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Bulled N. Recommendations for empirical syndemics analyses: A stepwise methodological guide. Heliyon 2024; 10:e38931. [PMID: 39430532 PMCID: PMC11489353 DOI: 10.1016/j.heliyon.2024.e38931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 08/13/2024] [Accepted: 10/02/2024] [Indexed: 10/22/2024] Open
Abstract
Syndemic theory posits that co-occurring diseases interact in a manner that increases disease transmission, progression, and negative health outcomes. And that adverse socioeconomic and environmental conditions promote this disease or health condition clustering and interaction. The concept offers two important contributions to the health sciences. First, it positions socioeconomic, structural, and environmental conditions as central to disease burdens. Second, as a portmanteau - 'syn' for synergy and 'demic' for disease epidemics - syndemic theory indicates that in some cases diseases do not merely co-occur but synergistically interact to affect an outcome that is more than the accumulation of the individual disease effects. The difficulty in operationalizing these central elements has resulted in a divergence of scholarship from the centralizing principles of the theory towards a simpler accumulation perspective in which more conditions equate to worse health outcomes. In addition, all empirical syndemic assessments should include robust qualitative assessments of the dynamics, however, much syndemic scholarship focuses only on quantitative analyses. To address these issues, a five-step approach to quantitative analyses of syndemic arrangements is proposed: (1) identifying disease clusters within a defined population; (2) determining the relevant social and structural factors that support disease clustering; (3) determining if clusters are distinct by social/demographic groups within the population; (4) evaluating if the identified disease cluster contributes to worse health outcomes; and (5) assessing for synergy between clustering diseases. This stepwise strategy ensures not only a rigorous assessment of hypothesized syndemic interactions but also presents a closer alignment of scholarship with syndemics theory. As an illustration, the approach is applied to an assessment of a hypothesized HIV/cardiovascular disease syndemic in South Africa. While syndemics theory has proven valuable in guiding public health interventions and policy, progressive improvement must be made in the application of the theory to ensure that it continues to effectively inform comprehensive practice.
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Chen JK, Wang SC, Wang LC. Syndemic Profiles and Sexual Health Risks Among Sexually Exploited Adolescent Girls in Taiwan: A Latent Class Analysis. ARCHIVES OF SEXUAL BEHAVIOR 2023; 52:1631-1641. [PMID: 36749407 DOI: 10.1007/s10508-023-02545-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 01/12/2023] [Accepted: 01/13/2023] [Indexed: 06/18/2023]
Abstract
Sexually exploited adolescent girls are disproportionately affected by adverse psychosocial conditions, such as intra-familial child physical and sexual abuse, extra-familial violence and sexual assault, alcohol and drug use, and suicide. Syndemic theory suggests that these adverse psychosocial or syndemic conditions are concentrated and co-occurring in socially marginalized populations, including sexually exploited adolescents, and increase their sexual health risks, including pregnancy, abortion, and the acquisition of sexually transmitted diseases (STDs). To examine clusters of syndemic conditions, latent class analysis (LCA) was conducted to classify 335 sexually exploited girls in Taiwan into subgroups based on their probability of experiencing each syndemic condition. We used syndemic class membership to predict their sexual health outcomes, specifically pregnancy, abortion, and the acquisition of STDs. The results of LCA revealed three classes, which were "low-risk syndemic," "moderate-risk syndemic," and "high-risk syndemic." The risk of acquisition of STDs among sexually exploited girls in the "high-risk syndemic class" and "moderate-risk syndemic class" was 239% and 135% higher, respectively, than the risk of acquisition of STDs among sexually exploited girls in the "low-risk syndemic class." Differences between these three classes in pregnancy and abortion were not significant. Our findings support the syndemic theory that a pattern of syndemic conditions is associated with an increased risk of acquiring STDs. Interventions aimed at reducing the acquisition of STDs among sexually exploited girls in Taiwan should adopt a comprehensive approach to address co-occurring conditions.
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Affiliation(s)
- Ji-Kang Chen
- Department of Social Work, Chinese University of Hong Kong, Sha Tin, Hong Kong.
