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Wu HJ, Cheng YP, Chen YH, Chang CC, Lo T, Fang CT. A modeling study of pre-exposure prophylaxis to eliminate HIV in Taiwan by 2030. COMMUNICATIONS MEDICINE 2025; 5:123. [PMID: 40247132 PMCID: PMC12006337 DOI: 10.1038/s43856-025-00833-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 03/31/2025] [Indexed: 04/19/2025] Open
Abstract
BACKGROUND The necessity of pre-exposure prophylaxis (PrEP) for ending the global AIDS epidemic by 2030 remains controversial. In Taiwan, the HIV epidemic predominantly affects young, sexually active men who have sex with men (MSM). This study aimed to model the impact and cost-effectiveness of a high-coverage oral emtricitabine/tenofovir PrEP program in Taiwan from an HIV elimination perspective. METHODS We applied stochastic and risk/age-structured deterministic modeling to assess the impact of PrEP scale-up on the basic reproduction number (R0) and the trajectory of the HIV epidemic in Taiwan, respectively. Both models were parameterized using the national HIV registry and cascade data. Cost-effectiveness was evaluated from a societal perspective. RESULTS Here we show that an intensive HIV test-and-treat strategy targeting HIV-positive individuals alone would substantially decrease HIV transmission but is not sufficient to eliminate the HIV epidemic among MSM at the estimated mixing level. In contrast, a PrEP program covering 50% of young, sexually active, high-risk, HIV-negative MSM would suppress HIV's R0 below 1, facilitating its elimination. It would also reduce HIV incidence to levels below the World Health Organization's HIV elimination threshold (1/1000 person-years) by 2030 and is highly cost-saving, yielding a benefit-cost ratio of 7.16. The program's effectiveness and cost-effectiveness remain robust even under conditions of risk compensation (i.e., no condom use among PrEP users), imperfect adherence (75%), or low-level emtricitabine/tenofovir resistance (1%). CONCLUSION Our findings strongly support scaling up PrEP for young, sexually active, high-risk, HIV-negative MSM as a critical strategy to end the HIV epidemic in Taiwan and globally.
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Affiliation(s)
- Huei-Jiuan Wu
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- The Kirby Institute, University of New South Wales (UNSW), Sydney, NSW, Australia
| | - Ya-Ping Cheng
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Yi-Hsuan Chen
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
- Taiwan Centers for Disease Control, Taipei, Taiwan
| | - Chia-Chen Chang
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Tung Lo
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
- Taiwan National Health Insurance Administration, Ministry of Health and Welfare, Taipei, Taiwan
| | - Chi-Tai Fang
- Institute of Epidemiology and Prevention Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan.
- Division of Infectious Diseases, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan.
- National Taiwan University School of Medicine, Taipei, Taiwan.
- Ministry of Health and Welfare and National Taiwan University Infectious Disease Research and Education Center, Taipei, Taiwan.
- Master of Public Health Program, College of Public Health, National Taiwan University, Taipei, Taiwan.
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Omame A, Iyaniwura SA, Han Q, Ebenezer A, Bragazzi NL, Wang X, Woldegerima WA, Kong JD. Dynamics of Mpox in an HIV endemic community: A mathematical modelling approach. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2025; 22:225-259. [PMID: 40083295 DOI: 10.3934/mbe.2025010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/16/2025]
Abstract
During the 2022 monkeypox (Mpox) outbreak in non-endemic countries, sexual transmission was identified as the dominant mode of transmission, and particularly affected the community of men who have sex with men (MSM). This community experienced the highest incidence of Mpox cases, exacerbating the public health burden they already face due to the disproportionate impact of HIV. Given the simultaneous spread of HIV and Mpox within the MSM community, it is crucial to understand how these diseases interact. Specifically, since HIV is endemic within this population, understanding its influence on the spread and control of Mpox is essential. In this study, we analyze a mechanistic mathematical model of Mpox to explore the potential impact of HIV on the dynamics of Mpox within the MSM community. The model considered in this work incorporates the transmission dynamics of the two diseases, including antiretroviral therapy (ART) for HIV. We assumed that HIV was already endemic in the population at the onset of the Mpox outbreak. Through our analysis, we derived the Mpox invasion reproduction number within an HIV-endemic setting and established the existence and local asymptotic stability of the Mpox-free equilibrium under these conditions. Furthermore, we demonstrated the existence and local asymptotic stability of an Mpox-endemic equilibrium in an HIV-endemic regime. Notably, our findings revealed that the model exhibits a backward bifurcation, a phenomenon that may not have occurred in the absence of HIV within the population. The public health significance of our results is that the presence of HIV in the MSM community could hinder efforts to control Mpox, allowing the disease to become endemic even when its invasion reproduction number is below one. Additionally, we found that Mpox might be more challenging to control in scenarios where HIV increases susceptibility to Mpox. Finally, consistent with previous studies, our analysis confirms that reducing sexual contact can be effective for controlling the spread of Mpox within the MSM community.
