1
|
Chen YT, Shrader CH, Duncan DT, Rudolph AE, Regan SD, Kim B, Pagkas-Bather J, Knox J, Fujimoto K, Schneider JA. Using GPS-defined venue-based affiliation networks among Black sexually minoritized men and transgender women to identify locations for HIV prevention interventions. Ann Epidemiol 2024; 96:80-87. [PMID: 38971348 DOI: 10.1016/j.annepidem.2024.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 06/28/2024] [Accepted: 07/01/2024] [Indexed: 07/08/2024]
Abstract
PURPOSE HIV biomedical intervention uptake is suboptimal among Black sexually minoritized men (SMM) and transgender women (TW). Venues where people meet and interact shape HIV-related risk and prevention behaviors. We aimed to construct GPS-defined venue-based affiliation networks and identify the unique set of venues that could maximize reach of HIV biomedical interventions among Black SMM and TW. METHODS We used baseline survey and GPS data from 272 Black SMM and TW in the Neighborhoods and Networks (N2) Cohort Study in Chicago, Illinois (2018-2019). We mapped participants' GPS data to the nearest pre-identified SMM- and TW-friendly venue (n = 222) to construct affiliation networks. Network analyses were performed to identify influential venues that can yield high reach to intervention candidates. RESULTS Participants were affiliated with 75.5 % of all pre-identified venues based on GPS data. Two influential venues were identified in the non-PrEP use network, which when combined, could reach 52.5 % of participants not taking PrEP. Participants that could be reached through these two influential venues reported more non-main sex partners than participants not affiliated with either venue (p = 0.049). CONCLUSION We demonstrate a potential for GPS-defined venue-based affiliation networks to identify unique combinations of venues that could maximize the impact of HIV prevention interventions.
Collapse
Affiliation(s)
- Yen-Tyng Chen
- Edward J. Bloustein School of Planning and Public Policy, Rutgers University, New Brunswick, NJ, USA.
| | - Cho-Hee Shrader
- Arizona State University, College of Nursing and Health Innovation, Phoenix, AZ, USA; Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Dustin T Duncan
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | | | - Seann D Regan
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Byoungjun Kim
- Department of Surgery, New York University Grossman School of Medicine, New York, NY, USA
| | - Jade Pagkas-Bather
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA; Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Justin Knox
- Department of Psychiatry, Columbia University Irving Medical Center, Columbia University, New York, NY, USA; New York State Psychiatric Institute, HIV Center for Clinical and Behavioral Studies, New York, NY, USA; Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Kayo Fujimoto
- Center for Health Promotion and Prevention Research, Department of Health Promotion & Behavioral Science, Department of Biostatistics and Data Science, School of Public Health, The University of Texas Health Science at Houston, Houston, TX, USA
| | - John A Schneider
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA; Department of Medicine, University of Chicago, Chicago, IL, USA; Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| |
Collapse
|
2
|
Crawford G, Lobo R, Maycock B, Brown G. More than mateship: exploring how Australian male expatriates, longer-term and frequent travellers experience social support. Int J Qual Stud Health Well-being 2023; 18:2251222. [PMID: 37643465 PMCID: PMC10467526 DOI: 10.1080/17482631.2023.2251222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 08/18/2023] [Indexed: 08/31/2023] Open
Abstract
PURPOSE Those travelling overseas for work or leisure including male expatriates, longer-term and frequent travellers (ELoFTs) may be at heightened risk for a range of health and wellbeing issues. Social support may mediate this risk. However, from a public health perspective, little is written about how ELoFTs access health information and support and the role of their social networks in facilitating health and wellbeing outcomes. This research was part of a study examining social network processes of Australian male ELoFTs travelling, living, or working in Southeast Asia (SEA). METHODS Symbolic Interactionism and Grounded Theory were the conceptual framework and methodology supporting semi-structured, in-depth interviews (n = 25) conducted in Australia and Thailand with Australian male ELoFTs to SEA, aged 18 years or older. RESULTS Findings highlight supports that assist ELoFT transition and adjustment to country of destination or manage their transnational experience. Influential places, people, and points in the migration journey mediated engagement with social support. CONCLUSIONS ELoFT social networks and the support provided within them may provide a mechanism for intervention across a range of public health issues. Findings may support the development of policy and practice across industries charged with supporting successful ELoFT adjustment.
Collapse
Affiliation(s)
- G Crawford
- Collaboration for Evidence, Research and Impact in Public Health, Curtin School of Population Health, Faculty of Health Sciences, Curtin University, Perth, WA, Australia
| | - R Lobo
- Collaboration for Evidence, Research and Impact in Public Health, Curtin School of Population Health, Faculty of Health Sciences, Curtin University, Perth, WA, Australia
| | - B Maycock
- College of Medicine & Health, University of Exeter, Devon, UK
| | - G Brown
- Collaboration for Evidence, Research and Impact in Public Health, Curtin School of Population Health, Faculty of Health Sciences, Curtin University, Perth, WA, Australia
- Centre for Social Impact, UNSW Sydney, Sydney, New South Wales, Australia
- Australian Research Centre in Sex, Health and Society, La Trobe University, Bundoora Victoria, Australia
| |
Collapse
|
3
|
Young LE, Tang JL, Schneider JA. Demographic and HIV Status Diversities as Mechanisms of Social Integration and Segregation Among Black Sexual and Gender Minorities Enrolled in a Community-Based Social Network Intervention. SOCIAL NETWORKS 2023; 73:51-61. [PMID: 36684039 PMCID: PMC9850821 DOI: 10.1016/j.socnet.2022.12.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Drawing on a social integration and intersectionality framework, this study advances a dynamic network understanding of the mechanisms that enable differential patterns of within-group social integration and segregation among Black sexual and gender minorities (BSGM). Specifically, in a cohort of BSGM (18-35 years of age, n = 340) participating in a community-based network intervention for HIV prevention, we examine how sexual, gender, age, and HIV status diversities contribute to friendship formation and maintenance patterns over the 12-month study enrollment period. We found attenuated social integration (or social activity) among non-gay-identified and older BSGM and evidence of social segregation (or homophily) on the basis sexual identity and age similarities. Accounting for the moderating effects of the intervention revealed that the attenuated integration of non-gay-identified and older BSGM were stronger for participants who received the peer leadership training and integration challenges were also found for transgender BSGM who received the peer leadership training. Meanwhile, BSGM living with HIV who received the peer leadership training were significantly more integrated than their counterparts in the control arm. These findings help us understand the complicated social fabric among BSGM and the dynamics that interventions for this community may have to contend with or alter.
Collapse
Affiliation(s)
- Lindsay E Young
- Annenberg School for Communication and Journalism, University of Southern California, Los Angeles, CA
| | - Jack Lipei Tang
- Annenberg School for Communication and Journalism, University of Southern California, Los Angeles, CA
| | - John A Schneider
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL
- Departments of Medicine and Public Health Sciences, University of Chicago, Chicago, IL
- Crown School of Social Work Practice and Policy, University of Chicago, Chicago, IL
| |
Collapse
|
4
|
Fujimoto K, Paraskevis D, Kuo JC, Hallmark CJ, Zhao J, Hochi A, Kuhns LM, Hwang LY, Hatzakis A, Schneider JA. Integrated molecular and affiliation network analysis: Core-periphery social clustering is associated with HIV transmission patterns. SOCIAL NETWORKS 2022; 68:107-117. [PMID: 34262236 PMCID: PMC8274587 DOI: 10.1016/j.socnet.2021.05.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
This study investigates the two-mode core-periphery structures of venue affiliation networks of younger Black men who have sex with men (YBMSM). We examined the association between these structures and HIV phylogenetic clusters, defined as members who share highly similar HIV strains that are regarded as a proxy for sexual affiliation networks. Using data from 114 YBMSM who are living with HIV in two large U.S. cities, we found that HIV phylogenetic clustering patterns were associated with social clustering patterns whose members share affiliation with core venues that overlap with those of YBMSM. Distinct HIV transmission patterns were found in each city, a finding that can help to inform tailored venue-based and network intervention strategies.
