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Identifying HIV PrEP Attributes to Increase PrEP Use Among Different Groups of Gay, Bisexual, and Other Men Who Have Sex with Men: A Latent Class Analysis of a Discrete Choice Experiment

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Abstract

Daily pre-exposure prophylaxis (PrEP) is highly effective at preventing HIV among gay, bisexual, and other men who have sex with men (GBMSM), although uptake remains suboptimal. By identifying the features of PrEP that appeal to various subgroups of GBMSM, this study aimed to improve PrEP uptake by examining preferences for PrEP use. Adults ≥ 18 years old in six New England states completed an online discrete choice experiment survey. A latent class analysis (LCA) was conducted to identify groups of GBMSM based on four attributes of choices for PrEP (cost, time, side effects, and mode of administration). Multinominal logistic regression was conducted to compare the association between sociodemographic and behavioral characteristics and class memberships. Data from 675 GBMSM were analyzed. A 3-Class model was selected as the best fit model. Class 1 (47.7% of individuals) was identified as having “no specific preferences”. Class 2 (18.5% of individuals) were “Cost- and time-conscious” and were significantly more likely to be older, have prior sexually transmitted infection (STI) testing, have low household income, private insurance, and have extreme concerns about HIV risk than those with no specific preference (Class 1). Finally, Class 3 (34.1% of individuals) were “Side effects-conscious” and were more likely to have low income, private insurance, and have moderate and extreme concerns about HIV risk than those with no specific preference (Class 1). Findings indicate that outreach to GBMSM who have never used PrEP should emphasize low cost and short travel times to increase potential PrEP use.

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References

  1. HIV.gov. US Statistics- Fast Facts 2022 https://www.hiv.gov/hiv-basics/overview/data-and-trends/statistics

  2. Sullivan PS, Johnson AS, Pembleton ES, Stephenson R, Justice AC, Althoff KN, et al. Epidemiology of HIV in the USA: epidemic burden, inequities, contexts, and responses. Lancet. 2021;397(10279):1095–106.

    Article  PubMed  Google Scholar 

  3. Siegler AJ, Mouhanna F, Giler RM, Weiss K, Pembleton E, Guest J, et al. The prevalence of pre-exposure prophylaxis use and the pre-exposure prophylaxis–to-need ratio in the fourth quarter of 2017, United States. Ann Epidemiol. 2018;28(12):841–9.

    Article  PubMed  PubMed Central  Google Scholar 

  4. Smith DK, Van Handel M, Wolitski RJ, Stryker JE, Hall HI, Prejean J, et al. Vital signs: estimated percentages and numbers of adults with indications for preexposure prophylaxis to prevent HIV acquisition—United States, 2015. Morb Mortal Wkly Rep. 2015;64(46):1291–5.

    Article  Google Scholar 

  5. Grov C, Rendina HJ, Whitfield TH, Ventuneac A, Parsons JT. Changes in familiarity with and willingness to take preexposure prophylaxis in a longitudinal study of highly sexually active gay and bisexual men. LGBT Health. 2016;3(4):252–7.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Hood JE, Buskin SE, Dombrowski JC, Kern DA, Barash EA, Katzi DA, et al. Dramatic increase in preexposure prophylaxis use among MSM in Washington state. AIDS. 2016;30(3):515–9.

    PubMed  Google Scholar 

  7. Strauss BB, Greene GJ, Phillips G, Bhatia R, Madkins K, Parsons JT, et al. Exploring patterns of awareness and use of HIV pre-exposure prophylaxis among young men who have sex with men. AIDS Behav. 2017;21(5):1288–98.

    Article  PubMed  PubMed Central  Google Scholar 

  8. Dubov A, Ogunbajo A, Altice FL, Fraenkel L. Optimizing access to PrEP based on MSM preferences: results of a discrete choice experiment. AIDS Care. 2019;31(5):545–53.

    Article  PubMed  Google Scholar 

  9. John SA, Rendina HJ, Grov C, Parsons JT. Home-based pre-exposure prophylaxis (PrEP) services for gay and bisexual men: an opportunity to address barriers to PrEP uptake and persistence. PLoS ONE. 2017;12(12): e0189794.

    Article  PubMed  PubMed Central  Google Scholar 

  10. Dean LT, Chang H-Y, Goedel WC, Chan PA, Doshi JA, Nunn AS. Novel population-level proxy measures for suboptimal HIV preexposure prophylaxis initiation and persistence in the USA. AIDS. 2021;35(14):2375–81.

    Article  CAS  PubMed  Google Scholar 

  11. Mayer KH, Agwu A, Malebranche D. Barriers to the wider use of pre-exposure prophylaxis in the United States: a narrative review. Adv Ther. 2020;37(5):1778–811.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Parsons JT, Rendina HJ, Lassiter JM, Whitfield TH, Starks TJ, Christian G. Uptake of HIV pre-exposure prophylaxis (PrEP) in a national cohort of gay and bisexual men in the United States: the motivational PrEP cascade. J Acquir Immune Defic Syndr (1999). 2017;74(3):285.

