Changhan He,Samat Bayakhmetov,Duane Harris,Yang Kuang,Xiao Wang
出处
期刊:IEEE control systems letters [Institute of Electrical and Electronics Engineers] 日期:2021-12-01卷期号:5 (6): 1952-1957被引量:1
标识
DOI:10.1109/lcsys.2020.3046612
摘要
Bacterial colony formations exhibit diverse morphologies and dynamics. A mechanistic understanding of this process has broad implications to ecology and medicine. However, many control factors and their impacts on colony formation remain underexplored. Here we propose a reaction-diffusion based dynamic model to quantitatively describe cell division and colony expansion, where control factors of colony spreading take the form of nonlinear density-dependent function and the intercellular impacts take the form of density-dependent hill function. We validate the model using experimental E. coli colony growth data and our results show that the model is capable of predicting the whole colony expansion process in both time and space under different conditions. Furthermore, the nonlinear control factors can predict colony morphology at both center and edge of the colony.