Collapse
Affiliation(s)
- Kayo Fujimoto
- Department of Health Promotion, The University of Texas Health Science Center at Houston, 7000 Fannin Street, UCT 2514, Houston, TX 77030
| | - Dimitrios Paraskevis
- Department of Hygiene, Epidemiology, and Medical Statistics, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Jacky C. Kuo
- Department of Biostatistics and Data Science, The University of Texas Health Science Center at Houston, 7000 Fannin Street, Houston, TX 77030
| | | | - Jing Zhao
- Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030
| | - Andre Hochi
- Department of Health Promotion, The University of Texas Health Science Center at Houston, 7000 Fannin Street, UCT 2514, Houston, TX 77030
| | - Lisa M Kuhns
- Division of Adolescent Medicine, Ann & Robert H. Lurie Children’s Hospital, and Northwestern University, Feinberg School of Medicine, Department of Pediatrics, 225 E. Chicago Avenue, #161, Chicago, IL 60611
| | - Lu-Yu Hwang
- Department of Epidemiology, Human Genetics, and Environmental Science, The University of Texas Health Science Center at Houston, 7000 Fannin Street, Houston, TX 77030
| | - Angelos Hatzakis
- Department of Hygiene, Epidemiology, and Medical Statistics, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - John A. Schneider
- Department of Medicine and Public Health Sciences and the Chicago Center for HIV Elimination, University of Chicago, 5837 South Maryland Avenue MC 5065, Chicago, IL 60637
| |
Collapse
|
5
|
Ezell JM, Pasquale D, Poudyal S, Azhar S, Monk E, Vidula M, Yeldandi V, Laumann E, Liao C, Schneider JA. Are skin color and body mass index associated with social network structure? Findings from a male sex market study. ETHNICITY & HEALTH 2021; 26:863-878. [PMID: 30870001 PMCID: PMC6745014 DOI: 10.1080/13557858.2019.1590537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Accepted: 02/18/2019] [Indexed: 06/09/2023]
Abstract
Objectives: There is a growing burden of HIV and sex-related diseases in South Asia and India. Sociological research illustrates that key axes of social stratification, such as race and ethnicity, affect social network structure which, in turn, impacts sexual health and wellbeing. Research on networks has increasingly begun to examine the ways in which networks drive or harness sexual behaviors, but has largely neglected the influence of culture and cultural markers in this continuum. Furthermore, much of the existing scholarship has been conducted in the U.S. or in Western contexts.Design: As part of an exploratory effort, we examined how skin color and body mass index (BMI) affected networks among 206 men who have with men (MSM) frequenting sex markets in Hyderabad, India. A novel phone-based network generation method of respondent-driven sampling was used for recruitment. In assessing how skin color and BMI drive these structures, we also compared how these factors contribute to networks relative to two more commonly referenced markers of social difference among Indians, caste and religion.Results: Our findings suggest that skin color and BMI contribute significantly more to network structure than do caste and religion.Conclusions: These findings tentatively illuminate the importance of individual-level heterogeneity in bodily attributes, factors which are seldom considered in conventional approaches to researching how social stratification and health inequalities are animated during the formation of networks.
Collapse
Affiliation(s)
- Jerel M. Ezell
- Department of Sociology, University of Chicago, Chicago, IL
- Department of Medicine, University of Chicago, Chicago, IL
| | - Dana Pasquale
- Department of Sociology, Duke University, Durham, NC
| | - Shirish Poudyal
- Pritzker School of Medicine, University of Chicago, Chicago, IL
| | - Sameena Azhar
- School of Social Service Administration, University of Chicago, Chicago, IL
| | - Ellis Monk
- Department of Sociology, Harvard University, Cambridge, MA
| | | | - Vijay Yeldandi
- International Center for Human Health Advancement, SHARE India, Hyderabad, India
- Department of Medicine, University of Illinois, Chicago, IL
| | - Edward Laumann
- Department of Sociology, University of Chicago, Chicago, IL
- Department of Medicine, University of Chicago, Chicago, IL
| | - Chuanhong Liao
- Department of Public Health Sciences, University of Chicago, Chicago, IL
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL
| | - John A. Schneider
- Department of Medicine, University of Chicago, Chicago, IL
- Department of Public Health Sciences, University of Chicago, Chicago, IL
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL
| |
Collapse
|
6
|
XIANG Y, FUJIMOTO K, LI F, WANG Q, DEL VECCHIO N, SCHNEIDER J, ZHI D, TAO C. Identifying influential neighbors in social networks and venue affiliations among young MSM: a data science approach to predict HIV infection. AIDS 2021; 35:S65-S73. [PMID: 33306549 PMCID: PMC8058230 DOI: 10.1097/qad.0000000000002784] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
OBJECTIVE Young MSM (YMSM) bear a disproportionate burden of HIV infection in the United States and their risks of acquiring HIV may be shaped by complex multilayer social networks. These networks are formed through not only direct contact with social/sex partners but also indirect anonymous contacts encountered when attending social venues. We introduced a new application of a state-of-the-art graph-based deep learning method to predict HIV infection that can identify influential neighbors within these multiple network contexts. DESIGN AND METHODS We used empirical network data among YMSM aged 16-29 years old collected from Houston and Chicago in the United States between 2014 and 2016. A computational framework GAT-HIV (Graph Attention Networks for HIV) was proposed to predict HIV infections by identifying influential neighbors within social networks. These networks were formed by multiple relations constituted of social/sex partners and shared venue attendances, and using individual-level variables. Further, GAT-HIV was extended to combine multiple social networks using multigraph GAT methods. A visualization tool was also developed to highlight influential network members for each individual within the multiple social networks. RESULTS The multigraph GAT-HIV models obtained average AUC values of 0.776 and 0.824 for Chicago and Houston, respectively, performing better than empirical predictive models (e.g. AUCs of random forest: 0.758 and 0.798). GAT-HIV on single networks also delivered promising prediction performances. CONCLUSION The proposed methods provide a comprehensive and interpretable framework for graph-based modeling that may inform effective HIV prevention intervention strategies among populations most vulnerable to HIV.
Collapse
Affiliation(s)
- Yang XIANG
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Kayo FUJIMOTO
- Department of Health Promotion & Behavioral Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Fang LI
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Qing WANG
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Natascha DEL VECCHIO
- Chicago Center for HIV Elimination, University of Chicago, Chicago, Illinois, USA
| | - John SCHNEIDER
- Chicago Center for HIV Elimination, University of Chicago, Chicago, Illinois, USA
- Departments of Medicine and Public Health Sciences, University of Chicago, Chicago, Illinois, USA
| | - Degui ZHI
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Cui TAO
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| |
Collapse
|
7
|
Young LE, Fujimoto K. The Co-evolution of online social networks and syphilis incidence among young black men who have sex with men. Soc Sci Med 2021; 272:113764. [PMID: 33592396 DOI: 10.1016/j.socscimed.2021.113764] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 02/04/2021] [Accepted: 02/07/2021] [Indexed: 11/17/2022]
Abstract
Network contexts have been implicated in the facilitation of syphilis transmission, however little is known about the relationship between online social networks, a proxy for physical networks, and rates of syphilis infection and how they co-evolve over time. To these ends, this study explored the interdependent relationship between Facebook friendship network dynamics and rates of syphilis incidence among young Black men who have sex with men (YBMSM). Specifically, we investigated the extent to which syphilis status, as a latent profile of network members, serves as a selection mechanism of Facebook tie formation and the degree to which Facebook friendships influenced dynamics of syphilis seroconversion. Sexual health, behavioral, and social network data were collected from a cohort of YBMSM (N = 286, Mean age = 22.8) at two time points between 2013 and 2015 in Chicago, IL, USA. The interdependencies between Facebook friendship networks and syphilis infection were assessed using stochastic actor-based models for social networks and behavior. Results showed that YBMSM tended to form Facebook friendships with other YBMSM who had similar syphilis and HIV status profiles, and the hazard of contracting syphilis was likewise influenced by their Facebook friendships, albeit subtly, by being connected to infectious network members. Meanwhile, intrinsic characteristics like condomless sex, HIV status, and online partner-seeking were not associated with dynamics in syphilis incidence. These findings show that there is a mutually dependent relationship between the online network dynamics of YBMSM and rates of syphilis incidence. Findings also direct attention to network-based strategies for intervention.