    Article  Google Scholar 

  13. Pleuhs B, Quinn KG, Walsh JL, Petroll AE, John SA. Health care provider barriers to HIV pre-exposure prophylaxis in the United States: a systematic review. AIDS Pat Care STDS. 2020;34(3):111–23.

    Article  Google Scholar 

  14. Sosnowy C, Predmore Z, Dean LT, Raifman J, Chu CS, Galipeau A, Nocka K, Napoleon S, Chan PA. Paying for PrEP: a qualitative study of cost factors that impact HIV pre-exposure prophylaxis uptake for gay, bisexual, and other men who have sex with men. 2022.

  15. Chan PA, Mena L, Patel R, Oldenburg CE, Beauchamps L, Perez-Brumer AG, et al. Retention in care outcomes for HIV pre-exposure prophylaxis implementation programmes among men who have sex with men in three US cities. J Int AIDS Soc. 2016;19(1):20903.

    Article  PubMed  PubMed Central  Google Scholar 

  16. Sidebottom D, Ekström AM, Strömdahl S. A systematic review of adherence to oral pre-exposure prophylaxis for HIV–how can we improve uptake and adherence? BMC Infect Dis. 2018;18(1):1–14.

    Article  Google Scholar 

  17. Centers for Disease Control and Prevention. PrEP-pre-exposure prophylaxis (2022) https://www.cdc.gov/hiv/basics/prep.html

  18. Siegler AJ, Bratcher A, Weiss KM. Geographic access to preexposure prophylaxis clinics among men who have sex with men in the United States. Am J Public Health. 2019;109(9):1216–23.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Allen ST, O’Rourke A, White RH, Smith KC, Weir B, Lucas GM, et al. Barriers and facilitators to PrEP use among people who inject drugs in rural Appalachia: a qualitative study. AIDS Behav. 2020;24(6):1942–50.

    Article  PubMed  PubMed Central  Google Scholar 

  20. Rice WS, Stringer KL, Sohail M, Crockett KB, Atkins GC, Kudroff K, et al. Accessing pre-exposure prophylaxis (PrEP): perceptions of current and potential PrEP users in Birmingham, Alabama. AIDS Behav. 2019;23(11):2966–79.

    Article  PubMed  PubMed Central  Google Scholar 

  21. Dean LT, Predmore Z, Skinner A, Napoleon S, Chan PA, Raifman J. Optimizing uptake of long-acting injectable pre-exposure prophylaxis for HIV prevention for men who have sex with men. AIDS Behav. 2023:1–11.

  22. Lanza ST, Rhoades BL. Latent class analysis: an alternative perspective on subgroup analysis in prevention and treatment. Prev Sci. 2013;14(2):157–68.

    Article  PubMed  PubMed Central  Google Scholar 

  23. Aidoo-Frimpong G, Wilson K, Przybyla S. Factors influencing pre-exposure prophylaxis uptake among current users: a qualitative study. J HIV/AIDS Soc Serv. 2020;19(3):252–62.

    Article  PubMed  Google Scholar 

  24. Sullivan PS, Mena L, Elopre L, Siegler AJ. Implementation strategies to increase PrEP uptake in the South. Curr HIV/AIDS Rep. 2019;16(4):259–69.

    Article  PubMed  PubMed Central  Google Scholar 

  25. Calabrese SK, Magnus M, Mayer KH, Krakower DS, Eldahan AI, Gaston Hawkins LA, et al. Putting PrEP into practice: lessons learned from early-adopting US providers’ first hand experiences providing HIV pre-exposure prophylaxis and associated care. PLoS ONE. 2016;11(6): e0157324.

    Article  PubMed  PubMed Central  Google Scholar 

  26. Siegler AJ, Bratcher A, Weiss KM, Mouhanna F, Ahlschlager L, Sullivan PS. Location location location: an exploration of disparities in access to publicly listed pre-exposure prophylaxis clinics in the United States. Ann Epidemiol. 2018;28(12):858–64.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Bonacci RA, Smith DK, Ojikutu BO. Toward greater pre-exposure prophylaxis equity: increasing provision and uptake for Black and Hispanic/Latino individuals in the US. Am J Prev Med. 2021;61(5):S60–72.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Herron PD. Ethical implications of social stigma associated with the promotion and use of pre-exposure prophylaxis for HIV prevention. LGBT Health. 2016;3(2):103–8.

    Article  PubMed  Google Scholar 

  29. Kelley CF, Kahle E, Siegler A, Sanchez T, Del Rio C, Sullivan PS, et al. Applying a PrEP continuum of care for men who have sex with men in Atlanta, Georgia. Clin Infect Dis. 2015;61(10):1590–7.

    Article  PubMed  PubMed Central  Google Scholar 

  30. Pérez-Figueroa RE, Kapadia F, Barton SC, Eddy JA, Halkitis PN. Acceptability of PrEP uptake among racially/ethnically diverse young men who have sex with men: the P18 study. AIDS Educ Prev. 2015;27(2):112.

