CTCmodeler: An Agent-Based Framework to Simulate Pathogen Transmission Along an Inter-individual Contact Network in a Hospital

被引:2
作者
Duval, Audrey [1 ]
Smith, David [1 ]
Guillemot, Didier [1 ]
Opatowski, Lulla [1 ]
Temime, Laura [2 ,3 ]
机构
[1] Univ Versailles St Quentin, Inst Pasteur, Unite B2PHI, Equipe PheMI,Inserm, 25 Rue Docteur Roux, F-75015 Paris, France
[2] Conservatoire Natl Arts & Metiers, Lab MESuRS, 292 Rue St Martin, F-75003 Paris, France
[3] Cnam, Inst Pasteur, Unite PACRI, 25 Rue Docteur Roux, F-75015 Paris, France
来源
COMPUTATIONAL SCIENCE - ICCS 2019, PT II | 2019年 / 11537卷
关键词
Agent based model; Hospital; Multiresistant bacteria; CARE; MODEL; SPREAD; IMPACT;
D O I
10.1007/978-3-030-22741-8_34
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Over the last decade, computational modeling has proved a useful tool to simulate the transmission dynamics of nosocomial pathogens and can be used to predict optimal control measures in healthcare settings. Nosocomial infections are a major public health issue especially since the increase of antimicrobial resistance. Here, we present CTCmodeler, a framework that incorporates an agent-based model to simulate pathogen transmission through inter-individual contact in a hospital setting. CTCmodeler uses real admission, swab and contact data to deduce its own parameters, simulate inter-individual pathogen transmission across hospital wards and produce weekly incidence estimates. Most previous hospital models have not accounted for individual heterogeneity of contact patterns. By contrast, CTCmodeler explicitly captures temporal heterogeneous individual contact dynamics by modelling close-proximity interactions over time. Here, we illustrate the use of CTCmodeler to simulate methicillin-resistant Staphylococcus aureus dissemination in a French long-term care hospital, using longitudinal data on sensor-recorded contacts and weekly swabs from the i-Bird study.
引用
收藏
页码:477 / 487
页数:11
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