Collapse
Affiliation(s)
- Lindsay E Young
- Annenberg School for Communication and Journalism, University of Southern California, Los Angeles, CA, USA.
| | - Kayo Fujimoto
- Department of Health Promotion & Behavioral Sciences, Center for Health Promotion and Prevention Research, School of Public Health, University of Texas Health Science Center, Houston, TX, USA
| |
Collapse
|
8
|
Bellerose M, Zhu L, Hagan LM, Thompson WW, Randall LM, Malyuta Y, Salomon JA, Linas BP. A review of network simulation models of hepatitis C virus and HIV among people who inject drugs. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 88:102580. [PMID: 31740175 PMCID: PMC8729792 DOI: 10.1016/j.drugpo.2019.10.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 09/17/2019] [Accepted: 10/04/2019] [Indexed: 01/22/2023]
Abstract
Network modelling is a valuable tool for simulating hepatitis C virus (HCV) and HIV transmission among people who inject drugs (PWID) and assessing the potential impact of treatment and harm-reduction interventions. In this paper, we review literature on network simulation models, highlighting key structural considerations and questions that network models are well suited to address. We describe five approaches (Erdös-Rényi, Stochastic Block, Watts-Strogatz, Barabási-Albert, and Exponential Random Graph Model) used to model partnership formation with emphasis on the strengths of each approach in simulating different features of real-world PWID networks. We also review two important structural considerations when designing or interpreting results from a network simulation study: (1) dynamic vs. static network and (2) injection only vs. both injection and sexual networks. Dynamic network simulations allow partnerships to evolve and disintegrate over time, capturing corresponding shifts in individual and population-level risk behaviour; however, their high level of complexity and reliance on difficult-to-observe data has driven others to develop static network models. Incorporating both sexual and injection partnerships increases model complexity and data demands, but more accurately represents HIV transmission between PWID and their sexual partners who may not also use drugs. Network models add the greatest value when used to investigate how leveraging network structure can maximize the effectiveness of health interventions and optimize investments. For example, network models have shown that features of a given network and epidemic influence whether the greatest community benefit would be achieved by allocating hepatitis C or HIV treatment randomly, versus to those with the most partners. They have also demonstrated the potential for syringe services and "buddy sharing" programs to reduce disease transmission.
Collapse
Affiliation(s)
- Meghan Bellerose
- Prevention Policy Modeling Lab, Department of Global Health and Population, Harvard T. H. Chan School of Public Health, 90 Smith Street, Boston, MA 02120, United States.
| | - Lin Zhu
- Prevention Policy Modeling Lab, Department of Global Health and Population, Harvard T. H. Chan School of Public Health, 90 Smith Street, Boston, MA 02120, United States
| | - Liesl M Hagan
- Division of Viral Hepatitis, U.S. Centers for Disease Control, United States
| | - William W Thompson
- Division of Viral Hepatitis, U.S. Centers for Disease Control, United States
| | | | - Yelena Malyuta
- Prevention Policy Modeling Lab, Department of Global Health and Population, Harvard T. H. Chan School of Public Health, 90 Smith Street, Boston, MA 02120, United States
| | - Joshua A Salomon
- Prevention Policy Modeling Lab, Department of Global Health and Population, Harvard T. H. Chan School of Public Health, 90 Smith Street, Boston, MA 02120, United States; Center for Health Policy / Center for Primary Care and Outcomes Research, Stanford University, United States
| | - Benjamin P Linas
- Boston Medical Center, Boston University School of Public Health, United States
| |
Collapse
|
9
|
Xiang Y, Fujimoto K, Schneider J, Jia Y, Zhi D, Tao C. Network context matters: graph convolutional network model over social networks improves the detection of unknown HIV infections among young men who have sex with men. J Am Med Inform Assoc 2021; 26:1263-1271. [PMID: 31197365 DOI: 10.1093/jamia/ocz070] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 04/11/2019] [Accepted: 04/28/2019] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVE HIV infection risk can be estimated based on not only individual features but also social network information. However, there have been insufficient studies using n machine learning methods that can maximize the utility of such information. Leveraging a state-of-the-art network topology modeling method, graph convolutional networks (GCN), our main objective was to include network information for the task of detecting previously unknown HIV infections. MATERIALS AND METHODS We used multiple social network data (peer referral, social, sex partners, and affiliation with social and health venues) that include 378 young men who had sex with men in Houston, TX, collected between 2014 and 2016. Due to the limited sample size, an ensemble approach was engaged by integrating GCN for modeling information flow and statistical machine learning methods, including random forest and logistic regression, to efficiently model sparse features in individual nodes. RESULTS Modeling network information using GCN effectively increased the prediction of HIV status in the social network. The ensemble approach achieved 96.6% on accuracy and 94.6% on F1 measure, which outperformed the baseline methods (GCN, logistic regression, and random forest: 79.0%, 90.5%, 94.4% on accuracy, respectively; and 57.7%, 80.2%, 90.4% on F1). In the networks with missing HIV status, the ensemble also produced promising results. CONCLUSION Network context is a necessary component in modeling infectious disease transmissions such as HIV. GCN, when combined with traditional machine learning approaches, achieved promising performance in detecting previously unknown HIV infections, which may provide a useful tool for combatting the HIV epidemic.
Collapse
Affiliation(s)
- Yang Xiang
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Kayo Fujimoto
- Department of Health Promotion & Behavioral Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - John Schneider
- Departments of Medicine and Public Health Sciences, University of Chicago, Chicago, Illinois, USA.,Chicago Center for HIV Elimination, University of Chicago, Chicago, Illinois, USA
| | - Yuxi Jia
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA.,Department of Medical Informatics, School of Public Health, Jilin University, Jilin, China
| | - Degui Zhi
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Cui Tao
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, Texas, USA
| |
Collapse
|
10
|
Bonett S, Meanley S, Stevens R, Brawner B, Bauermeister J. The Role of Networks in Racial Disparities in HIV Incidence Among Men Who Have Sex with Men in the United States. AIDS Behav 2020; 24:2781-2796. [PMID: 31980994 PMCID: PMC7222153 DOI: 10.1007/s10461-020-02798-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Network factors have been proposed as potential drivers of racial disparities in HIV among Black and Latino men who have sex with men (MSM). This review aimed to synthesize the extant literature on networks and racial disparities in HIV among MSM and identify potential directions for future research. We searched databases for peer-reviewed articles published between January 1, 2008 and July 1, 2018. Articles were included if the sample was comprised primarily of racial/ethnic minority MSM and measured one or more network characteristics. (n = 25). HIV prevalence in networks, social support, and structural barriers were linked to disparities in HIV for Black MSM. Future research should focus on intervention development around social support and other strategies for risk reduction within networks. Given the contribution of structural factors to racial/ethnic HIV disparities, network-level interventions should be paired with policies that improve access to housing, jobs, and education for MSM.
Collapse
Affiliation(s)
- Stephen Bonett
- School of Nursing, University of Pennsylvania, 418 Curie Blvd, Suite 222L, Philadelphia, PA, 19104, USA.
| | - Steven Meanley
- School of Nursing, University of Pennsylvania, 418 Curie Blvd, Suite 222L, Philadelphia, PA, 19104, USA
| | - Robin Stevens
- School of Nursing, University of Pennsylvania, 418 Curie Blvd, Suite 222L, Philadelphia, PA, 19104, USA
| | - Bridgette Brawner
- School of Nursing, University of Pennsylvania, 418 Curie Blvd, Suite 222L, Philadelphia, PA, 19104, USA
| | - José Bauermeister
- School of Nursing, University of Pennsylvania, 418 Curie Blvd, Suite 222L, Philadelphia, PA, 19104, USA
| |
Collapse
|
11
|
Fujimoto K, Wang P, Li DH, Kuhns LM, Amith M, Schneider JA. Collective Avoidance of Social and Health Venues and HIV Racial Inequities: Network Modeling of Venue Avoidance on Venue Affiliation, Social Networks, and HIV Risk. HEALTH EDUCATION & BEHAVIOR 2020; 47:202-212. [PMID: 32090656 DOI: 10.1177/1090198119876240] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Many younger Black men who have sex with men (YBMSM) are exposed to homonegativity, societal stigma, and racial discrimination in their social environment. This study uses a social network modeling methodology to identify aspects of the social environment that are not often described, that is, the places and spaces or "venues" where YBMSM socialize or where they receive HIV prevention services. In particular, we identify the structural features of avoidance of these venues as an indicator of negative experiences, using bipartite exponential random graph models. Our study theorizes that YBMSM avoid certain venues en masse through information diffusion among social network members. We specify two social mechanisms of collective venue avoidance-(1) homophily (i.e., ego-alter similarity in venue avoidance) and (2) popular opinion leaders (as early adopters)-and test the corresponding hypotheses that (Hypothesis 1) socially connected individuals avoid venues together and that (Hypothesis 2) popular individuals would be more likely to avoid venues. Based on data collected from YBMSM aged 16 to 29 years between 2014 and 2016 in Houston, Texas (N = 227) and Chicago, Illinois (N = 241), results indicate that Hypothesis 1 was supported in both cities but that Hypothesis 2 was supported only in Chicago. The findings suggest that the structural patterns of venue avoidance are different between cities and may inform dissemination of prevention messages and delivery of venue- and social influence-based HIV interventions.
