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Enns B, Sui Y, Guerra‐Alejos BC, Humphrey L, Piske M, Zang X, Doblecki‐Lewis S, Feaster DJ, Frye VA, Geng EH, Liu AY, Marshall BDL, Rhodes SD, Sullivan PS, Nosyk B. Estimating the potential value of MSM-focused evidence-based implementation interventions in three Ending the HIV Epidemic jurisdictions in the United States: a model-based analysis. J Int AIDS Soc 2024; 27 Suppl 1:e26265. [PMID: 38965982 PMCID: PMC11224592 DOI: 10.1002/jia2.26265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 04/23/2024] [Indexed: 07/06/2024] Open
Abstract
INTRODUCTION Improving the delivery of existing evidence-based interventions to prevent and diagnose HIV is key to Ending the HIV Epidemic in the United States. Structural barriers in the access and delivery of related health services require municipal or state-level policy changes; however, suboptimal implementation can be addressed directly through interventions designed to improve the reach, effectiveness, adoption or maintenance of available interventions. Our objective was to estimate the cost-effectiveness and potential epidemiological impact of six real-world implementation interventions designed to address these barriers and increase the scale of delivery of interventions for HIV testing and pre-exposure prophylaxis (PrEP) in three US metropolitan areas. METHODS We used a dynamic HIV transmission model calibrated to replicate HIV microepidemics in Atlanta, Los Angeles (LA) and Miami. We identified six implementation interventions designed to improve HIV testing uptake ("Academic detailing for HIV testing," "CyBER/testing," "All About Me") and PrEP uptake/persistence ("Project SLIP," "PrEPmate," "PrEP patient navigation"). Our comparator scenario reflected a scale-up of interventions with no additional efforts to mitigate implementation and structural barriers. We accounted for potential heterogeneity in population-level effectiveness across jurisdictions. We sustained implementation interventions over a 10-year period and evaluated HIV acquisitions averted, costs, quality-adjusted life years and incremental cost-effectiveness ratios over a 20-year time horizon (2023-2042). RESULTS Across jurisdictions, implementation interventions to improve the scale of HIV testing were most cost-effective in Atlanta and LA (CyBER/testing cost-saving and All About Me cost-effective), while interventions for PrEP were most cost-effective in Miami (two of three were cost-saving). We estimated that the most impactful HIV testing intervention, CyBER/testing, was projected to avert 111 (95% credible interval: 110-111), 230 (228-233) and 101 (101-103) acquisitions over 20 years in Atlanta, LA and Miami, respectively. The most impactful implementation intervention to improve PrEP engagement, PrEPmate, averted an estimated 936 (929-943), 860 (853-867) and 2152 (2127-2178) acquisitions over 20 years, in Atlanta, LA and Miami, respectively. CONCLUSIONS Our results highlight the potential impact of interventions to enhance the implementation of existing evidence-based interventions for the prevention and diagnosis of HIV.
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Affiliation(s)
- Benjamin Enns
- Centre for Advancing Health OutcomesVancouverBritish ColumbiaCanada
| | - Yi Sui
- Centre for Advancing Health OutcomesVancouverBritish ColumbiaCanada
| | | | - Lia Humphrey
- Centre for Advancing Health OutcomesVancouverBritish ColumbiaCanada
| | - Micah Piske
- Centre for Advancing Health OutcomesVancouverBritish ColumbiaCanada
| | - Xiao Zang
- School of Public HealthUniversity of MinnesotaMinneapolisMinnesotaUSA
| | - Susanne Doblecki‐Lewis
- Division of Infectious DiseasesUniversity of Miami Miller School of MedicineMiamiFloridaUSA
| | - Daniel J. Feaster
- Department of Public Health SciencesUniversity of Miami Miller School of MedicineMiamiFloridaUSA
| | | | - Elvin H. Geng
- Center for Dissemination and ImplementationInstitute for Public HealthDivision of Infectious DiseasesDepartment of MedicineSchool of MedicineWashington University in St. LouisSt. LouisMissouriUSA
| | - Albert Y. Liu
- Bridge HIVSan Francisco Department of Public HealthSan FranciscoCaliforniaUSA
| | - Brandon D. L. Marshall
- Department of EpidemiologySchool of Public HealthBrown UniversityProvidenceRhode IslandUSA
| | - Scott D. Rhodes
- Department of Social Sciences and Health PolicyWake Forest University School of MedicineWinston‐SalemNorth CarolinaUSA
| | | | - Bohdan Nosyk
- Centre for Advancing Health OutcomesVancouverBritish ColumbiaCanada
- Faculty of Health SciencesSimon Fraser UniversityBurnabyBritish ColumbiaCanada
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Zang X, Piske M, Humphrey L, Enns B, Sui Y, Marshall BDL, Goedel WC, Feaster DJ, Metsch LR, Sullivan PS, Tookes HE, Nosyk B. Estimating the epidemiological impact of reaching the objectives of the Florida integrated HIV prevention and care plan in Miami-Dade County. LANCET REGIONAL HEALTH. AMERICAS 2023; 27:100623. [PMID: 37928440 PMCID: PMC10624567 DOI: 10.1016/j.lana.2023.100623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 10/10/2023] [Accepted: 10/11/2023] [Indexed: 11/07/2023]
Abstract
Background The US Ending the HIV Epidemic (EHE) initiative aims to reduce national HIV incidence 90% by 2030 and to address the disproportionate burden of HIV among different racial/ethnic populations. Florida's state-wide 2022-2026 Integrated HIV Prevention and Care Plan outlines objectives for reaching EHE goals. In Miami-Dade County, we determined the epidemiological impact of achieving the integrated plan's objectives individually and jointly. Methods We adapted an HIV transmission model calibrated to Miami-Dade County adjusting access to HIV testing, pre-exposure prophylaxis (PrEP) and antiretroviral treatment to model the effects of each objective between 2022 and 2030. We compared two service scale-up approaches: (a) scale-up proportionally to existing racial/ethnic group access levels, and (b) scale-up according to new diagnoses across racial/ethnic groups (equity-oriented). We estimated reductions in new HIV infections by each objective and approach, compared to the EHE's incidence reduction target. Findings The single most influential strategy was reducing new HIV diagnoses in Hispanic/Latinx men who have sex with men through increased PrEP uptake, resulting in 907/2444 (37.1%) fewer annual new HIV infections in 2030. Achieving all objectives jointly would result in 1537/2444 (62.9%) and 1553/2444 (63.5%) fewer annual new HIV infections with the proportional and equity-oriented approaches, respectively. Interpretation Achieving the goals of Florida's integrated care plan would significantly reduce HIV incidence in Miami-Dade County; however, further efforts are required to achieve EHE targets. Structural changes in service delivery and a focus on effective implementation of available interventions to address racial/ethnic disparities will be crucial to ending the HIV epidemic. Funding This work was supported by the National Institutes of Health/National Institute on Drug Abuse grant no. R01-DA041747.
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Affiliation(s)
- Xiao Zang
- Division of Health Policy and Management, School of Public Health, University of Minnesota, A302 Mayo Building, MMC 729, 420 Delaware Street SE, Minneapolis, MN, 55455, USA
| | - Micah Piske
- Centre for Health Evaluation and Outcome Sciences, 570-1081 Burrard Street, St. Paul's Hospital, Vancouver, BC, V6Z1Y6, Canada
| | - Lia Humphrey
- Centre for Health Evaluation and Outcome Sciences, 570-1081 Burrard Street, St. Paul's Hospital, Vancouver, BC, V6Z1Y6, Canada
| | - Benjamin Enns
- Centre for Health Evaluation and Outcome Sciences, 570-1081 Burrard Street, St. Paul's Hospital, Vancouver, BC, V6Z1Y6, Canada
| | - Yi Sui
- Centre for Health Evaluation and Outcome Sciences, 570-1081 Burrard Street, St. Paul's Hospital, Vancouver, BC, V6Z1Y6, Canada
| | - Brandon D L Marshall
- Department of Epidemiology, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA
| | - William C Goedel
- Department of Epidemiology, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M Miller School of Medicine, University of Miami, 1120 NW 14th Street, CRB 919, Miami, FL, 33136, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, 722 West 168th Street, New York, NY, 10032, USA
| | - Patrick S Sullivan
- Department of Epidemiology, Rollins School of Public Health, Emory University, 1518 Clifton Rd, NE Atlanta, GA, 30322, USA
| | - Hansel E Tookes
- Division of Infectious Diseases, Department of Medicine, University of Miami Miller School of Medicine, 1611 NW 12th Ave, Miami, FL, 33136, USA
| | - Bohdan Nosyk
- Centre for Health Evaluation and Outcome Sciences, 570-1081 Burrard Street, St. Paul's Hospital, Vancouver, BC, V6Z1Y6, Canada
- Faculty of Health Sciences, Simon Fraser University, Blusson Hall, Room 11300, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada
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Weymann D, Pollard S, Lam H, Krebs E, Regier DA. Toward Best Practices for Economic Evaluations of Tumor-Agnostic Therapies: A Review of Current Barriers and Solutions. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2023; 26:1608-1617. [PMID: 37543205 DOI: 10.1016/j.jval.2023.07.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 06/28/2023] [Accepted: 07/26/2023] [Indexed: 08/07/2023]
Abstract
OBJECTIVES Cancer therapies targeting tumor-agnostic biomarkers are challenging traditional health technology assessment (HTA) frameworks. The high prevalence of nonrandomized single-arm trials, heterogeneity, and small benefiting populations are driving outcomes uncertainty, challenging healthcare decision making. We conducted a structured literature review to identify barriers and prioritize solutions to generating economic evidence for tumor-agnostic therapies. METHODS We searched MEDLINE and Embase for English-language studies conducting economic evaluations of tumor-agnostic treatments or exploring related challenges and solutions. We included studies published by December 2022 and supplemented our review with Canadian Agency for Drugs and Technologies in Health and National Institute for Health and Care Excellence technical reports for approved tumor-agnostic therapies. Three reviewers abstracted and summarized key methodological and empirical study characteristics. Challenges and solutions were identified through authors' statements and categorized using directed content analysis. RESULTS Twenty-six studies met our inclusion criteria. Studies spanned economic evaluations (n = 5), reimbursement reviews (n = 4), qualitative research (n = 1), methods validations (n = 3), and commentaries or literature reviews (n = 13). Challenges encountered related to (1) the treatment setting and clinical trial designs, (2) a lack of data or low-quality data on clinical and cost parameters, and (3) an inability to produce evidence that meets HTA guidelines. Although attempted solutions centered on analytic approaches for managing missing data, proposed solutions highlighted the need for real-world evidence combined with life-cycle HTA to reduce future evidentiary uncertainty. CONCLUSIONS Therapeutic innovation outpaces HTA evidence generation and the methods that support it. Existing HTA frameworks must be adapted for tumor-agnostic treatments to support future economic evaluations enabling timely patient access.
