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Gepubliceerd in:
02-05-2020
Connecting the dots: a comparison of network analysis and exploratory factor analysis to examine psychosocial syndemic indicators among HIV-negative sexual minority men
Auteurs: J. S. Lee, S. A. Bainter, A. W. Carrico, T. R. Glynn, B. G. Rogers, C. Albright, C. O’Cleirigh, K. H. Mayer, S. A. Safren
Gepubliceerd in: Journal of Behavioral Medicine | Uitgave 6/2020
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Abstract
Syndemics, or comorbid and mutually reinforcing psychosocial problems, are associated with increased HIV risk among men who have sex with men (MSM). Although the dynamic interplay among syndemic indicators is theorized to be crucial for increasing risk of HIV acquisition, novel approaches are needed to understand how these syndemic problems interrelate. This study examined the associations between nine self-reported syndemic indicators in 194 MSM at high risk of HIV acquisition. We compared exploratory factor analyses (EFA) to a network analysis. In the present study, network analysis consisted of edges representing bidirectional partial polychoric correlations between nodes, which represent psychosocial syndemic indicators. EFA yielded a 1-factor solution including suicidal ideation (SI), injection drug use (IDU), depression, social anxiety, intimate partner violence, substance use, and sexual compulsivity, and excluded heavy drinking and childhood sexual abuse. Network analysis yielded a pattern of interconnectedness with the most central nodes being SI, IDU, substance use, and depression. Statistically significant relationships (absolute edge weights) were found between SI and depression, social anxiety, and IDU, and IDU and substance use. These results suggest that depression and substance use, especially more severe presentations of these conditions such as SI and IDU, are prominent interconnected components of the HIV syndemic among MSM at high risk for HIV acquisition. SI, IDU, substance use, and depression may indeed be prudent targets of intervention. Future research on the inclusion of these syndemic indicators in analytical models involving interaction terms may be warranted.
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A hyperparameter of γ = .5 was employed to produce a network with higher specificity and sensitivity than that of a smaller hyperparameter, such as .25 or .1. Sensitivity analyses using hyperparameters of γ = .25 and γ = .1 were conducted, though are not reported here, to determine the appropriateness of a hyperparameter of γ = .5. Network analyses using hyperparameters of γ = .25 and γ = .1 revealed a pattern of results that were not ostensibly different than that of the network analysis presented in the current study, using a hyperparameter of γ = .5. Because the hyperparameter of γ = .5 is more a conservative estimate than that of smaller hyperparameters, and the pattern of results between all three hyperparameters tested were nearly identical, the network analysis using a hyperparameter of γ = .5 is presented to produce a network with higher specificity and sensitivity.
Literatuur
go back to reference Batchelder, A. W., Choi, K., Dale, S. K., Pierre-Louis, C., Sweek, E. W., Ironson, G., et al. (2019). Effects of syndemic psychiatric diagnoses on health indicators in men who have sex with men. Health Psychology, 38, 509–517. https://doi.org/10.1037/hea0000724CrossRefPubMedPubMedCentral
Batchelder, A. W., Choi, K., Dale, S. K., Pierre-Louis, C., Sweek, E. W., Ironson, G., et al. (2019). Effects of syndemic psychiatric diagnoses on health indicators in men who have sex with men. Health Psychology, 38, 509–517. https://doi.org/10.1037/hea0000724CrossRefPubMedPubMedCentral
go back to reference Bauer, D. J., & Curran, P. J. (2003). Distributional assumptions of growth mixture models: implications for overextraction of latent trajectory classes. Psychological Methods, 8, 338.CrossRef
Bauer, D. J., & Curran, P. J. (2003). Distributional assumptions of growth mixture models: implications for overextraction of latent trajectory classes. Psychological Methods, 8, 338.CrossRef
go back to reference Bauer, D. J., & Curran, P. J. (2004). The integration of continuous and discrete latent variable models: Potential problems and promising opportunities. Psychological Methods, 9, 3.CrossRef
Bauer, D. J., & Curran, P. J. (2004). The integration of continuous and discrete latent variable models: Potential problems and promising opportunities. Psychological Methods, 9, 3.CrossRef
go back to reference Bernaards, C., & Jennrich, R. (2014). GPArotation: GPA factor rotation. https://CRAN.R-project.org/package=GPArotation
Bernaards, C., & Jennrich, R. (2014). GPArotation: GPA factor rotation. https://CRAN.R-project.org/package=GPArotation
