The different cell types in a living organism acquire their identity through the process of cell differentiation in which multipotent progenitor cells differentiate into distinct cell types. Experimental evidence and analysis of large-scale microarray data establish the key role played by a two-gene motif in cell differentiation in a number of cell systems. The two genes express transcription factors which repress each other's expression and autoactivate their own production. A number of theoretical models have recently been proposed based on the two-gene motif to provide a physical understanding of how cell differentiation occurs. In this paper, we study a simple model of cell differentiation which assumes no cooperativity in the regulation of gene expression by the transcription factors. The latter repress each other's activity directly through DNA binding and indirectly through the formation of heterodimers. We specifically investigate how deterministic processes combined with stochasticity contribute in bringing about cell differentiation. The deterministic dynamics of our model give rise to a supercritical pitchfork bifurcation from an undifferentiated stable steady state to two differentiated stable steady states. The stochastic dynamics of our model are studied using the approaches based on the Langevin equations and the linear noise approximation. The simulation results provide a new physical understanding of recent experimental observations. We further propose experimental measurements of quantities like the variance and the lag-1 autocorrelation function in protein fluctuations as the early signatures of an approaching bifurcation point in the cell differentiation process.
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Peter MacCallum Canc Ctr, Melbourne, Vic, AustraliaPeter MacCallum Canc Ctr, Melbourne, Vic, Australia
Lewis, Alexander C.
Kats, Lev M.
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Peter MacCallum Canc Ctr, Melbourne, Vic, Australia
Univ Melbourne, Sir Peter MacCallum Dept Oncol, Parkville, Vic, AustraliaPeter MacCallum Canc Ctr, Melbourne, Vic, Australia
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Univ Western Australia, Harry Perkins Inst Med Res, QEII Med Ctr, Perth, WA, Australia
Univ Western Australia, Ctr Med Res, Perth, WA, Australia
Curtin Univ, Curtin Med Sch, Curtin Hlth Innovat Res Inst, Perth, WA, AustraliaUniv Toulouse, CNRS, INSA, INRAE,Toulouse Biotechnol Inst, Toulouse, France
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Tabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Fac Med, Dept Anat Sci, Tabriz, IranTabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Barzgar Barough, Neda
Sajjadian, Fakhrosadat
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Tabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Fac Paramed, Dept Radiol, Tabriz, IranTabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Sajjadian, Fakhrosadat
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Jalilzadeh, Nazila
Shafaei, Hajar
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Tabriz Univ Med Sci, Fac Med, Dept Anat Sci, Tabriz, IranTabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Shafaei, Hajar
Velaei, Kobra
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Tabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Fac Med, Dept Anat Sci, Tabriz, IranTabriz Univ Med Sci, Immunol Res Ctr, Tabriz, Iran