Simbiotics: A Multiscale Integrative Platform for 3D Modeling of Bacterial Populations

被引:29
|
作者
Naylor, Jonathan [1 ]
Fellermann, Harold [1 ]
Ding, Yuchun [1 ]
Mohammed, Waleed K. [2 ]
Jakubovics, Nicholas S. [2 ]
Mukherjee, Joy [3 ]
Biggs, Catherine A. [3 ]
Wright, Phillip C. [4 ]
Krasnogor, Natalio [1 ]
机构
[1] Newcastle Univ, Interdisciplinary Comp & Complex Biosyst ICOS Res, Sch Comp Sci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] Newcastle Univ, Sch Dent Sci, Newcastle Upon Tyne NE2 4BW, Tyne & Wear, England
[3] Univ Sheffield, Dept Chem & Biol Engn, Sheffield S10 2TN, S Yorkshire, England
[4] Newcastle Univ, Sch Chem Engn & Adv Mat, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
来源
ACS SYNTHETIC BIOLOGY | 2017年 / 6卷 / 07期
基金
英国工程与自然科学研究理事会;
关键词
bacterial population; simulation; multiscale; biofilm; agent-based model; interaction; BIOFILM FORMATION; ESCHERICHIA-COLI; SYSTEMS; COMMUNICATION; SIMULATION; ADHESION; BIOLOGY; SBML;
D O I
10.1021/acssynbio.6b00315
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Simbiotics is a spatially explicit multiscale modeling platform for the design, simulation and analysis of bacterial populations. Systems ranging from planktonic cells and colonies, to biofilm formation and development may be modeled. Representation of biological systems in Simbiotics is flexible, and user-defined processes may be in a variety of forms depending on desired model abstraction. Simbiotics provides a library of modules such as cell geometries, physical force dynamics, genetic circuits, metabolic pathways, chemical diffusion and cell interactions. Model defined processes are integrated and scheduled for parallel multithread and multi-CPU execution. A virtual lab provides the modeler with analysis modules and some simulated lab equipment, enabling automation of sample interaction and data collection. An extendable and modular framework allows for the platform to be updated as novel models of bacteria are developed, coupled with an intuitive user interface to allow for model definitions with minimal programming experience. Simbiotics can integrate existing standards such as SBML, and process microscopy images to initialize the 3D spatial configuration of bacteria consortia. Two case studies, used to illustrate the platform flexibility, focus on the physical properties of the biosystems modeled. These pilot case studies demonstrate Simbiotics versatility in modeling and analysis of natural systems and as a CAD tool for synthetic biology.
引用
收藏
页码:1194 / 1210
页数:17
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