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Article

Finding the Sweet Spot: Preferences for Effectiveness, Duration, and Side Effects in a Discrete Choice Experiment Among Uganda’s Key Populations

1
Department of Health Promotion Sciences, Mel and Enid Zuckerman College of Public Health, University of Arizona, 1295 N Martin Ave., Tucson, AZ 85721, USA
2
Medical Research Council, Uganda Virus Research Institute and London School of Hygiene and Tropical Medicine Uganda Research Unit, 51/59 Nakiwogo Rd, Entebbe P.O. Box 49, Uganda
3
The Health Economics Research Unit, University of Aberdeen, King’s College, Aberdeen AB24 3FX, UK
4
Makerere University Walter Reed Program, Plot 42 Nakasero Rd, Kampala P.O. Box 16524, Uganda
5
Uganda Tuberculosis Implementation Research Consortium (U-TIRC), Kampala P.O. Box 21696, Uganda
6
Infectious Disease Institute, Kampala P.O. Box 22418, Uganda
7
Public Health Research Institute of India, Mysore 570020, Karnataka, India
*
Author to whom correspondence should be addressed.
Vaccines 2025, 13(11), 1090; https://doi.org/10.3390/vaccines13111090
Submission received: 13 August 2025 / Revised: 14 October 2025 / Accepted: 15 October 2025 / Published: 24 October 2025
(This article belongs to the Special Issue Studies of Infectious Disease Epidemiology and Vaccination)

Abstract

Background: Human immunodeficiency virus (HIV) affects more than 39 million people worldwide, with Uganda ranked 10th among countries with the highest number of cases. As new preventative HIV injectables emerge, it is vital to think about how best to tailor strategies to promote these injectable drugs, like PrEP and vaccines, when available, to the different populations most in need. Discrete choice experiments (DCEs) are economics-derived methods used to determine factors that influence engagement in a certain behavior. Objective: This study used a DCE to determine the preferences for a preventative HIV injectable drugs/vaccines among people at risk of HIV acquisition in urban and peri-urban areas of Uganda. Methods: In June 2024, we implemented a cross-sectional DCE survey in three urban sites in Uganda in English and Luganda. The survey collected information on demographics, HIV risk, vaccine confidence and responses to the 13 injection product choice tasks presented to determine preferences. We used community-based, respondent-driven sampling methods to recruit participants from three key populations: (1) female sex workers; (2) people who identify as lesbian, gay, bisexual or transgender; and (3) young women (18–24 years). We collected the data on tablets using the Sawtooth Lighthouse Studio software (v. 19.15.6), taking into consideration privacy and confidentiality, given the sensitivity of the information and recent governmental policies in Uganda. Data were analyzed using a split-sample mixed logit regression analysis. The study was approved by local ethical regulatory bodies. Results: From the total of 406 participants screened for this study, 376 participants met the eligibility criteria and were included in the final analysis (85 young women, 159 female sex workers, and 132 who identified as lesbian, gay, bisexual or transgender). The average age was 23.7 (SD: 5.7). The majority of participants had received some secondary school or vocational school (202, 53.7%) The attributes that explained the preferences were primarily severe compared to mild side effects (β: −0.69, 95% CI: −0.78, −0.60), a 30% increase in vaccine/drug effectiveness (β: 0.39, 95% CI: 0.34, 0.44), and a 50,000 UGX (or USD ~13.64) increase in cost (β: −0.22, 95% CI: −0.27, −0.17). There were no significant differences between the preferences for different injectable types. The sensitivity analyses suggested potential differences in preferences by the amount of help participants received from research assistants when completing the survey, although not by income level. Conclusions: Side effects had the greatest impact on participants’ preferences for injectable HIV prevention methods, followed closely by effectiveness and cost. It is therefore essential to develop affordable or free prevention options with minimal side effects. Policymakers should focus on reducing the financial barriers to access and emphasize transparent communication about the effectiveness and safety of these injectables in health promotion campaigns to maximize adoption and improve public health outcomes.
Keywords: HIV prevention and control; vaccination; HIV vaccine; broadly neutralizing antibodies; PrEP; health economics; discrete choice experiment HIV prevention and control; vaccination; HIV vaccine; broadly neutralizing antibodies; PrEP; health economics; discrete choice experiment

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MDPI and ACS Style

Ngaybe, M.G.B.; Muhumuza, R.; Antunes, M.; Musingye, E.; Joseph, K.K.; Nakaggwa, B.; Mugamba, S.; Ssuna, B.; Valdez, G.; Ehiri, J.; et al. Finding the Sweet Spot: Preferences for Effectiveness, Duration, and Side Effects in a Discrete Choice Experiment Among Uganda’s Key Populations. Vaccines 2025, 13, 1090. https://doi.org/10.3390/vaccines13111090

AMA Style

Ngaybe MGB, Muhumuza R, Antunes M, Musingye E, Joseph KK, Nakaggwa B, Mugamba S, Ssuna B, Valdez G, Ehiri J, et al. Finding the Sweet Spot: Preferences for Effectiveness, Duration, and Side Effects in a Discrete Choice Experiment Among Uganda’s Key Populations. Vaccines. 2025; 13(11):1090. https://doi.org/10.3390/vaccines13111090

Chicago/Turabian Style

Ngaybe, Maiya G. Block, Richard Muhumuza, Mélanie Antunes, Ezra Musingye, Kawoya Kijali Joseph, Betty Nakaggwa, Stephen Mugamba, Bashir Ssuna, Gabriela Valdez, John Ehiri, and et al. 2025. "Finding the Sweet Spot: Preferences for Effectiveness, Duration, and Side Effects in a Discrete Choice Experiment Among Uganda’s Key Populations" Vaccines 13, no. 11: 1090. https://doi.org/10.3390/vaccines13111090

APA Style

Ngaybe, M. G. B., Muhumuza, R., Antunes, M., Musingye, E., Joseph, K. K., Nakaggwa, B., Mugamba, S., Ssuna, B., Valdez, G., Ehiri, J., Ingram, M., Kiragga, A., Mirembe, G., Mwesigwa, B., Kibuuka, H., & Madhivanan, P. (2025). Finding the Sweet Spot: Preferences for Effectiveness, Duration, and Side Effects in a Discrete Choice Experiment Among Uganda’s Key Populations. Vaccines, 13(11), 1090. https://doi.org/10.3390/vaccines13111090

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