Noise-Driven Stem Cell and Progenitor Population Dynamics

被引:76
作者
Hoffmann, Martin [1 ]
Chang, Hannah H. [2 ,3 ,4 ]
Huang, Sui [5 ]
Ingber, Donald E. [2 ]
Loeffler, Markus [6 ]
Galle, Joerg [1 ]
机构
[1] Univ Leipzig, Interdisciplinary Ctr Bioinformat, Leipzig, Germany
[2] Harvard Med Sch, Childrens Hosp, Dept Pathol & Surg, Vasc Biol Program, Boston, MA USA
[3] Harvard Univ, Program Biophys, Boston, MA USA
[4] Harvard Med Sch, MD PhD Program, Boston, MA USA
[5] Univ Calgary, Inst Biocomplexity & Informat, Calgary, AB, Canada
[6] Univ Leipzig, Inst Med Informat Stat & Epidemiol, Leipzig, Germany
基金
美国国家卫生研究院;
关键词
D O I
10.1371/journal.pone.0002922
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The balance between maintenance of the stem cell state and terminal differentiation is influenced by the cellular environment. The switching between these states has long been understood as a transition between attractor states of a molecular network. Herein, stochastic fluctuations are either suppressed or can trigger the transition, but they do not actually determine the attractor states. Methodology/Principal Findings: We present a novel mathematical concept in which stem cell and progenitor population dynamics are described as a probabilistic process that arises from cell proliferation and small fluctuations in the state of differentiation. These state fluctuations reflect random transitions between different activation patterns of the underlying regulatory network. Importantly, the associated noise amplitudes are state-dependent and set by the environment. Their variability determines the attractor states, and thus actually governs population dynamics. This model quantitatively reproduces the observed dynamics of differentiation and dedifferentiation in promyelocytic precursor cells. Conclusions/Significance: Consequently, state-specific noise modulation by external signals can be instrumental in controlling stem cell and progenitor population dynamics. We propose follow-up experiments for quantifying the imprinting influence of the environment on cellular noise regulation.
引用
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页数:10
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