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Tatara E, Gutfraind A, Collier NT, Echevarria D, Cotler SJ, Major ME, Ozik J, Dahari H, Boodram B. Modeling hepatitis C micro-elimination among people who inject drugs with direct-acting antivirals in metropolitan Chicago. PLoS One 2022; 17:e0264983. [PMID: 35271634 PMCID: PMC8912265 DOI: 10.1371/journal.pone.0264983] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 02/01/2022] [Indexed: 02/03/2023] Open
Abstract
Hepatitis C virus (HCV) infection is a leading cause of chronic liver disease and mortality worldwide. Direct-acting antiviral (DAA) therapy leads to high cure rates. However, persons who inject drugs (PWID) are at risk for reinfection after cure and may require multiple DAA treatments to reach the World Health Organization's (WHO) goal of HCV elimination by 2030. Using an agent-based model (ABM) that accounts for the complex interplay of demographic factors, risk behaviors, social networks, and geographic location for HCV transmission among PWID, we examined the combination(s) of DAA enrollment (2.5%, 5%, 7.5%, 10%), adherence (60%, 70%, 80%, 90%) and frequency of DAA treatment courses needed to achieve the WHO's goal of reducing incident chronic infections by 90% by 2030 among a large population of PWID from Chicago, IL and surrounding suburbs. We also estimated the economic DAA costs associated with each scenario. Our results indicate that a DAA treatment rate of >7.5% per year with 90% adherence results in 75% of enrolled PWID requiring only a single DAA course; however 19% would require 2 courses, 5%, 3 courses and <2%, 4 courses, with an overall DAA cost of $325 million to achieve the WHO goal in metropolitan Chicago. We estimate a 28% increase in the overall DAA cost under low adherence (70%) compared to high adherence (90%). Our modeling results have important public health implications for HCV elimination among U.S. PWID. Using a range of feasible treatment enrollment and adherence rates, we report robust findings supporting the need to address re-exposure and reinfection among PWID to reduce HCV incidence.
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Affiliation(s)
- Eric Tatara
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, United States of America
- Decision and Infrastructure Sciences, Argonne National Laboratory, Argonne, Illinois, United States of America
- * E-mail: (ET); (HD); (BB)
| | - Alexander Gutfraind
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, Illinois, United States of America
- Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Nicholson T. Collier
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, United States of America
- Decision and Infrastructure Sciences, Argonne National Laboratory, Argonne, Illinois, United States of America
| | - Desarae Echevarria
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, Illinois, United States of America
| | - Scott J. Cotler
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, Illinois, United States of America
| | - Marian E. Major
- Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States of America
| | - Jonathan Ozik
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, United States of America
- Decision and Infrastructure Sciences, Argonne National Laboratory, Argonne, Illinois, United States of America
| | - Harel Dahari
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, Illinois, United States of America
- * E-mail: (ET); (HD); (BB)
| | - Basmattee Boodram
- Division of Community Health Sciences, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, United States of America
- * E-mail: (ET); (HD); (BB)
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Boodram B, Mackesy-Amiti ME, Khanna A, Brickman B, Dahari H, Ozik J. People who inject drugs in metropolitan Chicago: A meta-analysis of data from 1997-2017 to inform interventions and computational modeling toward hepatitis C microelimination. PLoS One 2022; 17:e0248850. [PMID: 35020725 PMCID: PMC8754317 DOI: 10.1371/journal.pone.0248850] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 12/13/2021] [Indexed: 02/03/2023] Open
Abstract
Progress toward hepatitis C virus (HCV) elimination in the United States is not on track to meet targets set by the World Health Organization, as the opioid crisis continues to drive both injection drug use and increasing HCV incidence. A pragmatic approach to achieving this is using a microelimination approach of focusing on high-risk populations such as people who inject drugs (PWID). Computational models are useful in understanding the complex interplay of individual, social, and structural level factors that might alter HCV incidence, prevalence, transmission, and treatment uptake to achieve HCV microelimination. However, these models need to be informed with realistic sociodemographic, risk behavior and network estimates on PWID. We conducted a meta-analysis of research studies spanning 20 years of research and interventions with PWID in metropolitan Chicago to produce parameters for a synthetic population for realistic computational models (e.g., agent-based models). We then fit an exponential random graph model (ERGM) using the network estimates from the meta-analysis in order to develop the network component of the synthetic population.
