AgentCell: a digital single-cell assay for bacterial chemotaxis

被引:94
作者
Emonet, T
Macal, CM
North, MJ
Wickersham, CE
Cluzel, P
机构
[1] Univ Chicago, Inst Biophys Dynam, Chicago, IL 60637 USA
[2] Univ Chicago, James Franck Inst, Chicago, IL 60637 USA
[3] Argonne Natl Lab, Ctr Complex Adapt Agent Syst Simulat, Decis & Informat Sci Div, Argonne, IL 60439 USA
关键词
D O I
10.1093/bioinformatics/bti391
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页码:2714 / 2721
页数:8
相关论文
共 38 条
[1]  
Axelrod R., 1997, COMPLEXITY COOPERATI
[2]   A high-throughput capillary assay for bacterial chemotaxis [J].
Bainer, R ;
Park, H ;
Cluzel, P .
JOURNAL OF MICROBIOLOGICAL METHODS, 2003, 55 (01) :315-319
[3]  
Berg H. C., 1993, RANDOM WALKS BIOL
[4]  
BERG HC, 1972, NATURE, V239, P500, DOI 10.1038/239500a0
[5]   Motile behavior of bacteria [J].
Berg, HC .
PHYSICS TODAY, 2000, 53 (01) :24-29
[6]  
BURKHART R, 2000, SWARM RELEASE DOCUME
[7]   Cell balance equation for chemotactic bacteria with a biphasic tumbling frequency [J].
Chen, KC ;
Ford, RM ;
Cummings, PT .
JOURNAL OF MATHEMATICAL BIOLOGY, 2003, 47 (06) :518-546
[8]   An ultrasensitive bacterial motor revealed by monitoring signaling proteins in single cells [J].
Cluzel, P ;
Surette, M ;
Leibler, S .
SCIENCE, 2000, 287 (5458) :1652-1655
[9]  
COLLIER N, 2001, REPAST
[10]  
Epstein J., 1996, Growing Artificial Societies: Social Science from the Bottom Up