Development of a Three Dimensional Multiscale Computational Model of the Human Epidermis

被引:59
作者
Adra, Salem [1 ]
Sun, Tao [2 ]
MacNeil, Sheila [3 ]
Holcombe, Mike [1 ]
Smallwood, Rod [1 ]
机构
[1] Univ Sheffield, Dept Comp Sci, Sheffield S10 2TN, S Yorkshire, England
[2] Univ Glasgow, Ctr Cell Engn, Glasgow, Lanark, Scotland
[3] Univ Sheffield, Dept Mat Engn, Sheffield, S Yorkshire, England
来源
PLOS ONE | 2010年 / 5卷 / 01期
关键词
GROWTH-FACTOR-BETA; TRANSFORMING GROWTH-FACTOR-BETA-1; EXTRACELLULAR-MATRIX; BINDING-PROTEIN; GENE-EXPRESSION; CELL-MIGRATION; MECHANISMS; KERATINOCYTES; ACTIVATION; TGF-BETA-1;
D O I
10.1371/journal.pone.0008511
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
Transforming Growth Factor (TGF-beta 1) is a member of the TGF-beta superfamily ligand-receptor network. and plays a crucial role in tissue regeneration. The extensive in vitro and in vivo experimental literature describing its actions nevertheless describe an apparent paradox in that during re-epithelialisation it acts as proliferation inhibitor for keratinocytes. The majority of biological models focus on certain aspects of TGF-beta 1 behaviour and no one model provides a comprehensive story of this regulatory factor's action. Accordingly our aim was to develop a computational model to act as a complementary approach to improve our understanding of TGF-beta 1. In our previous study, an agent-based model of keratinocyte colony formation in 2D culture was developed. In this study this model was extensively developed into a three dimensional multiscale model of the human epidermis which is comprised of three interacting and integrated layers: (1) an agent-based model which captures the biological rules governing the cells in the human epidermis at the cellular level and includes the rules for injury induced emergent behaviours, (2) a COmplex PAthway SImulator (COPASI) model which simulates the expression and signalling of TGF-beta 1 at the sub-cellular level and (3) a mechanical layer embodied by a numerical physical solver responsible for resolving the forces exerted between cells at the multi-cellular level. The integrated model was initially validated by using it to grow a piece of virtual epidermis in 3D and comparing the in virtuo simulations of keratinocyte behaviour and of TGF-beta 1 signalling with the extensive research literature describing this key regulatory protein. This research reinforces the idea that computational modelling can be an effective additional tool to aid our understanding of complex systems. In the accompanying paper the model is used to explore hypotheses of the functions of TGF-beta 1 at the cellular and subcellular level on different keratinocyte populations during epidermal wound healing.
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页数:13
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共 67 条
[1]  
Amendt C, 2002, J CELL SCI, V115, P2189
[2]   Differential requirement for type I and type II transforming growth factor β receptor kinase activity in ligand-mediated receptor endocytosis [J].
Anders, RA ;
Dore, JE ;
Arline, SL ;
Garamszegi, N ;
Leof, EB .
JOURNAL OF BIOLOGICAL CHEMISTRY, 1998, 273 (36) :23118-23125
[3]   Integrin αvβ6-mediated activation of latent TGF-β requires the latent TGF-β binding protein-1 [J].
Annes, JP ;
Chen, Y ;
Munger, JS ;
Rifkin, DB .
JOURNAL OF CELL BIOLOGY, 2004, 165 (05) :723-734
[4]   Making sense of latent TGFβ activation [J].
Annes, JP ;
Munger, JS ;
Rifkin, DB .
JOURNAL OF CELL SCIENCE, 2003, 116 (02) :217-224
[5]   Cell adhesion molecules, signal transduction and cell growth [J].
Aplin, AE ;
Howe, AK ;
Juliano, RL .
CURRENT OPINION IN CELL BIOLOGY, 1999, 11 (06) :737-744
[6]   Smad3 deficiency alters key structural elements of the extracellular matrix and mechanotransduction of wound closure [J].
Arany, PR ;
Flanders, KC ;
Kobayashi, T ;
Kuo, CK ;
Stuelten, C ;
Desai, KV ;
Tuan, R ;
Rennard, SI ;
Roberts, AB .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (24) :9250-9255
[7]   Mice lacking Smad3 show accelerated wound healing and an impaired local inflammatory response [J].
Ashcroft, GS ;
Yang, X ;
Glick, AB ;
Weinstein, M ;
Letterio, JJ ;
Mizel, DE ;
Anzano, M ;
Greenwell-Wild, T ;
Wahl, SM ;
Deng, CX ;
Roberts, AB .
NATURE CELL BIOLOGY, 1999, 1 (05) :260-266
[8]   Biology of wound healing [J].
Aukhil, I .
PERIODONTOLOGY 2000, 2000, 22 :44-50
[9]   Modelling and analysis of time-lags in some basic patterns of cell proliferation [J].
Baker, CTH ;
Bocharov, GA ;
Paul, CAH ;
Rihan, FA .
JOURNAL OF MATHEMATICAL BIOLOGY, 1998, 37 (04) :341-371
[10]   Latency and Activation in the Control of TGF-β [J].
Barcellos-Hoff, Mary Helen .
JOURNAL OF MAMMARY GLAND BIOLOGY AND NEOPLASIA, 1996, 1 (04) :353-363