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Affiliation(s)
- Basmattee Boodram
- Division of Community Health Sciences, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Mary Ellen Mackesy-Amiti
- Division of Community Health Sciences, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, United States of America,* E-mail:
| | - Aditya Khanna
- Department of Behavioral and Social Sciences, School of Public Health, Brown University, Providence, Rhode Island, United States of America
| | - Bryan Brickman
- Department of Medicine, Chicago Center for HIV Elimination, University of Chicago, Chicago, Illinois, United States of America
| | - Harel Dahari
- Division of Hepatology, Department of Medicine, Loyola University Medical Center, Maywood, Illinois, United States of America
| | - Jonathan Ozik
- Decision and Infrastructure Sciences Division, Argonne National Laboratory, Lemont, Illinois, United States of America
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Du P, Wang X, Kong L, Riley T, Jung J. Changing Urban-Rural Disparities in the Utilization of Direct-Acting Antiviral Agents for Hepatitis C in U.S. Medicare Patients, 2014-2017. Am J Prev Med 2021; 60:285-293. [PMID: 33221144 PMCID: PMC7855597 DOI: 10.1016/j.amepre.2020.08.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 08/26/2020] [Accepted: 08/30/2020] [Indexed: 12/12/2022]
Abstract
INTRODUCTION The advent of direct-acting antiviral agents for treating hepatitis C virus infection has made hepatitis C virus elimination possible. Rural patients with hepatitis C virus infection may be less likely to access direct-acting antiviral agents, but the real-world evidence is scarce on urban-rural disparities in direct-acting antiviral agent utilization. METHODS This retrospective cohort study was conducted in 2019-2020 using Medicare data to examine urban-rural disparities in direct-acting antiviral agent utilization among newly diagnosed patients with hepatitis C virus infection in 2014-2016. Direct-acting antiviral agent use was defined as filling ≥1 prescription for direct-acting antiviral agents during 2014-2017, and patient's urban-rural status was classified on the basis of their ZIP code of residence. This study evaluated the associations between multilevel factors and direct-acting antiviral agent use with a focus on urban-rural disparities. It also assessed changes over time in urban-rural disparities in direct-acting antiviral agent utilization using multivariable cause-specific Cox regression analyses with time-varying hazard ratios. RESULTS Among 204,018 new patients with hepatitis C virus infection, about 30% received direct-acting antiviral agents during 2014-2017. Cumulative direct-acting antiviral agent use gradually increased over time in both urban and rural patients. However, the increase was greater in urban patients than in rural patients. In the first year of follow-up, rural patients had a similar rate of receiving direct-acting antiviral agents (adjusted hazard ratio=1.03, 95% CI=1.00, 1.07), but they were less likely to use direct-acting antiviral agents in later years than urban patients (adjusted hazard ratio=0.85, 95% CI=0.81, 0.90 in the second year, adjusted hazard ratio=0.82, 95% CI=0.76, 0.89 in the third year, and adjusted hazard ratio=0.76, 95% CI=0.64, 0.90 in the fourth year of follow-up). CONCLUSIONS This study reveals important gaps in hepatitis C virus treatment and suggests increasing urban-rural disparities in direct-acting antiviral agent utilization. Enhancing direct-acting antiviral agent uptake in rural populations with hepatitis C virus infection will help reduce hepatitis C virus‒related health disparities and reach the national goal of eliminating hepatitis C virus infection.
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Affiliation(s)
- Ping Du
- Department of Medicine, College of Medicine, Pennsylvania State University, Hershey, Pennsylvania; Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, Pennsylvania.
| | - Xi Wang
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, Pennsylvania
| | - Lan Kong
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, Pennsylvania
| | - Thomas Riley
- Department of Medicine, College of Medicine, Pennsylvania State University, Hershey, Pennsylvania
| | - Jeah Jung
- Department of Health Policy and Administration, College of Health and Human Development, Pennsylvania State University, University Park, Pennsylvania
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Tatara E, Collier NT, Ozik J, Gutfraind A, Cotler SJ, Dahari H, Major M, Boodram B. MULTI-OBJECTIVE MODEL EXPLORATION OF HEPATITIS C ELIMINATION IN AN AGENT-BASED MODEL OF PEOPLE WHO INJECT DRUGS. PROCEEDINGS OF THE ... WINTER SIMULATION CONFERENCE. WINTER SIMULATION CONFERENCE 2019; 2019:1008-1019. [PMID: 32624641 PMCID: PMC7335458 DOI: 10.1109/wsc40007.2019.9004747] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Hepatitis C (HCV) is a leading cause of chronic liver disease and mortality worldwide and persons who inject drugs (PWID) are at the highest risk for acquiring and transmitting HCV infection. We developed an agent-based model (ABM) to identify and optimize direct-acting antiviral (DAA) therapy scale-up and treatment strategies for achieving the World Health Organization (WHO) goals of HCV elimination by the year 2030. While DAA is highly efficacious, it is also expensive, and therefore intervention strategies should balance the goals of elimination and the cost of the intervention. Here we present and compare two methods for finding PWID treatment enrollment strategies by conducting a standard model parameter sweep and compare the results to an evolutionary multi-objective optimization algorithm. The evolutionary approach provides a pareto-optimal set of solutions that minimizes treatment costs and incidence rates.