go back to reference Blashill, A. J., Tomassilli, J., Biello, K., O’Cleirigh, C., Safren, S. A., & Mayer, K. H. (2016). Body dissatisfaction among sexual minority men: Psychological and sexual health outcomes. Archives of Sexual Behavior, 45, 1241–1247. https://doi.org/10.1007/s10508-015-0683-1CrossRefPubMedPubMedCentral
Blashill, A. J., Tomassilli, J., Biello, K., O’Cleirigh, C., Safren, S. A., & Mayer, K. H. (2016). Body dissatisfaction among sexual minority men: Psychological and sexual health outcomes. Archives of Sexual Behavior, 45, 1241–1247. https://doi.org/10.1007/s10508-015-0683-1CrossRefPubMedPubMedCentral
go back to reference Boccaletti, S., Latora, V., Moreno, Y., Chavez, M., & Hwang, D.-U. (2006). Complex networks: Structure and dynamics. Physics Reports, 424, 175–308. https://doi.org/10.1016/j.physrep.2005.10.009CrossRef
Boccaletti, S., Latora, V., Moreno, Y., Chavez, M., & Hwang, D.-U. (2006). Complex networks: Structure and dynamics. Physics Reports, 424, 175–308. https://doi.org/10.1016/j.physrep.2005.10.009CrossRef
go back to reference Borsboom, D., & Cramer, A. O. (2013). Network analysis: An integrative approach to the structure of psychopathology. Annual Review of Clinical Psychology, 9, 91–121.CrossRef
Borsboom, D., & Cramer, A. O. (2013). Network analysis: An integrative approach to the structure of psychopathology. Annual Review of Clinical Psychology, 9, 91–121.CrossRef
go back to reference Bowleg, L. (2012). The problem with the phrase women and minorities: intersectionality—An important theoretical framework for public health. American Journal of Public Health, 102, 1267–1273. https://doi.org/10.2105/AJPH.2012.300750CrossRefPubMedPubMedCentral
Bowleg, L. (2012). The problem with the phrase women and minorities: intersectionality—An important theoretical framework for public health. American Journal of Public Health, 102, 1267–1273. https://doi.org/10.2105/AJPH.2012.300750CrossRefPubMedPubMedCentral
go back to reference Bränström, R., & Pachankis, J. E. (2018). Validating the syndemic threat surrounding sexual minority men’s health in a population-based study with national registry linkage and a heterosexual comparison. JAIDS Journal of Acquired Immune Deficiency Syndromes. https://doi.org/10.1097/QAI.0000000000001697CrossRefPubMed
Bränström, R., & Pachankis, J. E. (2018). Validating the syndemic threat surrounding sexual minority men’s health in a population-based study with national registry linkage and a heterosexual comparison. JAIDS Journal of Acquired Immune Deficiency Syndromes. https://doi.org/10.1097/QAI.0000000000001697CrossRefPubMed
go back to reference Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1, 245–276. https://doi.org/10.1207/s15327906mbr0102_10CrossRefPubMed
Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1, 245–276. https://doi.org/10.1207/s15327906mbr0102_10CrossRefPubMed
go back to reference CDC. (2017). HIV among gay and bisexual men. U.S. Department of Health and Human Services, Centers for Disease and Prevention. https://www.cdc.gov/nchhstp/newsroom/docs/factsheets/cdc-msm-508.pdf
CDC. (2017). HIV among gay and bisexual men. U.S. Department of Health and Human Services, Centers for Disease and Prevention. https://www.cdc.gov/nchhstp/newsroom/docs/factsheets/cdc-msm-508.pdf
go back to reference Centers for Disease Control and Prevention. (2018). HIV among gay and bisexual men. HIV/AIDS. https://www.cdc.gov/hiv/group/msm/index.html
Centers for Disease Control and Prevention. (2018). HIV among gay and bisexual men. HIV/AIDS. https://www.cdc.gov/hiv/group/msm/index.html
go back to reference Choi, K. W., Batchelder, A. W., Ehlinger, P. P., Safren, S. A., & O’Cleirigh, C. (2017). Applying network analysis to psychological comorbidity and health behavior: Depression, PTSD, and sexual risk in sexual minority men with trauma histories. Journal of Consulting and Clinical Psychology, 85, 1158.CrossRef
Choi, K. W., Batchelder, A. W., Ehlinger, P. P., Safren, S. A., & O’Cleirigh, C. (2017). Applying network analysis to psychological comorbidity and health behavior: Depression, PTSD, and sexual risk in sexual minority men with trauma histories. Journal of Consulting and Clinical Psychology, 85, 1158.CrossRef
go back to reference Choi, K. W., Smit, J. A., Coleman, J. N., Mosery, N., Bangsberg, D. R., Safren, S. A., et al. (2019). Mapping a syndemic of psychosocial risks during pregnancy using network analysis. International Journal of Behavioral Medicine, 26, 207–216. https://doi.org/10.1007/s12529-019-09774-7CrossRefPubMedPubMedCentral
Choi, K. W., Smit, J. A., Coleman, J. N., Mosery, N., Bangsberg, D. R., Safren, S. A., et al. (2019). Mapping a syndemic of psychosocial risks during pregnancy using network analysis. International Journal of Behavioral Medicine, 26, 207–216. https://doi.org/10.1007/s12529-019-09774-7CrossRefPubMedPubMedCentral
go back to reference Connor, K. M., Davidson, J. R. T., Churchill, L. E., Sherwood, A., Weisler, R. H., & Foa, E. (2000). Psychometric properties of the Social Phobia Inventory (SPIN). The British Journal of Psychiatry, 176, 379. https://doi.org/10.1192/bjp.176.4.379CrossRefPubMed