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Affiliation(s)
- Andrew Omame
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Department of Mathematics, Federal University of Technology, Owerri, Nigeria
| | - Sarafa A Iyaniwura
- Theoretical Biology and Biophysics, Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM 87545, USA
| | - Qing Han
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC)
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP)
| | - Adeniyi Ebenezer
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC)
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP)
| | - Nicola L Bragazzi
- Department of Clinical Pharmacy, Saarland University, Saarbrücken 66123, Germany
- Department of Food and Drugs, University of Parma, Parma 43125, Italy
| | - Xiaoying Wang
- Department of Mathematics & Statistics, Trent University Peterborough, Ontario, Canada
| | - Woldegebriel A Woldegerima
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
| | - Jude D Kong
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC)
- Artificial Intelligence & Mathematical Modeling Lab (AIMM Lab), Dalla Lana School of Public Health, University of Toronto, 155 College St Room 500, Toronto, ON M5T 3M7
- Department of Mathematics, University of Toronto, Ontario, Canada
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP)
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Omame A, Han Q, Iyaniwura SA, Ebenezer A, Bragazzi NL, Wang X, Kong JD, Woldegerima WA. Understanding the impact of HIV on mpox transmission in the MSM population: A mathematical modeling study. Infect Dis Model 2024; 9:1117-1137. [PMID: 39022298 PMCID: PMC11253271 DOI: 10.1016/j.idm.2024.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Revised: 05/13/2024] [Accepted: 05/15/2024] [Indexed: 07/20/2024] Open
Abstract
The recent mpox outbreak (in 2022-2023) has different clinical and epidemiological features compared with previous outbreaks of the disease. During this outbreak, sexual contact was believed to be the primary transmission route of the disease. In addition, the community of men having sex with men (MSM) was disproportionately affected by the outbreak. This population is also disproportionately affected by HIV infection. Given that both diseases can be transmitted sexually, the endemicity of HIV, and the high sexual behavior associated with the MSM community, it is essential to understand the effect of the two diseases spreading simultaneously in an MSM population. Particularly, we aim to understand the potential effects of HIV on an mpox outbreak in the MSM population. We develop a mechanistic mathematical model of HIV and mpox co-infection. Our model incorporates the dynamics of both diseases and considers HIV treatment with anti-retroviral therapy (ART). In addition, we consider a potential scenario where HIV infection increases susceptibility to mpox, and investigate the potential impact of this mechanism on mpox dynamics. Our analysis shows that HIV can facilitate the spread of mpox in an MSM population, and that HIV treatment with ART may not be sufficient to control the spread of mpox in the population. However, we showed that a moderate use of condoms or reduction in sexual contact in the population combined with ART is beneficial in controlling mpox transmission. Based on our analysis, it is evident that effective control of HIV, specifically through substantial ART use, moderate condom compliance, and reduction in sexual contact, is imperative for curtailing the transmission of mpox in an MSM population and mitigating the compounding impact of these intertwined epidemics.
