarr KL. Measures of depression and depressive symptoms: the Beck Depression Inventory (BDI), Center for Epidemiological Studies-Depression Scale (CES-D), Geriatric Depression Scale (GDS), Hospital Anxiety and Depression Scale (HADS), and Primary Care Evaluation of Mental Disorders-Mood Module (PRIME-MD). Arthritis Rheum. 2003;49(Suppl 5):S134–46. https://doi.org/10.1002/art.11410.
Starks TJ, Millar BM, Eggleston JJ, Parsons JT. Syndemic factors associated with HIV risk for gay and bisexual men: comparing latent class and latent factor modeling. AIDS Behav. 2014;18(11):2075–9. https://doi.org/10.1007/s10461-014-0841-9.
Konda KA, Celentano DD, Kegeles S, Coates TJ, Caceres CF. NIMH Collaborative HIV/STD Prevention Trial Group. Latent class analysis of sexual risk patterns among esquineros (street corner men) a group of heterosexually identified, socially marginalized men in urban coastal Peru. AIDS Behav. 2011;15(4):862–8. https://doi.org/10.1007/s10461-010-9772-2.
Noor SWB, Ross MW, Lai D, Risser JM. Use of latent class analysis approach to describe drug and sexual HIV risk patterns among injection drug users in Houston, Texas. AIDS Behav. 2014;18(Suppl 3):S276–83. https://doi.org/10.1007/s10461-014-0713-3.
Robinson AC, Knowlton AR, Gielen AC, Gallos JJ. Substance use, mental illness, and familial conflict non-negotiation among HIV-positive African-Americans: latent class regression and a new syndemic framework. J Behav Med. 2016;39(1):1–12. https://doi.org/10.1007/s10865-015-9670-1.
Lanza ST, Dziak JJ, Huang L, Wagner AT, Collins LM. LCA Stata plugin users’ guide (version 1.2) [document on the Internet]. University Park, PA: The Methodology Center, The Pennsylvania State University; 2015. https://methodology.psu.edu/sites/default/files/software/lcastata/Stata%20LCA%20Plugin-v1.2b.pdf. Accessed 4 Mar 2015.
Lanza ST, Collins LM, Lemmon DR, Schafer JL. PROC LCA: a SAS procedure for latent class analysis. Struct Equ Model. 2007;14(4):671–94.
Clark SL, Muthén B. Relating latent class analysis results to variables not included in the analysis [document on the Internet]. Los Angeles: University of California Los Angeles; 2009. http://statmodel2.com/download/relatinglca.pdf. Accessed 7 Aug 2017.
Lloyd S, Operario D. HIV risk among men who have sex with men who have experienced childhood sexual abuse: systematic review and meta-analysis. AIDS Educ Prev. 2012;24(3):228–41. https://doi.org/10.1521/aeap.2012.24.3.228.
Fang L, Chuang D-M, Lee Y. Adverse childhood experiences, gender, and HIV risk behaviors: results from a population-based sample. Prev Med Rep. 2016;4:113–20. https://doi.org/10.1016/j.pmedr.2016.05.019.
Alvy LM, McKirnan DJ, Mansergh G, et al. Depression is associated with sexual risk among men who have sex with men, but is mediated by escape and self-efficacy. AIDS Behav. 2011;15(6):1171–9. https://doi.org/10.1007/s10461-010-9678-z.
McKirnan DJ, Ostrow DG, Hope B. Sex, drugs, and escape: a psychological model of HIV-risk sexual behaviors. AIDS Care. 1996;8(6):655–69. https://doi.org/10.1080/09540129650125371.
Parsons JT, Grov C, Golub SA. Sexual compulsivity, co-occurring psychological health problems, and HIV risk among gay and bisexual men: further evidence of a syndemic. Am J Public Health. 2012;102(1):156–62. https://doi.org/10.2105/AJPH.2011.300284.