Collapse
Affiliation(s)
- Kayo Fujimoto
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Peng Wang
- Swinburne University of Technology, Hawthorn, Victoria, Australia
| | | | - Lisa M Kuhns
- Northwestern University, Chicago, IL, USA.,Ann & Robert H. Lurie Children's Hospital, Chicago, IL, USA
| | - Muhammad Amith
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | |
Collapse
|
12
|
Biello KB, Goedel WC, Edeza A, Safren SA, Mayer KH, Marshall BD, Latkin C, Mimiaga MJ. Network-Level Correlates of Sexual Risk Among Male Sex Workers in the United States: A Dyadic Analysis. J Acquir Immune Defic Syndr 2020; 83:111-118. [PMID: 31929400 PMCID: PMC7262793 DOI: 10.1097/qai.0000000000002230] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Male sex workers (MSWs) are at increased risk of HIV infection in the United States. Research is limited on sexual and drug use network characteristics of MSWs. SETTING Community-based organization and health center in 2 US Northeast cities. METHODS One hundred MSWs completed a behavioral assessment and sexual and drug network inventory. Using dyadic analyses, we assessed whether network characteristics, including sex worker-male client age, race, and HIV status homophily and risk multiplexity (ie, overlap in drug-use and sex networks), were associated with condom use. RESULTS MSW participants' mean age was 33.6. Two-thirds identified as Black or Latino, 12% identified as heterosexual, and 90% reported recent drug use. Participants reported an average of 5.3 male clients in the past month (SD = 3.4), and having anal sex with 74% of these clients, at a rate of 2.2 times per month (SD = 4.6). Participants reported inconsistent condom use during anal sex with 53% of clients. In multivariable models, inconsistent condom use was more common in relationships with presumed HIV status homophily [odds ratio (OR): 1.25; 95% confidence interval (CI): 1.07 to 1.46] and sexual and drug network multiplexity (OR: 1.19; 95% CI: 1.09 to 1.30); and less common within relationships where the client is older than the MSW participant (OR: 0.83; 95% CI: 0.74 to 0.93). Number of multiplex relationships was positively associated with number of condomless anal sex acts with male clients (incidence rate ratio: 1.35; 95% CI: 1.19 to 1.54). CONCLUSIONS Network characteristics may contribute to disproportionate HIV risk among MSWs. Modeling studies should include network characteristics when simulating HIV transmission, and future HIV interventions should address the role of networks.
Collapse
Affiliation(s)
- Katie B. Biello
- Department of Behavioral and Social Sciences, School of Public Health, Brown University, Providence, RI
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI
- Fenway Institute, Fenway Health, Boston, MA
| | - William C. Goedel
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI
| | - Alberto Edeza
- Department of Behavioral and Social Sciences, School of Public Health, Brown University, Providence, RI
| | - Steven A. Safren
- Fenway Institute, Fenway Health, Boston, MA
- Department of Psychology, College of Arts and Sciences, University of Miami, Coral Gables, Florida
| | - Kenneth H. Mayer
- Fenway Institute, Fenway Health, Boston, MA
- Division of Infectious Diseases, Beth Israel Deaconess Medical Center, Boston, MA
- Department of Global Health and Population, T.H. Chan School of Public Health, Harvard University, Cambridge, MA
| | - Brandon D.L. Marshall
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI
| | - Carl Latkin
- Department of Health, Behavior, and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Matthew J. Mimiaga
- Department of Behavioral and Social Sciences, School of Public Health, Brown University, Providence, RI
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI
- Fenway Institute, Fenway Health, Boston, MA
| |
Collapse
|
13
|
Young LE, Fujimoto K, Schneider JA. Facebook group affiliation ties, group topics, and HIV behavioral characteristics among young Black men who have sex with men: Potential for public health intervention. SSM Popul Health 2019; 9:100510. [PMID: 31993491 PMCID: PMC6978475 DOI: 10.1016/j.ssmph.2019.100510] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 09/24/2019] [Accepted: 10/30/2019] [Indexed: 11/24/2022] Open
Abstract
•YBMSM were more likely to belong to personal/professional development groups.•YBMSM clustered around pairs of LGBTQ identity, sex, and nightlife groups.•Regular testers tended to belong to LGBTQ identity and nightlife groups.•Those who engaged in condomless sex tended to affiliate with LGBTQ identity groups.•Those who were aware of PrEP aware tended to affiliate with chat groups.
Collapse
Affiliation(s)
- Lindsay E. Young
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Chicago Center for HIV Elimination (CCHE), Chicago, IL, USA
| | - Kayo Fujimoto
- Center for Health Promotion and Prevention Research, School of Public Health, University of Texas Health Science Center, Houston, USA
| | - John A. Schneider
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Chicago Center for HIV Elimination (CCHE), Chicago, IL, USA
- Department of Public Health Sciences, University of Chicago, Chicago, USA
| |
Collapse
|
14
|
Zarwell M, Ransome Y, Barak N, Gruber D, Robinson WT. PrEP indicators, social capital and social group memberships among gay, bisexual and other men who have sex with men. CULTURE, HEALTH & SEXUALITY 2019; 21:1349-1366. [PMID: 30724712 PMCID: PMC6684860 DOI: 10.1080/13691058.2018.1563912] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Accepted: 12/23/2018] [Indexed: 05/25/2023]
Abstract
Efforts to reduce HIV among gay, bisexual and other men who have sex with men include increasing awareness and uptake of pre-exposure prophylaxis (PrEP). Social capital may facilitate engagement in HIV prevention. Membership of social groups including chosen families (i.e. friends as family relationships) - one potential indicator of social capital - may be protective against HIV risk and infection. In this cross-sectional quantitative study, we examined social capital items and social group membership in association with PrEP outcomes. In 2014, the New Orleans arm of the National HIV Behavioral Surveillance recruited 353 HIV-negative men, of whom 46% identified as Black, Latino or Other Race and 54% as Non-Hispanic White, using venue-based sampling to complete a structured survey. Multivariable logistic regression models tested the relations between social group membership and social capital with PrEP indicators. Men who reported community group participation were more likely to be aware of PrEP compared to those who did not. Men in chosen families associated with a family name were least likely to be aware of and willing to take PrEP compared to those not in any other social groups. Social group membership is a potential social capital indicator for assessing HIV prevention among men.
Collapse
Affiliation(s)
- Meagan Zarwell
- Center for AIDS Intervention Research, Department of Psychiatry and Behavioral Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
- Department of Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA, USA
| | - Yusuf Ransome
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Narquis Barak
- NO/AIDS Task Force d.b.a CrescentCare Health, New Orleans, LA, USA
| | - DeAnn Gruber
- Department of Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA, USA
- STD/HIV Program, Louisiana Office of Public Health, New Orleans, LA, USA
| | - William T. Robinson
- Department of Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA, USA
- STD/HIV Program, Louisiana Office of Public Health, New Orleans, LA, USA
| |
Collapse
|
15
|
Collaboration in Complex Systems: Multilevel Network Analysis for Community-Based Obesity Prevention Interventions. Sci Rep 2019; 9:12599. [PMID: 31467328 PMCID: PMC6715639 DOI: 10.1038/s41598-019-47759-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 07/19/2019] [Indexed: 01/06/2023] Open
Abstract
Community-based systems interventions represent a promising, but complex approach to the prevention of childhood obesity. Existing studies suggest that the implementation of multiple actions by engaged community leaders (steering committees) is of critical importance to influence a complex system. This study explores two key components of systems interventions: (1) steering committees; and (2) causal loop diagrams (CLDs), used to map the complex community-level drivers of obesity. The interactions between two components create an entangled, complex process difficult to measure, and methods to analyse the dependencies between these two components in community-based systems interventions are limited. This study employs multilevel statistical models from social network analysis to explore the complex interdependencies between steering committee collaboration and their actions in the CLD. Steering committee members from two communities engaged in obesity prevention interventions reported on their collaborative relationships with each other, and where their actions are situated in a locally developed CLD. A multilevel exponential random graph model (MERGM) was developed for each community to explore the structural configurations of the collaboration network, actions in the CLD, and cross-level interactions. The models showed the tendency for reciprocated and transitive collaboration among committee members, as well as some evidence of more complex multilevel configurations that may indicate integrated solutions and collective action. The use of multilevel network analysis represents a step toward unpacking the complexities inherent in community-based systems interventions for obesity prevention.