Connor, K. M., Davidson, J. R. T., Churchill, L. E., Sherwood, A., Weisler, R. H., & Foa, E. (2000). Psychometric properties of the Social Phobia Inventory (SPIN). The British Journal of Psychiatry, 176, 379. https://doi.org/10.1192/bjp.176.4.379CrossRefPubMed
go back to reference Cramer, A. O. J., Waldorp, L. J., van der Maas, H. L. J., & Borsboom, D. (2010). Comorbidity: A network perspective. Behavioral and Brain Sciences, 33, 137–193. https://doi.org/10.1017/S0140525X09991567CrossRefPubMed
Cramer, A. O. J., Waldorp, L. J., van der Maas, H. L. J., & Borsboom, D. (2010). Comorbidity: A network perspective. Behavioral and Brain Sciences, 33, 137–193. https://doi.org/10.1017/S0140525X09991567CrossRefPubMed
go back to reference Epskamp, S., Costantini, G., Haslbeck, J., Cramer, A. O. J., Waldorp, L. J., & Borsboom, V. D. S. (2017). qgraph: Graph plotting methods, psychometric data visualization and graphical model estimation. https://CRAN.R-project.org/package=qgraph
Epskamp, S., Costantini, G., Haslbeck, J., Cramer, A. O. J., Waldorp, L. J., & Borsboom, V. D. S. (2017). qgraph: Graph plotting methods, psychometric data visualization and graphical model estimation. https://CRAN.R-project.org/package=qgraph
go back to reference Epskamp, S., & Fried, E. I. (2017). Bootnet: Bootstrap methods for various network estimation routines. https://CRAN.R-project.org/package=bootnet
Epskamp, S., & Fried, E. I. (2017). Bootnet: Bootstrap methods for various network estimation routines. https://CRAN.R-project.org/package=bootnet
go back to reference Epskamp, S., & Fried, E. I. (2018). A tutorial on regularized partial correlation networks. Psychological Methods. https://doi.org/10.1037/met0000167CrossRefPubMed
Epskamp, S., & Fried, E. I. (2018). A tutorial on regularized partial correlation networks. Psychological Methods. https://doi.org/10.1037/met0000167CrossRefPubMed
go back to reference Ferlatte, O., Hottes, T. S., Trussler, T., & Marchand, R. (2014). Evidence of a syndemic among young Canadian gay and bisexual men: Uncovering the associations between anti-gay experiences, psychosocial issues, and HIV risk. AIDS and Behavior, 18, 1256–1263.CrossRef
Ferlatte, O., Hottes, T. S., Trussler, T., & Marchand, R. (2014). Evidence of a syndemic among young Canadian gay and bisexual men: Uncovering the associations between anti-gay experiences, psychosocial issues, and HIV risk. AIDS and Behavior, 18, 1256–1263.CrossRef
go back to reference Finkelhor, D. (1994). Current information on the scope and nature of child sexual abuse. The Future of Children, 4, 31–53. https://doi.org/10.2307/1602522CrossRefPubMed
Finkelhor, D. (1994). Current information on the scope and nature of child sexual abuse. The Future of Children, 4, 31–53. https://doi.org/10.2307/1602522CrossRefPubMed
go back to reference Fox, J., Nie, Z., Byrnes, J., Culbertson, M., DebRoy, S., Friendly, M., et al. (2017). Sem: Structural equation models. https://CRAN.R-project.org/package=sem
Fox, J., Nie, Z., Byrnes, J., Culbertson, M., DebRoy, S., Friendly, M., et al. (2017). Sem: Structural equation models. https://CRAN.R-project.org/package=sem
go back to reference Fried, E. I., Epskamp, S., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2016). What are “good” depression symptoms? Comparing the centrality of DSM and non-DSM symptoms of depression in a network analysis. Journal of Affective Disorders, 189, 314–320. https://doi.org/10.1016/j.jad.2015.09.005CrossRefPubMed
Fried, E. I., Epskamp, S., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2016). What are “good” depression symptoms? Comparing the centrality of DSM and non-DSM symptoms of depression in a network analysis. Journal of Affective Disorders, 189, 314–320. https://doi.org/10.1016/j.jad.2015.09.005CrossRefPubMed
go back to reference Fried, E. I., & Haslbeck, J. (2018). Depression and (no) inflammation? Using network analysis to examine links between individual depressive symptoms and inflammatory markers. PsyArXiv. https://doi.org/10.31234/osf.io/84ske
Fried, E. I., & Haslbeck, J. (2018). Depression and (no) inflammation? Using network analysis to examine links between individual depressive symptoms and inflammatory markers. PsyArXiv. https://doi.org/10.31234/osf.io/84ske
go back to reference Ghosh, D., Krishnan, A., Gibson, B., Brown, S.-E., Latkin, C. A., & Altice, F. L. (2017). Social Network strategies to address HIV prevention and treatment continuum of care among at-risk and HIV-infected substance users: A systematic scoping review. AIDS and Behavior, 21, 1183–1207. https://doi.org/10.1007/s10461-016-1413-yCrossRefPubMedPubMedCentral
Ghosh, D., Krishnan, A., Gibson, B., Brown, S.-E., Latkin, C. A., & Altice, F. L. (2017). Social Network strategies to address HIV prevention and treatment continuum of care among at-risk and HIV-infected substance users: A systematic scoping review. AIDS and Behavior, 21, 1183–1207. https://doi.org/10.1007/s10461-016-1413-yCrossRefPubMedPubMedCentral