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Affiliation(s)
| | | | - Halina Lam
- Cancer Control Research, BC Cancer, Vancouver, Canada
| | - Emanuel Krebs
- Cancer Control Research, BC Cancer, Vancouver, Canada
| | - Dean A Regier
- Cancer Control Research, BC Cancer, Vancouver, Canada; School of Population and Public Health, University of British Columbia, Vancouver, Canada.
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Kasaie P, Stewart C, Humes E, Gerace L, Hyle EP, Zalla LC, Rebeiro PF, Silverberg MJ, Rubtsova AA, Rich AJ, Gebo K, Lesko CR, Fojo AT, Lang R, Edwards JK, Althoff KN. Impact of subgroup-specific heterogeneities and dynamic changes in mortality rates on forecasted population size, deaths, and age distribution of persons receiving antiretroviral treatment in the United States: a computer simulation study. Ann Epidemiol 2023; 87:S1047-2797(23)00171-0. [PMID: 37741499 PMCID: PMC10841391 DOI: 10.1016/j.annepidem.2023.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 09/06/2023] [Accepted: 09/14/2023] [Indexed: 09/25/2023]
Abstract
PURPOSE Model-based forecasts of population size, deaths, and age distribution of people with HIV (PWH) are helpful for public health and clinical services planning but are influenced by subgroup-specific heterogeneities and changes in mortality rates. METHODS Using an agent-based simulation of PWH in the United States, we examined the impact of distinct approaches to parametrizing mortality rates on forecasted epidemiology of PWH on antiretroviral treatment (ART). We first estimated mortality rates among (1) all PWH, (2) sex-specific, (3) sex-and-race/ethnicity-specific, and (4) sex-race/ethnicity-and-HIV-acquisition-risk-specific subgroups. We then assessed each scenario by (1) allowing unrestricted reductions in age-specific mortality rates over time and (2) restricting the mortality rates among PWH to subgroup-specific mortality thresholds from the general population. RESULTS Among the eight scenarios examined, those lacking subgroup-specific heterogeneities and those allowing unrestricted reductions in future mortality rates forecasted the lowest number of deaths among all PWH and 9 of the 15 subgroups through 2030. The forecasted overall number and age distribution of people with a history of injection drug use were sensitive to inclusion of subgroup-specific mortality rates. CONCLUSIONS Our results underscore the potential risk of underestimating future deaths by models lacking subgroup-specific heterogeneities in mortality rates, and those allowing unrestricted reductions in future mortality rates.
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Affiliation(s)
- Parastu Kasaie
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
| | - Cameron Stewart
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Elizabeth Humes
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Lucas Gerace
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Emily P Hyle
- Medical Practice Evaluation Center, Massachusetts General Hospital; Division of Infectious Diseases, Massachusetts General Hospital, Boston; Harvard Medical School, Boston
| | - Lauren C Zalla
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Peter F Rebeiro
- Department of Medicine & Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN
| | | | - Anna A Rubtsova
- Emory University Rollins School of Public Health, Department of Behavioral, Social, and Health Education Sciences, Atlanta, GA
| | - Ashleigh J Rich
- Department of Social Medicine, University of North Carolina at Chapel Hill, Chapel Hill
| | - Kelly Gebo
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Catherine R Lesko
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Anthony T Fojo
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Raynell Lang
- Department of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Jessie K Edwards
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill
| | - Keri N Althoff
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
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Abrams MP, Weiner J, Piske M, Enns B, Krebs E, Zang X, Nosyk B, Meisel ZF. Translating and disseminating a localised economic model to support implementation of the 'Ending the HIV Epidemic' initiative to public health policymakers. EVIDENCE & POLICY : A JOURNAL OF RESEARCH, DEBATE AND PRACTICE 2023; 19:554-571. [PMID: 38313044 PMCID: PMC10836837 DOI: 10.1332/174426421x16875142087569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/06/2024]
Abstract
Background Despite significant progress in HIV treatment and prevention, the US remains far from its goal of 'Ending the HIV Epidemic' by 2030. Economic models using local data can synthesise the evidence to help policymakers allocate HIV resources efficiently, but persistent research-to-practice gaps remain. Little is known about how to facilitate the use of economic modelling data among local public health policymakers in real-world settings. Aims and objectives To explore the dissemination of results from a locally-calibrated economic model for HIV prevention and treatment and identify the factors influencing potential uptake of the model for public health decision making at the local level. Methods Four virtual focus groups with 26 local health department policymakers in Baltimore, Miami, Seattle, and New York City were held between July 2020 and May 2021. Qualitative content analysis of transcripts identified key themes around using the localised economic model in policy decisions. Results Participants were interested in using local data in their decisions to allocate resources for HIV prevention/treatment. Six themes emerged: 1) importance of understanding local policy context; 2) health equity considerations; 3) using evidence to support current priorities; 4) difficulty of changing strategies, even incrementally; 5) bang for the incremental buck (efficiency) vs. previous impact; and 6) community values. Conclusion and relevance To optimise acceptance and use of results from economic models, researchers should engage with local community members and public health decision makers early to understand budgetary and community priorities. Participants prioritised evidence that supports their existing strategies, considers budgets and funding streams, and improves health equity; however, real-world budget constraints and conflicting interests serve as barriers to implementing model recommendations and reaching national goals.
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Affiliation(s)
| | | | - Micah Piske
- Centre for Health Evaluation and Outcome Sciences, Canada
| | - Benjamin Enns
- Centre for Health Evaluation and Outcome Sciences, Canada
| | - Emanuel Krebs
- Centre for Health Evaluation and Outcome Sciences, Canada
| | | | - Bohdan Nosyk
- Centre for Health Evaluation and Outcome Sciences and Simon Fraser University, Canada
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Corlis J, Zhu J, Macul H, Tiberi O, Boothe MAS, Resch SC. Framework for determining the optimal course of action when efficiency and affordability measures differ by perspective in cost-effectiveness analysis-with an illustrative case of HIV treatment in Mozambique. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2023; 21:62. [PMID: 37705101 PMCID: PMC10498553 DOI: 10.1186/s12962-023-00474-4] [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: 06/10/2022] [Accepted: 09/03/2023] [Indexed: 09/15/2023] Open
Abstract
BACKGROUND Cost-effectiveness analysis (CEA) is a standard tool for evaluating health programs and informing decisions about resource allocation and prioritization. Most CEAs evaluating health interventions in low- and middle-income countries adopt a health sector perspective, accounting for resources funded by international donors and country governments, while often excluding out-of-pocket expenditures and time costs borne by program beneficiaries. Even when patients' costs are included, a companion analysis focused on the patient perspective is rarely performed. We view this as a missed opportunity. METHODS We developed methods for assessing intervention affordability and evaluating whether optimal interventions from the health sector perspective also represent efficient and affordable options for patients. We mapped the five different patterns that a comparison of the perspective results can yield into a practical framework, and we provided guidance for researchers and decision-makers on how to use results from multiple perspectives. To illustrate the methodology, we conducted a CEA of six HIV treatment delivery models in Mozambique. We conducted a Monte Carlo microsimulation with probabilistic sensitivity analysis from both patient and health sector perspectives, generating incremental cost-effectiveness ratios for the treatment approaches. We also calculated annualized patient costs for the treatment approaches, comparing the costs with an affordability threshold. We then compared the cost-effectiveness and affordability results from the two perspectives using the framework we developed. RESULTS In this case, the two perspectives did not produce a shared optimal approach for HIV treatment at the willingness-to-pay threshold of 0.3 × Mozambique's annual GDP per capita per DALY averted. However, the clinical 6-month antiretroviral drug distribution strategy, which is optimal from the health sector perspective, is efficient and affordable from the patient perspective. All treatment approaches, except clinical 1-month distributions of antiretroviral drugs which were standard before Covid-19, had an annual cost to patients less than the country's annual average for out-of-pocket health expenditures. CONCLUSION Including a patient perspective in CEAs and explicitly considering affordability offers decision-makers additional insights either by confirming that the optimal strategy from the health sector perspective is also efficient and affordable from the patient perspective or by identifying incongruencies in value or affordability that could affect patient participation.
