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AgentCell: a digital single-cell assay for bacterial chemotaxis

机译:AgentCell:用于细菌趋化性的数字单细胞测定

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Motivation: In recent years, single-cell biology has focused on the relationship between the stochastic nature of molecular interactions and variability of cellular behavior. To describe this relationship, it is necessary to develop new computational approaches at the single-cell level.Results: We have developed AgentCell, a model using agent-based technology to study the relationship between stochastic intracellular processes and behavior of individual cells. As a test-bed for our approach we use bacterial chemotaxis, one of the best characterized biological systems. In this model, each bacterium is an agent equipped with its own chemotaxis network, motors and flagella. Swimming cells are free to move in a 3D environment. Digital chemotaxis assays reproduce experimental data obtained from both single cells and bacterial populations.
机译:动机:近年来,单细胞生物学一直关注分子相互作用的随机性质与细胞行为变异之间的关系。为了描述这种关系,有必要在单细胞水平上开发新的计算方法。结果:我们已经开发了AgentCell,这是一种使用基于代理的技术的模型,用于研究随机细胞内过程与单个细胞行为之间的关系。作为我们方法的试验床,我们使用细菌趋化性,这是最有特色的生物系统之一。在此模型中,每种细菌都是配备有自己的趋化性网络,马达和鞭毛的媒介。游泳室可以在3D环境中自由移动。数字化趋化分析可重现从单细胞和细菌种群获得的实验数据。

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