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Affiliation(s)
| | | | - Jonathan Ozik
- Decision and Infrastructure Sciences Division, Argonne National Laboratory, 5735 S Ellis Ave, Chicago, IL 60637, USA
| | | | | | - Harel Dahari
- Division of Hepatology, Dept of Medicine, Loyola University Medical Center, 2160 S 1st Ave, Maywood, IL 60153, USA
| | - Marian Major
- Division of Viral Products, US Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, MD 20993, USA
| | - Basmattee Boodram
- School of Public Health, University of Illinois at Chicago, 1603 W Taylor St, Chicago, IL 60612, USA
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Major M, Gutfraind A, Shekhtman L, Cui Q, Kachko A, Cotler SJ, Hajarizadeh B, Sacks-Davis R, Page K, Boodram B, Dahari H. Modeling of patient virus titers suggests that availability of a vaccine could reduce hepatitis C virus transmission among injecting drug users. Sci Transl Med 2019; 10:10/449/eaao4496. [PMID: 29997251 DOI: 10.1126/scitranslmed.aao4496] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Revised: 02/24/2018] [Accepted: 06/22/2018] [Indexed: 12/15/2022]
Abstract
The major route of hepatitis C virus (HCV) transmission in the United States is injection drug use. We hypothesized that if an HCV vaccine were available, vaccination could affect HCV transmission among people who inject drugs by reducing HCV titers after viral exposure without necessarily achieving sterilizing immunity. To investigate this possibility, we developed a mathematical model to determine transmission probabilities relative to the HCV RNA titers of needle/syringe-sharing donors. We simulated sharing of two types of syringes fitted with needles that retain either large or small amounts of fluid after expulsion. Using previously published viral kinetics data from both naïve subjects infected with HCV and reinfected individuals who had previously cleared an HCV infection, we estimated transmission risk between pairs of serodiscordant injecting drug users, accounting for syringe type, rinsing, and sharing frequency. We calculated that the risk of HCV transmission through syringe sharing increased ~10-fold as viral titers (log10 IU/ml) increased ~25-fold. Cumulative analyses showed that, assuming sharing episodes every 7 days, the mean transmission risk over the first 6 months was >90% between two people sharing syringes when one had an HCV RNA titer >5 log10 IU/ml. For those with preexisting immunity that rapidly controlled HCV, the cumulative risk decreased to 1 to 25% depending on HCV titer and syringe type. Our modeling approach demonstrates that, even with transient viral replication after exposure during injection drug use, HCV transmission among people sharing syringes could be reduced through vaccination if an HCV vaccine were available.
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Affiliation(s)
- Marian Major
- Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD 20993, USA.
| | - Alexander Gutfraind
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University Chicago, Maywood, IL 60153, USA.,Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Louis Shekhtman
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University Chicago, Maywood, IL 60153, USA.,Department of Physics, Bar-Ilan University, Ramat Gan 52990, Israel
| | - Qingwen Cui
- Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD 20993, USA
| | - Alla Kachko
- Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD 20993, USA
| | - Scott J Cotler
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University Chicago, Maywood, IL 60153, USA
| | - Behzad Hajarizadeh
- The Kirby Institute, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Rachel Sacks-Davis
- Disease Elimination Program, Burnet Institute, Melbourne, Victoria 3004, Australia.,Department of Medicine, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Kimberly Page
- Division of Epidemiology, Biostatistics and Preventive Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
| | - Basmattee Boodram
- Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Harel Dahari
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University Chicago, Maywood, IL 60153, USA.