| | - Shu-Chen Wang
- National Academy for Educational Research, New Taipei, Taiwan
| | - Li-Chih Wang
- Department of Special Education, National Tsing Hua University, Hsinchu City, Taiwan
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Latent Class Analysis of Polysubstance Use and Sexual Risk Behaviors among Men Who Have Sex with Men Attending Sexual Health Clinics in Mexico City. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19148847. [PMID: 35886704 PMCID: PMC9323409 DOI: 10.3390/ijerph19148847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 07/12/2022] [Accepted: 07/15/2022] [Indexed: 12/10/2022]
Abstract
Men who have sex with men (MSM) are more likely to use drugs and other substances compared to their heterosexual peers. No studies have evaluated patterns of substance use among MSM adults in Mexico. We used latent class analysis (LCA) to identify MSM subgroups with specific substance use patterns and their associations with sexual behaviors. Methods: Data from 1850 adult MSM were collected at HIV clinics in Mexico City between September 2018 and December 2019. The structural equation modeling approach was used to estimate a LC model to identify patterns of substance use by self-report of substance use (i.e., cigarette smoking, alcohol, and drugs). To evaluate LC membership, we included HIV status, condomless anal sex (CAS), and serosorting, while controlling for demographic variables. Results: 30.3% were under the age of 22. Alcohol use in last 30 days (76.2%), binge drinking (29.2%), marijuana (29.4%), sex-drugs (23.9%), stimulants (13.7%), and depressants (6.3%). MSM reported engaging in CAS (55.9%) and serosorting (13.5%) behaviors, and 40% reported being HIV positive. LCA indicated three general categories of MSM substance users: Class 1 (49.0%), Class 2 (29.8%), and Class 3 (20.4%). Members of Class 3 were younger: 23–28 age years (aOR = 1.86) and 29–33 age years (aOR = 1.86), more educated: completed graduate studies (aOR = 1.60), had a high probability of polysubstance use and were more likely to engage in CAS and serosorting. Conclusions: Attempts to detect alcohol and problematic use of substances are needed for MSM followed by culturally competent approaches that address alcohol and drug use disorders.
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Dávila‐Conn V, García‐Morales C, Matías‐Florentino M, López‐Ortiz E, Paz‐Juárez HE, Beristain‐Barreda Á, Cárdenas‐Sandoval M, Tapia‐Trejo D, López‐Sánchez DM, Becerril‐Rodríguez M, García‐Esparza P, Macías‐González I, Iracheta‐Hernández P, Weaver S, Wertheim JO, Reyes‐Terán G, González‐Rodríguez A, Ávila‐Ríos S. Characteristics and growth of the genetic HIV transmission network of Mexico City during 2020. J Int AIDS Soc 2021; 24:e25836. [PMID: 34762774 PMCID: PMC8583431 DOI: 10.1002/jia2.25836] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 10/13/2021] [Indexed: 12/04/2022] Open
Abstract
INTRODUCTION Molecular surveillance systems could provide public health benefits to focus strategies to improve the HIV care continuum. Here, we infer the HIV genetic network of Mexico City in 2020, and identify actively growing clusters that could represent relevant targets for intervention. METHODS All new diagnoses, referrals from other institutions, as well as persons returning to care, enrolling at the largest HIV clinic in Mexico City were invited to participate in the study. The network was inferred from HIV pol sequences, using pairwise genetic distance methods, with a locally hosted, secure version of the HIV-TRACE tool: Seguro HIV-TRACE. Socio-demographic, clinical and behavioural metadata were overlaid across the network to design focused prevention interventions. RESULTS A total of 3168 HIV sequences from unique individuals were included. One thousand and one-hundred and fifty (36%) sequences formed 1361 links within 386 transmission clusters in the network. Cluster size varied from 2 to 14 (63% were dyads). After adjustment for covariates, lower age (adjusted odds ratio [aOR]: 0.37, p<0.001; >34 vs. <24 years), being a man who has sex with men (MSM) (aOR: 2.47, p = 0.004; MSM vs. cisgender women), having higher viral load (aOR: 1.28, p<0.001) and higher CD4+ T cell count (aOR: 1.80, p<0.001; ≥500 vs. <200 cells/mm3 ) remained associated with higher odds of clustering. Compared to MSM, cisgender women and heterosexual men had significantly lower education (none or any elementary: 59.1% and 54.2% vs. 16.6%, p<0.001) and socio-economic status (low income: 36.4% and 29.0% vs. 18.6%, p = 0.03) than MSM. We identified 10 (2.6%) clusters with constant growth, for prioritized intervention, that included intersecting sexual risk groups, highly connected nodes and bridge nodes between possible sub-clusters with high growth potential. CONCLUSIONS HIV transmission in Mexico City is strongly driven by young MSM with higher education level and recent infection. Nevertheless, leveraging network inference, we identified actively growing clusters that could be prioritized for focused intervention with demographic and risk characteristics that do not necessarily reflect the ones observed in the overall clustering population. Further studies evaluating different models to predict growing clusters are warranted. Focused interventions will have to consider structural and risk disparities between the MSM and the heterosexual populations.
