Agent-based modeling of erosion and sloughing during growth of Pseudomonas aeruginosa biofilms.

IF 11.4 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Ryan Bournes, Suzie Hingley-Wilson, Bing Guo, Cayla Harris, Umar Abubacar, Mark Chambers, Roman Bauer
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引用次数: 0

Abstract

Pseudomonas aeruginosa is a prevalent healthcare pathogen. It forms biofilms, which significantly increase antibiotic resistance, escalating the burden on healthcare systems. While global biofilm phenomena are observable experimentally, understanding local behaviours of bacteria and their environment, and how these factors drive biofilm formation, is challenging. Agent-based modelling (ABM) offers a computational solution to simulate these local behaviours and resulting large-scale phenomena. ABMs can simulate physical mechanisms like erosion and sloughing but often lack the ability to capture them during biofilm growth and validate them experimentally. We present a three-dimensional ABM of P. aeruginosa biofilms growing under constant flow. This model is the first of its kind to accurately capture the change in physical shape of biofilms growing under constant flow, as well as capture erosion and sloughing as natural byproducts of local bacteria interactions. The model is validated both qualitatively and quantitatively against experimental culture results, providing a general framework that can be adapted to simulate different environments or other biofilm-forming species.

铜绿假单胞菌生物膜生长过程中侵蚀和脱落的agent建模。
铜绿假单胞菌是一种流行的保健病原体。它形成生物膜,显著增加抗生素耐药性,加重卫生保健系统的负担。虽然全球生物膜现象可以通过实验观察到,但了解细菌及其环境的局部行为以及这些因素如何驱动生物膜的形成是具有挑战性的。基于智能体的建模(ABM)提供了一种计算解决方案来模拟这些局部行为和由此产生的大规模现象。ABMs可以模拟侵蚀和脱落等物理机制,但通常缺乏在生物膜生长过程中捕获它们并在实验中验证它们的能力。我们展示了铜绿假单胞菌生物膜在恒定流量下生长的三维ABM。该模型是同类中第一个准确捕捉生物膜在恒定流量下生长的物理形状变化的模型,以及捕捉作为局部细菌相互作用的自然副产物的侵蚀和脱落。该模型根据实验培养结果进行了定性和定量验证,提供了一个可用于模拟不同环境或其他生物膜形成物种的总体框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
npj Biofilms and Microbiomes
npj Biofilms and Microbiomes Immunology and Microbiology-Microbiology
CiteScore
12.10
自引率
3.30%
发文量
91
审稿时长
9 weeks
期刊介绍: npj Biofilms and Microbiomes is a comprehensive platform that promotes research on biofilms and microbiomes across various scientific disciplines. The journal facilitates cross-disciplinary discussions to enhance our understanding of the biology, ecology, and communal functions of biofilms, populations, and communities. It also focuses on applications in the medical, environmental, and engineering domains. The scope of the journal encompasses all aspects of the field, ranging from cell-cell communication and single cell interactions to the microbiomes of humans, animals, plants, and natural and built environments. The journal also welcomes research on the virome, phageome, mycome, and fungome. It publishes both applied science and theoretical work. As an open access and interdisciplinary journal, its primary goal is to publish significant scientific advancements in microbial biofilms and microbiomes. The journal enables discussions that span multiple disciplines and contributes to our understanding of the social behavior of microbial biofilm populations and communities, and their impact on life, human health, and the environment.
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