Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.

Cellular Potts models (CPMs) are used as a modeling framework to elucidate mechanisms of biological development. They allow a spatial resolution below the cellular scale and are applied particularly when problems are studied where multiple spatial and temporal scales are involved. Despite the increa...

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Main Author: Anja Voss-Böhme
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2012-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3439478?pdf=render
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spelling doaj-8a35afda61e04522b6a9868c7c57051a2020-11-25T02:15:03ZengPublic Library of Science (PLoS)PLoS ONE1932-62032012-01-0179e4285210.1371/journal.pone.0042852Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.Anja Voss-BöhmeCellular Potts models (CPMs) are used as a modeling framework to elucidate mechanisms of biological development. They allow a spatial resolution below the cellular scale and are applied particularly when problems are studied where multiple spatial and temporal scales are involved. Despite the increasing usage of CPMs in theoretical biology, this model class has received little attention from mathematical theory. To narrow this gap, the CPMs are subjected to a theoretical study here. It is asked to which extent the updating rules establish an appropriate dynamical model of intercellular interactions and what the principal behavior at different time scales characterizes. It is shown that the longtime behavior of a CPM is degenerate in the sense that the cells consecutively die out, independent of the specific interdependence structure that characterizes the model. While CPMs are naturally defined on finite, spatially bounded lattices, possible extensions to spatially unbounded systems are explored to assess to which extent spatio-temporal limit procedures can be applied to describe the emergent behavior at the tissue scale. To elucidate the mechanistic structure of CPMs, the model class is integrated into a general multiscale framework. It is shown that the central role of the surface fluctuations, which subsume several cellular and intercellular factors, entails substantial limitations for a CPM's exploitation both as a mechanistic and as a phenomenological model.http://europepmc.org/articles/PMC3439478?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Anja Voss-Böhme
spellingShingle Anja Voss-Böhme
Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
PLoS ONE
author_facet Anja Voss-Böhme
author_sort Anja Voss-Böhme
title Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
title_short Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
title_full Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
title_fullStr Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
title_full_unstemmed Multi-scale modeling in morphogenesis: a critical analysis of the cellular Potts model.
title_sort multi-scale modeling in morphogenesis: a critical analysis of the cellular potts model.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2012-01-01
description Cellular Potts models (CPMs) are used as a modeling framework to elucidate mechanisms of biological development. They allow a spatial resolution below the cellular scale and are applied particularly when problems are studied where multiple spatial and temporal scales are involved. Despite the increasing usage of CPMs in theoretical biology, this model class has received little attention from mathematical theory. To narrow this gap, the CPMs are subjected to a theoretical study here. It is asked to which extent the updating rules establish an appropriate dynamical model of intercellular interactions and what the principal behavior at different time scales characterizes. It is shown that the longtime behavior of a CPM is degenerate in the sense that the cells consecutively die out, independent of the specific interdependence structure that characterizes the model. While CPMs are naturally defined on finite, spatially bounded lattices, possible extensions to spatially unbounded systems are explored to assess to which extent spatio-temporal limit procedures can be applied to describe the emergent behavior at the tissue scale. To elucidate the mechanistic structure of CPMs, the model class is integrated into a general multiscale framework. It is shown that the central role of the surface fluctuations, which subsume several cellular and intercellular factors, entails substantial limitations for a CPM's exploitation both as a mechanistic and as a phenomenological model.
url http://europepmc.org/articles/PMC3439478?pdf=render
work_keys_str_mv AT anjavossbohme multiscalemodelinginmorphogenesisacriticalanalysisofthecellularpottsmodel
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