Collapse
|
16
|
Young LE, Fujimoto K, Alon L, Zhang L, Schneider JA. The multiplex social environments of young Black men who have sex with men: How online and offline social structures impact HIV prevention and sex behavior engagement. JOURNAL OF SOCIAL STRUCTURE : JOSS 2019; 20:70-95. [PMID: 32855626 PMCID: PMC7449318 DOI: 10.21307/joss-2019-007] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
In the United States, young Black men who have sex with men (YBMSM) remain disproportionately affected by HIV. The social networks in which YBMSM are embedded are generally understood to be critical factors in understanding their vulnerability. In this study, we acknowledge the relational richness of YBMSMs' social environments (what we define as multiplexity) and their increasing prioritization of online social networking sites (SNS). Specifically, we investigate whether protective and/or risky features of YBMSMs' Facebook friendships and group affiliations are related to their HIV prevention and sex behavior engagement, while also accounting for features of their offline confidant (or support) and sex networks. Using data from a population-based cohort study of YBMSM living in Chicago (N=268), we perform a series of multiple logistic regression analyses to examine associations between features of YBMSMs' Facebook, confidant, and sexual networks with three prevention outcomes and three sex behavior outcomes, while also controlling for factors at the individual and structural levels. Results show that network features play a more significant role in predicting engagement in sex behaviors than prevention behaviors. Specifically, having more confidants, having confidants who are family members, meeting sex partners online, having more YBMSM Facebook friends, belonging to Facebook groups with an LGBTQ focus, and having greater subject diversity in one's Facebook group affiliations were significantly associated with one or more sex behavior outcomes. We conclude with a discussion of the implications of our findings for HIV prevention intervention efforts.
Collapse
Affiliation(s)
- Lindsay E Young
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Kayo Fujimoto
- Center for Health Promotion and Prevention Research, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Leigh Alon
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Liang Zhang
- Harris School of Public Policy, University of Chicago, Chicago, IL, USA
| | - John A Schneider
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| |
Collapse
|
17
|
Krebs E, Enns B, Wang L, Zang X, Panagiotoglou D, Del Rio C, Dombrowski J, Feaster DJ, Golden M, Granich R, Marshall B, Mehta SH, Metsch L, Schackman BR, Strathdee SA, Nosyk B. Developing a dynamic HIV transmission model for 6 U.S. cities: An evidence synthesis. PLoS One 2019; 14:e0217559. [PMID: 31145752 PMCID: PMC6542533 DOI: 10.1371/journal.pone.0217559] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 05/14/2019] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Dynamic HIV transmission models can provide evidence-based guidance on optimal combination implementation strategies to treat and prevent HIV/AIDS. However, these models can be extremely data intensive, and the availability of good-quality data characterizing regional microepidemics varies substantially within and across countries. We aim to provide a comprehensive and transparent description of an evidence synthesis process and reporting framework employed to populate and calibrate a dynamic, compartmental HIV transmission model for six US cities. METHODS We executed a mixed-method evidence synthesis strategy to populate model parameters in six categories: (i) initial HIV-negative and HIV-infected populations; (ii) parameters used to calculate the probability of HIV transmission; (iii) screening, diagnosis, treatment and HIV disease progression; (iv) HIV prevention programs; (v) the costs of medical care; and (vi) health utility weights for each stage of HIV disease progression. We identified parameters that required city-specific data and stratification by gender, risk group and race/ethnicity a priori and sought out databases for primary analysis to augment our evidence synthesis. We ranked the quality of each parameter using context- and domain-specific criteria and verified sources and assumptions with our scientific advisory committee. FINDINGS To inform the 1,667 parameters needed to populate our model, we synthesized evidence from 59 peer-reviewed publications and 24 public health and surveillance reports and executed primary analyses using 11 data sets. Of these 1,667 parameters, 1,517 (91%) were city-specific and 150 (9%) were common for all cities. Notably, 1,074 (64%), 201 (12%) and 312 (19%) parameters corresponded to categories (i), (ii) and (iii), respectively. Parameters ranked as best- to moderate-quality evidence comprised 39% of the common parameters and ranged from 56%-60% across cities for the city-specific parameters. We identified variation in parameter values across cities as well as within cities across risk and race/ethnic groups. CONCLUSIONS Better integration of modelling in decision making can be achieved by systematically reporting on the evidence synthesis process that is used to populate models, and by explicitly assessing the quality of data entered into the model. The effective communication of this process can help prioritize data collection of the most informative components of local HIV prevention and care services in order to reduce decision uncertainty and strengthen model conclusions.
Collapse
Affiliation(s)
- Emanuel Krebs
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Benjamin Enns
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Linwei Wang
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Xiao Zang
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Dimitra Panagiotoglou
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Carlos Del Rio
- Hubert Department of Global Health, Emory Center for AIDS Research, Rollins School of Public Health, Emory University, Atlanta, GA, United States of America
| | - Julia Dombrowski
- Department of Medicine, Division of Allergy & Infectious Disease, adjunct in Epidemiology, University of Washington, Seattle, WA, United States of America
| | - Daniel J. Feaster
- Center for Family Studies, Department of Epidemiology and Public Health, Leonard M. Miller School of Medicine, University of Miami, Miami, FL, United States of America
| | - Matthew Golden
- Department of Medicine, Division of Allergy & Infectious Disease, adjunct in Epidemiology, University of Washington, Seattle, WA, United States of America
| | - Reuben Granich
- International Association of Providers of AIDS Care, Washington, DC, United States of America
| | - Brandon Marshall
- Department of Epidemiology, Brown School of Public Health, Providence, RI, United States of America
| | - Shruti H. Mehta
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States of America
| | - Lisa Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY, United States of America
| | - Bruce R. Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, NY, United States of America
| | - Steffanie A. Strathdee
- School of Medicine, University of California San Diego, La Jolla, CA, United States of America
| | - Bohdan Nosyk
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | | |
Collapse
|
18
|
Schrimshaw EW, Siegel K, Meunier É. Venues Where Male Sex Workers Meet Partners: The Emergence of Gay Hookup Apps and Web Sites. Am J Public Health 2019; 107:1866-1867. [PMID: 29116862 DOI: 10.2105/ajph.2017.304118] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Affiliation(s)
- Eric W Schrimshaw
- All of the authors are with the Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY
| | - Karolynn Siegel
- All of the authors are with the Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY
| | - Étienne Meunier
- All of the authors are with the Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY
| |
Collapse
|
19
|
West BS. Social Networks of Substance-Using Populations: Key Issues and Promising New Approaches for HIV. Curr HIV/AIDS Rep 2019; 16:48-56. [PMID: 30659477 PMCID: PMC6420834 DOI: 10.1007/s11904-019-00425-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
PURPOSE OF REVIEW This paper presents recent literature on substance using networks and HIV, highlighting renewed and emerging themes in the field. The goal is to draw attention to research that holds considerable promise for advancing our understanding of the role of networks in shaping behaviors, while also providing critical information for the development of interventions, programs, and policies to reduce HIV and other drug-related harms. RECENT FINDINGS Recent research advances our understanding of networks and HIV, including among understudied populations, and provides new insight into how risk environments shape the networks and health of substance-using populations. In particular, the integration of network approaches with molecular epidemiology, research on space and place, and intervention methods provides exciting new avenues of investigation. Continued advances in network research are critical to supporting the health and rights of substance-using populations and ensuring the development of high-impact HIV programs and policies.
Collapse
Affiliation(s)
- Brooke S West
- School of Social Work, Columbia University, 1255 Amsterdam Avenue, New York, NY, 10027, USA.
