Suppr超能文献

基于吸毒人群主体模型的丙型肝炎消除多目标模型探索

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

作者信息

Tatara Eric, Collier Nicholson T, Ozik Jonathan, Gutfraind Alexander, Cotler Scott J, Dahari Harel, Major Marian, Boodram Basmattee

机构信息

Decision and Infrastructure Sciences Division, Argonne National Laboratory, 5735 S Ellis Ave, Chicago, IL 60637, USA.

Division of Hepatology, Dept of Medicine, Loyola University Medical Center, 2160 S 1st Ave, Maywood, IL 60153, USA.

出版信息

Proc Winter Simul Conf. 2019 Dec;2019:1008-1019. doi: 10.1109/wsc40007.2019.9004747. Epub 2020 Feb 20.

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.

摘要

丙型肝炎(HCV)是全球慢性肝病和死亡的主要原因,注射吸毒者(PWID)感染和传播HCV的风险最高。我们开发了一种基于主体的模型(ABM),以确定和优化直接抗病毒药物(DAA)治疗的扩大规模和治疗策略,以实现世界卫生组织(WHO)到2030年消除HCV的目标。虽然DAA非常有效,但也很昂贵,因此干预策略应在消除目标和干预成本之间取得平衡。在这里,我们通过进行标准模型参数扫描,展示并比较了两种寻找PWID治疗登记策略的方法,并将结果与进化多目标优化算法进行比较。进化方法提供了一组帕累托最优解,可将治疗成本和发病率降至最低。

相似文献

引用本文的文献

1
DISTRIBUTED MODEL EXPLORATION WITH EMEWS.使用EMEWS进行分布式模型探索
Proc Winter Simul Conf. 2024 Dec;2024:72-86. doi: 10.1109/wsc63780.2024.10838848.

本文引用的文献

1
FROM DESKTOP TO LARGE-SCALE MODEL EXPLORATION WITH SWIFT/T.借助SWIFT/T从桌面探索到大规模模型探索
Proc Winter Simul Conf. 2016 Dec;2016:206-220. doi: 10.1109/WSC.2016.7822090. Epub 2017 Jan 19.
2
How to eliminate HCV in people who inject drugs in the USA.如何在美国消除注射吸毒者中的丙型肝炎病毒。
Lancet Infect Dis. 2018 Feb;18(2):134-135. doi: 10.1016/S1473-3099(17)30678-3. Epub 2017 Nov 15.
9
Epidemiology of viral hepatitis and hepatocellular carcinoma.病毒性肝炎与肝细胞癌的流行病学。
Gastroenterology. 2012 May;142(6):1264-1273.e1. doi: 10.1053/j.gastro.2011.12.061.
10
Epidemiology of hepatitis C virus infection.丙型肝炎病毒感染的流行病学
World J Gastroenterol. 2007 May 7;13(17):2436-41. doi: 10.3748/wjg.v13.i17.2436.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验