Literature DB >> 21727130

Systems biology of stem cells: three useful perspectives to help overcome the paradigm of linear pathways.

Sui Huang1.   

Abstract

Stem cell behaviours, such as stabilization of the undecided state of pluripotency or multipotency, the priming towards a prospective fate, binary fate decisions and irreversible commitment, must all somehow emerge from a genome-wide gene-regulatory network. Its unfathomable complexity defies the standard mode of explanation that is deeply rooted in molecular biology thinking: the reduction of observables to linear deterministic molecular pathways that are tacitly taken as chains of causation. Such culture of proximate explanation that uses qualitative arguments, simple arrow-arrow schemes or metaphors persists despite the ceaseless accumulation of 'omics' data and the rise of systems biology that now offers precise conceptual tools to explain emergent cell behaviours from gene networks. To facilitate the embrace of the principles of physics and mathematics that underlie such systems and help to bridge the gap between the formal description of theorists and the intuition of experimental biologists, we discuss in qualitative terms three perspectives outside the realm of their familiar linear-deterministic view: (i) state space (ii), high-dimensionality and (iii) heterogeneity. These concepts jointly offer a new vista on stem cell regulation that naturally explains many novel, counterintuitive observations and their inherent inevitability, obviating the need for ad hoc explanations of their existence based on natural selection. Hopefully, this expanded view will stimulate novel experimental designs.

Mesh:

Year:  2011        PMID: 21727130      PMCID: PMC3130416          DOI: 10.1098/rstb.2011.0008

Source DB:  PubMed          Journal:  Philos Trans R Soc Lond B Biol Sci        ISSN: 0962-8436            Impact factor:   6.237


  73 in total

1.  Fundamental issues in systems biology.

Authors:  Maureen A O'Malley; John Dupré
Journal:  Bioessays       Date:  2005-12       Impact factor: 4.345

Review 2.  Stochasticity in gene expression: from theories to phenotypes.

Authors:  Mads Kaern; Timothy C Elston; William J Blake; James J Collins
Journal:  Nat Rev Genet       Date:  2005-06       Impact factor: 53.242

3.  Cell fates as high-dimensional attractor states of a complex gene regulatory network.

Authors:  Sui Huang; Gabriel Eichler; Yaneer Bar-Yam; Donald E Ingber
Journal:  Phys Rev Lett       Date:  2005-04-01       Impact factor: 9.161

4.  Hematopoietic stem cells: the paradigmatic tissue-specific stem cell.

Authors:  David Bryder; Derrick J Rossi; Irving L Weissman
Journal:  Am J Pathol       Date:  2006-08       Impact factor: 4.307

5.  Variability and memory of protein levels in human cells.

Authors:  Alex Sigal; Ron Milo; Ariel Cohen; Naama Geva-Zatorsky; Yael Klein; Yuvalal Liron; Nitzan Rosenfeld; Tamar Danon; Natalie Perzov; Uri Alon
Journal:  Nature       Date:  2006-11-19       Impact factor: 49.962

Review 6.  Dimensions of systems biology.

Authors:  S Huang; J Wikswo
Journal:  Rev Physiol Biochem Pharmacol       Date:  2006       Impact factor: 5.545

7.  Towards an understanding of lineage specification in hematopoietic stem cells: a mathematical model for the interaction of transcription factors GATA-1 and PU.1.

Authors:  Ingo Roeder; Ingmar Glauche
Journal:  J Theor Biol       Date:  2006-02-28       Impact factor: 2.691

8.  Cause and effect in biology.

Authors:  E MAYR
Journal:  Science       Date:  1961-11-10       Impact factor: 47.728

9.  Multilineage gene expression precedes commitment in the hemopoietic system.

Authors:  M Hu; D Krause; M Greaves; S Sharkis; M Dexter; C Heyworth; T Enver
Journal:  Genes Dev       Date:  1997-03-15       Impact factor: 11.361

10.  Multistable and multistep dynamics in neutrophil differentiation.

Authors:  Hannah H Chang; Philmo Y Oh; Donald E Ingber; Sui Huang
Journal:  BMC Cell Biol       Date:  2006-02-28       Impact factor: 4.241

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  28 in total

1.  A nonlinear dynamical theory of cell injury.

Authors:  Donald J DeGracia; Zhi-Feng Huang; Sui Huang
Journal:  J Cereb Blood Flow Metab       Date:  2012-03-07       Impact factor: 6.200

Review 2.  Epigenetic memories: structural marks or active circuits?

Authors:  Floriane Nicol-Benoît; Pascale Le-Goff; Yves Le-Dréan; Florence Demay; Farzad Pakdel; Gilles Flouriot; Denis Michel
Journal:  Cell Mol Life Sci       Date:  2012-02-14       Impact factor: 9.261

3.  Transcription factor heterogeneity and epiblast pluripotency.

Authors:  Rodrigo Osorno; Ian Chambers
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2011-08-12       Impact factor: 6.237

4.  Multiple cell and population-level interactions with mouse embryonic stem cell heterogeneity.

Authors:  Danielle Cannon; Adam M Corrigan; Agnes Miermont; Patrick McDonel; Jonathan R Chubb
Journal:  Development       Date:  2015-07-24       Impact factor: 6.868

5.  Time-dependent saddle-node bifurcation: Breaking time and the point of no return in a non-autonomous model of critical transitions.

Authors:  Jeremiah H Li; Felix X-F Ye; Hong Qian; Sui Huang
Journal:  Physica D       Date:  2019-02-19       Impact factor: 2.300

6.  The evolving biology of cell reprogramming.

Authors:  Ian Wilmut; Gareth Sullivan; Ian Chambers
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2011-08-12       Impact factor: 6.237

7.  Dynamics inside the cancer cell attractor reveal cell heterogeneity, limits of stability, and escape.

Authors:  Qin Li; Anders Wennborg; Erik Aurell; Erez Dekel; Jie-Zhi Zou; Yuting Xu; Sui Huang; Ingemar Ernberg
Journal:  Proc Natl Acad Sci U S A       Date:  2016-02-29       Impact factor: 11.205

8.  Hierarchy and levels: analysing networks to study mechanisms in molecular biology.

Authors:  William Bechtel
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2020-02-24       Impact factor: 6.237

Review 9.  Single-cell gene expression profiling and cell state dynamics: collecting data, correlating data points and connecting the dots.

Authors:  Carsten Marr; Joseph X Zhou; Sui Huang
Journal:  Curr Opin Biotechnol       Date:  2016-05-23       Impact factor: 9.740

10.  Random monoallelic gene expression increases upon embryonic stem cell differentiation.

Authors:  Mélanie A Eckersley-Maslin; David Thybert; Jan H Bergmann; John C Marioni; Paul Flicek; David L Spector
Journal:  Dev Cell       Date:  2014-02-24       Impact factor: 12.270

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