Non-equilibrium statistical physics, transitory epigenetic landscapes, and cell fate decision dynamics

被引:6
作者
Guillemin, Anissa [1 ]
Stumpf, Michael P. H. [1 ,2 ]
机构
[1] Univ Melbourne, Sch BioSci, Parkville, Vic 3010, Australia
[2] Univ Melbourne, Sch Math & Stat, Parkville, Vic 3010, Australia
关键词
stem cell differentiation; non-equilibrium thermodynamics; cell fate decisions; dynamical systems; POTENTIAL LANDSCAPE; HETEROGENEITY; SYSTEMS; DIFFERENTIATION; ROBUSTNESS; INFERENCE; MECHANICS; COMPLEX; STATES; MODEL;
D O I
10.3934/mbe.2020402
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Statistical physics provides a useful perspective for the analysis of many complex systems; it allows us to relate microscopic fluctuations to macroscopic observations. Developmental biology, but also cell biology more generally, are examples where apparently robust behaviour emerges from highly complex and stochastic sub-cellular processes. Here we attempt to make connections between different theoretical perspectives to gain qualitative insights into the types of cell-fate decision making processes that are at the heart of stem cell and developmental biology. We discuss both dynamical systems as well as statistical mechanics perspectives on the classical Waddington or epigenetic landscape. We find that non-equilibrium approaches are required to overcome some of the shortcomings of classical equilibrium statistical thermodynamics or statistical mechanics in order to shed light on biological processes, which, almost by definition, are typically far from equilibrium.
引用
收藏
页码:7916 / 7930
页数:15
相关论文
共 62 条
[21]  
Gao NP, 2020, Bioinformatics, DOI [10.1101/2020.04.23.056069, DOI 10.1101/2020.04.23.056069]
[22]  
Gao SY, 2015, JMLR WORKSH CONF PRO, V38, P277
[23]   Towards a statistical mechanics of cell fate decisions [J].
Garcia-Ojalvo, Jordi ;
Arias, Alfonso Martinez .
CURRENT OPINION IN GENETICS & DEVELOPMENT, 2012, 22 (06) :619-626
[24]   Cellular aging leads to functional heterogeneity of hematopoietic stem cells: a modeling perspective [J].
Glauche, Ingmar ;
Thielecke, Lars ;
Roeder, Ingo .
AGING CELL, 2011, 10 (03) :457-465
[25]  
Goodsell D. S., 2009, The machinery of life
[26]   Drugs modulating stochastic gene expression affect the erythroid differentiation process [J].
Guillemin, Anissa ;
Duchesne, Ronan ;
Crauste, Fabien ;
Gonin-Giraud, Sandrine ;
Gandrillon, Olivier .
PLOS ONE, 2019, 14 (11)
[27]  
Hastie T., 2009, SPRINGER SERIES STAT, DOI [DOI 10.1007/978-0-387-84858-7, 10.1007/978-0-387-84858-7]
[28]  
Herbach U., MODELISATION STOCHAS, P184
[29]   Cell Lineage Determination in State Space: A Systems View Brings Flexibility to Dogmatic Canonical Rules [J].
Huang, Sui .
PLOS BIOLOGY, 2010, 8 (05)
[30]   Non-genetic heterogeneity of cells in development: more than just noise [J].
Huang, Sui .
DEVELOPMENT, 2009, 136 (23) :3853-3862