Bifurcation and sensitivity analysis reveal key drivers of multistability in a model of macrophage polarization
•We identify multistability in a two-dimensional ODE macrophage polarization model.•Sensitivity and bifurcation analysis reveal the importance of intrinsic pathways.•We formulate hypotheses to guide the conduction of future laboratory experiments. In this paper, we present and analyze a mathematical...
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Veröffentlicht in: | Journal of theoretical biology 2021-01, Vol.509, p.110511-110511, Article 110511 |
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Hauptverfasser: | , , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | •We identify multistability in a two-dimensional ODE macrophage polarization model.•Sensitivity and bifurcation analysis reveal the importance of intrinsic pathways.•We formulate hypotheses to guide the conduction of future laboratory experiments.
In this paper, we present and analyze a mathematical model for polarization of a single macrophage which, despite its simplicity, exhibits complex dynamics in terms of multistability. In particular, we demonstrate that an asymmetry in the regulatory mechanisms and parameter values is important for observing multiple phenotypes. Bifurcation and sensitivity analyses show that external signaling cues are necessary for macrophage commitment and emergence to a phenotype, but that the intrinsic macrophage pathways are equally important. Based on our numerical results, we formulate hypotheses that could be further investigated by laboratory experiments to deepen our understanding of macrophage polarization. |
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ISSN: | 0022-5193 1095-8541 |
DOI: | 10.1016/j.jtbi.2020.110511 |