go back to reference Guadamuz, T. E., McCarthy, K., Wimonsate, W., Thienkrua, W., Varangrat, A., Chaikummao, S., et al. (2014). Psychosocial health conditions and HIV prevalence and incidence in a cohort of men who have sex with men in Bangkok, Thailand: Evidence of a syndemic effect. AIDS and Behavior, 18, 2089–2096. https://doi.org/10.1007/s10461-014-0826-8CrossRefPubMedPubMedCentral
Guadamuz, T. E., McCarthy, K., Wimonsate, W., Thienkrua, W., Varangrat, A., Chaikummao, S., et al. (2014). Psychosocial health conditions and HIV prevalence and incidence in a cohort of men who have sex with men in Bangkok, Thailand: Evidence of a syndemic effect. AIDS and Behavior, 18, 2089–2096. https://doi.org/10.1007/s10461-014-0826-8CrossRefPubMedPubMedCentral
go back to reference Halkitis, P. N., Moeller, R. W., Siconolfi, D. E., Storholm, E. D., Solomon, T. M., & Bub, K. L. (2013). Measurement model exploring a syndemic in emerging adult gay and bisexual men. AIDS and Behavior, 17, 662–673. https://doi.org/10.1007/s10461-012-0273-3CrossRefPubMedPubMedCentral
Halkitis, P. N., Moeller, R. W., Siconolfi, D. E., Storholm, E. D., Solomon, T. M., & Bub, K. L. (2013). Measurement model exploring a syndemic in emerging adult gay and bisexual men. AIDS and Behavior, 17, 662–673. https://doi.org/10.1007/s10461-012-0273-3CrossRefPubMedPubMedCentral
go back to reference Hart, T. A., & Heimberg, R. G. (2005). Social anxiety as a risk factor for unprotected intercourse among gay and bisexual male youth. AIDS and Behavior, 9, 505–512.CrossRef
Hart, T. A., & Heimberg, R. G. (2005). Social anxiety as a risk factor for unprotected intercourse among gay and bisexual male youth. AIDS and Behavior, 9, 505–512.CrossRef
go back to reference Hart, T. A., Noor, S. W., Vernon, J. R. G., Antony, M. M., Gardner, S., & O’Cleirigh, C. (2019). Integrated cognitive-behavioral therapy for social anxiety and HIV/STI prevention for gay and bisexual men: A pilot intervention trial. Behavior Therapy. https://doi.org/10.1016/j.beth.2019.09.001CrossRefPubMed
Hart, T. A., Noor, S. W., Vernon, J. R. G., Antony, M. M., Gardner, S., & O’Cleirigh, C. (2019). Integrated cognitive-behavioral therapy for social anxiety and HIV/STI prevention for gay and bisexual men: A pilot intervention trial. Behavior Therapy. https://doi.org/10.1016/j.beth.2019.09.001CrossRefPubMed
go back to reference Haslbeck, J. (2017). Mgm: Estimating time-varying k-order mixed graphical models. https://CRAN.R-project.org/package=mgm
Haslbeck, J. (2017). Mgm: Estimating time-varying k-order mixed graphical models. https://CRAN.R-project.org/package=mgm
go back to reference Hirshfield, S., Schrimshaw, E. W., Stall, R. D., Margolis, A. D., Downing, M. J., Jr., & Chiasson, M. A. (2015). Drug use, sexual risk, and syndemic production among men who have sex with men who engage in group sexual encounters. Journal Information. https://doi.org/10.2105/AJPH.2014.302346CrossRef
Hirshfield, S., Schrimshaw, E. W., Stall, R. D., Margolis, A. D., Downing, M. J., Jr., & Chiasson, M. A. (2015). Drug use, sexual risk, and syndemic production among men who have sex with men who engage in group sexual encounters. Journal Information. https://doi.org/10.2105/AJPH.2014.302346CrossRef
go back to reference Holgado-Tello, F. P., Chacón-Moscoso, S., Barbero-García, I., & Vila-Abad, E. (2010). Polychoric versus Pearson correlations in exploratory and confirmatory factor analysis of ordinal variables. Quality & Quantity, 44, 153. https://doi.org/10.1007/s11135-008-9190-yCrossRef
Holgado-Tello, F. P., Chacón-Moscoso, S., Barbero-García, I., & Vila-Abad, E. (2010). Polychoric versus Pearson correlations in exploratory and confirmatory factor analysis of ordinal variables. Quality & Quantity, 44, 153. https://doi.org/10.1007/s11135-008-9190-yCrossRef
go back to reference Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30, 179–185. https://doi.org/10.1007/BF02289447CrossRefPubMed
Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30, 179–185. https://doi.org/10.1007/BF02289447CrossRefPubMed
go back to reference Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141–151.CrossRef
Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141–151.CrossRef
go back to reference Kalichman, S. C., Johnson, J. R., Adair, V., Rompa, D., Multhauf, K., & Kelly, J. A. (1994). Sexual sensation seeking: Scale development and predicting AIDS-risk behavior among homosexually active men. Journal of Personality Assessment, 62, 385–397.CrossRef
Kalichman, S. C., Johnson, J. R., Adair, V., Rompa, D., Multhauf, K., & Kelly, J. A. (1994). Sexual sensation seeking: Scale development and predicting AIDS-risk behavior among homosexually active men. Journal of Personality Assessment, 62, 385–397.CrossRef
go back to reference Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). New York, NY: Guilford Press.
Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). New York, NY: Guilford Press.
go back to reference Koblin, B. A., Husnik, M. J., Colfax, G., Huang, Y., Madison, M., Mayer, K., et al. (2006). Risk factors for HIV infection among men who have sex with men. AIDS, 20, 731–739. https://doi.org/10.1097/01.aids.0000216374.61442.55CrossRefPubMed
Koblin, B. A., Husnik, M. J., Colfax, G., Huang, Y., Madison, M., Mayer, K., et al. (2006). Risk factors for HIV infection among men who have sex with men. AIDS, 20, 731–739. https://doi.org/10.1097/01.aids.0000216374.61442.55CrossRefPubMed
go back to reference Kroenke, K., Strine, T. W., Spitzer, R. L., Williams, J. B. W., Berry, J. T., & Mokdad, A. H. (2009). The PHQ-8 as a measure of current depression in the general population. Journal of Affective Disorders, 114, 163–173. https://doi.org/10.1016/j.jad.2008.06.026CrossRefPubMed
Kroenke, K., Strine, T. W., Spitzer, R. L., Williams, J. B. W., Berry, J. T., & Mokdad, A. H. (2009). The PHQ-8 as a measure of current depression in the general population. Journal of Affective Disorders, 114, 163–173. https://doi.org/10.1016/j.jad.2008.06.026CrossRefPubMed
go back to reference Ledesma, R. D., & Valero-Mora, P. (2007). Determining the number of factors to retain in EFA: An easy-to-use computer program for carrying out parallel analysis. Practical Assessment, Research & Evaluation, 12, 1–11.
Ledesma, R. D., & Valero-Mora, P. (2007). Determining the number of factors to retain in EFA: An easy-to-use computer program for carrying out parallel analysis. Practical Assessment, Research & Evaluation, 12, 1–11.
go back to reference Ledesma, R. D., Valero-Mora, P., & Macbeth, G. (2015). The scree test and the number of factors: A dynamic graphics approach. The Spanish Journal of Psychology. https://doi.org/10.1017/sjp.2015.13CrossRefPubMed
Ledesma, R. D., Valero-Mora, P., & Macbeth, G. (2015). The scree test and the number of factors: A dynamic graphics approach. The Spanish Journal of Psychology. https://doi.org/10.1017/sjp.2015.13CrossRefPubMed
go back to reference Lee, J. S., Safren, S. A., Bainter, S. A., Rodríguez-Díaz, C. E., Horvath, K. J., & Blashill, A. J. (2019). Examining a syndemics network among young Latino men who have sex with men. International Journal of Behavioral Medicine (Epub ahead of print).
Lee, J. S., Safren, S. A., Bainter, S. A., Rodríguez-Díaz, C. E., Horvath, K. J., & Blashill, A. J. (2019). Examining a syndemics network among young Latino men who have sex with men. International Journal of Behavioral Medicine (Epub ahead of print).
go back to reference Lenderking, W. R., Wold, C., Mayer, K. H., Goldstein, R., Losina, E., & Seage, G. R. (1997). Childhood sexual abuse among homosexual men. Journal of General Internal Medicine, 12, 250–253. https://doi.org/10.1046/j.1525-1497.1997.012004250.xCrossRefPubMedPubMedCentral
Lenderking, W. R., Wold, C., Mayer, K. H., Goldstein, R., Losina, E., & Seage, G. R. (1997). Childhood sexual abuse among homosexual men. Journal of General Internal Medicine, 12, 250–253. https://doi.org/10.1046/j.1525-1497.1997.012004250.xCrossRefPubMedPubMedCentral
go back to reference Martinez, O., Arreola, S., Wu, E., Muñoz-Laboy, M., Levine, E. C., Rutledge, S. E., et al. (2016). Syndemic factors associated with adult sexual HIV risk behaviors in a sample of Latino men who have sex with men in New York City. Drug and Alcohol Dependence, 166, 258–262.CrossRef
Martinez, O., Arreola, S., Wu, E., Muñoz-Laboy, M., Levine, E. C., Rutledge, S. E., et al. (2016). Syndemic factors associated with adult sexual HIV risk behaviors in a sample of Latino men who have sex with men in New York City. Drug and Alcohol Dependence, 166, 258–262.CrossRef
go back to reference Masyn, K. E. (2013). Latent class analysis and finite mixture modeling. In T. D. Little (Ed.), The Oxford handbook of quantitative methods (p. 551). Oxford: Oxford University Press.
Masyn, K. E. (2013). Latent class analysis and finite mixture modeling. In T. D. Little (Ed.), The Oxford handbook of quantitative methods (p. 551). Oxford: Oxford University Press.
