Juan A. Aledo, Carlos Andreu-Vilarroig, Juan-Carlos Cortés, Juan C. Orengo, Rafael-Jacinto Villanueva
{"title":"On the epidemiological evolution of colistin-resistant Acinetobacter baumannii in the city of Valencia: an agent-based modelling approach","authors":"Juan A. Aledo, Carlos Andreu-Vilarroig, Juan-Carlos Cortés, Juan C. Orengo, Rafael-Jacinto Villanueva","doi":"10.1051/mmnp/2023037","DOIUrl":null,"url":null,"abstract":"Antibiotic resistance is one of the greatest public health threats today, mainly due to the non-rational use of antibiotics. Some of these microorganisms, such as Acinetobacter baumannii, which are especially problematic in hospitals, have rapidly developed resistance and only a few last-resort antibiotics, such as colistin, are effective against them. In this work we propose a random agent-based model to describe the evolution of colistin-resistant A. baumannii in the population of Valencia city (Spain) and to predict its impact both on the whole population and by age groups. The model consists of a synthetic population whose agents evolve over time by changing their state variables randomly, based on a set of conditional probabilities, simulating the pathogen infection process. The model has been calibrated with real epidemiological data and, with the best parameters found, simulations and predictions about the incidence and the absolute cases of colistin-resistan A. baumannii have been carried out for the coming years. Results suggest that the evolution of the proportion of resistance will be exponential, exceeding 50% around 2025, and it will affect people over 60 years old more severely in terms of the number of cases.","PeriodicalId":18285,"journal":{"name":"Mathematical Modelling of Natural Phenomena","volume":"1 1","pages":"0"},"PeriodicalIF":2.6000,"publicationDate":"2023-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Mathematical Modelling of Natural Phenomena","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1051/mmnp/2023037","RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATHEMATICAL & COMPUTATIONAL BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Antibiotic resistance is one of the greatest public health threats today, mainly due to the non-rational use of antibiotics. Some of these microorganisms, such as Acinetobacter baumannii, which are especially problematic in hospitals, have rapidly developed resistance and only a few last-resort antibiotics, such as colistin, are effective against them. In this work we propose a random agent-based model to describe the evolution of colistin-resistant A. baumannii in the population of Valencia city (Spain) and to predict its impact both on the whole population and by age groups. The model consists of a synthetic population whose agents evolve over time by changing their state variables randomly, based on a set of conditional probabilities, simulating the pathogen infection process. The model has been calibrated with real epidemiological data and, with the best parameters found, simulations and predictions about the incidence and the absolute cases of colistin-resistan A. baumannii have been carried out for the coming years. Results suggest that the evolution of the proportion of resistance will be exponential, exceeding 50% around 2025, and it will affect people over 60 years old more severely in terms of the number of cases.
期刊介绍:
The Mathematical Modelling of Natural Phenomena (MMNP) is an international research journal, which publishes top-level original and review papers, short communications and proceedings on mathematical modelling in biology, medicine, chemistry, physics, and other areas. The scope of the journal is devoted to mathematical modelling with sufficiently advanced model, and the works studying mainly the existence and stability of stationary points of ODE systems are not considered. The scope of the journal also includes applied mathematics and mathematical analysis in the context of its applications to the real world problems. The journal is essentially functioning on the basis of topical issues representing active areas of research. Each topical issue has its own editorial board. The authors are invited to submit papers to the announced issues or to suggest new issues.
Journal publishes research articles and reviews within the whole field of mathematical modelling, and it will continue to provide information on the latest trends and developments in this ever-expanding subject.