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Affiliation(s)
| | - Jinyi Zhu
- Department of Health Policy, Vanderbilt University School of Medicine, Nashville, TN USA
| | - Hélder Macul
- Programa Nacional de Controle de ITS-HIV/SIDA, Ministério da Saúde, Maputo, Mozambique
| | - Orrin Tiberi
- Programa Nacional de Controle de ITS-HIV/SIDA, Ministério da Saúde, Maputo, Mozambique
| | | | - Stephen C. Resch
- Center for Health Decision Science, Harvard T.H. Chan School of Public Health, Boston, MA USA
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Dale SK, Etienne K, Hall S, Lazarus K, Nunnally K, Gibson G, Bolden R, Gardner N, Sanders J, Reid R, Phillips A. Five point initiative: a community-informed bundled implementation strategy to address HIV in Black communities. BMC Public Health 2023; 23:1625. [PMID: 37626315 PMCID: PMC10463742 DOI: 10.1186/s12889-023-16525-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 08/16/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Black individuals in the U.S. remain the most disproportionately impacted by new HIV diagnoses, represent the highest portion of individuals living with HIV, and have the highest morbidity rates. Structural inequities and historical oppression are the primary drivers. Such drivers limit access to HIV prevention tools that need to be delivered with culturally congruent and community-informed approaches. METHODS The Five Point Initiative (FPI) is a community-informed bundled implementation strategy developed and piloted between September 2019 and March 2020 in Miami, Florida in communities heavily impacted by HIV. Key components of the strategy included community consultants/experts, five categories (hence the "Five Point") of community businesses (e.g., corner stores, beauty supply stores, laundromats, mechanics, barbershops), local health organizations, an academic research program engrossed in community engaged research, and community residents who provided ongoing feedback throughout. Outcomes of FPI included (a) survey information (e.g., knowledge of and access to PrEP, barriers to care) and pilot data (acceptability and feasibility), (b) expansion of reach to Black individuals in HIV high impact zip codes in Miami, (c) insights on our bundled implementation strategy, (d) condom distribution, and (e) HIV testing. RESULTS Over the course of six months FPI carried out 10 outreach events, partnered with 13 community businesses and 5 health organizations, engaged 677 community residents, collected health information via a survey, distributed 12,434 condoms, provided information on PrEP, and offered voluntary HIV testing (131 completed). FPI's ability to reach residents who are not being reached (e.g., 68.8% never heard of PrEP, 8% no HIV testing ever, 65.9% no primary care provider), positive feedback from residents (e.g., 70% very satisfied, 21% satisfied; 62% strongly agree and 25% agree they would participate again) and qualitative interviews with businesses provide evidence of acceptability and feasibility. Further, survey data provided insights on factors such as socio-demographics, discrimination experiences, barriers to care, social-structural factors, physical and sexual health, and mental health and substance use. CONCLUSIONS The FPI bundled implementation strategy shows promise to deliver health prevention/intervention for HIV and other health conditions to communities facing health inequities and for whom the current system for delivering care is insufficient.
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Affiliation(s)
- Sannisha K Dale
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA.
| | - Kayla Etienne
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
| | - Sidny Hall
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
- New College of Florida, Sarasota, FL, USA
| | - Kimberly Lazarus
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
| | | | | | - Roxana Bolden
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
- A Sister with A Testimony, Miami, FL, USA
| | - Nadine Gardner
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
| | - Jasmyn Sanders
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
| | - Rachelle Reid
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
| | - Arnetta Phillips
- Department of Psychology, University of Miami, 5665 Ponce de Leon Blvd, Miami, FL, 33146, USA
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Tatapudi H, Gopalappa C. Evaluating the sensitivity of jurisdictional heterogeneity and jurisdictional mixing in national level HIV prevention analyses: context of the U.S. ending the HIV epidemic plan. BMC Med Res Methodol 2022; 22:304. [PMID: 36435750 PMCID: PMC9701422 DOI: 10.1186/s12874-022-01756-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 10/04/2022] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND The U.S. Ending the HIV epidemic (EHE) plan aims to reduce annual HIV incidence by 90% by 2030, by first focusing interventions on 57 regions (EHE jurisdictions) that contributed to more than 50% of annual HIV diagnoses. Mathematical models that project HIV incidence evaluate the impact of interventions and inform intervention decisions. However, current models are either national level, which do not consider jurisdictional heterogeneity, or independent jurisdiction-specific, which do not consider cross jurisdictional interactions. Data suggests that a significant proportion of persons have sexual partnerships outside their own jurisdiction. However, the sensitivity of these jurisdictional interactions on model outcomes and intervention decisions hasn't been studied. METHODS We developed an ordinary differential equations based compartmental model to generate national-level projections of HIV in the U.S., through dynamic simulations of 96 epidemiological sub-models representing 54 EHE and 42 non-EHE jurisdictions. A Bernoulli equation modeled HIV-transmissions using a mixing matrix to simulate sexual partnerships within and outside jurisdictions. To evaluate sensitivity of jurisdictional interactions on model outputs, we analyzed 16 scenarios, combinations of a) proportion of sexual partnerships mixing outside jurisdiction: no-mixing, low-level-mixing-within-state, high-level-mixing-within-state, or high-level-mixing-within-and-outside-state; b) jurisdictional heterogeneity in care and demographics: homogenous or heterogeneous; and c) intervention assumptions for 2019-2030: baseline or EHE-plan (diagnose, treat, and prevent). RESULTS Change in incidence in mixing compared to no-mixing scenarios varied by EHE and non-EHE jurisdictions and aggregation-level. When assuming jurisdictional heterogeneity and baseline-intervention, the change in aggregated incidence ranged from - 2 to 0% for EHE and 5 to 21% for non-EHE, but within each jurisdiction it ranged from - 31 to 46% for EHE and - 18 to 109% for non-EHE. Thus, incidence estimates were sensitive to jurisdictional mixing more at the jurisdictional level. As a result, jurisdiction-specific HIV-testing intervals inferred from the model to achieve the EHE-plan were also sensitive, e.g., when no-mixing scenarios suggested testing every 1 year (or 3 years), the three mixing-levels suggested testing every 0.8 to 1.2 years, 0.6 to 1.5 years, and 0.6 to 1.5 years, respectively (or 2.6 to 3.5 years, 2 to 4.8 years, and 2.2 to 4.1 years, respectively). Similar patterns were observed when assuming jurisdictional homogeneity, however, change in incidence in mixing compared to no-mixing scenarios were high even in aggregated incidence. CONCLUSIONS Accounting jurisdictional mixing and heterogeneity could improve model-based analyses.
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Affiliation(s)
- Hanisha Tatapudi
- Department of Industrial and Management System Engineering, University of South Florida, Tampa, Florida, USA
| | - Chaitra Gopalappa
- Mechanical and Industrial Engineering, University of Massachusetts Amherst, Amherst, MA, USA.
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Wang Z, Zhang Z, Zhang C, Jin X, Wu J, Su B, Shen Y, Ruan Y, Xing H, Lou J. Trace the History of HIV and Predict Its Future through Genetic Sequences. Trop Med Infect Dis 2022; 7:tropicalmed7080190. [PMID: 36006282 PMCID: PMC9416588 DOI: 10.3390/tropicalmed7080190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 08/10/2022] [Accepted: 08/11/2022] [Indexed: 11/16/2022] Open
Abstract
Traditional methods of quantifying epidemic spread are based on surveillance data. The most widely used surveillance data are normally incidence data from case reports and hospital records, which are normally susceptible to human error, and sometimes, they even can be seriously error-prone and incomplete when collected during a destructive epidemic. In this manuscript, we introduce a new method to study the spread of infectious disease. We gave an example of how to use this method to predict the virus spreading using the HIV gene sequences data of China. First, we applied Bayesian inference to gene sequences of two main subtypes of the HIV virus to infer the effective reproduction number (GRe(t)) to trace the history of HIV transmission. Second, a dynamic model was established to forecast the spread of HIV medication resistance in the future and also obtain its effective reproduction number (MRe(t)). Through fitting the two effective reproduction numbers obtained from the two separate ways above, some crucial parameters for the dynamic model were obtained. Simply raising the treatment rate has no impact on lowering the infection rate, according to the dynamics model research, but would instead increase the rate of medication resistance. The negative relationship between the prevalence of HIV and the survivorship of infected individuals following treatment may be to blame for this. Reducing the MSM population’s number of sexual partners is a more efficient strategy to reduce transmission per the sensitivity analysis.
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Affiliation(s)
- Zhen Wang
- Department of Mathematics, Shanghai University, Shanghai 200444, China
| | - Zhiyuan Zhang
- Department of Statistics, Columbia University, New York, NY 10027, USA
| | - Chen Zhang
- School of Nursing, University of Rochester, Rochester, NY 14627, USA
| | - Xin Jin
- Department of Mathematics, Shanghai University, Shanghai 200444, China
| | - Jianjun Wu
- Anhui Provincial Center for Disease Control and Prevention, Hefei 230601, China
| | - Bin Su
- Anhui Provincial Center for Disease Control and Prevention, Hefei 230601, China
| | - Yuelan Shen
- Anhui Provincial Center for Disease Control and Prevention, Hefei 230601, China
| | - Yuhua Ruan
- State Key Laboratory for Infectious Disease Prevention and Control, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, and National Center for AIDS/STD Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Hui Xing
- State Key Laboratory for Infectious Disease Prevention and Control, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, and National Center for AIDS/STD Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Jie Lou
- Department of Mathematics, Shanghai University, Shanghai 200444, China
- Correspondence:
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10
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Gopalsamy SN, Shah NS, Marconi VC, Armstrong WS, del Rio C, Pennisi E, Wortley P, Colasanti JA. The Impact of Churn on HIV Outcomes in a Southern United States Clinical Cohort. Open Forum Infect Dis 2022; 9:ofac338. [PMID: 35899283 PMCID: PMC9314921 DOI: 10.1093/ofid/ofac338] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 07/07/2022] [Indexed: 12/02/2022] Open
Abstract
Background Persons with human immunodeficiency virus (PWH) may experience a cycle of engaging and disengaging in care referred to as “churn.” While human immunodeficiency virus (HIV) churn is predicted to be more prevalent in the southern United States (US), it has not been well characterized in this region. Methods We conducted a retrospective cohort study involving PWH newly establishing care at a large urban clinic in Atlanta, Georgia, from 2012 to 2017, with follow-up data collected through 2019. The primary exposure was churn, defined as a ≥12-month gap between routine clinic visits or viral load (VL) measurements. We compared HIV metrics before and after churn and assessed the risk of future churn or loss to follow-up. Results Of 1303 PWH newly establishing care, 81.7% were male and 84.9% were Black; 200 (15.3%) experienced churn in 3.3 years of median follow-up time. The transmissible viremia (TV) rate increased from 28.6% prechurn to 66.2% postchurn (P < .0001). The 122 PWH having TV on reengagement had delayed time to subsequent viral suppression (adjusted hazard ratio, 0.59 [95% confidence interval {CI}, .48–.73]), and PWH returning to care contributed disproportionately to the community viral load (CVL) (proportion of CVL/proportion of patients, 1.96). Churn was not associated with an increased risk of subsequent churn (adjusted odds ratio [aOR], 1.53 [95% CI, .79–2.97]) or loss to follow-up (aOR, 1.04 [95% CI, .60–1.79]). Conclusions The rate of churn in a southern US clinic was high, and those who experienced churn had increased TV at reentry and disproportionately contributed to the CVL and likely contributing to ongoing HIV transmission.