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Affiliation(s)
- Vanessa Dávila‐Conn
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Claudia García‐Morales
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | | | - Eduardo López‐Ortiz
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Héctor E. Paz‐Juárez
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Ángeles Beristain‐Barreda
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | | | - Daniela Tapia‐Trejo
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Dulce M. López‐Sánchez
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Manuel Becerril‐Rodríguez
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | - Pedro García‐Esparza
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
| | | | | | - Steven Weaver
- Institute for Genomics and Evolutionary MedicineTemple UniversityPhiladelphiaPennsylvaniaUSA
| | - Joel O. Wertheim
- Department of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Gustavo Reyes‐Terán
- Coordinating Commission of the National Institutes of Health and High Specialty HospitalsMexico CityMexico
| | | | - Santiago Ávila‐Ríos
- Centre for Research in Infectious DiseasesNational Institute of Respiratory DiseasesMexico CityMexico
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Turpin RE, Salerno JP, Rosario AD, Boekeloo B. Victimization, Substance Use, Depression, and Sexual Risk in Adolescent Males Who Have Sex with Males: A Syndemic Latent Profile Analysis. ARCHIVES OF SEXUAL BEHAVIOR 2021; 50:961-971. [PMID: 32274744 PMCID: PMC10712424 DOI: 10.1007/s10508-020-01685-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2019] [Revised: 03/01/2020] [Accepted: 03/13/2020] [Indexed: 05/10/2023]
Abstract
Adolescent males who have sex with males (AMSM) are at increased risk of HIV/STI acquisition compared to other adolescents, making sexual risk behaviors in this population a priority public health focus. AMSM experience more victimization (including sexual/partner violence), depression, and substance abuse than their heterosexual counterparts; these may form a syndemic associated with risky sexual behavior. We pooled data from the 2015 and 2017 Youth Risk Behavior Survey, restricted to male students who reported a previous male sexual partner (n = 448). Latent profile analysis was used to identify syndemic profiles, with log-binomial and cumulative complementary log-log models used to test associations with substance use at last intercourse, condomless sex at last intercourse, and the number of sexual partners. Nearly all measures of victimization, depression, and substance use had bivariate associations with greater substance use during sex and more sexual partners. We identified three profiles of AMSM: The profile (n = 55) with the greatest risk factors (evident of a syndemic) had substantially higher prevalence of substance use during sex (aPR = 4.74, 95% CI 3.02, 7.43) and more sexual partners (aPR = 2.45, 95% CI 1.39, 4.31) than the profile with the lowest risk factors (n = 326) after adjusting for confounders. This profile was not associated with condomless sex. We identified a syndemic characterized by victimization, depression, and substance use associated with risky sexual behaviors in a nationally representative sample of AMSM. Comprehensive sexual risk reduction interventions incorporating mental health and substance use are critically important in this population.
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Affiliation(s)
- Rodman E Turpin
- Department of Epidemiology and Biostatistics, School of Public Health, University of Maryland, College Park, 4200 Valley Dr., #2242, College Park, MD, 20742, USA.
| | - John P Salerno
- Department of Behavioral and Community Health, School of Public Health, University of Maryland, College Park, College Park, MD, USA
| | - Andre D Rosario
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Bradley Boekeloo
- Department of Behavioral and Community Health, School of Public Health, University of Maryland, College Park, College Park, MD, USA
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Quinn KG, Spector A, Takahashi L, Voisin DR. Conceptualizing the Effects of Continuous Traumatic Violence on HIV Continuum of Care Outcomes for Young Black Men Who Have Sex with Men in the United States. AIDS Behav 2021; 25:758-772. [PMID: 32944841 PMCID: PMC7886964 DOI: 10.1007/s10461-020-03040-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/14/2020] [Indexed: 01/06/2023]
Abstract
The United States (US) is on track to achieve the 90-90-90 targets set forth by UNAIDS and the National HIV/AIDS strategy, yet significant racial disparities in HIV care outcomes remain, particularly for young Black men who have sex with men (YBMSM). Research has demonstrated that various types of violence are key aspects of syndemics that contribute to disparities in HIV risk. However, little research has looked collectively at cumulative violent experiences and how those might affect HIV treatment and care outcomes. Drawing on extant literature and theoretical underpinnings of syndemics, we provide a conceptual model that highlights how continuous traumatic violence experienced by YBMSM may affect HIV outcomes and contribute to racial disparities in HIV outcomes. The findings of this focused review suggest a need for research on how continuous exposure to various types of violence influence HIV prevention and treatment outcomes for young Black MSM.
