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光养混合物种亚气生生物膜昼夜活动和长时间生存的数学模型。

A Mathematical Model of Diel Activity and Long Time Survival in Phototrophic Mixed-Species Subaerial Biofilms.

机构信息

Department of Mathematics and Applications, University of Naples Federico II, Naples, Italy.

U.S. National Park Service, North Atlantic-Appalachian Region, Historic Architecture, Conservation, and Engineering Program, New York, USA.

出版信息

Bull Math Biol. 2024 Aug 28;86(10):123. doi: 10.1007/s11538-024-01348-3.

Abstract

Subaerial biofilms (SAB) are intricate microbial communities living on terrestrial surfaces, of interest in a variety of contexts including cultural heritage preservation, microbial ecology, biogeochemical cycling, and biotechnology. Here we propose a mathematical model aimed at better understanding the interplay between cyanobacteria and heterotrophic bacteria, common microbial SAB constituents, and their mutual dependence on local environmental conditions. SABs are modeled as thin mixed biofilm-liquid water layers sitting on stone. A system of ordinary differential equations regulates the dynamics of key SAB components: cyanobacteria, heterotrophs, polysaccharides and decayed biomass, as well as cellular levels of organic carbon, nitrogen and energy. These components are interconnected through a network of energetically dominant metabolic pathways, modeled with limitation terms reflecting the impact of biotic and abiotic factors. Daily cylces of temperature, humidity, and light intensity are considered as input model variables that regulate microbial activity by influencing water availability and metabolic kinetics. Relevant physico-chemical processes, including pH regulation, further contribute to a description of the SAB ecology. Numerical simulations explore the dynamics of SABs in a real-world context, revealing distinct daily activity periods shaped by water activity and light availability, as well as longer time scale survivability conditions. Results also suggest that heterotrophs could play a substantial role in decomposing non-volatile carbon compounds and regulating pH, thus influencing the overall composition and stability of the biofilm.

摘要

陆生生物膜(SAB)是一种复杂的微生物群落,生活在陆地表面,在文化遗产保护、微生物生态学、生物地球化学循环和生物技术等多种背景下具有重要意义。在这里,我们提出了一个数学模型,旨在更好地理解蓝藻和异养细菌之间的相互作用,它们是陆生生物膜中常见的微生物成分,以及它们对当地环境条件的相互依赖。SAB 被建模为坐在石头上的薄混合生物膜-液态水层。一组常微分方程调节关键 SAB 成分的动态:蓝藻、异养菌、多糖和腐烂生物质,以及细胞水平的有机碳、氮和能量。这些成分通过一个能量主导的代谢途径网络相互连接,通过反映生物和非生物因素影响的限制项来建模。考虑到温度、湿度和光照强度的日循环作为输入模型变量,通过影响水的可用性和代谢动力学来调节微生物的活性。相关的物理化学过程,包括 pH 调节,进一步有助于描述 SAB 生态。数值模拟在真实环境中探索 SAB 的动态,揭示了由水活性和光可用性塑造的独特的每日活动期,以及更长时间尺度的生存条件。结果还表明,异养菌可能在分解非挥发性碳化合物和调节 pH 值方面发挥重要作用,从而影响生物膜的整体组成和稳定性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0f2d/11358337/d0ee7146744b/11538_2024_1348_Fig1_HTML.jpg

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