Stochastic modelling of individual cell growth using flow chamber microscopy images

被引:40
作者
Kutalik, Z
Razaz, M
Elfwing, A
Ballagi, A
Baranyi, J
机构
[1] Inst Food Res, Inst Food Res, Norwich NR4 7UA, Norfolk, England
[2] Univ E Anglia, Royal Soc Wolfson Bioinformat Res Lab, Sch Comp Sci, Norwich NR4 7TJ, Norfolk, England
[3] Univ Uppsala, Ctr Surface Biotechnol, S-75123 Uppsala, Sweden
关键词
lag time; single cell; stochastic modelling; cell division; generation time; image analysis; cell length;
D O I
10.1016/j.ijfoodmicro.2005.04.026
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
In this paper, we analysed individual cell growth images obtained by flow chamber microscopy system. We used replicate flow chamber experiment data as reported by Elfwing et al. (2004) [Elfwing, A., Le Marc, Y., Baranyi, J., Ballagi, A., 2004. Observing the growth and division of large number of individual bacteria using image analysis. Applied and Environmental Microbiology 70, 675-678] involving both unstressed and heat shocked Listeria innocua cells. After observing the kinetics of a large number of cells, we propose a new stochastic model for their individual growth. By comparing our model with other existing models in the literature, we demonstrate that ours can accurately describe the growth of both stressed and unstressed cells. Our results indicate that the lag period, in terms of cell division, coincides dominantly with a lag period in terms of cell size. We also reveal various connections between cell length, lag time and cell division models. Finally, we present the results of our investigation on the effect of the duration of sublethal heat shock on the found growth properties. (c) 2005 Elsevier B.V All rights reserved.
引用
收藏
页码:177 / 190
页数:14
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