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Affiliation(s)
- Katherine G Quinn
- Center for AIDS Intervention Research (CAIR), Medical College of Wisconsin, 2071 N. Summit Ave., Milwaukee, WI, 53202, USA.
| | - Antoinette Spector
- Medical College of Wisconsin, Institute for Health Equity, Milwaukee, USA
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Uzoeghelu U, Bogart LM, Mahoney T, Ghebremichael MS, Kerr J, Ojikutu BO. HIV Risk-Related Behaviors and Willingness to Use Pre-Exposure Prophylaxis Among Black Americans with an Arrest History. J Racial Ethn Health Disparities 2021; 9:498-504. [PMID: 33544327 DOI: 10.1007/s40615-021-00980-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 01/18/2021] [Accepted: 01/27/2021] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Black individuals in the USA are arrested and incarcerated at a significantly higher rate than White individuals, and incarceration is associated with increased HIV vulnerability. Pre-exposure prophylaxis (PrEP) reduces the risk for HIV transmission, but little is known about the relationship between HIV risk behavior and willingness to use PrEP among Black individuals with an arrest history. METHOD A total of 868 individuals completed a nationally representative survey and provided baseline data on sexual risk. Participants were grouped as those with a history of arrest (N = 226) and those with no history of arrest (N=619) based on self-reported arrest history. Our study examined HIV risk behaviors associated with willingness to use PrEP between those with arrest history and those without arrest history. RESULTS Participants with an arrest history were more likely to have a lifetime history of anal sex (p<0.0001) and sexually transmitted diseases (p=0.0007). A history of multiple sexual partners in the past 3 months was associated with PrEP willingness in individuals with an arrest history [aPR 2.61 (1.77, 3.85), p<0.0001], adjusting for other covariates in the model. CONCLUSIONS Differences in risk behavior and willingness to use PrEP exist by arrest history. Understanding these risk behaviors are necessary to increase access to PrEP. PrEP uptake and adherence interventions, when recommended and made available for individuals at substantive risk of HIV infection at the time of arrest and during incarceration, are essential to reducing the spread of HIV in correctional facilities and in communities to which they return.
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Affiliation(s)
- Ugochukwu Uzoeghelu
- Department of Postgraduate Education, Harvard Medical School, 25 Shattuck St, Boston, MA, 02215, USA.
| | | | - Taylor Mahoney
- Boston University School of Public Health, Boston, MA, USA
| | | | - Jelani Kerr
- University of Louisville, Louisville, KY, USA
| | - Bisola O Ojikutu
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Patrick R, Jain J, Harvey-Vera A, Semple SJ, Rangel G, Patterson TL, Pines HA. Perceived barriers to pre-exposure prophylaxis use among HIV-negative men who have sex with men in Tijuana, Mexico: A latent class analysis. PLoS One 2019; 14:e0221558. [PMID: 31437243 PMCID: PMC6705824 DOI: 10.1371/journal.pone.0221558] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Accepted: 08/09/2019] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Given the slow uptake of PrEP among cisgender men who have sex with men (MSM) in high-income countries, efforts to roll-out PrEP in low- and middle-income countries (LMIC) should address barriers to PrEP use to facilitate its more rapid uptake. To inform PrEP programs in LMIC, we examined patterns of perceived barriers to PrEP use among HIV-negative MSM in Tijuana, Mexico. METHODS From 03/2016-09/2017, 364 MSM completed interviewer-administered surveys assessing perceived barriers to PrEP use across 4 domains: PrEP attribute, individual, interpersonal, and structural. Latent class analysis was performed to identify distinct classes with respect to perceived barriers to PrEP use. Multinomial logistic regression was used to identify factors associated with class membership. RESULTS We identified three classes characterized by (1) high levels of perceived barriers across domains (12%), (2) low levels of perceived barriers across domains (43%), and (3) perceived PrEP attribute barriers (i.e., side-effects and cost) (45%). Membership in the high level of perceived barriers class (vs. the low level of perceived barriers class) was positively associated with having a history of incarceration (AOR: 2.44; 95% CI: 1.04, 5.73) and negatively associated with more social support (AOR: 0.99; 95% CI: 0.98, 1.00). Membership in the perceived PrEP attribute barriers class was positively associated with having seen a healthcare provider in the past year (AOR: 2.78; 95% CI: 1.41, 5.45) and negatively associated with having any HIV-positive or status unknown partners (AOR: 0.56; 95% CI: 0.31, 1.01). CONCLUSIONS Since most participants were in either the low level of perceived barriers class or the perceived PrEP attribute barriers class, future PrEP uptake may be high among MSM in Tijuana. However, these findings suggest that achieving sufficient PrEP uptake and adherence among MSM in Tijuana may require a range of comprehensive HIV prevention interventions.
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Affiliation(s)
- Rudy Patrick
- Department of Medicine, University of California San Diego, La Jolla, CA, United States of America
| | - Jennifer Jain
- Department of Medicine, University of California San Diego, La Jolla, CA, United States of America
| | - Alicia Harvey-Vera
- Department of Medicine, University of California San Diego, La Jolla, CA, United States of America
| | - Shirley J. Semple
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States of America
| | - Gudelia Rangel
- US-Mexico Border Health Commission, Tijuana, Mexico
- El Colegio de la Frontera Norte, Tijuana, Mexico
| | - Thomas L. Patterson
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States of America
| | - Heather A. Pines
- Department of Medicine, University of California San Diego, La Jolla, CA, United States of America
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