Literature DB >> 29481822

Extended logistic growth model for heterogeneous populations.

Wang Jin1, Scott W McCue1, Matthew J Simpson2.   

Abstract

Cell proliferation is the most important cellular-level mechanism responsible for regulating cell population dynamics in living tissues. Modern experimental procedures show that the proliferation rates of individual cells can vary significantly within the same cell line. However, in the mathematical biology literature, cell proliferation is typically modelled using a classical logistic equation which neglects variations in the proliferation rate. In this work, we consider a discrete mathematical model of cell migration and cell proliferation, modulated by volume exclusion (crowding) effects, with variable rates of proliferation across the total population. We refer to this variability as heterogeneity. Constructing the continuum limit of the discrete model leads to a generalisation of the classical logistic growth model. Comparing numerical solutions of the model to averaged data from discrete simulations shows that the new model captures the key features of the discrete process. Applying the extended logistic model to simulate a proliferation assay using rates from recent experimental literature shows that neglecting the role of heterogeneity can, at times, lead to misleading results.
Copyright © 2018 Elsevier Ltd. All rights reserved.

Keywords:  Cell proliferation; Heterogeneity; Logistic growth; Population dynamics

Mesh:

Year:  2018        PMID: 29481822     DOI: 10.1016/j.jtbi.2018.02.027

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


  6 in total

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4.  Spatial structure arising from chase-escape interactions with crowding.

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Journal:  Sci Rep       Date:  2019-10-18       Impact factor: 4.379

5.  Learning differential equation models from stochastic agent-based model simulations.

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6.  An extended logistic model of photodynamic inactivation for various levels of irradiance using the example of Streptococcus agalactiae.

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  6 in total

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