    Article  PubMed  PubMed Central  Google Scholar 

  31. Crooks N, Singer RB, Smith A, Ott E, Donenberg G, Matthews AK, et al. Barriers to PrEP uptake among Black female adolescents and emerging adults. Prev Med Rep. 2023;31: 102062.

    Article  PubMed  Google Scholar 

  32. Jaiswal J, Griffin M, Singer SN, Greene RE, Acosta IL, Kaudeyr SK, et al. Structural barriers to pre-exposure prophylaxis use among young sexual minority men: the P18 cohort study. Curr HIV Res. 2018;16(3):237–49.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Quinn KG, Dickson-Gomez J, Craig A, John SA, Walsh JL. Intersectional discrimination and PrEP use among young Black sexual minority individuals: the importance of Black LGBTQ communities and social support. AIDS Behav. 2022:1–13.

  34. Sun Z, Gu Q, Dai Y, Zou H, Agins B, Chen Q, et al. Increasing awareness of HIV pre-exposure prophylaxis (PrEP) and willingness to use HIV PrEP among men who have sex with men: a systematic review and meta-analysis of global data. J Int AIDS Soc. 2022;25(3): e25883.

    Article  PubMed  PubMed Central  Google Scholar 

  35. Macapagal K, Kraus A, Korpak AK, Jozsa K, Moskowitz DA. PrEP awareness, uptake, barriers, and correlates among adolescents assigned male at birth who have sex with males in the US. Arch Sex Behav. 2020;49(1):113–24.

    Article  PubMed  Google Scholar 

  36. Rogers BG, Whiteley L, Haubrick KK, Mena LA, Brown LK. Intervention messaging about pre-exposure prophylaxis use among young, black sexual minority men. AIDS Pat Care STDS. 2019;33(11):473–81.

    Article  Google Scholar 

  37. Kay ES, Pinto RM. Is insurance a barrier to HIV preexposure prophylaxis? Clarifying the issue. Am J Public Health. 2020;110(1):61–4.

    Article  PubMed  PubMed Central  Google Scholar 

  38. Calabrese SK, Tekeste M, Mayer KH, Magnus M, Krakower DS, Kershaw TS, et al. Considering stigma in the provision of HIV pre-exposure prophylaxis: reflections from current prescribers. AIDS Patient Care STDS. 2019;33(2):79–88.

    Article  PubMed  PubMed Central  Google Scholar 

  39. Ogunbajo A, Storholm ED, Ober AJ, Bogart LM, Reback CJ, Flynn R, et al. Multilevel barriers to HIV PrEP uptake and adherence among black and Hispanic/Latinx transgender women in southern California. AIDS Behav. 2021;25(7):2301–15.

    Article  PubMed  PubMed Central  Google Scholar 

  40. Shende TC, Fisher JM, Perez-Velez CM, Guido AA, Sprowl KM, Drake TM, et al. PrEP knowledge and attitudes among adults attending public health clinics in Southern Arizona. J Commun Health. 2020;45(2):400–6.

    Article  Google Scholar 

  41. Blackstock OJ, Moore BA, Berkenblit GV, Calabrese SK, Cunningham CO, Fiellin DA, et al. A cross-sectional online survey of HIV pre-exposure prophylaxis adoption among primary care physicians. J Gen Intern Med. 2017;32(1):62–70.

    Article  PubMed  Google Scholar 

  42. Mimiaga MJ, White JM, Krakower DS, Biello KB, Mayer KH. Suboptimal awareness and comprehension of published preexposure prophylaxis efficacy results among physicians in Massachusetts. AIDS Care. 2014;26(6):684–93.

    Article  PubMed  Google Scholar 

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Funding

This research is supported by awards from the National Institute of Mental Health, Award Numbers: R21MH118019-01 and R25MH083620, the National Institute of Allergy and Infectious Disease, Award Number: T32AI102623 from the National Institutes of Health as well as Johns Hopkins University Center for AIDS Research, Award Number: P30AI094189.

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Authors

Contributions

RD: conceptualization, data analysis, writing—original, review and editing, final approval. ZP: Data cleaning, data analysis, writing—review and editing, final approval. JR and PAC: conceptualization, writing—review and editing, final approval. AS, SN, AZ-M, DLB, and AA: data cleaning, writing—review and editing, final approval. LTD: conceptualization, data analysis, writing—review and editing, final approval.

Corresponding author

Correspondence to Rahel Dawit.

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The authors declare that they have no competing interests. The content is solely the responsibility of the authors and does not necessarily represent the view of the National Institute of Health.

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This study was approved by the Miriam Hospital Institutional Review Board.

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Informed consent forms were provided to study participants in both English and Spanish, and written informed consent was obtained from study participants prior to beginning the study. Those who were not able to provide consent were not enrolled in the study.

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Dawit, R., Predmore, Z., Raifman, J. et al. Identifying HIV PrEP Attributes to Increase PrEP Use Among Different Groups of Gay, Bisexual, and Other Men Who Have Sex with Men: A Latent Class Analysis of a Discrete Choice Experiment. AIDS Behav 28, 125–134 (2024). https://doi.org/10.1007/s10461-023-04131-y

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