MULTI-OBJECTIVE MODEL EXPLORATION OF HEPATITIS C ELIMINATION IN AN AGENT-BASED MODEL OF PEOPLE WHO INJECT DRUGS.
Journal
Proceedings of the ... Winter Simulation Conference. Winter Simulation Conference
ISSN: 0891-7736
Titre abrégé: Proc Winter Simul Conf
Pays: United States
ID NLM: 101614313
Informations de publication
Date de publication:
Dec 2019
Dec 2019
Historique:
entrez:
7
7
2020
pubmed:
7
7
2020
medline:
7
7
2020
Statut:
ppublish
Résumé
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.
Identifiants
pubmed: 32624641
doi: 10.1109/wsc40007.2019.9004747
pmc: PMC7335458
mid: NIHMS1604171
doi:
Types de publication
Journal Article
Langues
eng
Pagination
1008-1019Subventions
Organisme : NIDA NIH HHS
ID : R01 DA043484
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM121600
Pays : United States
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