Suppr超能文献

PROKARYO:大肠杆菌乳糖操纵子的一个具有说明性和交互性的计算模型。

PROKARYO: an illustrative and interactive computational model of the lactose operon in the bacterium Escherichia coli.

作者信息

Esmaeili Afshin, Davison Timothy, Wu Andrew, Alcantara Joenel, Jacob Christian

机构信息

Department of Computer Science, Faculty of Science, University of Calgary, 2500 University Drive NW, Calgary, T2N 1N4, Canada.

Department of Microbiology, Immunology and Infectious Diseases, Cumming School of Medicine, University of Calgary, 3330 Hospital Drive NW, Calgary, T2N 4N1, Canada.

出版信息

BMC Bioinformatics. 2015 Sep 29;16:311. doi: 10.1186/s12859-015-0720-z.

Abstract

BACKGROUND

We are creating software for agent-based simulation and visualization of bio-molecular processes in bacterial and eukaryotic cells. As a first example, we have built a 3-dimensional, interactive computer model of an Escherichia coli bacterium and its associated biomolecular processes. Our illustrative model focuses on the gene regulatory processes that control the expression of genes involved in the lactose operon. Prokaryo, our agent-based cell simulator, incorporates cellular structures, such as plasma membranes and cytoplasm, as well as elements of the molecular machinery, including RNA polymerase, messenger RNA, lactose permease, and ribosomes.

RESULTS

The dynamics of cellular 'agents' are defined by their rules of interaction, implemented as finite state machines. The agents are embedded within a 3-dimensional virtual environment with simulated physical and electrochemical properties. The hybrid model is driven by a combination of (1) mathematical equations (DEQs) to capture higher-scale phenomena and (2) agent-based rules to implement localized interactions among a small number of molecular elements. Consequently, our model is able to capture phenomena across multiple spatial scales, from changing concentration gradients to one-on-one molecular interactions. We use the classic gene regulatory mechanism of the lactose operon to demonstrate our model's resolution, visual presentation, and real-time interactivity. Our agent-based model expands on a sophisticated mathematical E. coli metabolism model, through which we highlight our model's scientific validity.

CONCLUSION

We believe that through illustration and interactive exploratory learning a model system like Prokaryo can enhance the general understanding and perception of biomolecular processes. Our agent-DEQ hybrid modeling approach can also be of value to conceptualize, illustrate, and--eventually--validate cell experiments in the wet lab.

摘要

背景

我们正在开发用于基于代理的细菌和真核细胞生物分子过程模拟与可视化的软件。作为第一个示例,我们构建了一个大肠杆菌及其相关生物分子过程的三维交互式计算机模型。我们的示例模型聚焦于控制乳糖操纵子中相关基因表达的基因调控过程。Prokaryo,我们基于代理的细胞模拟器,纳入了细胞结构,如质膜和细胞质,以及分子机制的元素,包括RNA聚合酶、信使RNA、乳糖通透酶和核糖体。

结果

细胞“代理”的动态由其相互作用规则定义,这些规则以有限状态机的形式实现。这些代理被嵌入到具有模拟物理和电化学特性的三维虚拟环境中。混合模型由以下两者结合驱动:(1)用于捕捉更高尺度现象的数学方程(DEQ),以及(2)用于实现少量分子元素之间局部相互作用的基于代理的规则。因此,我们的模型能够捕捉从浓度梯度变化到一对一分子相互作用等多个空间尺度的现象。我们使用乳糖操纵子的经典基因调控机制来展示我们模型的分辨率、视觉呈现和实时交互性。我们基于代理的模型在一个复杂的大肠杆菌代谢数学模型基础上进行了扩展,借此突出我们模型的科学有效性。

结论

我们相信,通过示例和交互式探索性学习,像Prokaryo这样的模型系统可以增强对生物分子过程的总体理解和认知。我们的代理 - DEQ混合建模方法对于在湿实验室中概念化、说明并最终验证细胞实验也可能具有价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f462/4587781/2becdab8e7f4/12859_2015_720_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验