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Affiliation(s)
| | - N Sarita Shah
- Department of Epidemiology, Rollins School of Public Health, Emory University , Atlanta, GA , USA
| | - Vincent C Marconi
- Division of Infectious Diseases, Department of Medicine and Department of Global Health, Rollins School of Public Health, Emory University , Atlanta, GA , USA
- Atlanta VA Medical Center , Decatur, GA , USA
| | - Wendy S Armstrong
- Division of Infectious Diseases, Department of Medicine, Emory University , Atlanta, GA , USA
- Grady Health System , Atlanta, GA , USA
| | - Carlos del Rio
- Division of Infectious Diseases, Department of Medicine, Emory University , Atlanta, GA , USA
- Grady Health System , Atlanta, GA , USA
| | - Eugene Pennisi
- HIV/AIDS Epidemiology Section, Georgia Department of Public Health , Atlanta, GA , USA
| | - Pascale Wortley
- HIV/AIDS Epidemiology Section, Georgia Department of Public Health , Atlanta, GA , USA
| | - Jonathan A Colasanti
- Division of Infectious Diseases, Department of Medicine, Emory University , Atlanta, GA , USA
- Grady Health System , Atlanta, GA , USA
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11
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Liu X, Pappas EJ, Husby ML, Motsa BB, Stahelin RV, Pienaar E. Mechanisms of phosphatidylserine influence on viral production: A computational model of Ebola virus matrix protein assembly. J Biol Chem 2022; 298:102025. [PMID: 35568195 PMCID: PMC9218153 DOI: 10.1016/j.jbc.2022.102025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 05/02/2022] [Accepted: 05/04/2022] [Indexed: 11/30/2022] Open
Abstract
Ebola virus (EBOV) infections continue to pose a global public health threat, with high mortality rates and sporadic outbreaks in Central and Western Africa. A quantitative understanding of the key processes driving EBOV assembly and budding could provide valuable insights to inform drug development. Here, we use a computational model to evaluate EBOV matrix assembly. Our model focuses on the assembly kinetics of VP40, the matrix protein in EBOV, and its interaction with phosphatidylserine (PS) in the host cell membrane. It has been shown that mammalian cells transfected with VP40-expressing plasmids are capable of producing virus-like particles (VLPs) that closely resemble EBOV virions. Previous studies have also shown that PS levels in the host cell membrane affects VP40 association with the plasma membrane inner leaflet and that lower membrane PS levels result in lower VLP production. Our computational findings indicate that PS may also have a direct influence on VP40 VLP assembly and budding, where a higher PS level will result in a higher VLP budding rate and filament dissociation rate. Our results further suggest that the assembly of VP40 filaments follow the nucleation-elongation theory, where initialization and oligomerization of VP40 are two distinct steps in the assembly process. Our findings advance the current understanding of VP40 VLP formation by identifying new possible mechanisms of PS influence on VP40 assembly. We propose that these mechanisms could inform treatment strategies targeting PS alone or in combination with other VP40 assembly steps.
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Affiliation(s)
- Xiao Liu
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Ethan J Pappas
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Monica L Husby
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, USA
| | - Balindile B Motsa
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, USA
| | - Robert V Stahelin
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana, USA
| | - Elsje Pienaar
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, USA.
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12
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Martel-Laferrière V, Feaster DJ, Metsch LR, Shackman BR, Loignon C, Nosyk B, Tookes H, Behrends CN, Arruda N, Adigun O, Goyer ME, Kolber MA, Mary JF, Rodriguez AE, Yanez IG, Pan Y, Khemiri R, Gooden L, Sako A, Bruneau J. M 2HepPrEP: study protocol for a multi-site multi-setting randomized controlled trial of integrated HIV prevention and HCV care for PWID. Trials 2022; 23:341. [PMID: 35461260 PMCID: PMC9034074 DOI: 10.1186/s13063-022-06085-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 02/05/2022] [Indexed: 12/15/2022] Open
Abstract
Background Opioid use is escalating in North America and comes with a multitude of health consequences, including HIV and hepatitis C virus (HCV) outbreaks among persons who inject drugs (PWID). HIV pre-exposure prophylaxis (PrEP) and HCV treatment regimens have transformative potential to address these co-occurring epidemics. Evaluation of innovative multi-modal approaches, integrating harm reduction, opioid agonist therapy (OAT), PrEP, and HCV treatment is required. The aim of this study is to assess the effectiveness of an on-site integrated care model where delivery of PrEP and HCV treatment for PWID takes places at syringe service programs (SSP) and OAT programs compared with referring PWID to clinical services in the community through a patient navigation model and to examine how structural factors interact with HIV prevention adherence and HCV treatment outcomes. Methods The Miami-Montreal Hepatitis C and Pre-Exposure Prophylaxis trial (M2HepPrEP) is an open-label, multi-site, multi-center, randomized, controlled, superiority trial with two parallel treatment arms. A total of 500 persons who injected drugs in the prior 6 months and are eligible for PrEP will be recruited in OAT clinics and SSP in Miami, FL, and Montréal, Québec. Participants will be randomized to either on-site care, with adherence counseling, or referral to off-site clinics assisted by a patient navigator. PrEP will be offered to all participants and HCV treatment to those HCV-infected. Co-primary endpoints will be (1) adherence to pre-exposure prophylaxis medication at 6 months post-randomization and (2) HCV sustained virological response (SVR) 12 weeks post-treatment completion among participants who were randomized within the HCV stratum. Up to 100 participants will be invited to participate in a semi-structured interview regarding perceptions of adherence barriers and facilitators, after their 6-month assessment. A simulation model-based cost-effectiveness analysis will be performed to determine the comparative value of the strategies being evaluated. Discussion The results of this study have the potential to demonstrate the effectiveness and cost-effectiveness of offering PrEP and HCV treatment in healthcare venues frequently attended by PWID. Testing the intervention in two urban centers with high disease burden among PWID, but with different healthcare system dynamics, will increase generalizability of findings. Trial registration Clinicaltrials.gov NCT03981445. Trial registry name: Integrated HIV Prevention and HCV Care for PWID (M2HepPrEP). Registration date: June 10, 201. Supplementary Information The online version contains supplementary material available at 10.1186/s13063-022-06085-3.
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Affiliation(s)
- Valérie Martel-Laferrière
- Centre hospitalier de l'Université de Montréal, Montreal, Canada. .,Faculté de médecine: Université de Montréal, Montreal, Canada. .,Centre de Recherche du CHUM: Centre hospitalier de l'Université de Montréal Centre de Recherche, Montreal, Canada.
| | | | - Lisa R Metsch
- Columbia University Mailman School of Public Health, New York City, USA
| | - Bruce R Shackman
- Weill Cornell Medical College: Weill Cornell Medicine, New York City, USA
| | | | | | - Hansel Tookes
- University of Miami Miller School of Medicine, Miami, USA
| | - Czarina N Behrends
- Weill Cornell Medical College: Weill Cornell Medicine, New York City, USA
| | - Nelson Arruda
- Direction régionale de la santé publique de Montréal, Montreal, Canada
| | | | - Marie-Eve Goyer
- Faculté de médecine: Université de Montréal, Montreal, Canada
| | | | | | | | - Iveth G Yanez
- Columbia University Mailman School of Public Health, New York City, USA
| | - Yue Pan
- University of Miami Department of Public Health Sciences, Miami, USA
| | - Rania Khemiri
- Centre de Recherche du CHUM: Centre hospitalier de l'Université de Montréal Centre de Recherche, Montreal, Canada
| | - Lauren Gooden
- Columbia University Mailman School of Public Health, New York City, USA
| | - Aïssata Sako
- Centre de Recherche du CHUM: Centre hospitalier de l'Université de Montréal Centre de Recherche, Montreal, Canada
| | - Julie Bruneau
- Centre hospitalier de l'Université de Montréal, Montreal, Canada.,Faculté de médecine: Université de Montréal, Montreal, Canada.,Centre de Recherche du CHUM: Centre hospitalier de l'Université de Montréal Centre de Recherche, Montreal, Canada
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13
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Dunlap LJ, Orme S, Zarkin GA, Holtgrave DR, Maulsby C, Rodewald AM, Holtyn AF, Silverman K. Cost and Cost-Effectiveness of Incentives for Viral Suppression in People Living with HIV. AIDS Behav 2022; 26:795-804. [PMID: 34436714 DOI: 10.1007/s10461-021-03439-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/13/2021] [Indexed: 10/20/2022]
Abstract
Only 63% of people living with HIV in the United States are achieving viral suppression. Structural and social barriers limit adherence to antiretroviral therapy which furthers the HIV epidemic while increasing health care costs. This study calculated the cost and cost-effectiveness of a contingency management intervention with cash incentives. People with HIV and detectable viral loads were randomized to usual care or an incentive group. Individuals could earn up to $3650 per year if they achieved and maintained an undetectable viral load. The average 1-year intervention cost, including incentives, was $4105 per patient. The average health care costs were $27,189 per patient in usual care and $35,853 per patient in the incentive group. We estimated a cost of $28,888 per quality-adjusted life-year (QALY) gained, which is well below accepted cost-per-QALY thresholds. Contingency management with cash incentives is a cost-effective intervention for significantly increasing viral suppression.
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Affiliation(s)
- Laura J Dunlap
- Behavioral Health Research Division, RTI International, Research Triangle Park, NC, USA
| | - Stephen Orme
- Behavioral Health Research Division, RTI International, Research Triangle Park, NC, USA.