- Division of Infectious Diseases and Global Public Health in the School of Medicine, University of California San Diego, San Diego, CA, USA.
| |
Collapse
|
20
|
Mandelbaum J, Moore S, Silveira PP, Meaney MJ, Levitan RD, Dubé L. Does social capital moderate the association between children's emotional overeating and parental stress? A cross-sectional study of the stress-buffering hypothesis in a sample of mother-child dyads. Soc Sci Med 2018; 257:112082. [PMID: 30587397 DOI: 10.1016/j.socscimed.2018.12.023] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Revised: 12/13/2018] [Accepted: 12/17/2018] [Indexed: 01/18/2023]
Abstract
Parental stress has been shown associated with children's eating behaviors. The stress-buffering hypothesis suggests that social resources, i.e., resources accessed via one's social networks, may prevent or attenuate the impact of stress on health. Prior research on the stress-buffering hypothesis has found evidence for the protective effects of social support (emotional, instrumental, or informational resources available in a person's life); less is known about social capital (resources available through one's social networks) as a stress buffer. Further, these studies have often examined the association between a person's direct access to social resources and their health; less research has examined whether the benefits of social resources may extend two degrees from parents to their children. Using data from a community-based birth cohort of mother-child dyads, this study examined whether mother's social capital moderated the association between maternal stress and children's emotional overeating (EO). Mothers completed health questionnaires on an annual basis and a one-time social network questionnaire in 2011-2012. EO was measured using the Children's Eating Behavior Questionnaire. Maternal stress was measured using the 18-item Parental Stress Scale. Social capital was measured using a position generator and based on the number of occupations to which a mother had access. Poisson regression analysis was used. Results showed that mother's social capital moderated the positive association between greater maternal stress and children's EO, such that maternal stress was associated with children's EO in only those mothers with low social capital. This study suggests that social capital may disrupt the transmission of maternal stress from parent to child, thereby playing a potential role in the production and reproduction of health inequalities.
Collapse
Affiliation(s)
- Jennifer Mandelbaum
- Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, 29208, USA
| | - Spencer Moore
- Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, 29208, USA.
| | - Patricia P Silveira
- Department of Psychiatry, McGill University and Ludmer Centre for Neuroinformatics and Mental Health, Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - Michael J Meaney
- Department of Psychiatry, McGill University and Ludmer Centre for Neuroinformatics and Mental Health, Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - Robert D Levitan
- Department of Psychiatry, University of Toronto and Centre for Addiction and Mental Health, Toronto, Ontario, M5T 1R8, Canada
| | - Laurette Dubé
- Desautels Faculty of Management, McGill Center for the Convergence of Health and Economics, McGill University, Montreal, Quebec, Canada
| |
Collapse
|
21
|
Shelton RC, Lee M, Brotzman LE, Crookes DM, Jandorf L, Erwin D, Gage-Bouchard EA. Use of social network analysis in the development, dissemination, implementation, and sustainability of health behavior interventions for adults: A systematic review. Soc Sci Med 2018; 220:81-101. [PMID: 30412922 DOI: 10.1016/j.socscimed.2018.10.013] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 10/15/2018] [Accepted: 10/18/2018] [Indexed: 11/30/2022]
Abstract
Interest in conceptualizing, measuring, and applying social network analysis (SNA) in public health has grown tremendously in recent years. While these studies have broadened our understanding of the role that social networks play in health, there has been less research that has investigated the application of SNA to inform health-related interventions. This systematic review aimed to capture the current applied use of SNA in the development, dissemination, implementation, and sustainability of health behavior interventions for adults. We identified 52 articles published between 2004 and 2016. A wide variety of study settings were identified, most commonly in the US context and most often related to sexual health and HIV prevention. We found that 38% of articles explicitly applied SNA to inform some aspect of interventions. Use of SNA to inform intervention development (as opposed to dissemination, implementation, or sustainability) was most common. The majority of articles represented in this review (n = 39) were quantitative studies, and 13 articles included a qualitative component. Partial networks were most represented across articles, and over 100 different networks measures were assessed. The most commonly described measures were network density, size, and degree centrality. Finally, very few articles defined SNA and not all articles using SNA were theoretically-informed. Given the nascent and heterogeneous state of the literature in this area, this is an important time for the field to coalesce on terminology, measures, and theoretical frameworks. We highlight areas for researchers to advance work on the application of SNA in the design, dissemination, implementation and sustainability of behavioral interventions.
Collapse
Affiliation(s)
- Rachel C Shelton
- Columbia University Mailman School of Public Health, Department of Sociomedical Sciences, 722 West 168th Street, New York, NY, 10032, USA.
| | - Matthew Lee
- Columbia University Mailman School of Public Health, Department of Sociomedical Sciences, 722 West 168th Street, New York, NY, 10032, USA.
| | - Laura E Brotzman
- Columbia University Mailman School of Public Health, Department of Sociomedical Sciences, 722 West 168th Street, New York, NY, 10032, USA.
| | - Danielle M Crookes
- Columbia University Mailman School of Public Health, Department of Epidemiology, 722 West 168th Street, New York, NY, 10032, USA.
| | - Lina Jandorf
- Icahn School of Medicine at Mount Sinai, Department of Oncological Sciences, One Gustave L. Levy Place, New York, NY, 10029, USA.
| | - Deborah Erwin
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA.
| | | |
Collapse
|
22
|
Young LE, Fujimoto K, Schneider JA. HIV Prevention and Sex Behaviors as Organizing Mechanisms in a Facebook Group Affiliation Network Among Young Black Men Who Have Sex with Men. AIDS Behav 2018. [PMID: 29536285 DOI: 10.1007/s10461-018-2087-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Online social networking sites (SNS)-the Internet-based platforms that enable connection and communication between users-are increasingly salient social environments for young adults and, consequently, offer tremendous opportunity for HIV behavioral research and intervention among vulnerable populations like young men who have sex with men (YMSM). Drawing from a cohort of 525 young Black MSM (YBMSM) living in Chicago, IL, USA April 2014-May 2015, we conducted social network analysis, estimating an exponential random graph model (ERGM) to model YBMSM's group affiliations on Facebook in relation to their sex behaviors and HIV prevention traits. A group's privacy setting-public, closed, or secret-was also modeled as a potential moderator of that relationship. Findings reveal that HIV positive individuals were more likely to affiliate with Facebook groups, while those who engaged in group sex were less likely to do so. When it came to the privacy of groups, we learned that HIV positive individuals tended not to belong to groups with greater privacy (e.g., closed and secret groups), while individuals who engaged in group sex and those who engaged in regular HIV testing were more likely to belong to those groups. Results also showed that individuals who engaged in condomless sex showed significant signs of clustering around the same set of groups. HIV positive individuals, on the other hand, were significantly less likely to demonstrate clustering. Implications for interventions and future research are discussed.
Collapse
Affiliation(s)
- Lindsay E Young
- Department of Medicine, University of Chicago, 5837 S. Maryland Avenue, Chicago, IL, 60637, USA.
- Department of Medicine, Chicago Center for HIV Elimination, University of Chicago, Chicago, USA.
| | - Kayo Fujimoto
- Center for Health Promotion and Prevention Research, School of Public Health, University of Texas Health Science Center, Houston, USA
| | - John A Schneider
- Department of Medicine, University of Chicago, 5837 S. Maryland Avenue, Chicago, IL, 60637, USA
- Department of Medicine, Chicago Center for HIV Elimination, University of Chicago, Chicago, USA
- Department of Public Health Sciences, University of Chicago, Chicago, USA
| |
Collapse
|
23
|
Crawford G, Maycock B, Tobin R, Brown G, Lobo R. Prevention of HIV and Other Sexually Transmissible Infections in Expatriates and Traveler Networks: Qualitative Study of Peer Interaction in an Online Forum. J Med Internet Res 2018; 20:e10787. [PMID: 30185404 PMCID: PMC6231883 DOI: 10.2196/10787] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2018] [Revised: 08/11/2018] [Accepted: 08/16/2018] [Indexed: 01/19/2023] Open
Abstract
Background In high-income countries such as Australia, an increasing proportion of HIV cases have been acquired overseas, including among expatriates and travelers. Australia’s national strategies have highlighted the need for public health interventions for priority populations. One approach is to expand efforts to places or spaces where expatriate communities reside. Online settings such as forums used by expatriates and travelers have potential for preventing sexually transmissible infections with those hard to reach through more traditional interventions. Objective Our objectives were to (1) identify and describe domains of social interaction and engagement in 1 online forum used by Australian expatriates and travelers living or working in Thailand; and (2) make recommendations to health-promoting organizations and policy makers regarding the role of these forums in public health interventions with mobile populations who may be at risk of acquiring HIV or other sexually transmissible infections. Methods We identified forums and users in 2 stages. We identified 13 online forums and analyzed them for inclusion criteria. We searched 1 forum that met the required criteria for users who met inclusion criteria (n=5). Discussion threads, rather than individual posts, were units of analysis. For each user, we collected as transcripts the first 100 posts and 10 most recent posts, including the thread in which they were posted. We analyzed and thematically coded each post (n=550). Transcripts and analyses were reviewed and refined by multiple members of the research team to improve rigor. Themes were not totally emergent but explored against symbolic interactionism concepts of presentation of self, meaning, and socialization. Results Key domains were as follows: the forum (characteristics of the space and reasons for use), gaining access (forum hierarchy and rules), identity (presentation of self and role of language), advice, support, and information (sources of information, support provided, influencers, topics of discussion, and receptiveness to advice), and risk (expectations and perceptions). The forum exhibited evidence of unique language, rules and norms, and processes for managing conflict and key influencers. The forum was a substantial source of health information and advice provided to users via confirmation, reassurance, or affirmation of beliefs and experiences. Risk perception and expectations varied. Risk taking, including around sex, appeared to be a key expectation of travel or the experience of being an expatriate or traveler. Conclusions Australian expatriate and long-term traveler participation in the online forum formed, influenced, and reinforced knowledge, attitudes, interaction, and identity. Such forums can be used by policy makers and health-promoting organizations to provide supplementary sources of support and information to hard-to-reach mobile populations who may be at risk of acquiring HIV or other sexually transmissible infections. This will complement existing engagement with health professionals and other public health interventions.
