The epithelial-mesenchymal transition (EMT) consists in a morphological change in epithelial cells characterized by the loss of the cell adhesion and the acquisition of mesenchymal phenotype. This process plays a crucial role in the embryonic development and in regulating the tissue homeostasis in the adult, but it proves also fundamental for the development of cancer metastasis. Experimental evidences have shown that the EMT depends on the TGF-beta signaling pathway, which in turn regulates the transcriptional cellular activity. In this work, a dynamical model of the TGF-beta pathway is proposed and calibrated versus existing experimental data on lung cancer A549 cells. The analysis combines Bayesian Markov Chain Monte Carlo (MCMC) and standard Ordinary Differential Equations (ODEs) techniques to interpolate the gene expression data via an iterative adjustments of the parameters involved. The kinetic of the Smad proteins phosphorylation, as predicted within the model is found in excellent agreement with available experiments, an observation that confirms the adequacy of the proposed mathematical picture. Copyright 2012 Author(s). This article is distributed under a Creative Commons Attribution 3.0 Unported License. [http://dx.doi.org/10.1063/1.3697962]
机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Keshamouni, VG
;
Michailidis, G
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Michailidis, G
;
Grasso, CS
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Grasso, CS
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Anthwal, S
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Anthwal, S
;
Strahler, JR
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Strahler, JR
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Walker, A
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Walker, A
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Arenberg, DA
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Arenberg, DA
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Reddy, RC
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Reddy, RC
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Akulapalli, S
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Akulapalli, S
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Thannickal, VJ
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Thannickal, VJ
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Standiford, TJ
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Standiford, TJ
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Andrews, PC
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Andrews, PC
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Omenn, GS
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
机构:
Whitehead Inst Biomed Res, Ludwig MIT Ctr Mol Oncol, Cambridge, MA 02142 USA
MIT, Dept Biol, Cambridge, MA 02142 USADana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Keshamouni, VG
;
Michailidis, G
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Michailidis, G
;
Grasso, CS
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Grasso, CS
;
Anthwal, S
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Anthwal, S
;
Strahler, JR
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Strahler, JR
;
Walker, A
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Walker, A
;
Arenberg, DA
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Arenberg, DA
;
Reddy, RC
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Reddy, RC
;
Akulapalli, S
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Akulapalli, S
;
Thannickal, VJ
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Thannickal, VJ
;
Standiford, TJ
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Standiford, TJ
;
Andrews, PC
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
Andrews, PC
;
Omenn, GS
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机构:Univ Michigan, Med Ctr, Dept Internal Med,Natl Resource Proteom & Pathway, Div Pulm & Crit Care Med,Michigan Proteom Consort, Ann Arbor, MI 48109 USA
机构:
Whitehead Inst Biomed Res, Ludwig MIT Ctr Mol Oncol, Cambridge, MA 02142 USA
MIT, Dept Biol, Cambridge, MA 02142 USADana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA