Literature DB >> 32624641

MULTI-OBJECTIVE MODEL EXPLORATION OF HEPATITIS C ELIMINATION IN AN AGENT-BASED MODEL OF PEOPLE WHO INJECT DRUGS.

Eric Tatara, Nicholson T Collier, Jonathan Ozik1, Alexander Gutfraind, Scott J Cotler, Harel Dahari2, Marian Major3, Basmattee Boodram4.   

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.

Entities:  

Year:  2020        PMID: 32624641      PMCID: PMC7335458          DOI: 10.1109/wsc40007.2019.9004747

Source DB:  PubMed          Journal:  Proc Winter Simul Conf        ISSN: 0891-7736


  10 in total

1.  FROM DESKTOP TO LARGE-SCALE MODEL EXPLORATION WITH SWIFT/T.

Authors:  Jonathan Ozik; Nicholson T Collier; Justin M Wozniak; Carmine Spagnuolo
Journal:  Proc Winter Simul Conf       Date:  2017-01-19

Review 2.  Epidemiology of viral hepatitis and hepatocellular carcinoma.

Authors:  Hashem B El-Serag
Journal:  Gastroenterology       Date:  2012-05       Impact factor: 22.682

3.  Treatment as prevention: the breaking of taboos is required in the fight against hepatitis C among people who inject drugs.

Authors:  Philip Bruggmann
Journal:  Hepatology       Date:  2013-09-17       Impact factor: 17.425

4.  The impact of injecting networks on hepatitis C transmission and treatment in people who inject drugs.

Authors:  Margaret Hellard; David A Rolls; Rachel Sacks-Davis; Garry Robins; Philippa Pattison; Peter Higgs; Campbell Aitken; Emma McBryde
Journal:  Hepatology       Date:  2014-10-24       Impact factor: 17.425

Review 5.  Epidemiology of hepatitis C virus infection.

Authors:  Miriam J Alter
Journal:  World J Gastroenterol       Date:  2007-05-07       Impact factor: 5.742

6.  How to eliminate HCV in people who inject drugs in the USA.

Authors:  Harel Dahari; Basmattee Boodram
Journal:  Lancet Infect Dis       Date:  2017-11-15       Impact factor: 25.071

7.  Hepatitis C virus treatment as prevention in an extended network of people who inject drugs in the USA: a modelling study.

Authors:  Alexei Zelenev; Jianghong Li; Alyona Mazhnaya; Sanjay Basu; Frederick L Altice
Journal:  Lancet Infect Dis       Date:  2017-11-15       Impact factor: 25.071

8.  Should we treat acute hepatitis C? A decision and cost-effectiveness analysis.

Authors:  Emily D Bethea; Qiushi Chen; Chin Hur; Raymond T Chung; Jagpreet Chhatwal
Journal:  Hepatology       Date:  2018-01-24       Impact factor: 17.425

9.  Agent-Based Model Forecasts Aging of the Population of People Who Inject Drugs in Metropolitan Chicago and Changing Prevalence of Hepatitis C Infections.

Authors:  Alexander Gutfraind; Basmattee Boodram; Nikhil Prachand; Atesmachew Hailegiorgis; Harel Dahari; Marian E Major
Journal:  PLoS One       Date:  2015-09-30       Impact factor: 3.240

10.  Trends in the population prevalence of people who inject drugs in US metropolitan areas 1992-2007.

Authors:  Barbara Tempalski; Enrique R Pouget; Charles M Cleland; Joanne E Brady; Hannah L F Cooper; H Irene Hall; Amy Lansky; Brooke S West; Samuel R Friedman
Journal:  PLoS One       Date:  2013-06-05       Impact factor: 3.240

  10 in total
  3 in total

1.  Application of Distributed Agent-based Modeling to Investigate Opioid Use Outcomes in Justice Involved Populations.

Authors:  Eric Tatara; John Schneider; Madeline Quasebarth; Nicholson Collier; Harold Pollack; Basmattee Boodram; Sam Friedman; Elizabeth Salisbury-Afshar; Mary Ellen Mackesy-Amiti; Jonathan Ozik
Journal:  IEEE Int Symp Parallel Distrib Process Workshops Phd Forum       Date:  2021-06-24

2.  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.

Authors:  Basmattee Boodram; Mary Ellen Mackesy-Amiti; Aditya Khanna; Bryan Brickman; Harel Dahari; Jonathan Ozik
Journal:  PLoS One       Date:  2022-01-12       Impact factor: 3.240

3.  Modeling hepatitis C micro-elimination among people who inject drugs with direct-acting antivirals in metropolitan Chicago.

Authors:  Eric Tatara; Alexander Gutfraind; Nicholson T Collier; Desarae Echevarria; Scott J Cotler; Marian E Major; Jonathan Ozik; Harel Dahari; Basmattee Boodram
Journal:  PLoS One       Date:  2022-03-10       Impact factor: 3.240

  3 in total

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