Collapse
Affiliation(s)
- Gemma Crawford
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia
| | - Bruce Maycock
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia
| | - Rochelle Tobin
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia
| | - Graham Brown
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia.,Australian Research Centre in Sex Health and Society, La Trobe University, Bundoora, Australia
| | - Roanna Lobo
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia
| |
Collapse
|
24
|
Shushtari ZJ, Hosseini SA, Sajjadi H, Salimi Y, Latkin C, Snijders TAB. Social network and HIV risk behaviors in female sex workers: a systematic review. BMC Public Health 2018; 18:1020. [PMID: 30115056 PMCID: PMC6097207 DOI: 10.1186/s12889-018-5944-1] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Accepted: 08/09/2018] [Indexed: 12/12/2022] Open
Abstract
Background Social network characteristics have an important role in understanding HIV transmission among female sex workers. The purpose of this systematic review was to summarize and critically appraise the existing studies on the social network characteristics and HIV risk behaviors among female sex workers. Method A systematic review was performed using predefined eligibility criteria through searching electronic databases. Two independent reviewers assessed the methodological quality of studies. Results Nineteen papers met the eligible review criteria. The synthesized evidence suggests that characteristics of social networks, especially functional characteristics such as social support and social capital, are important constructs for understanding the HIV risk behaviors. Conclusions The findings of the present review enhance our understanding of the role of social network characteristics in HIV risk behaviors among female sex workers. However, the findings also highlighted a dearth of knowledge about the association of structural characteristics of social networks with HIV risk behaviors among female sex workers.
Collapse
Affiliation(s)
- Zahra Jorjoran Shushtari
- Social Determinants of Health Research Center, University of Social Welfare and Rehabilitation Sciences, P.O Box: 1985713834, Tehran, Iran
| | - Seyed Ali Hosseini
- Social Determinants of Health Research Center, University of Social Welfare and Rehabilitation Sciences, P.O Box: 1985713834, Tehran, Iran.
| | - Homeira Sajjadi
- Social welfare Management Research Center, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Yahya Salimi
- Social Development & Health Promotion Research Center, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Carl Latkin
- Department of Health, Behavior and Society, Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA
| | - Tom A B Snijders
- Department of Sociology, University of Groningen, 9712, TG Groningen, Netherlands.,Nuffield College, University of Oxford, Oxford, OX1 1NF, UK
| |
Collapse
|
25
|
Fujimoto K, Cao M, Kuhns LM, Li D, Schneider JA. Statistical adjustment of network degree in respondent-driven sampling estimators: venue attendance as a proxy for network size among young MSM. SOCIAL NETWORKS 2018; 54:118-131. [PMID: 29910531 PMCID: PMC6001287 DOI: 10.1016/j.socnet.2018.01.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
We introduce a new venue-informed network degree measure, which we applied to respondent-driven sampling (RDS) estimators. Using data collected from 746 young MSM in 2014-2016 in Chicago, IL, and Houston, TX, we estimated the population seroprevalence of HIV and syphilis and risk/protective behaviors, using RDS estimates with self-reported network size as a standard degree measure as well as our proposed venue-informed degree measure. The results indicate that the venue-informed degree measure tended to be more efficient (smaller variance) and less biased than the other measure in both cities sampled. Venue attendance-adjusted network size may provide a more reliable and accurate degree measure for RDS estimates of the outcomes of interest.
Collapse
Affiliation(s)
- Kayo Fujimoto
- Department of Health Promotion and Behavioral Sciences, Department of Biostatistics, School of Public Health, The University of Texas Health Science Center at Houston, TX, 7000 Fannin Street, UCT 2514, Houston, TX 77030-5401
| | - Ming Cao
- Department of Health Promotion and Behavioral Sciences, Department of Biostatistics, School of Public Health, The University of Texas Health Science Center at Houston, TX, 7000 Fannin Street, UCT 2514, Houston, TX 77030-5401
| | - Lisa M Kuhns
- Division of Adolescent Medicine, Ann & Robert H. Lurie Children's Hospital, Chicago, IL, and Northwestern University, Feinberg School of Medicine, Department of Pediatrics, Chicago, IL, 225 E. Chicago Avenue, #161, Chicago, IL 60611
| | - Dennis Li
- Department of Health Promotion and Behavioral Sciences, Department of Biostatistics, School of Public Health, The University of Texas Health Science Center at Houston, TX, 7000 Fannin Street, UCT 2514, Houston, TX 77030-5401
| | - John A Schneider
- Department of Medicine and Public Health Sciences and the Chicago Center for HIV Elimination, University of Chicago, Chicago, IL 5837 South Maryland Avenue MC 5065, Chicago, IL 60637
| |
Collapse
|
26
|
Care continuum entry interventions: seek and test strategies to engage persons most impacted by HIV within the United States. AIDS 2018; 32:407-417. [PMID: 29381558 DOI: 10.1097/qad.0000000000001733] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
: The current review re-conceptualizes seek and test strategies, particularly given the changing importance of HIV testing as care continuum entry for persons irrespective of their HIV status. Care continuum entry advances previous seek and test strategies for client engagement with two next-generation functions: use of testing to engage (or re-engage) HIV negative clients in preexposure prophylaxis (PrEP) care; and testing individuals who may already be known positives for care continuum re-entry. We review existing seek and test strategies for most impacted community members with a goal of optimizing care continuum entry as we move towards HIV transmission elimination. These strategies are context, sub-group, community and epidemic-specific. This review is timely, given the initiation of routine PrEP care, which shifts and broadens our conceptualization of care continuum entry triggered by the HIV testing event. In addition, as the epidemic becomes more concentrated, focusing on re-engagement of HIV-infected persons becomes increasingly important given that transmission events involve both those acutely and newly infected as well as the large numbers who may not be virally suppressed. We start with examination of routine testing in healthcare settings, emphasizing its potential role in re-engagement for persons out of care. Subsequently, we describe risk-based testing to identify key populations. We then review network-based approaches and their impact on the epidemic. We close with future directions for individual and combination care continuum entry strategies most relevant to elimination of HIV transmission in the United States.
Collapse
|
27
|
Bungay V, Guta A. Strategies and Challenges in Preventing Violence Against Canadian Indoor Sex Workers. Am J Public Health 2018; 108:393-398. [PMID: 29346001 DOI: 10.2105/ajph.2017.304241] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
OBJECTIVES To examine indoor sex workers' strategies in preventing workplace violence and influential socio-structural conditions. METHODS Data included qualitative interviews with 85 sex workers in British Columbia, Canada, from 2014 through 2016. For analyses, we used interpretive thematic techniques informed by World Health Organization position statements on violence. RESULTS Robbery, nonpayment, financial exploitation, and privacy violations were frequent types of violence perpetrated by clients, landlords, and neighbors. We identified 2 themes that depicted how sex workers prevented violence and mitigated its effects: (1) navigating physical spaces and (2) navigating client relationships. CONCLUSIONS Sex workers' diverse strategies to prevent violence and mitigate its effects are creative and effective in many circumstances. These are limited, however, by the absence of legal and public health regulations governing occupational health and safety and stigma associated with sex work. Public Health Implications. Occupational health and safety regulatory policies that set conditions for clients' substance and condom use within commercial sex transactions are required. Revisions to the current legal regulations governing prostitution are critical to support optimal work environments that reduce the likelihood of violence. These revisions must recognize sex work as a form of labor versus victimization.
