Modeling the epigenetic attractors landscape: toward a post-genomic mechanistic understanding of development

被引:45
|
作者
Davila-Velderrain, Jose [1 ,2 ]
Martinez-Garcia, Juan C. [3 ]
Alvarez-Buylla, Elena R. [1 ,2 ]
机构
[1] Univ Nacl Autonoma Mexico, Inst Ecol, Dept Ecol Func, Mexico City 04510, DF, Mexico
[2] Univ Nacl Autonoma Mexico, C3, Mexico City 04510, DF, Mexico
[3] Inst Politecn Nacl, CINVESTAV, Dept Automat Control, Mexico City, DF, Mexico
关键词
PLURIPOTENT STEM-CELLS; POTENTIAL LANDSCAPE; SYSTEMS BIOLOGY; REGULATORY NETWORK; ENERGY LANDSCAPE; DISSIPATION COST; FLUX FRAMEWORK; CYCLE NETWORK; FATE; ROBUSTNESS;
D O I
10.3389/fgene.2015.00160
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Robust temporal and spatial patterns of cell types emerge in the course of normal development in multicellular organisms. The onset of degenerative diseases may result from altered cell fate decisions that give rise to pathological phenotypes. Complex networks of genetic and non-genetic components underlie such normal and altered morphogenetic patterns. Here we focus on the networks of regulatory interactions involved in cell-fate decisions. Such networks modeled as dynamical non-linear systems attain particular stable configurations on gene activity that have been interpreted as cell-fate states. The network structure also restricts the most probable transition patterns among such states. The so-called Epigenetic Landscape (EL), originally proposed by C. H. Waddington, was an early attempt to conceptually explain the emergence of developmental choices as the result of intrinsic constraints (regulatory interactions) shaped during evolution. Thanks to the wealth of molecular genetic and genomic studies, we are now able to postulate gene regulatory networks (GRN) grounded on experimental data, and to derive EL models for specific cases. This, in turn, has motivated several mathematical and computational modeling approaches inspired by the EL concept, that may be useful tools to understand and predict cell-fate decisions and emerging patterns. In order to distinguish between the classical metaphorical EL proposal of Waddington, we refer to the Epigenetic Attractors Landscape (EAL), a proposal that is formally framed in the context of GRNs and dynamical systems theory. In this review we discuss recent EAL modeling strategies, their conceptual basis and their application in studying the emergence of both normal and pathological developmental processes. In addition, we discuss how model predictions can shed light into rational strategies for cell fate regulation, and we point to challenges ahead.
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页数:14
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