An Agent-Based Model for Pathogen Persistence and Cross-Contamination Dynamics in a Food Facility

被引:12
|
作者
Mokhtari, Amir [1 ]
Van Doren, Jane M. [1 ]
机构
[1] US FDA, Ctr Food Safety & Appl Nutr, Off Analyt & Outreach, College Pk, MD USA
关键词
Agent-based modeling; food facility; Listeria monocytogenes; microbial cross-contamination; pathogen persistence; LISTERIA-MONOCYTOGENES; NONTHERMAL INACTIVATION; SENSITIVITY-ANALYSIS; MATHEMATICAL-MODEL; RISK-ASSESSMENT; GROWTH-RATE; PH; TEMPERATURE; SURVIVAL; UNCERTAINTY;
D O I
10.1111/risa.13215
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
We used an agent-based modeling (ABM) framework and developed a mathematical model to explain the complex dynamics of microbial persistence and spread within a food facility and to aid risk managers in identifying effective mitigation options. The model explicitly considered personal hygiene practices by food handlers as well as their activities and simulated a spatially explicit dynamic system representing complex interaction patterns among food handlers, facility environment, and foods. To demonstrate the utility of the model in a decision-making context, we created a hypothetical case study and used it to compare different risk mitigation strategies for reducing contamination and spread of Listeria monocytogenes in a food facility. Model results indicated that areas with no direct contact with foods (e.g., loading dock and restroom) can serve as contamination niches and recontaminate areas that have direct contact with food products. Furthermore, food handlers' behaviors, including, for example, hygiene and sanitation practices, can impact the persistence of microbial contamination in the facility environment and the spread of contamination to prepared foods. Using this case study, we also demonstrated benefits of an ABM framework for addressing food safety in a complex system in which emergent system-level responses are predicted using a bottom-up approach that observes individual agents (e.g., food handlers) and their behaviors. Our model can be applied to a wide variety of pathogens, food commodities, and activity patterns to evaluate efficacy of food-safety management practices and quantify contamination reductions associated with proposed mitigation strategies in food facilities.
引用
收藏
页码:992 / 1021
页数:30
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