- RTI International, 701 13th Street NW, Suite 750, Washington, DC, 20005-3967, USA.
| | - Gary A Zarkin
- Behavioral Health Research Division, RTI International, Research Triangle Park, NC, USA
| | - David R Holtgrave
- School of Public Health, and Center for Collaborative HIV Research in Practice and Policy, State University of New York, Albany, NY, USA
| | - Catherine Maulsby
- Department of Health Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Andrew M Rodewald
- Department of Psychiatry and Behavioral Sciences, Center for Learning and Health, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - August F Holtyn
- Department of Psychiatry and Behavioral Sciences, Center for Learning and Health, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Kenneth Silverman
- Department of Psychiatry and Behavioral Sciences, Center for Learning and Health, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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14
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Zang X, Mah C, Linh Quan AM, Min JE, Armstrong WS, Behrends CN, Del Rio C, Dombrowski JC, Feaster DJ, Kirk GD, Marshall BDL, Mehta SH, Metsch LR, Pandya A, Schackman BR, Shoptaw S, Strathdee SA, Krebs E, Nosyk B. Human Immunodeficiency Virus transmission by HIV Risk Group and Along the HIV Care Continuum: A Contrast of 6 US Cities. J Acquir Immune Defic Syndr 2022; 89:143-150. [PMID: 34723929 PMCID: PMC8752472 DOI: 10.1097/qai.0000000000002844] [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] [Received: 07/14/2021] [Accepted: 10/04/2021] [Indexed: 02/03/2023]
Abstract
BACKGROUND Understanding the sources of HIV transmission provides a basis for prioritizing HIV prevention resources in specific geographic regions and populations. This study estimated the number, proportion, and rate of HIV transmissions attributable to individuals along the HIV care continuum within different HIV transmission risk groups in 6 US cities. METHODS We used a dynamic, compartmental HIV transmission model that draws on racial behavior-specific or ethnic behavior-specific and risk behavior-specific linkage to HIV care and use of HIV prevention services from local, state, and national surveillance sources. We estimated the rate and number of HIV transmissions attributable to individuals in the stage of acute undiagnosed HIV, nonacute undiagnosed HIV, HIV diagnosed but antiretroviral therapy (ART) naïve, off ART, and on ART, stratified by HIV transmission group for the 2019 calendar year. RESULTS Individuals with undiagnosed nonacute HIV infection accounted for the highest proportion of total transmissions in every city, ranging from 36.8% (26.7%-44.9%) in New York City to 64.9% (47.0%-71.6%) in Baltimore. Individuals who had discontinued ART contributed to the second highest percentage of total infections in 4 of 6 cities. Individuals with acute HIV had the highest transmission rate per 100 person-years, ranging from 76.4 (58.9-135.9) in Miami to 160.2 (85.7-302.8) in Baltimore. CONCLUSION These findings underline the importance of both early diagnosis and improved ART retention for ending the HIV epidemic in the United States. Differences in the sources of transmission across cities indicate that localized priority setting to effectively address diverse microepidemics at different stages of epidemic control is necessary.
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Affiliation(s)
- Xiao Zang
- Department of Epidemiology, School of Public Health, Brown University, Providence, Rhode Island, United States
| | - Cassandra Mah
- Faculty of Health Sciences, Simon Fraser University; Burnaby, British Columbia, Canada
| | - Amanda My Linh Quan
- Faculty of Health Sciences, Simon Fraser University; Burnaby, British Columbia, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Jeong Eun Min
- Center for Health Evaluation and Outcome Sciences; Vancouver, British Columbia, Canada
| | - Wendy S Armstrong
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, New York, United States
| | - Carlos Del Rio
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Julia C Dombrowski
- Department of Medicine, Division of Allergy and Infectious Disease, University of Washington, Seattle, Washington, United States
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, Florida, United States
| | - Gregory D. Kirk
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States
| | - Brandon DL Marshall
- Department of Epidemiology, School of Public Health, Brown University, Providence, Rhode Island, United States
| | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York City, New York, United States
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, New York, United States
| | - Steven Shoptaw
- School of Medicine, University of California Los Angeles, Los Angeles, California, United States
| | - Steffanie A Strathdee
- School of Medicine, University of California San Diego, La Jolla, California, United States
| | - Emanuel Krebs
- Faculty of Health Sciences, Simon Fraser University; Burnaby, British Columbia, Canada
- Center for Health Evaluation and Outcome Sciences; Vancouver, British Columbia, Canada
| | - Bohdan Nosyk
- Faculty of Health Sciences, Simon Fraser University; Burnaby, British Columbia, Canada
- Center for Health Evaluation and Outcome Sciences; Vancouver, British Columbia, Canada
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15
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Hutchinson AB, MacGowan RJ, Margolis AD, Adee MG, Wen W, Bowden CJ, Spaulding AC. Costs and Consequences of Eliminating a Routine, Point-Of-Care HIV Screening Program in a High-Prevalence Jail. Am J Prev Med 2021; 61:S32-S38. [PMID: 34686288 DOI: 10.1016/j.amepre.2021.06.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Revised: 06/21/2021] [Accepted: 06/22/2021] [Indexed: 11/25/2022]
Abstract
INTRODUCTION This study aims to assess the public health impact of eliminating a longstanding routine HIV screening program and replacing it with targeted testing. In addition, costs, outcomes, and cost effectiveness of routine screening are compared with those of targeted testing in the Fulton County Jail, Atlanta, Georgia. METHODS A published mathematical model was used to assess the cost effectiveness and public health impact of routine screening (March 2013-February 2014) compared with those of targeted testing (January 2018-December 2018) from a health system perspective. Costs, outcomes, and other model inputs were derived from the testing programs and the published literature, and the cost effectiveness analysis was conducted from 2019 to 2020. RESULTS Routine screening identified 74 more new HIV infections over 1 year than targeted testing, resulting in an estimated 10 HIV transmissions averted and 45 quality-adjusted life-years saved, and was cost saving. The missed opportunity to diagnose infections because routine screening was eliminated resulted in an estimated 8.4 additional HIV transmissions and $3.7 million in additional costs to the healthcare system. CONCLUSIONS Routine HIV screening in high-prevalence jails is cost effective and has a larger impact on public health than targeted testing. Prioritizing sustained funding for routine, jail-based HIV screening programs in high-prevalence areas may be important to realizing the national HIV prevention goals.
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Affiliation(s)
- Angela B Hutchinson
- Division of HIV Prevention, National Center for HIV/AIDS, Viral Hepatitis, STD, and TB Prevention (NCHHSTP), Centers for Disease Control and Prevention, Atlanta, Georgia.
| | - Robin J MacGowan
- Division of HIV Prevention, National Center for HIV/AIDS, Viral Hepatitis, STD, and TB Prevention (NCHHSTP), Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Andrew D Margolis
- Division of HIV Prevention, National Center for HIV/AIDS, Viral Hepatitis, STD, and TB Prevention (NCHHSTP), Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Madeline G Adee
- Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Wendy Wen
- Georgia Department of Public Health, Atlanta, Georgia
| | - Chava J Bowden
- Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Anne C Spaulding
- Rollins School of Public Health, Emory University, Atlanta, Georgia
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16
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Krebs E, Enns E, Zang X, Mah CS, Quan AM, Behrends CN, Coljin C, Goedel W, Golden M, Marshall BDL, Metsch LR, Pandya A, Shoptaw S, Sullivan P, Tookes HE, Duarte HA, Min JE, Nosyk B. Attributing health benefits to preventing HIV infections versus improving health outcomes among people living with HIV: an analysis in six US cities. AIDS 2021; 35:2169-2179. [PMID: 34148987 PMCID: PMC8490299 DOI: 10.1097/qad.0000000000002993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Combination strategies generate health benefits through improved health outcomes among people living with HIV (PLHIV) and prevention of new infections. We aimed to determine health benefits attributable to improved health among PLHIV versus HIV prevention for a set of combination strategies in six US cities. DESIGN A dynamic HIV transmission model. METHODS Using a model calibrated for Atlanta, Baltimore, Los Angeles, Miami, New York City (NYC) and Seattle, we assessed the health benefits of city-specific optimal combinations of evidence-based interventions implemented at publicly documented levels and at ideal (90% coverage) scale-up (2020-2030 implementation, 20-year study period). We calculated the proportion of health benefit gains (measured as quality-adjusted life-years) resulting from averted and delayed HIV infections; improved health outcomes among PLHIV; and improved health outcomes due to medication for opioid use disorder (MOUD). RESULTS The HIV-specific proportion of total benefits ranged from 68.3% (95% credible interval: 55.3-80.0) in Seattle to 98.5% (97.5-99.3) in Miami, with the rest attributable to MOUD. The majority of HIV-specific health benefits in five of six cities were attributable HIV prevention, and ranged from 33.1% (26.1-41.1) in NYC to 83.1% (79.6-86.6) in Atlanta. Scaling up to ideal service levels resulted in three to seven-fold increases in additional health benefits, mostly from MOUD, with HIV-specific health gains primarily driven by HIV prevention. CONCLUSION Optimal combination strategies generated a larger proportion of health benefits attributable to HIV prevention in five of six cities, underlining the substantial benefits of antiretroviral therapy engagement for the prevention of HIV transmission through viral suppression. Understanding to whom benefits accrue may be important in assessing the equity and impact of HIV investments.