Collapse
Affiliation(s)
- Vicky Bungay
- Vicky Bungay is with the School of Nursing, University of British Columbia, Vancouver, British Columbia. Adrian Guta is with the School of Social Work, University of Windsor, Windsor, Ontario
| | - Adrian Guta
- Vicky Bungay is with the School of Nursing, University of British Columbia, Vancouver, British Columbia. Adrian Guta is with the School of Social Work, University of Windsor, Windsor, Ontario
| |
Collapse
|
28
|
Young LE, Michaels S, Jonas A, Khanna AS, Skaathun B, Morgan E, Schneider JA. Sex Behaviors as Social Cues Motivating Social Venue Patronage Among Young Black Men Who Have Sex with Men. AIDS Behav 2017; 21:2924-2934. [PMID: 28097618 DOI: 10.1007/s10461-017-1679-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
HIV prevention programs often focus on the physical social venues where men who have sex with men (MSM) frequent as sites where sex behaviors are assumed to be practiced and risk is conferred. But, how exactly these behaviors influence venue patronage is not well understood. In this study, we present a two-mode network analysis that determines the extent that three types of sex behaviors-condomless sex, sex-drug use, and group sex-influence the patronage of different types of social venues among a population sample of young Black MSM (YBMSM) (N = 623). A network analytic technique called exponential random graph modeling was used in a proof of concept analysis to verify how each sex behavior increases the likelihood of a venue patronage tie when estimated as either: (1) an attribute of an individual only and/or (2) a shared attribute between an individual and his peers. Findings reveal that sex behaviors, when modeled only as attributes possessed by focal individuals, were no more or less likely to affect choices to visit social venues. However, when the sex behaviors of peers were also taken into consideration, we learn that individuals were statistically more likely in all three behavioral conditions to go places that attracted other MSM who practiced the same behaviors. This demonstrates that social venues can function as intermediary contexts in which relationships can form between individuals that have greater risk potential given the venues attraction to people who share the same risk tendencies. As such, structuring interventions around these settings can be an effective way to capture the attention of YBMSM and engage them in HIV prevention.
Collapse
|
29
|
Multiplex Competition, Collaboration, and Funding Networks Among Health and Social Organizations: Toward Organization-based HIV Interventions for Young Men Who Have Sex With Men. Med Care 2017; 55:102-110. [PMID: 27676400 DOI: 10.1097/mlr.0000000000000595] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Young men who have sex with men (YMSM) have the highest rates of human immunodeficiency virus (HIV) infection in the United States. Decades into the HIV epidemic, the relationships that YMSM-serving health and social organizations have with one another has not been studied in depth. OBJECTIVES The aim of this study was to examine the competition, collaboration, and funding source structures of multiplex organization networks and the mechanisms that promote fruitful relationships among these organizations. RESEARCH DESIGN The study data collection method was a survey of health and social organizations from 2013-2014 in 2 cities, Chicago, IL and Houston, TX. SUBJECTS Study participants were representatives from 138 health and social organizations. MEASURES Responses to survey questions were used to reconstruct competition, collaboration, and combined competition-collaboration networks. RESULTS While taking into consideration the collaborative relationships among organizations, we provide statistical evidence that organizations of similar type, similar social media use patterns, comparable patterns of funding, and similar network contexts tended to compete with one another. This competition was less likely to be accompanied by any sort of collaboration if the organizations shared common funding sources. CONCLUSIONS Competition that excludes potential collaboration may be detrimental to mobilizing the collective efforts that serve local YMSM communities. System-level interventions may provide promising approaches to scaling-up HIV prevention and treatment efforts so as to encourage organizations to form partnerships with otherwise competing providers.
Collapse
|
30
|
Network dynamics of HIV risk and prevention in a population-based cohort of young Black men who have sex with men. ACTA ACUST UNITED AC 2017. [DOI: 10.1017/nws.2016.27] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
AbstractCritical to the development of improved HIV elimination efforts is a greater understanding of how social networks and their dynamics are related to HIV risk and prevention. In this paper, we examine network stability of confidant and sexual networks among young black men who have sex with men (YBMSM). We use data from uConnect (2013–2016), a population-based, longitudinal cohort study. We use an innovative approach to measure both sexual and confidant network stability at three time points, and examine the relationship between each type of stability and HIV risk and prevention behaviors. This approach is consistent with a co-evolutionary perspective in which behavior is not only affected by static properties of an individual's network, but may also be associated with changes in the topology of his or her egocentric network. Our results indicate that although confidant and sexual network stability are moderately correlated, their dynamics are distinct with different predictors and differing associations with behavior. Both types of stability are associated with lower rates of risk behaviors, and both are reduced among those who have spent time in jail. Public health awareness and engagement with both types of networks may provide new opportunities for HIV prevention interventions.
Collapse
|
31
|
Young LE, Jonas AB, Michaels S, Jackson JD, Pierce ML, Schneider JA. Social-structural properties and HIV prevention among young men who have sex with men in the ballroom house and independent gay family communities. Soc Sci Med 2016; 174:26-34. [PMID: 27987435 DOI: 10.1016/j.socscimed.2016.12.009] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2016] [Revised: 11/03/2016] [Accepted: 12/05/2016] [Indexed: 10/20/2022]
Abstract
The endogenous social support systems of young Black men who have sex with men (YBMSM), like surrogate families and social networks, are considered crucial assets for HIV prevention in this population. Yet, the extent to which these social systems foster sexual health protections or risks remains unclear. We examine the networked patterns of membership in ballroom houses and independent gay families, both Black gay subcultures in the United States, and how these memberships are related to HIV protective and risk traits of members. Drawing from a population-based sample of 618 YBMSM living in Chicago between June 2013 and July 2014, we observe a suite of protective and risk traits and perform bivariate analyses to assess each of their associations with being a member of a house or family. We then present an analysis of the homophilous and heterophilous mixing on these traits that structures the patterns of house and family affiliations among members. The bivariate analyses show that members of the house and family communities were more likely than non-members to report protective traits like being aware of PrEP, having health coverage, having a primary care doctor, and discouraging sex drug use among peers. However, members were also more likely to engage in the use of sex drugs. With respect to how these traits inform specific house/family affiliations, results show that members who had a recent HIV test, who were PrEP aware, or who engaged in exchange sex were more likely to belong to the same house or family, while HIV positive individuals were less likely to cluster within houses or families. These findings provide insights regarding the strengths and vulnerabilities of the house and gay family communities that can inform more culturally specific interventions that build on the existing human and social capital in this milieu.
Collapse
Affiliation(s)
- Lindsay E Young
- Chicago Center for HIV Elimination, Chicago, USA; University of Chicago Medicine, Chicago, USA.
| | - Adam B Jonas
- Chicago Center for HIV Elimination, Chicago, USA; Threat Tec, LLC, USA
| | | | - Joel D Jackson
- University of Chicago Medicine, Chicago, USA; Baldwin Family of Chicago, USA
| | - Mario L Pierce
- Chicago Center for HIV Elimination, Chicago, USA; House of Balenciaga, USA
| | - John A Schneider
- Chicago Center for HIV Elimination, Chicago, USA; University of Chicago Medicine, Chicago, USA; University of Chicago Public Health Sciences, Chicago, USA
| | | |
Collapse
|
32
|
Liu H. Egocentric Network and Condom Use Among Mid-Age Female Sex Workers in China: A Multilevel Modeling Analysis. AIDS Patient Care STDS 2016; 30:155-65. [PMID: 27028182 DOI: 10.1089/apc.2015.0349] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The epidemics of sexually transmitted infections (STIs) have spread among older adults in the world, including China. This study addresses the deficiency of studies about the multiple contextual influences on condom use among mid-age female sex workers (FSWs) over 35 years old. A combination of an egocentric network design and multilevel modeling was used to investigate factors of condom use over mid-age FSWs (egos) particular relationships with sexual partners (alters). Of the 1245 mid-age FSWs interviewed, 73% (907) reported having at least one sexual partner who would provide social support to egos. This generated a total of 1300 ego-alter sex ties in egos' support networks. Condoms were consistently used among one-third of sex ties. At the ego level, condoms were more likely to be used consistently if egos received a middle school education or above, had stronger perceived behavioral control for condom use, or consistently used condoms with other sex clients who were not in their support networks. At the alter level, condoms were not consistently used over spousal ties compared to other ties. Condoms were less likely to be used among alters whom ego trusted and provided emotional support. Cross-level factors (egos' attitudes toward condom use and emotional support from alters) documented a significant positive interaction on consistent condom use. Given the low frequency of condom use, future interventions should focus on mid-age FSWs and their partners within and beyond their support networks.
Collapse
Affiliation(s)
- Hongjie Liu
- Department of Epidemiology and Biostatistics, University of Maryland School of Public Health, College Park, Maryland
| |
Collapse
|