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Affiliation(s)
- Andrew Omame
- Abdus Salam School of Mathematical Sciences, Government College University, Lahore, Pakistan
- Department of Mathematics, Federal University of Technology, Owerri, Nigeria
| | - Qing Han
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Canada
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP), Canada
| | - Sarafa A. Iyaniwura
- Theoretical Biology and Biophysics, Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM, 87545, USA
| | - Adeniyi Ebenezer
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Canada
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP), Canada
| | - Nicola L. Bragazzi
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Postgraduate School of Public Health, Department of Health Sciences (DISSAL), University of Genoa, 16126, Genoa, Italy
- United Nations Educational, Scientific and Cultural Organization (UNESCO), Health Anthropology Biosphere and Healing Systems, University of Genoa, 16126, Genoa, Italy
- Department of Food and Drugs, University of Parma, 43125, Parma, Italy
| | - Xiaoying Wang
- Department of Mathematics, Trent University Peterborough, Ontario, Canada
| | - Jude D. Kong
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Canada
- Artificial Intelligence & Mathematical Modeling Lab (AIMM Lab), Dalla Lana School of Public Health, University of Toronto, 155 College St Room 500, Toronto, ON, M5T 3M7, Canada
- Department of Mathematics, University of Toronto, Ontario, Canada
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP), Canada
| | - Woldegebriel A. Woldegerima
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Canada
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Zuniga JM, Prachniak C, Policek N, Magula N, Gandhi A, Anderson J, Diallo DD, Lima VD, Ravishankar S, Acharya S, Achrekar A, Adeleke M, Aïna É, Baptiste S, Barrow G, Begovac J, Bukusi E, Castel A, Castellanos E, Cestou J, Chirambo G, Crowley J, Dedes N, Ditiu L, Doherty M, Duncombe C, Durán A, Futterman D, Hader S, Kounkeu C, Lawless F, Lazarus JV, Lex S, Lobos C, Mayer K, Mejia M, Moheno HR, d'Arminio Monforte A, Morán-Arribas M, Nagel D, Ndugwa R, Ngunu C, Poonkasetwattana M, Prins M, Quesada A, Rudnieva O, Ruth S, Saavedra J, Toma L, Wanjiku Njenga L, Williams B. IAPAC-Lancet HIV Commission on the future of urban HIV responses. Lancet HIV 2024; 11:e607-e648. [PMID: 39043198 DOI: 10.1016/s2352-3018(24)00124-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 04/26/2024] [Accepted: 05/02/2024] [Indexed: 07/25/2024]
Affiliation(s)
- José M Zuniga
- International Association of Providers of AIDS Care, Washington, DC, USA; Fast-Track Cities Institute, Washington, DC, USA.
| | | | | | | | - Anisha Gandhi
- New York City Department of Health and Mental Hygiene, New York, NY, USA
| | | | | | | | | | | | | | | | | | - Solange Baptiste
- International Treatment Preparedness Coalition, Johannesburg, South Africa
| | | | | | - Elizabeth Bukusi
- Kenya Medical Research Institute, Nairobi, Kenya; University of Nairobi, Nairobi, Kenya
| | | | | | - Jorge Cestou
- Chicago Department of Public Health, Chicago, IL, USA
| | | | | | | | | | - Meg Doherty
- World Health Organization, Geneva, Switzerland
| | - Chris Duncombe
- International Association of Providers of AIDS Care, Washington, DC, USA
| | - Adriana Durán
- Ministry of Health, City of Buenos Aires, Buenos Aires, Argentina
| | | | | | - Chyrol Kounkeu
- Cameroonian Association for the Development and Empowerment of Vulnerable People, Yaoundé, Cameroon
| | - Fran Lawless
- Mayor's Office of Health Policy, New Orleans, LA, USA
| | - Jeffrey V Lazarus
- University of Barcelona, Barcelona, Spain; CUNY Graduate School of Public Health and Policy, New York, NY, USA
| | | | | | - Kenneth Mayer
- Fenway Institute, Boston, MA, USA; Harvard Medical School, Boston, MA, USA
| | | | | | | | | | | | | | - Carol Ngunu
- Nairobi City County Department of Health, Nairobi, Kenya
| | | | - Maria Prins
- Academic Medical Center, Amsterdam, Netherlands
| | - Amara Quesada
- Action for Health Initiatives, Quezon City, Philippines
| | | | - Simon Ruth
- Thorne Harbour Health, Melbourne, VIC, Australia
| | | | - Lance Toma
- San Francisco Community Health Center, San Francisco, CA, USA
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Matsuda EM, da Silva Santos JH, Ahagon CM, López-Lopes GIS, Brígido LFDM. Transmitted Antiretroviral Drug Resistance to Integrase Strand Transfer Inhibitors Class in São Paulo Metropolitan Area, Brazil. AIDS Res Hum Retroviruses 2024. [PMID: 39041595 DOI: 10.1089/aid.2023.0127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/24/2024] Open
Abstract