Parsons JT, Millar BM, Moody RL, et al. Syndemic conditions and HIV transmission risk behavior among HIV-negative gay and bisexual men in a U.S. national sample. Health Psychol. 2017;36(7):695–703. https://doi.org/10.1037/hea0000509.
Stall R, Mills TC, Williamson J, et al. Association of co-occurring psychosocial health problems and increased vulnerability to HIV/AIDS among urban men who have sex with men. Am J Public Health. 2003;93(6):939–42. https://doi.org/10.2105/AJPH.93.6.939.
Herrick A, Stall R, Egan J, Schrager S, Kipke M. Pathways toward risk: syndemic conditions mediate the effect of adversity on HIV risk behaviors among young men who have sex with men (YMSM). J Urban Health. 2014;91(5):969–82. https://doi.org/10.1007/s11524-014-9896-1.
Comisión Nacional de los Derechos Humanos, México. Diagnóstico nacional de supervision penitenciaria: ceresos, ceferesos, y prisiones militares [document on the Internet]. Mexico City, Mexico: Comisión Nacional de los Derechos Humanos, México; 2015. http://www.cndh.org.mx/sites/all/doc/sistemas/DNSP/DNSP_2015.pdf. Accessed 7 Aug 2017.
Mendenhall E. Beyond comorbidity: a critical perspective of syndemic depression and diabetes in cross-cultural contexts. Med Anthropol Q. 2016;30(4):462–78. https://doi.org/10.1111/maq.12215.
Singer M, Clair S. Syndemics and public health: reconceptualizing disease in bio-social context. Med Anthropol Q. 2004;17(4):423–41. https://doi.org/10.1525/maq.2003.17.4.423.
Pronyk P, Hargreaves JR, Kim JC, et al. Effect of a structural intervention for the prevention of intimate-partner violence and HIV in rural South Africa: a cluster randomized trial. Lancet. 2006;368(9551):1973–83. https://doi.org/10.1016/S0140-6736(06)69744-4.
United Nations Office on Drugs and Crime, World Health Organization Europe. Women’s health in prison: correcting gender inequity in prison health [document on the Internet]. Copenhagen, Denmark: World Health Organization Europe; 2009. http://www.euro.who.int/en/health-topics/health-determinants/prisons-and-health/publications/2009/womens-health-in-prison.-correcting-gender-inequity-in-prison-health. Accessed 7 Aug 2017.
Hien DA, Campbell ANC, Killeen T, et al. The impact of trauma-focused therapy upon HIV sexual risk behaviors in the NIDA clinical trials network “Women and Trauma” multi-site study. AIDS Behav. 2010;14(2):421–30. https://doi.org/10.1007/s10461-009-9573-7.
Acknowledgements
The authors gratefully acknowledge staff of the Penitentiary System in Mexico City, including Celina Oceguera and Clementina Rodriguez whose vision allowed this project to be possible. The authors appreciate the support of everyone who participated in the conception and implementation of the Ponte a Prueba campaign, which enabled data collection for this study. Dr. Andrea Gonzalez and Nathalie Gras Allain from the HIV/AIDS Program in Mexico City particularly were instrumental in the development, implementation, and supervision of Ponte a Prueba. We also acknowledge the work of the Surveys Division at the National Institute of Public Health (INSP), including the leadership of Aurora Franco. Above all, we appreciate the inmates at the Reclusorios Ceresova, Norte, and Sur.
Funding
This work was supported by the Ministry of Health of Mexico City under Contract INSP-2010-340.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict 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.
Rights and permissions
About this article
Cite this article
Bourey, C., Stephenson, R. & Bautista-Arredondo, S. Syndemic Vulnerability and Condomless Sex Among Incarcerated Men in Mexico City: A Latent Class Analysis. AIDS Behav 22, 4019–4033 (2018). https://doi.org/10.1007/s10461-018-2216-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10461-018-2216-0