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Echevarria D, Gutfraind A, Boodram B, Layden J, Ozik J, Page K, Cotler SJ, Major M, Dahari H. Modeling indicates efficient vaccine-based interventions for the elimination of hepatitis C virus among persons who inject drugs in metropolitan Chicago. Vaccine 2019; 37:2608-2616. [PMID: 30962092 DOI: 10.1016/j.vaccine.2019.02.081] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 02/07/2019] [Accepted: 02/22/2019] [Indexed: 02/06/2023]
Abstract
BACKGROUND AND AIMS Persons who inject drugs (PWID) are at highest risk for acquiring and transmitting hepatitis C (HCV) infection. The recent availability of oral direct-acting antiviral (DAA) therapy with reported cure rates >90% can prevent HCV transmission, making HCV elimination an attainable goal among PWID. The World Health Organization (WHO) recently proposed a 90% reduction in HCV incidence as a key objective. However, given barriers to the use of DAAs in PWID, including cost, restricted access to DAAs, and risk of reinfection, combination strategies including the availability of effective vaccines are needed to eradicate HCV as a public health threat. This study aims to model the cost and efficacy of a dual modality approach using HCV vaccines combined with DAAs to reduce HCV incidence by 90% and prevalence by 50% in PWID populations. METHODS We developed a mathematical model that represents the HCV epidemic among PWID and calibrated it to empirical data from metropolitan Chicago, Illinois. Four medical interventions were considered: vaccination of HCV naive PWID, DAA treatment, DAA treatment followed by vaccination, and, a combination of vaccination and DAA treatment. RESULTS The combination of vaccination and DAAs is the lowest cost-expensive intervention for achieving the WHO target of 90% incidence reduction. The use of DAAs without a vaccine is much less cost-effective with the additional risk of reinfection after treatment. Vaccination of naïve PWID alone, even when scaled-up to all reachable PWID, cannot achieve 90% reduction of incidence in high-prevalence populations due to infections occurring before vaccination. Similarly, the lowest cost-expensive way to halve prevalence in 15 years is through the combination of vaccination and DAAs. CONCLUSIONS The modeling results underscore the importance of developing an effective HCV vaccine and augmenting DAAs with vaccines in HCV intervention strategies in order to achieve efficient reductions in incidence and prevalence.
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Affiliation(s)
- Desarae Echevarria
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University, Medical Center, Maywood, IL, USA
| | - Alexander Gutfraind
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University, Medical Center, Maywood, IL, USA; Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL, USA
| | - Basmattee Boodram
- Community Health Sciences, School of Public Health, University of Illinois at Chicago, Chicago, IL, USA
| | - Jennifer Layden
- Health Protection Office, Illinois Department of Public Health, Chicago, IL, USA
| | - Jonathan Ozik
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, USA; Decision and Infrastructure Sciences, Argonne National Laboratory, Argonne, IL, USA
| | - Kimberly Page
- Division of Epidemiology, Biostatistics and Preventive Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Scott J Cotler
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University, Medical Center, Maywood, IL, USA
| | - Marian Major
- Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Harel Dahari
- The Program for Experimental & Theoretical Modeling, Division of Hepatology, Department of Medicine, Loyola University, Medical Center, Maywood, IL, USA.
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Johnson K, Jones C, Compton W, Baldwin G, Fan J, Mermin J, Bennett J. Federal Response to the Opioid Crisis. Curr HIV/AIDS Rep 2018; 15:293-301. [PMID: 29968173 PMCID: PMC11034841 DOI: 10.1007/s11904-018-0398-8] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
PURPOSE OF REVIEW In light of the current crisis in opioid involved overdose deaths, the federal Department of Health and Human Services operating divisions are working together to implement a data-driven, research-based strategy to reduce opioid misuse and its consequences. RECENT FINDINGS The strategy has five elements: (1) strengthening public health data collection and reporting; (2) advancing the practice of pain management; (3) improving access to addiction prevention, treatment, and recovery support services; (4) increasing availability of overdose-reversing drugs; and (5) supporting cutting-edge research in treatment of pain, opioid use disorder, and associated conditions. The Department of Health and Human Services has developed a concerted, coordinated evidence-based effort across department divisions to reduce opioid misuse, prevalence of opioid use disorder, and reduce deaths due to opioid use.
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Affiliation(s)
- Kimberly Johnson
- Substance Abuse Mental Health Services Administration (SAMHSA), Rockville, MD, USA.
- University of South Florida, Tampa, Florida, USA.
| | - Chris Jones
- Office of the Assistant Secretary for Planning and Evaluation, Department of Health and Human Services, Washington, DC, USA
| | | | - Grant Baldwin
- Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Jennifer Fan
- Substance Abuse Mental Health Services Administration (SAMHSA), Rockville, MD, USA
| | - Jonathan Mermin
- Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Jean Bennett
- Substance Abuse Mental Health Services Administration (SAMHSA), Rockville, MD, USA
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