go back to reference Mazumder, R., & Hastie, T. (2012). The graphical lasso: New insights and alternatives. Electronic Journal of Statistics, 6, 2125–2149. https://doi.org/10.1214/12-EJS740CrossRefPubMedPubMedCentral
Mazumder, R., & Hastie, T. (2012). The graphical lasso: New insights and alternatives. Electronic Journal of Statistics, 6, 2125–2149. https://doi.org/10.1214/12-EJS740CrossRefPubMedPubMedCentral
go back to reference Mimiaga, M. J., Biello, K. B., Robertson, A. M., Oldenburg, C. E., Rosenberger, J. G., O’Cleirigh, C., et al. (2015a). High prevalence of multiple syndemic conditions associated with sexual risk behavior and HIV infection among a large sample of Spanish-and Portuguese-speaking men who have sex with men in Latin America. Archives of Sexual Behavior, 44, 1869–1878.CrossRef
Mimiaga, M. J., Biello, K. B., Robertson, A. M., Oldenburg, C. E., Rosenberger, J. G., O’Cleirigh, C., et al. (2015a). High prevalence of multiple syndemic conditions associated with sexual risk behavior and HIV infection among a large sample of Spanish-and Portuguese-speaking men who have sex with men in Latin America. Archives of Sexual Behavior, 44, 1869–1878.CrossRef
go back to reference Mimiaga, M. J., O’Cleirigh, C., Biello, K. B., Robertson, A. M., Safren, S. A., Coates, T. J., et al. (2015b). The effect of psychosocial syndemic production on 4-year HIV incidence and risk behavior in a large cohort of sexually active men who have sex with men. JAIDS Journal of Acquired Immune Deficiency Syndromes, 68, 329–336. https://doi.org/10.1097/QAI.0000000000000475CrossRefPubMed
Mimiaga, M. J., O’Cleirigh, C., Biello, K. B., Robertson, A. M., Safren, S. A., Coates, T. J., et al. (2015b). The effect of psychosocial syndemic production on 4-year HIV incidence and risk behavior in a large cohort of sexually active men who have sex with men. JAIDS Journal of Acquired Immune Deficiency Syndromes, 68, 329–336. https://doi.org/10.1097/QAI.0000000000000475CrossRefPubMed
go back to reference Mustanski, B., Garofalo, R., Herrick, A., & Donenberg, G. (2007). Psychosocial health problems increase risk for HIV among urban young men who have sex with men: Preliminary evidence of a syndemic in need of attention. Annals of Behavioral Medicine, 34, 37–45. https://doi.org/10.1007/BF02879919CrossRefPubMedPubMedCentral
Mustanski, B., Garofalo, R., Herrick, A., & Donenberg, G. (2007). Psychosocial health problems increase risk for HIV among urban young men who have sex with men: Preliminary evidence of a syndemic in need of attention. Annals of Behavioral Medicine, 34, 37–45. https://doi.org/10.1007/BF02879919CrossRefPubMedPubMedCentral
go back to reference Mustanski, B., Phillips, G., Ryan, D. T., Swann, G., Kuhns, L., & Garofalo, R. (2017). Prospective effects of a syndemic on HIV and STI incidence and risk behaviors in a cohort of young men who have sex with men. AIDS and Behavior, 21, 845–857.CrossRef
Mustanski, B., Phillips, G., Ryan, D. T., Swann, G., Kuhns, L., & Garofalo, R. (2017). Prospective effects of a syndemic on HIV and STI incidence and risk behaviors in a cohort of young men who have sex with men. AIDS and Behavior, 21, 845–857.CrossRef
go back to reference O’Cleirigh, C., Pantalone, D. W., Batchelder, A. W., Hatzenbuehler, M. L., Marquez, S. M., Grasso, C., et al. (2018a). Co-occurring psychosocial problems predict HIV status and increased health care costs and utilization among sexual minority men. Journal of Behavioral Medicine, 41, 1–8.CrossRef
O’Cleirigh, C., Pantalone, D. W., Batchelder, A. W., Hatzenbuehler, M. L., Marquez, S. M., Grasso, C., et al. (2018a). Co-occurring psychosocial problems predict HIV status and increased health care costs and utilization among sexual minority men. Journal of Behavioral Medicine, 41, 1–8.CrossRef
go back to reference O’Cleirigh, C., Safren, S. A., Taylor, S. W., Goshe, B. M., Bedoya, C. A., Marquez, S. M., et al. (2019). Cognitive behavioral therapy for trauma and self-care (CBT-TSC) in men who have sex with men with a history of childhood sexual abuse: A randomized controlled trial. AIDS and Behavior. https://doi.org/10.1007/s10461-019-02482-zCrossRefPubMedPubMedCentral
O’Cleirigh, C., Safren, S. A., Taylor, S. W., Goshe, B. M., Bedoya, C. A., Marquez, S. M., et al. (2019). Cognitive behavioral therapy for trauma and self-care (CBT-TSC) in men who have sex with men with a history of childhood sexual abuse: A randomized controlled trial. AIDS and Behavior. https://doi.org/10.1007/s10461-019-02482-zCrossRefPubMedPubMedCentral
go back to reference O’Cleirigh, C., Zvolensky, M. J., Smits, J. A. J., Labbe, A. K., Coleman, J. N., Wilner, J. G., et al. (2018b). Integrated treatment for smoking cessation, anxiety, and depressed mood in people living with HIV: A randomized controlled trial. JAIDS Journal of Acquired Immune Deficiency Syndromes, 79, 261. https://doi.org/10.1097/QAI.0000000000001787CrossRefPubMed