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Affiliation(s)
- Emanuel Krebs
- Faculty of Health Sciences, Simon Fraser University, Burnaby
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Eva Enns
- School of Public Health, University of Minnesota, Minneapolis, Minnesota
| | - Xiao Zang
- Department of Epidemiology, Brown School of Public Health, Providence, Rhode Island, USA
| | - Cassandra S Mah
- Faculty of Health Sciences, Simon Fraser University, Burnaby
| | - Amanda M Quan
- Faculty of Health Sciences, Simon Fraser University, Burnaby
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Czarina N Behrends
- Department of Population Health Sciences, Weill Cornell Medical College, New York City, New York, USA
| | - Caroline Coljin
- Department of Mathematics, Simon Fraser University, Burnaby, British Columbia, Canada
| | - William Goedel
- Department of Epidemiology, Brown School of Public Health, Providence, Rhode Island, USA
| | - Matthew Golden
- Department of Medicine, Division of Allergy & Infectious Disease, University of Washington, Seattle, Washington
| | - Brandon D L Marshall
- Department of Epidemiology, Brown School of Public Health, Providence, Rhode Island, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, City, New York
| | - Ankur Pandya
- T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts
| | - Steven Shoptaw
- Centre for HIV Identification, Prevention and Treatment Services, School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Patrick Sullivan
- Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Hansel E Tookes
- Department of Medicine, Leonard M. Miller School of Medicine, University of Miami, Coral Gables, Florida
| | - Horacio A Duarte
- School of Medicine, University of Washington, Seattle, Washington, USA
| | - Jeong E Min
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Bohdan Nosyk
- Faculty of Health Sciences, Simon Fraser University, Burnaby
- Health Economic Research Unit at the British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
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17
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Quan AML, Mah C, Krebs E, Zang X, Chen S, Althoff K, Armstrong W, Behrends CN, Dombrowski JC, Enns E, Feaster DJ, Gebo KA, Goedel WC, Golden M, Marshall BDL, Mehta SH, Pandya A, Schackman BR, Strathdee SA, Sullivan P, Tookes H, Nosyk B. Improving health equity and ending the HIV epidemic in the USA: a distributional cost-effectiveness analysis in six cities. Lancet HIV 2021; 8:e581-e590. [PMID: 34370977 PMCID: PMC8423356 DOI: 10.1016/s2352-3018(21)00147-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 06/14/2021] [Accepted: 06/17/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND In the USA, Black and Hispanic or Latinx individuals continue to be disproportionately affected by HIV. Applying a distributional cost-effectiveness framework, we estimated the cost-effectiveness and epidemiological impact of two combination implementation approaches to identify the approach that best meets the dual objectives of improving population health and reducing racial or ethnic health disparities. METHODS We adapted a dynamic, compartmental HIV transmission model to characterise HIV micro-epidemics in six US cities: Atlanta, Baltimore, Los Angeles, Miami, New York, and Seattle. We considered combinations of 16 evidence-based interventions to diagnose, treat, and prevent HIV transmission according to previously documented levels of scale-up. We then identified optimal combination strategies for each city, with the distribution of each intervention implemented according to existing service levels (proportional services approach) and the racial or ethnic distribution of new diagnoses (between Black, Hispanic or Latinx, and White or other ethnicity individuals; equity approach). We estimated total costs, quality-adjusted life-years (QALYs), and incremental cost-effectiveness ratios of strategies implemented from 2020 to 2030 (health-care perspective; 20-year time horizon; 3% annual discount rate). We estimated three measures of health inequality (between-group variance, index of disparity, Theil index), incidence rate ratios, and rate differences for the selected strategies under each approach. FINDINGS In all cities, optimal combination strategies under the equity approach generated more QALYs than those with proportional services, ranging from a 3·1% increase (95% credible interval [CrI] 1·4-5·3) in New York to more than double (101·9% [75·4-134·6]) in Atlanta. Compared with proportional services, the equity approach delivered lower costs over 20 years in all cities except Los Angeles; cost reductions ranged from $22·9 million (95% CrI 5·3-55·7 million) in Seattle to $579·8 million (255·4-940·5 million) in Atlanta. The equity approach also reduced incidence disparities and health inequality measures in all cities except Los Angeles. INTERPRETATION Equity-focused HIV combination implementation strategies that reduce disparities for Black and Hispanic or Latinx individuals can significantly improve population health, reduce costs, and drive progress towards Ending the HIV Epidemic goals in the USA. FUNDING National Institute on Drug Abuse.
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Affiliation(s)
- Amanda My Linh Quan
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Cassandra Mah
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Emanuel Krebs
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada; BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Xiao Zang
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada; Department of Epidemiology, School of Public Health, Brown University, Providence, RI, USA
| | - Siyuan Chen
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Keri Althoff
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Wendy Armstrong
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Czarina Navos Behrends
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | - Julia C Dombrowski
- Department of Medicine, Division of Allergy and Infectious Diseases, University of Washington, Seattle, WA, USA; HIV/STD Program, Public Health-Seattle & King County, Seattle, WA, USA
| | - Eva Enns
- Division of Health Policy and Management, University of Minnesota, Minneapolis, MN, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Kelly A Gebo
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - William C Goedel
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI, USA
| | - Matthew Golden
- Department of Medicine, Division of Allergy and Infectious Diseases, University of Washington, Seattle, WA, USA; HIV/STD Program, Public Health-Seattle & King County, Seattle, WA, USA
| | - Brandon D L Marshall
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI, USA
| | - Shruti H Mehta
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Ankur Pandya
- T H Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Bruce R Schackman
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | | | | | - Hansel Tookes
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Bohdan Nosyk
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada; BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada.
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18
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Mishra A, Basumallick S, Lu A, Chiu H, Shah MA, Shukla Y, Tiwari A. The healthier healthcare management models for COVID-19. J Infect Public Health 2021; 14:927-937. [PMID: 34119847 PMCID: PMC8164338 DOI: 10.1016/j.jiph.2021.05.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 01/20/2021] [Accepted: 05/18/2021] [Indexed: 02/07/2023] Open
Abstract
The worldwide pandemic situation of COVID-19 generates a situation in which healthcare resources such as diagnostic kits, drugs and basic healthcare infrastructure were on shortage throughout the period, along with negative impact on socio-economic system. Standardized public healthcare models were missing in pandemic situation, covering from hospitalized patient care to local resident's healthcare managements in terms of monitoring, assess to diagnosis and medicines. This exploratory and intervention-based study with the objective of proposing COVID-19 Care Management Model representing comprehensive care of society including patients (COVID-19 and other diseases) and healthy subjects under integrated framework of healthier management model. Shifting policy towards technology-oriented models with well-aligned infrastructure can achieve better outcomes in COVID-19 prevention and care. The planned development of technical healthcare models for prognosis and improved treatment outcomes that take into account not only genomics, proteomics, nanotechnology, materials science perspectives but also the possible contribution of advanced digital technologies is best strategies for early diagnosis and infections control. In view of current pandemic, a Healthier Healthcare Management Model is proposed here as a source of standardized care having technology support, medical consultation, along with public health model of sanitization, distancing and contact less behaviours practices. Effective healthcare managements have been the main driver of healthier society where, positive action at identified research, technology and management segment more specifically public health, patient health, technology selection and political influence has great potential to enhanced the global response to COVID-19. The implementation of such practices will deliver effective diagnosis and control mechanism and make healthier society.
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Affiliation(s)
- Anshuman Mishra
- Institute of Advanced Materials, IAAM, Ulrika 59053, Sweden,VBRI, Gammalkilsvägen 18, Ulrika 59 053, Sweden,VBRI Innovation, 7/16 Kalkaji Extension, New Delhi 110 019, India
| | | | - Albert Lu
- Tripod Nano Tech, Taoyuan City 326, Taiwan
| | - Helen Chiu
- Tripod Nano Tech, Taoyuan City 326, Taiwan
| | | | - Yogesh Shukla
- mHospitals, 2/31 Nehru Enclave, New Delhi 110019, India
| | - Ashutosh Tiwari
- Institute of Advanced Materials, IAAM, Ulrika 59053, Sweden,VBRI, Gammalkilsvägen 18, Ulrika 59 053, Sweden,VBRI Innovation, 7/16 Kalkaji Extension, New Delhi 110 019, India,mHospitals, 2/31 Nehru Enclave, New Delhi 110019, India,Corresponding author at: Institute of Advanced Materials, IAAM, Ulrika 59053, Sweden
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19
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Zang X, Krebs E, Chen S, Piske M, Armstrong WS, Behrends CN, Del Rio C, Feaster DJ, Marshall BDL, Mehta SH, Mermin J, Metsch LR, Schackman BR, Strathdee SA, Nosyk B. The Potential Epidemiological Impact of Coronavirus Disease 2019 (COVID-19) on the Human Immunodeficiency Virus (HIV) Epidemic and the Cost-effectiveness of Linked, Opt-out HIV Testing: A Modeling Study in 6 US Cities. Clin Infect Dis 2021; 72:e828-e834. [PMID: 33045723 PMCID: PMC7665350 DOI: 10.1093/cid/ciaa1547] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Indexed: 11/13/2022] Open
Abstract
Background Widespread viral and serological testing for SARS-CoV-2 may present a unique opportunity to also test for HIV infection. We estimated the potential impact of adding linked, opt-out HIV testing alongside SARS-CoV-2 testing on HIV incidence and the cost-effectiveness of this strategy in six US cities. Methods Using a previously-calibrated dynamic HIV transmission model, we constructed three sets of scenarios for each city: (1) sustained current levels of HIV-related treatment and prevention services (status quo); (2) temporary disruptions in health services and changes in sexual and injection risk behaviours at discrete levels between 0%-50%; and (3) linked HIV and SARS-CoV-2 testing offered to 10%-90% of the adult population in addition to scenario (2). We estimated cumulative HIV infections between 2020-2025 and incremental cost-effectiveness ratios of linked HIV testing over 20 years. Results In the absence of linked, opt-out HIV testing, we estimated a total of 16.5% decrease in HIV infections between 2020-2025 in the best-case scenario (50% reduction in risk behaviours and no service disruptions), and 9.0% increase in the worst-case scenario (no behavioural change and 50% reduction in service access). We estimated that HIV testing (offered at 10%-90% levels) could avert a total of 576-7,225 (1.6%-17.2%) new infections. The intervention would require an initial investment of $20.6M-$220.7M across cities; however, the intervention would ultimately result in savings in health care costs in each city. Conclusions A campaign in which HIV testing is linked with SARS-CoV-2 testing could substantially reduce HIV incidence and reduce direct and indirect health care costs attributable to HIV.
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Affiliation(s)
- Xiao Zang
- Department of Epidemiology, School of Public Health, Brown University, Providence, Rhode Island, USA
| | - Emanuel Krebs
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Siyuan Chen
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Micah Piske
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Wendy S Armstrong
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, Georgia, USA
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | - Carlos Del Rio
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, Georgia, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Brandon D L Marshall
- Department of Epidemiology, School of Public Health, Brown University, Providence, Rhode Island, USA
| | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Jonathan Mermin
- National Center for HIV/AIDS, Viral Hepatitis, STD, and TB Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | | | - Bohdan Nosyk
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
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20
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Nosyk B, Krebs E, Zang X, Piske M, Enns B, Min JE, Behrends CN, Del Rio C, Feaster DJ, Golden M, Marshall BDL, Mehta SH, Meisel ZF, Metsch LR, Pandya A, Schackman BR, Shoptaw S, Strathdee SA. "Ending the Epidemic" Will Not Happen Without Addressing Racial/Ethnic Disparities in the United States Human Immunodeficiency Virus Epidemic. Clin Infect Dis 2021; 71:2968-2971. [PMID: 32424416 DOI: 10.1093/cid/ciaa566] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 05/15/2020] [Indexed: 11/14/2022] Open
Abstract
We estimated human immunodeficiency virus incidence and incidence rate ratios (IRRs) for black and Hispanic vs white populations in 6 cities in the United States (2020-2030). Large reductions in incidence are possible, but without elimination of disparities in healthcare access, we found that wide disparities persisted for black compared with white populations in particular (lowest IRR, 1.69 [95% credible interval, 1.19-2.30]).
