Interlinked nonlinear subnetworks underlie the formation of robust cellular patterns in Arabidopsis epidermis: a dynamic spatial model

BackgroundDynamical models are instrumental for exploring the way information required to generate robust developmental patterns arises from complex interactions among genetic and non-genetic factors. We address this fundamental issue of developmental biology studying the leaf and root epidermis of Arabidopsis. We propose an experimentally-grounded model of gene regulatory networks (GRNs) that are coupled by protein diffusion and comprise a meta-GRN implemented on cellularised domains.ResultsSteady states of the meta-GRN model correspond to gene expression profiles typical of hair and non-hair epidermal cells. The simulations also render spatial patterns that match the cellular arrangements observed in root and leaf epidermis. As in actual plants, such patterns are robust in the face of diverse perturbations. We validated the model by checking that it also reproduced the patterns of reported mutants. The meta-GRN model shows that interlinked sub-networks contribute redundantly to the formation of robust hair patterns and permits to advance novel and testable predictions regarding the effect of cell shape, signalling pathways and additional gene interactions affecting spatial cell-patterning.ConclusionThe spatial meta-GRN model integrates available experimental data and contributes to further understanding of the Arabidopsis epidermal system. It also provides a systems biology framework to explore the interplay among sub-networks of a GRN, cell-to-cell communication, cell shape and domain traits, which could help understanding of general aspects of patterning processes. For instance, our model suggests that the information needed for cell fate determination emerges from dynamic processes that depend upon molecular components inside and outside differentiating cells, suggesting that the classical distinction of lineage versus positional cell differentiation may be instrumental but rather artificial. It also suggests that interlinkage of nonlinear and redundant sub-networks in larger networks is important for pattern robustness. Pursuing dynamic analyses of larger (genomic) coupled networks is still not possible. A repertoire of well-characterised regulatory modules, like the one presented here, will, however, help to uncover general principles of the patterning-associated networks, as well as the peculiarities that originate diversity.

[1]  John Schiefelbein,et al.  A Mutual Support Mechanism through Intercellular Movement of CAPRICE and GLABRA3 Can Pattern the Arabidopsis Root Epidermis , 2008, PLoS biology.

[2]  S. Kauffman Metabolic stability and epigenesis in randomly constructed genetic nets. , 1969, Journal of theoretical biology.

[3]  G. Odell,et al.  The segment polarity network is a robust developmental module , 2000, Nature.

[4]  Nicholas T Ingolia,et al.  Topology and Robustness in the Drosophila Segment Polarity Network , 2004, PLoS biology.

[5]  C. Espinosa-Soto,et al.  Equivalent genetic regulatory networks in different contexts recover contrasting spatial cell patterns that resemble those in Arabidopsis root and leaf epidermis: a dynamic model. , 2007, The International journal of developmental biology.

[6]  Satoshi Tabata,et al.  Cell-to-cell movement of the CAPRICE protein in Arabidopsis root epidermal cell differentiation , 2005, Development.

[7]  T. Wada,et al.  Role of a positive regulator of root hair development, CAPRICE, in Arabidopsis root epidermal cell differentiation , 2002, Development.

[8]  Philip N. Benfey,et al.  Plant Stem Cell Niches: Standing the Test of Time , 2008, Cell.

[9]  C. Gutiérrez,et al.  Role of an Atypical E2F Transcription Factor in the Control of Arabidopsis Cell Growth and Differentiation , 2004, The Plant Cell Online.

[10]  E. Mjolsness,et al.  An auxin-driven polarized transport model for phyllotaxis , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[11]  H. Tsukaya Leaf Development , 2002, The arabidopsis book.

[12]  P. J. Clark,et al.  Distance to Nearest Neighbor as a Measure of Spatial Relationships in Populations , 1954 .

[13]  P. Broun,et al.  GLABROUS INFLORESCENCE STEMS Modulates the Regulation by Gibberellins of Epidermal Differentiation and Shoot Maturation in Arabidopsis[W] , 2006, The Plant Cell Online.

[14]  P. Hogeweg,et al.  Auxin transport is sufficient to generate a maximum and gradient guiding root growth , 2007, Nature.

[15]  Jim Haseloff,et al.  A system for modelling cell-cell interactions during plant morphogenesis. , 2008, Annals of botany.

[16]  Kiyotaka Okada,et al.  A genetic regulatory network in the development of trichomes and root hairs. , 2008, Annual review of plant biology.

[17]  N. Young,et al.  The control of trichome spacing and number in Arabidopsis. , 1996, Development.

[18]  A. Einstein Understanding the function of the Arabidopsis GLABRA 2 gene in Trichome patterning , morphogenesis and differentiation , 2004 .

[19]  Martin Hülskamp,et al.  Creating a two-dimensional pattern de novo during Arabidopsis trichome and root hair initiation. , 2004, Current opinion in genetics & development.

[20]  H. Meinhardt,et al.  Pattern formation by local self-activation and lateral inhibition. , 2000, BioEssays : news and reviews in molecular, cellular and developmental biology.

[21]  J. Schiefelbein,et al.  The role of the SCRAMBLED receptor-like kinase in patterning the Arabidopsis root epidermis. , 2007, Developmental biology.