O’Cleirigh, C., Zvolensky, M. J., Smits, J. A. J., Labbe, A. K., Coleman, J. N., Wilner, J. G., et al. (2018b). Integrated treatment for smoking cessation, anxiety, and depressed mood in people living with HIV: A randomized controlled trial. JAIDS Journal of Acquired Immune Deficiency Syndromes, 79, 261. https://doi.org/10.1097/QAI.0000000000001787CrossRefPubMed
go back to reference Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks, 32, 245–251.CrossRef
Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks, 32, 245–251.CrossRef
go back to reference Parsons, J. T., Grov, C., & Golub, S. A. (2012). Sexual compulsivity, co-occurring psychosocial health problems, and HIV risk among gay and bisexual men: Further evidence of a syndemic. American Journal of Public Health, 102, 156–162. https://doi.org/10.2105/AJPH.2011.300284CrossRefPubMedPubMedCentral
Parsons, J. T., Grov, C., & Golub, S. A. (2012). Sexual compulsivity, co-occurring psychosocial health problems, and HIV risk among gay and bisexual men: Further evidence of a syndemic. American Journal of Public Health, 102, 156–162. https://doi.org/10.2105/AJPH.2011.300284CrossRefPubMedPubMedCentral
go back to reference Parsons, J. T., Millar, B. M., Moody, R. L., Starks, T. J., Rendina, H. J., & Grov, C. (2017). Syndemic conditions and HIV transmission risk behavior among HIV-negative gay and bisexual men in a US national sample. Health Psychology, 36, 695.CrossRef
Parsons, J. T., Millar, B. M., Moody, R. L., Starks, T. J., Rendina, H. J., & Grov, C. (2017). Syndemic conditions and HIV transmission risk behavior among HIV-negative gay and bisexual men in a US national sample. Health Psychology, 36, 695.CrossRef
go back to reference R Development Core Team. (2016). R: A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing. http://www.R-project.org
R Development Core Team. (2016). R: A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing. http://www.R-project.org
go back to reference Raiche, G., & Magis, D. (2011). nFactors: Parallel analysis and non graphical solutions to the cattell scree test. https://CRAN.R-project.org/package=nFactors
Raiche, G., & Magis, D. (2011). nFactors: Parallel analysis and non graphical solutions to the cattell scree test. https://CRAN.R-project.org/package=nFactors
go back to reference Rhemtulla, M., Fried, E. I., Aggen, S. H., Tuerlinckx, F., Kendler, K. S., & Borsboom, D. (2016). Network analysis of substance abuse and dependence symptoms. Drug and Alcohol Dependence, 161, 230–237.CrossRef
Rhemtulla, M., Fried, E. I., Aggen, S. H., Tuerlinckx, F., Kendler, K. S., & Borsboom, D. (2016). Network analysis of substance abuse and dependence symptoms. Drug and Alcohol Dependence, 161, 230–237.CrossRef
go back to reference Safren, S. A., Blashill, A. J., Lee, J. S., O’Cleirigh, C., Tomassili, J., Biello, K. B., et al. (2018). Condom-use self-efficacy as a mediator between syndemics and condomless sex in men who have sex with men (MSM). Health Psychology, 37, 820–827. https://doi.org/10.1037/hea0000617CrossRefPubMedPubMedCentral
Safren, S. A., Blashill, A. J., Lee, J. S., O’Cleirigh, C., Tomassili, J., Biello, K. B., et al. (2018). Condom-use self-efficacy as a mediator between syndemics and condomless sex in men who have sex with men (MSM). Health Psychology, 37, 820–827. https://doi.org/10.1037/hea0000617CrossRefPubMedPubMedCentral
go back to reference Safren, S. A., Reisner, S. L., Herrick, A., Mimiaga, M. J., & Stall, R. (2010). Mental health and HIV risk in men who have sex with men. Journal of Acquired Immune Deficiency Syndromes, 55, S74–S77. https://doi.org/10.1097/QAI.0b013e3181fbc939CrossRefPubMed
Safren, S. A., Reisner, S. L., Herrick, A., Mimiaga, M. J., & Stall, R. (2010). Mental health and HIV risk in men who have sex with men. Journal of Acquired Immune Deficiency Syndromes, 55, S74–S77. https://doi.org/10.1097/QAI.0b013e3181fbc939CrossRefPubMed
go back to reference Santos, H., Fried, E. I., Asafu-Adjei, J., & Ruiz, R. J. (2017). Network structure of perinatal depressive symptoms in Latinas: relationship to stress and reproductive biomarkers. Research in Nursing & Health, 40, 218–228.CrossRef
Santos, H., Fried, E. I., Asafu-Adjei, J., & Ruiz, R. J. (2017). Network structure of perinatal depressive symptoms in Latinas: relationship to stress and reproductive biomarkers. Research in Nursing & Health, 40, 218–228.CrossRef
go back to reference Singer, M. (1994). AIDS and the health crisis of the US urban poor; the perspective of critical medical anthropology. Social Science and Medicine, 39, 931–948. https://doi.org/10.1016/0277-9536(94)90205-4CrossRefPubMed
Singer, M. (1994). AIDS and the health crisis of the US urban poor; the perspective of critical medical anthropology. Social Science and Medicine, 39, 931–948. https://doi.org/10.1016/0277-9536(94)90205-4CrossRefPubMed