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Affiliation(s)
- Bohdan Nosyk
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Emanuel Krebs
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Xiao Zang
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Micah Piske
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Benjamin Enns
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Jeong E Min
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | - Carlos Del Rio
- Rollins School of Public Health and Emory University School of Medicine, Atlanta, Georgia, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Matthew Golden
- Department of Medicine, Division of Allergy and Infectious Disease, University of Washington, Seattle, Washington, USA
| | | | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Zachary F Meisel
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | - Steven Shoptaw
- David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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21
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Krebs E, Zang X, Enns B, Min JE, Behrends CN, Del Rio C, Dombrowski JC, Feaster DJ, Gebo KA, Marshall BDL, Mehta SH, Metsch LR, Pandya A, Schackman BR, Strathdee SA, Nosyk B. Ending the HIV Epidemic Among Persons Who Inject Drugs: A Cost-Effectiveness Analysis in Six US Cities. J Infect Dis 2021; 222:S301-S311. [PMID: 32877548 DOI: 10.1093/infdis/jiaa130] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Persons who inject drugs (PWID) are at a disproportionately high risk of HIV infection. We aimed to determine the highest-valued combination implementation strategies to reduce the burden of HIV among PWID in 6 US cities. METHODS Using a dynamic HIV transmission model calibrated for Atlanta, Baltimore, Los Angeles, Miami, New York City, and Seattle, we assessed the value of implementing combinations of evidence-based interventions at optimistic (drawn from best available evidence) or ideal (90% coverage) scale-up. We estimated reduction in HIV incidence among PWID, quality-adjusted life-years (QALYs), and incremental cost-effectiveness ratios (ICERs) for each city (10-year implementation; 20-year horizon; 2018 $ US). RESULTS Combinations that maximized health benefits contained between 6 (Atlanta and Seattle) and 12 (Miami) interventions with ICER values ranging from $94 069/QALY in Los Angeles to $146 256/QALY in Miami. These strategies reduced HIV incidence by 8.1% (credible interval [CI], 2.8%-13.2%) in Seattle and 54.4% (CI, 37.6%-73.9%) in Miami. Incidence reduction reached 16.1%-75.5% at ideal scale. CONCLUSIONS Evidence-based interventions targeted to PWID can deliver considerable value; however, ending the HIV epidemic among PWID will require innovative implementation strategies and supporting programs to reduce social and structural barriers to care.
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Affiliation(s)
- Emanuel Krebs
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Xiao Zang
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.,Faculty of Health Sciences, Simon Fraser University, Vancouver, British Columbia, Canada
| | - Benjamin Enns
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Jeong E Min
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, New York, USA
| | - Carlos Del Rio
- Rollins School of Public Health, Emory University, Atlanta, Georgia, USA.,School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Julia C Dombrowski
- Department of Medicine, Division of Allergy and Infectious Disease, University of Washington, Seattle, Washington, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Kelly A Gebo
- School of Medicine, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York City, New York, USA
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, New York, USA
| | | | - Bohdan Nosyk
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.,Faculty of Health Sciences, Simon Fraser University, Vancouver, British Columbia, Canada
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22
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Becker AD, Grantz KH, Hegde ST, Bérubé S, Cummings DAT, Wesolowski A. Development and dissemination of infectious disease dynamic transmission models during the COVID-19 pandemic: what can we learn from other pathogens and how can we move forward? Lancet Digit Health 2021; 3:e41-e50. [PMID: 33735068 PMCID: PMC7836381 DOI: 10.1016/s2589-7500(20)30268-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 10/08/2020] [Accepted: 10/14/2020] [Indexed: 12/11/2022]
Abstract
The current COVID-19 pandemic has resulted in the unprecedented development and integration of infectious disease dynamic transmission models into policy making and public health practice. Models offer a systematic way to investigate transmission dynamics and produce short-term and long-term predictions that explicitly integrate assumptions about biological, behavioural, and epidemiological processes that affect disease transmission, burden, and surveillance. Models have been valuable tools during the COVID-19 pandemic and other infectious disease outbreaks, able to generate possible trajectories of disease burden, evaluate the effectiveness of intervention strategies, and estimate key transmission variables. Particularly given the rapid pace of model development, evaluation, and integration with decision making in emergency situations, it is necessary to understand the benefits and pitfalls of transmission models. We review and highlight key aspects of the history of infectious disease dynamic models, the role of rigorous testing and evaluation, the integration with data, and the successful application of models to guide public health. Rather than being an expansive history of infectious disease models, this Review focuses on how the integration of modelling can continue to be advanced through policy and practice in appropriate and conscientious ways to support the current pandemic response.
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Affiliation(s)
| | - Kyra H Grantz
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Sonia T Hegde
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Sophie Bérubé
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Derek A T Cummings
- Department of Biology, University of Florida, Gainesville, FL, USA; Emerging Pathogens Institute, University of Florida, Gainesville, FL, USA
| | - Amy Wesolowski
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
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23
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Zang X, Jalal H, Krebs E, Pandya A, Zhou H, Enns B, Nosyk B. Prioritizing Additional Data Collection to Reduce Decision Uncertainty in the HIV/AIDS Response in 6 US Cities: A Value of Information Analysis. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2020; 23:1534-1542. [PMID: 33248508 PMCID: PMC7705607 DOI: 10.1016/j.jval.2020.06.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 06/08/2020] [Accepted: 06/30/2020] [Indexed: 06/12/2023]
Abstract
OBJECTIVES The ambitious goals of the US Ending the HIV Epidemic initiative will require a targeted, context-specific public health response. Model-based economic evaluation provides useful guidance for decision making while characterizing decision uncertainty. We aim to quantify the value of eliminating uncertainty about different parameters in selecting combination implementation strategies to reduce the public health burden of HIV/AIDS in 6 US cities and identify future data collection priorities. METHODS We used a dynamic compartmental HIV transmission model developed for 6 US cities to evaluate the cost-effectiveness of a range of combination implementation strategies. Using a metamodeling approach with nonparametric and deep learning methods, we calculated the expected value of perfect information, representing the maximum value of further research to eliminate decision uncertainty, and the expected value of partial perfect information for key groups of parameters that would be collected together in practice. RESULTS The population expected value of perfect information ranged from $59 683 (Miami) to $54 108 679 (Los Angeles). The rank ordering of expected value of partial perfect information on key groups of parameters were largely consistent across cities and highest for parameters pertaining to HIV risk behaviors, probability of HIV transmission, health service engagement, HIV-related mortality, health utility weights, and healthcare costs. Los Angeles was an exception, where parameters on retention in pre-exposure prophylaxis ranked highest in contributing to decision uncertainty. CONCLUSIONS Funding additional data collection on HIV/AIDS may be warranted in Baltimore, Los Angeles, and New York City. Value of information analysis should be embedded into decision-making processes on funding future research and public health intervention.
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Affiliation(s)
- Xiao Zang
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Hawre Jalal
- Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Emanuel Krebs
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Cambridge, MA, USA
| | - Haoxuan Zhou
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Benjamin Enns
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Bohdan Nosyk
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada.
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24
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Can the 'Ending the HIV Epidemic' initiative transition the USA towards HIV/AIDS epidemic control? AIDS 2020; 34:2325-2328. [PMID: 32796216 DOI: 10.1097/qad.0000000000002668] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
: Using a dynamic HIV transmission model calibrated for six USA cities, we projected HIV incidence from 2020 to 2040 and estimated whether an established UNAIDS HIV epidemic control target could be met under ideal implementation of optimal combination strategies previously defined for each city. Four of six cities (Atlanta, Baltimore, New York City and Seattle) were projected to achieve epidemic control by 2040 and we identified differences in reaching epidemic control across racial/ethnic groups.
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25
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Nosyk B, Weiner J, Krebs E, Zang X, Enns B, Behrends CN, Feaster DJ, Jalal H, Marshall BDL, Pandya A, Schackman BR, Meisel ZF. Dissemination Science to Advance the Use of Simulation Modeling: Our Obligation Moving Forward. Med Decis Making 2020; 40:718-721. [PMID: 32755285 PMCID: PMC7484337 DOI: 10.1177/0272989x20945308] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Bohdan Nosyk
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
- BC Center for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Janet Weiner
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, USA
| | - Emanuel Krebs
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
- BC Center for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Xiao Zang
- School of Public Health, Brown University, Providence, RI, USA
| | - Benjamin Enns
- BC Center for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, NY, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Hawre Jalal
- Department of Health Policy and Management, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Ankur Pandya
- Department of Health Policy and Management, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, NY, USA
| | - Zachary F Meisel
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, USA
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26
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Nosyk B, Zang X, Krebs E, Enns B, Min JE, Behrends CN, Del Rio C, Dombrowski JC, Feaster DJ, Golden M, Marshall BDL, Mehta SH, Metsch LR, Pandya A, Schackman BR, Shoptaw S, Strathdee SA. Ending the HIV epidemic in the USA: an economic modelling study in six cities. Lancet HIV 2020; 7:e491-e503. [PMID: 32145760 PMCID: PMC7338235 DOI: 10.1016/s2352-3018(20)30033-3] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 01/21/2020] [Accepted: 01/24/2020] [Indexed: 12/18/2022]
Abstract
BACKGROUND The HIV epidemic in the USA is a collection of diverse local microepidemics. We aimed to identify optimal combination implementation strategies of evidence-based interventions to reach 90% reduction of incidence in 10 years, in six US cities that comprise 24·1% of people living with HIV in the USA. METHODS In this economic modelling study, we used a dynamic HIV transmission model calibrated with the best available evidence on epidemiological and structural conditions for six US cities: Atlanta (GA), Baltimore (MD), Los Angeles (CA), Miami (FL), New York City (NY), and Seattle (WA). We assessed 23 040 combinations of 16 evidence-based interventions (ie, HIV prevention, testing, treatment, engagement, and re-engagement) to identify combination strategies providing the greatest health benefit while remaining cost-effective. Main outcomes included averted HIV infections, quality-adjusted life-years (QALYs), total cost (in 2018 US$), and incremental cost-effectiveness ratio (ICER; from the health-care sector perspective, 3% annual discount rate). Interventions were implemented at previously documented and ideal (90% coverage or adoption) scale-up, and sustained from 2020 to 2030, with outcomes evaluated until 2040. FINDINGS Optimal combination strategies providing health benefit and cost-effectiveness contained between nine (Seattle) and 13 (Miami) individual interventions. If implemented at previously documented scale-up, these strategies could reduce incidence by between 30·7% (95% credible interval 19·1-43·7; Seattle) and 50·1% (41·5-58·0; New York City) by 2030, at ICERs ranging from cost-saving in Atlanta, Baltimore, and Miami, to $95 416 per QALY in Seattle. Incidence reductions reached between 39·5% (26·3-53·8) in Seattle and 83·6% (70·8-87·0) in Baltimore at ideal implementation. Total costs of implementing strategies across the cities at previously documented scale-up reached $559 million per year in 2024; however, costs were offset by long-term reductions in new infections and delayed disease progression, with Atlanta, Baltimore, and Miami projecting cost savings over the 20 year study period. INTERPRETATION Evidence-based interventions can deliver substantial public health and economic value; however, complementary strategies to overcome social and structural barriers to HIV care will be required to reach national targets of the ending the HIV epidemic initiative by 2030. FUNDING National Institutes of Health.