[22]  H. Othmer,et al.  The topology of the regulatory interactions predicts the expression pattern of the segment polarity genes in Drosophila melanogaster. , 2003, Journal of theoretical biology.

[23]  C. Dunand,et al.  Cell growth and differentiation in Arabidopsis epidermal cells. , 2007, Journal of experimental botany.

[24]  Carlos Gershenson,et al.  Updating Schemes in Random Boolean Networks: Do They Really Matter? , 2004, ArXiv.

[25]  R. Shen,et al.  Positional Signaling Mediated by a Receptor-like Kinase in Arabidopsis , 2005, Science.

[26]  C. Bernhardt,et al.  The bHLH genes GL3 and EGL3 participate in an intercellular regulatory circuit that controls cell patterning in the Arabidopsis root epidermis , 2005, Development.

[27]  Peter Nick,et al.  Auxin-Dependent Cell Division and Cell Elongation. 1-Naphthaleneacetic Acid and 2,4-Dichlorophenoxyacetic Acid Activate Different Pathways1 , 2005, Plant Physiology.

[28]  K. Morohashi,et al.  Participation of the Arabidopsis bHLH Factor GL3 in Trichome Initiation Regulatory Events1[W][OA] , 2007, Plant Physiology.

[29]  M. Hülskamp,et al.  Epidermal pattern formation in the root and shoot of Arabidopsis. , 2007, Biochemical Society transactions.

[30]  K. Morohashi,et al.  The TTG1-bHLH-MYB complex controls trichome cell fate and patterning through direct targeting of regulatory loci , 2008, Development.

[31]  J. Schiefelbein,et al.  Cell Pattern in the Arabidopsis Root Epidermis Determined by Lateral Inhibition with Feedback , 2002, The Plant Cell Online.

[32]  J. Schiefelbein,et al.  Developmentally distinct MYB genes encode functionally equivalent proteins in Arabidopsis. , 2001, Development.

[33]  P. Hogeweg,et al.  Evolving mechanisms of morphogenesis: on the interplay between differential adhesion and cell differentiation. , 2000, Journal of theoretical biology.

[34]  A Schnittger,et al.  TRIPTYCHON and CAPRICE mediate lateral inhibition during trichome and root hair patterning in Arabidopsis , 2002, The EMBO journal.

[35]  Ronald W. Davis,et al.  The TTG gene is required to specify epidermal cell fate and cell patterning in the Arabidopsis root. , 1994, Developmental biology.

[36]  Pattern in the Root Epidermis: An Interplay of Diffusible Signals and Cellular Geometry , 1996 .

[37]  B. Scheres Plant cell identity. The role of position and lineage. , 2001, Plant physiology.

[38]  Fan Zhang,et al.  A network of redundant bHLH proteins functions in all TTG1-dependent pathways of Arabidopsis , 2003, Development.

[39]  G. Odell,et al.  Design and constraints of the Drosophila segment polarity module: robust spatial patterning emerges from intertwined cell state switches. , 2002, The Journal of experimental zoology.

[40]  G. Dover Dear Mr. Darwin: Letters on the Evolution of Life and Human Nature , 2000 .

[41]  C. Espinosa-Soto,et al.  A Gene Regulatory Network Model for Cell-Fate Determination during Arabidopsis thaliana Flower Development That Is Robust and Recovers Experimental Gene Expression Profilesw⃞ , 2004, The Plant Cell Online.

[42]  Phil Husbands,et al.  Artificial Life IX: Proceedings of the Ninth International Conference on the Simulation and Synthesis of Living Systems , 2004 .

[43]  Kwang-Hyun Cho,et al.  Coherent coupling of feedback loops: a design principle of cell signaling networks , 2008, Bioinform..

[44]  M. Hülskamp,et al.  Epidermal differentiation: trichomes in Arabidopsis as a model system. , 2005, The International journal of developmental biology.

[45]  P. Broun,et al.  Integration of cytokinin and gibberellin signalling by Arabidopsis transcription factors GIS, ZFP8 and GIS2 in the regulation of epidermal cell fate , 2007, Development.

[46]  Jens Timmer,et al.  Two-Dimensional Patterning by a Trapping/Depletion Mechanism: The Role of TTG1 and GL3 in Arabidopsis Trichome Formation , 2008, PLoS biology.

[47]  Donald E Ingber,et al.  A non-genetic basis for cancer progression and metastasis: self-organizing attractors in cell regulatory networks. , 2006, Breast disease.

[48]  E. Álvarez-Buylla,et al.  Genetic regulation of root hair development in Arabidopsis thaliana: a network model. , 2000, Journal of theoretical biology.

[49]  E. Almaas Biological impacts and context of network theory , 2007, Journal of Experimental Biology.

[50]  W. Schmidt,et al.  From priming to plasticity: the changing fate of rhizodermic cells. , 2008, BioEssays : news and reviews in molecular, cellular and developmental biology.

[51]  J. Schiefelbein,et al.  Distinct and overlapping roles of single-repeat MYB genes in root epidermal patterning. , 2007, Developmental biology.