go back to reference Spitzer, R. L., Kroenke, K., & Williams, J. B. W. (1999). Validation and utility of a self-report version of PRIME-MD: The PHQ primary care study. JAMA, 282, 1737–1744. https://doi.org/10.1001/jama.282.18.1737CrossRefPubMed
Spitzer, R. L., Kroenke, K., & Williams, J. B. W. (1999). Validation and utility of a self-report version of PRIME-MD: The PHQ primary care study. JAMA, 282, 1737–1744. https://doi.org/10.1001/jama.282.18.1737CrossRefPubMed
go back to reference Stall, R., Mills, T. C., Williamson, J., Hart, T., Greenwood, G., Paul, J., et al. (2003). Association of co-occurring psychosocial health problems and increased vulnerability to HIV/AIDS among urban men who have sex with men. American Journal of Public Health, 93, 939–942. https://doi.org/10.2105/AJPH.93.6.939CrossRefPubMedPubMedCentral
Stall, R., Mills, T. C., Williamson, J., Hart, T., Greenwood, G., Paul, J., et al. (2003). Association of co-occurring psychosocial health problems and increased vulnerability to HIV/AIDS among urban men who have sex with men. American Journal of Public Health, 93, 939–942. https://doi.org/10.2105/AJPH.93.6.939CrossRefPubMedPubMedCentral
go back to reference Starks, T. J., Millar, B. M., Eggleston, J. J., & Parsons, J. T. (2014). Syndemic factors associated with HIV risk for gay and bisexual men: comparing latent class and latent factor modeling. AIDS and Behavior, 18, 2075–2079.CrossRef
Starks, T. J., Millar, B. M., Eggleston, J. J., & Parsons, J. T. (2014). Syndemic factors associated with HIV risk for gay and bisexual men: comparing latent class and latent factor modeling. AIDS and Behavior, 18, 2075–2079.CrossRef
go back to reference Strathdee, S. A., & Sherman, S. G. (2003). The role of sexual transmission of HIV infection among injection and non-injection drug users. Journal of Urban Health, 80, iii7–iii14. https://doi.org/10.1093/jurban/jtg078CrossRefPubMedPubMedCentral
Strathdee, S. A., & Sherman, S. G. (2003). The role of sexual transmission of HIV infection among injection and non-injection drug users. Journal of Urban Health, 80, iii7–iii14. https://doi.org/10.1093/jurban/jtg078CrossRefPubMedPubMedCentral
go back to reference Tsai, A. C., & Burns, B. F. (2015). Syndemics of psychosocial problems and HIV risk: a systematic review of empirical tests of the disease interaction concept. Social Science and Medicine, 139, 26–35.CrossRef
Tsai, A. C., & Burns, B. F. (2015). Syndemics of psychosocial problems and HIV risk: a systematic review of empirical tests of the disease interaction concept. Social Science and Medicine, 139, 26–35.CrossRef
go back to reference Tsai, A. C., & Venkataramani, A. S. (2016). Syndemics and health disparities: a methodological note. AIDS and Behavior, 20, 423–430.CrossRef
Tsai, A. C., & Venkataramani, A. S. (2016). Syndemics and health disparities: a methodological note. AIDS and Behavior, 20, 423–430.CrossRef
go back to reference van Borkulo, C. D., Epskamp, S., Millner, A. (2016b). NetworkComparisonTest: Statistical comparison of two networks based on three invariance measures. https://CRAN.R-project.org/package=NetworkComparisonTest
van Borkulo, C. D., Epskamp, S., Millner, A. (2016b). NetworkComparisonTest: Statistical comparison of two networks based on three invariance measures. https://CRAN.R-project.org/package=NetworkComparisonTest
go back to reference van Borkulo, C. D., Epskamp, S., & Robitzsch, A. (2016a). IsingFit: Fitting Ising models using the Elasso method. https://CRAN.R-project.org/package=IsingFit
van Borkulo, C. D., Epskamp, S., & Robitzsch, A. (2016a). IsingFit: Fitting Ising models using the Elasso method. https://CRAN.R-project.org/package=IsingFit
go back to reference Williams, J. K., Wilton, L., Magnus, M., Wang, L., Wang, J., Dyer, T. P., et al. (2015). Relation of childhood sexual abuse, intimate partner violence, and depression to risk factors for HIV among black men who have sex with men in 6 U.S. cities. 11, 105, 2473–2481. https://doi.org/10.2105/AJPH.2015.302878CrossRef
Williams, J. K., Wilton, L., Magnus, M., Wang, L., Wang, J., Dyer, T. P., et al. (2015). Relation of childhood sexual abuse, intimate partner violence, and depression to risk factors for HIV among black men who have sex with men in 6 U.S. cities. 11, 105, 2473–2481. https://doi.org/10.2105/AJPH.2015.302878CrossRef
Metagegevens
- Titel
- Connecting the dots: a comparison of network analysis and exploratory factor analysis to examine psychosocial syndemic indicators among HIV-negative sexual minority men
- Auteurs
-
J. S. Lee
S. A. Bainter
A. W. Carrico
T. R. Glynn
B. G. Rogers
C. Albright
C. O’Cleirigh
K. H. Mayer
S. A. Safren
- Publicatiedatum
- 02-05-2020
- Uitgeverij
- Springer US
- Gepubliceerd in
-
Journal of Behavioral Medicine
/ Uitgave 6/2020
Print ISSN: 0160-7715
Elektronisch ISSN: 1573-3521 - DOI
- https://doi.org/10.1007/s10865-020-00148-z