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Affiliation(s)
- Bohdan Nosyk
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
| | - Xiao Zang
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Emanuel Krebs
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Benjamin Enns
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Jeong E Min
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, NY, USA
| | - Carlos Del Rio
- Rollins School of Public Health and Emory School of Medicine, Emory University, Atlanta, GA, USA
| | - Julia C Dombrowski
- Department of Medicine, Division of Allergy and Infectious Disease, University of Washington, Seattle, WA, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Matthew Golden
- Department of Medicine, Division of Allergy and Infectious Disease, University of Washington, Seattle, WA, USA
| | | | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T H Chan School of Public Health, Boston, MA, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, NY, USA
| | - Steven Shoptaw
- School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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27
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Fojo AT, Dowdy DW. Ending the Human Immunodeficiency Virus Epidemic: Towards an Evidence-Based Approach. Clin Infect Dis 2020; 69:2199-2200. [PMID: 31609445 DOI: 10.1093/cid/ciz1018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Accepted: 10/08/2019] [Indexed: 01/13/2023] Open
Affiliation(s)
- Anthony T Fojo
- Department of Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - David W Dowdy
- Departments of Epidemiology and International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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How simulation modeling can support the public health response to the opioid crisis in North America: Setting priorities and assessing value. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2020; 88:102726. [PMID: 32359858 DOI: 10.1016/j.drugpo.2020.102726] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 02/13/2020] [Accepted: 03/04/2020] [Indexed: 12/31/2022]
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The impact of localized implementation: determining the cost-effectiveness of HIV prevention and care interventions across six United States cities. AIDS 2020; 34:447-458. [PMID: 31794521 DOI: 10.1097/qad.0000000000002455] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE Effective interventions to reduce the public health burden of HIV/AIDS can vary in their ability to deliver value at different levels of scale and in different epidemiological contexts. Our objective was to determine the cost-effectiveness of HIV treatment and prevention interventions implemented at previously documented scales of delivery in six US cities with diverse HIV microepidemics. DESIGN Dynamic HIV transmission model-based cost-effectiveness analysis. METHODS We identified and estimated previously documented scale of delivery and costs for 16 evidence-based interventions from the US CDC's Compendium of Evidence-Based Interventions and Best Practices for HIV Prevention. Using a model calibrated for Atlanta, Baltimore, Los Angeles, Miami, New York City and Seattle, we estimated averted HIV infections, quality-adjusted life years (QALY) gained and incremental cost-effectiveness ratios (healthcare perspective; 3% discount rate, 2018$US), for each intervention and city (10-year implementation) compared with the status quo over a 20-year time horizon. RESULTS Increased HIV testing was cost-saving or cost-effective across cities. Targeted preexposure prophylaxis for high-risk MSM was cost-saving in Miami and cost-effective in Atlanta ($6123/QALY), Baltimore ($18 333/QALY) and Los Angeles ($86 117/QALY). Interventions designed to improve antiretroviral therapy initiation provided greater value than other treatment engagement interventions. No single intervention was projected to reduce HIV incidence by more than 10.1% in any city. CONCLUSION Combination implementation strategies should be tailored to local epidemiological contexts to provide the most value. Complementary strategies addressing factors hindering access to HIV care will be necessary to meet targets for HIV elimination in the United States.
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Krebs E, Dale LM, B N. The impact of localized implementation: determining the cost-effectiveness of HIV prevention and care interventions across six United States cities. HIV SPECIALIST 2020; 12:20-27. [PMID: 32368759 PMCID: PMC7198055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Affiliation(s)
- Emanuel Krebs
- British Columbia Centre for Excellence in HIV/AIDS, 608-1081 Burrard St. Vancouver, British Columbia, V6Z 1Y6, Canada
| | - Laura M Dale
- British Columbia Centre for Excellence in HIV/AIDS, 608-1081 Burrard St. Vancouver, British Columbia, V6Z 1Y6, Canada
| | - Nosyk B
- British Columbia Centre for Excellence in HIV/AIDS, 608-1081 Burrard St. Vancouver, British Columbia, V6Z 1Y6, Canada
- Faculty of Health Sciences, Simon Fraser University, 8888 University Dr. Burnaby, British Columbia, V5A 1S6, Canada
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Zang X, Krebs E, Min JE, Pandya A, Marshall BDL, Schackman BR, Behrends CN, Feaster DJ, Nosyk B. Development and Calibration of a Dynamic HIV Transmission Model for 6 US Cities. Med Decis Making 2019; 40:3-16. [PMID: 31865849 DOI: 10.1177/0272989x19889356] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Background. Heterogeneity in HIV microepidemics across US cities necessitates locally oriented, combination implementation strategies to prioritize resources. We calibrated and validated a dynamic, compartmental HIV transmission model to establish a status quo treatment scenario, holding constant current levels of care for 6 US cities. Methods. Built off a comprehensive evidence synthesis, we adapted and extended a previously published model to replicate the transmission, progression, and clinical care for each microepidemic. We identified a common set of 17 calibration targets between 2012 and 2015 and used the Morris method to select the most influential parameters for calibration. We then applied the Nelder-Mead algorithm to iteratively calibrate the model to generate 2000 best-fitting parameter sets. Finally, model projections were internally validated with a series of robustness checks and externally validated against published estimates of HIV incidence, while the face validity of 25-year projections was assessed by a Scientific Advisory Committee (SAC). Results. We documented our process for model development, calibration, and validation to maximize its transparency and reproducibility. The projected outcomes demonstrated a good fit to calibration targets, with a mean goodness-of-fit ranging from 0.0174 (New York City [NYC]) to 0.0861 (Atlanta). Most of the incidence predictions were within the uncertainty range for 5 of the 6 cities (ranging from 21% [Miami] to 100% [NYC]), demonstrating good external validity. The face validity of the long-term projections was confirmed by our SAC, showing that the incidence would decrease or remain stable in Atlanta, Los Angeles, NYC, and Seattle while increasing in Baltimore and Miami. Discussion. This exercise provides a basis for assessing the incremental value of further investments in HIV combination implementation strategies tailored to urban HIV microepidemics.
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Affiliation(s)
- Xiao Zang
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Emanuel Krebs
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Jeong E Min
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Brandon D L Marshall
- Department of Epidemiology, School of Public Health, Brown University, Providence, RI, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, NY, USA
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York City, NY, USA
| | - Daniel J Feaster
- Department of Epidemiology and Public Health, Leonard M. Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Bohdan Nosyk
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
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Nosyk B, Zang X, Krebs E, Min JE, Behrends CN, Del Rio C, Dombrowski JC, Feaster DJ, Golden M, Marshall BDL, Mehta SH, Metsch LR, Schackman BR, Shoptaw S, Strathdee SA. Ending the Epidemic in America Will Not Happen if the Status Quo Continues: Modeled Projections for Human Immunodeficiency Virus Incidence in 6 US Cities. Clin Infect Dis 2019; 69:2195-2198. [PMID: 31609446 PMCID: PMC7348133 DOI: 10.1093/cid/ciz1015] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Accepted: 10/08/2019] [Indexed: 11/13/2022] Open
Abstract
We estimated 10-year (2020-2030) trajectories for human immunodeficiency virus incidence in 6 US cities. Estimated incidence will only decrease in 2 of 6 cities, with the overall population-weighted incidence decreasing 3.1% (95% credible interval [CrI], -1.0% to 8.5%) by 2025, and 4.3% (95% CrI, -2.6% to 12.7%) by 2030 across cities. Targeted, context-specific combination implementation strategies will be necessary to meet the newly established national targets.
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Affiliation(s)
- Bohdan Nosyk
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
- Faculty of Health Sciences, Simon Fraser University, Vancouver, British Columbia, Canada
| | - Xiao Zang
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
- Faculty of Health Sciences, Simon Fraser University, Vancouver, British Columbia, Canada
| | - Emanuel Krebs
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Jeong Eun Min
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Czarina N Behrends
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | - Carlos Del Rio
- Rollins School of Public Health and Emory University School of Medicine, Atlanta, Georgia, USA
| | - Julia C Dombrowski
- Department of Medicine, Division of Allergy and Infectious Diseases, University of Washington, Seattle, Washington, USA
| | - Daniel J Feaster
- Department of Public Health Sciences, Leonard M. Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Matthew Golden
- Department of Medicine, Division of Allergy and Infectious Diseases, University of Washington, Seattle, Washington, USA
| | | | - Shruti H Mehta
- Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Lisa R Metsch
- Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Bruce R Schackman
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York, USA
| | - Steven Shoptaw
- School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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