Modeling TGF-β signaling pathway in epithelial-mesenchymal transition

被引:4
|
作者
Laise, Pasquale [1 ,2 ]
Fanelli, Duccio [1 ,2 ,3 ]
Lio, Pietro [4 ]
Arcangeli, Annarosa [5 ]
机构
[1] Univ Florence, CSDC Ctr Interdipartimentale Studio Dinam Comples, I-50121 Florence, Italy
[2] Univ Florence, INFN, I-50121 Florence, Italy
[3] Univ Florence, Dipartimento Energet S Stecco, I-50139 Florence, Italy
[4] Univ Cambridge, Comp Lab, Cambridge CB0 3FD, England
[5] Univ Florence, Dipartimento Patol & Oncol Sperimentali, Ist Toscano Tumori, I-50121 Florence, Italy
关键词
CORTICOSTEROID PHARMACOGENOMICS;
D O I
10.1063/1.3697962
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
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]
引用
收藏
页数:11
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