A newer integrase strand transfer inhibitor (INSTI) cabotegravir was recently approved for both therapy and prophylaxis and can play an essential role in the fight against AIDS. It shares similar resistance profile to dolutegravir, the cornerstone of Brazilian antiretroviral (ARV) treatment, with about 600 thousand people living with HIV in Brazil currently on regimens that contain this INSTI. Health services in the São Paulo metropolitan area are responsible for a large proportion of ARV dispensation in the country. Estimating transmitted drug resistance mutation (TDRM) in the area before cabotegravir introduction may provide a useful baseline information. Partial HIV-1 pol gene was sequenced (Sanger) from 192 newly diagnosed individuals from São Paulo and nearby cities (2020 to March 2023) at integrase, with 85 also at protease/reverse transcriptase regions. Retrotranscribed plasma RNA, amplified with nested PCR, was edited (Recall or Sequencher) and analyzed at Rega and Stanford db. Surveillance drug resistance mutations (SDRM) to INSTI class was detected in three cases (1.6%; 95% CI: 0.5%-5%), two E138K and one R263K, with 7.8% (95% CI: 5%-13%) with resistance mutations (major or accessory). SDRM for nucleoside reverse transcriptase inhibitors, non-nucleoside reverse transcriptase inhibitors, and PI classes were identified in 7 (8.2% CI: 95% 4%-16%) cases. Subtype B predominated (69%), followed by subtype C (16%), now the second most prevalent infection in this area. Among 131 patients treated for over 6 months, 92% were virally suppressed below 200 copies/mL, with low TCD4 counts independently associated to failure. SDRM to INSTI class is rare in the area. Intermediate rates of transmitted resistance to other ARV classes are comparable to previous estimates. Viral suppression rates may depend on TCD4 counts, another negative impact of late diagnosis in care that deserves more attention.
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Zhu J, Takeh BT, David J, Sang J, Moore DM, Hull M, Grennan T, Wong J, Montaner JS, Lima VD. Impact of screening and doxycycline prevention on the syphilis epidemic among men who have sex with men in British Columbia: a mathematical modelling study. LANCET REGIONAL HEALTH. AMERICAS 2024; 33:100725. [PMID: 38590322 PMCID: PMC11000203 DOI: 10.1016/j.lana.2024.100725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 03/07/2024] [Accepted: 03/18/2024] [Indexed: 04/10/2024]
Abstract
Background Men who have sex with men (MSM) in British Columbia (BC) are disproportionately affected by infectious syphilis and HIV. In this study, we developed a co-interaction model and evaluated the impact and effectiveness of possible interventions among different MSM subgroups on the syphilis epidemic. Methods We designed a deterministic compartmental model, which stratified MSM by HIV status and HIV pre-exposure prophylaxis (HIV-PrEP) usage into (1) HIV-negative/unaware MSM (HIV-PrEP not recommended, not on HIV-PrEP), (2) HIV-negative/unaware MSM with HIV-PrEP recommended (not on HIV-PrEP), (3) HIV-negative/unaware MSM actively on HIV-PrEP, and (4) MSM diagnosed with HIV. We estimated the effect of scaling up syphilis testing frequency from Status Quo to six-, four-, and three-months, increasing the percentage of MSM using doxycycline prevention (Doxy-P) to 25%, 50%, and 100% of the target level, and a combination of both among subgroups (2)-(4). We also assessed the impact of these interventions on the syphilis incidence rates from 2020 to 2034 in comparison to the Status Quo scenario where no intervention was introduced. Findings Under the Status Quo scenario, with the expansion of the HIV-PrEP program to improve syphilis testing, the syphilis incidence rate was estimated to peak at 16.1 [Credible Interval (CI):14.2-17.9] per 1,000 person-years (PYs) in 2023 and decrease to 6.7 (CI:3.8-10.9) per 1,000 PYs by 2034. The syphilis incidence rate in 2034 was estimated at 0.7 (0.3-1.3) per 1,000 PYs if MSM diagnosed with HIV could be tested every four months, and at 1.5 (0.7-3.0) per 1,000 PYs if HIV-negative/unaware MSM actively on HIV-PrEP could be tested every three months. By achieving 100% of the target coverage of Doxy-P, the syphilis incidence rate was estimated at 1.4 (0.5-3.4) if focusing on MSM diagnosed with HIV, and 2.6 (1.2-5.1) per 1,000 PYs if focusing on HIV-negative/unaware MSM actively on HIV-PrEP. Under the combined interventions, the syphilis incidence rate could be as low as 0.0 (0.0-0.1) and 0.8 (0.3-1.8) per 1,000 PYs, respectively. Interpretation The HIV-PrEP program in BC plays a crucial role in increasing syphilis testing frequency among high-risk MSM and reducing syphilis transmission among this group. In addition, introducing Doxy-P can be an effective complementary strategy to minimize syphilis incidence, especially among MSM diagnosed with HIV. Funding This work was funded by the Canadian Institutes of Health Research.
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Affiliation(s)
- Jielin Zhu
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Bronhilda T. Takeh
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Jummy David
- Laboratory for Industrial and Applied Mathematics, Department of Mathematics and Statistics, York University, Toronto, ON, Canada
| | - Jordan Sang
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - David M. Moore
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Division of Infectious Disease, Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Mark Hull
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Division of Infectious Disease, Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Troy Grennan
- Division of Infectious Disease, Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
- British Columbia Centre for Disease Control, Vancouver, BC, Canada
| | - Jason Wong
- British Columbia Centre for Disease Control, Vancouver, BC, Canada
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
| | - Julio S.G. Montaner
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Division of Infectious Disease, Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Viviane D. Lima
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
- Division of Infectious Disease, Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
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Gaspar M, Tan DH, Lachowsky N, Hull M, Wells A, Sinno J, Pico Espinosa OJ, Grace D. HIV pre-exposure prophylaxis (PrEP) should be free across Canada to those meeting evidence-based guidelines. THE CANADIAN JOURNAL OF HUMAN SEXUALITY 2022. [DOI: 10.3138/cjhs.2022-0004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
HIV pre-exposure prophylaxis (PrEP) should be free across Canada for all those who meet evidence-based guidelines. PrEP is a highly effective tool for preventing HIV acquisition that has been approved for use in Canada since 2016. However, without public drug plans or private insurance, generic PrEP costs approximately $200 to $250 CAD monthly. Current PrEP programs across Canada are a confusing patchwork system with variability in coverage and prohibitive co-payments, making PrEP too expensive for many equity-deserving groups. However, publicly funded PrEP programs are demonstrated to be cost-effective and even cost-saving by reducing the long-term healthcare expenditures associated with managing HIV. PrEP is not just an individual-level clinical tool. It is a public health intervention. Alongside “treatment as prevention,” PrEP is an important population-level strategy for eliminating new HIV infections in Canada and can play a role in helping to address complex health inequities affecting communities highly affected by HIV. Navigating drug coverage for patients consumes time and resources among healthcare providers that could be spent helping to improve other social determinants of health. Affordability will remain the foremost barrier to PrEP access until PrEP is made free to all those who meet evidence-based guidelines.
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Affiliation(s)
- Mark Gaspar
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Darrell H.S. Tan
- St. Michael’s Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Nathan Lachowsky
- School of Public Health and Social Policy, University of Victoria, Victoria, British Columbia, Canada
| | - Mark Hull
- University of British Columbia, Vancouver, British Columbia, Canada
| | - Alex Wells
- School of Public Health and Social Policy, University of Victoria, Victoria, British Columbia, Canada
| | - Jad Sinno
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | | | - Daniel Grace
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
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Nguyen A, Drabo EF, Garland WH, Moucheraud C, Holloway IW, Leibowitz A, Suen SC. Are Unequal Policies in Pre-Exposure Prophylaxis Uptake Needed to Improve Equality? An Examination Among Men Who Have Sex with Men in Los Angeles County. AIDS Patient Care STDS 2022; 36:300-312. [PMID: 35951446 PMCID: PMC9419964 DOI: 10.1089/apc.2022.0011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Racial and ethnic minority men who have sex with men (MSM) are disproportionately affected by HIV/AIDS in Los Angeles County (LAC), an important epicenter in the battle to end HIV. We examine tradeoffs between effectiveness and equality of pre-exposure prophylaxis (PrEP) allocation strategies among different racial and ethnic groups of MSM in LAC and provide a framework for quantitatively evaluating disparities in HIV outcomes. To do this, we developed a microsimulation model of HIV among MSM in LAC using county epidemic surveillance and survey data to capture demographic trends and subgroup-specific partnership patterns, disease progression, patterns of PrEP use, and patterns for viral suppression. We limit analysis to MSM, who bear most of the burden of HIV/AIDS in LAC. We simulated interventions where 3000, 6000, or 9000 PrEP prescriptions are provided annually in addition to current levels, following different allocation scenarios to each racial/ethnic group (Black, Hispanic, or White). We estimated cumulative infections averted and measures of equality, after 15 years (2021-2035), relative to base case (no intervention). By comparing allocation strategies on the health equality impact plane, we find that, of the policies evaluated, targeting PrEP preferentially to Black individuals would result in the largest reductions in incidence and disparities across the equality measures we considered. This result was consistent over a range of PrEP coverage levels, demonstrating that there are "win-win" PrEP allocation strategies that do not require a tradeoff between equality and efficiency.
