A hybrid individual-based mathematical model to study bladder infections

被引:3
作者
Lasri Doukkali, Anas [1 ]
Lorenzi, Tommaso [2 ]
Parcell, Benjamin J. [3 ]
Rohn, Jennifer L. [4 ]
Bowness, Ruth [5 ]
机构
[1] Univ St Andrews, Sch Med & Math & Stat, St Andrews, Scotland
[2] Politecn Torino, Dept Math Sci, Turin, Italy
[3] Ninewells Hosp & Med Sch, Med Microbiol, NHS Tayside, Dundee, Scotland
[4] UCL, Ctr Urol Biol, Dept Renal Med, Div Med, London, England
[5] Univ Bath, Dept Math Sci, Bath, England
基金
英国医学研究理事会; 英国惠康基金; 英国工程与自然科学研究理事会;
关键词
mathematical; model; individual-based; simulation; bladder; infection; Escherichia coli; UROPATHOGENIC ESCHERICHIA-COLI; URINARY-TRACT; MAST-CELLS; NEUTROPHIL RECRUITMENT; PERSISTENT;
D O I
10.3389/fams.2023.1090334
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
IntroductionBladder infections are common, affecting millions each year, and are often recurrent problems. MethodsWe have developed a spatial mathematical framework consisting of a hybrid individual-based model to simulate these infections in order to understand more about the bacterial mechanisms and immune dynamics. We integrate a varying bacterial replication rate and model bacterial shedding as an immune mechanism. ResultsWe investigate the effect that varying the initial bacterial load has on infection outcome, where we find that higher bacterial burden leads to poorer outcomes, but also find that only a single bacterium is needed to establish infection in some cases. We also simulate an immunocompromised environment, confirming the intuitive result that bacterial spread typically progresses at a higher rate. ConclusionsWith future model developments, this framework is capable of providing new clinical insight into bladder infections.
引用
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页数:15
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