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Affiliation(s)
- Anthony Nguyen
- Daniel J. Epstein Department of Industrial and Systems Engineering, University of Southern California Viterbi School of Engineering, Los Angeles, California, USA
| | - Emmanuel Fulgence Drabo
- Department of Health Policy and Management, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Wendy H. Garland
- Division of HIV and STD Programs, Los Angeles County Department of Public Health, Los Angeles, California, USA
| | - Corrina Moucheraud
- Department of Health Policy and Management, University of California Los Angeles Fielding School of Public Health, Los Angeles, California, USA
| | - Ian W. Holloway
- Department of Social Welfare, University of California Los Angeles Luskin School of Public Affairs, Los Angeles, California, USA
| | - Arleen Leibowitz
- Department of Public Policy, University of California Los Angeles Luskin School of Public Affairs, Los Angeles, California, USA
| | - Sze-chuan Suen
- Daniel J. Epstein Department of Industrial and Systems Engineering, University of Southern California Viterbi School of Engineering, Los Angeles, California, USA
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9
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Miller RL, McLaughlin A, Liang RH, Harding J, Wong J, Le AQ, Brumme CJ, Montaner JSG, Joy JB. Phylogenetic prioritization of HIV-1 transmission clusters with viral lineage-level diversification rates. Evol Med Public Health 2022; 10:305-315. [PMID: 35899097 PMCID: PMC9311310 DOI: 10.1093/emph/eoac026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 07/07/2022] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background and objectives
Public health officials faced with a large number of transmission clusters require a rapid, scalable and unbiased way to prioritize distribution of limited resources to maximize benefits. We hypothesize that transmission cluster prioritization based on phylogenetically derived lineage-level diversification rates will perform as well as or better than commonly used growth-based prioritization measures, without need for historical data or subjective interpretation.
Methodology
9822 HIV pol sequences collected during routine drug resistance genotyping were used alongside simulated sequence data to infer sets of phylogenetic transmission clusters via patristic distance threshold. Prioritized clusters inferred from empirical data were compared to those prioritized by the current public health protocols. Prioritization of simulated clusters was evaluated based on correlation of a given prioritization measure with future cluster growth, as well as the number of direct downstream transmissions from cluster members.
Results
Empirical data suggest diversification rate-based measures perform comparably to growth-based measures in recreating public heath prioritization choices. However, unbiased simulated data reveals phylogenetic diversification rate-based measures perform better in predicting future cluster growth relative to growth-based measures, particularly long-term growth. Diversification rate-based measures also display advantages over growth-based measures in highlighting groups with greater future transmission events compared to random groups of the same size. Furthermore, diversification rate measures were notably more robust to effects of decreased sampling proportion.
Conclusions and implications
Our findings indicate diversification rate-based measures frequently outperform growth-based measures in predicting future cluster growth and offer several additional advantages beneficial to optimizing the public health prioritization process.
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Affiliation(s)
- Rachel L Miller
- Molecular Epidemiology and Evolutionary Genetics, British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Bioinformatics Program, University of British Columbia, Vancouver, Canada
| | - Angela McLaughlin
- Molecular Epidemiology and Evolutionary Genetics, British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Bioinformatics Program, University of British Columbia, Vancouver, Canada
| | - Richard H Liang
- Laboratory Program, British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | | | - Jason Wong
- Clinical Prevention Services, British Columbia Centre for Disease Control, Vancouver, Canada
| | - Anh Q Le
- Laboratory Program, British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | - Chanson J Brumme
- Laboratory Program, British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Julio S G Montaner
- Department of Medicine, University of British Columbia, Vancouver, Canada
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | - Jeffrey B Joy
- Corresponding author. Molecular Epidemiology and Evolutionary Genetics, BC Centre for Excellence in HIV/AIDS, 615-1033 Davie St, Vancouver, BC, V6E 1M5, Canada. Tel: +1-(604)-368-5569; E-mail:
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