ArticlePLoS computational biology2017
A dynamic genetic-hormonal regulatory network model explains multiple cellular behaviors of the root apical meristem of Arabidopsis thaliana.
Article in PLoS computational biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed, 51 citations in OpenAlex.
- From prior knowledge to data-informed models: a review of Boolean network inference.Briefings in bioinformatics · 2026Review
- Computational modeling of plant root development: the art and the science.The New phytologist · 2025Review
- The MADS-box gene XAANTAL1 participates in Arabidopsis thaliana primary root growth and columella stem cell patterns in response to ROS, via direct regulation of PEROXIDASE 28 and RETINOBLASTOMA-RELATED genes.Journal of experimental botany · 2025Article
- Analytical approach of synchronous and asynchronous update schemes applied to solving biological Boolean networks.PloS one · 2025Article
- A system-level model reveals that transcriptional stochasticity is required for hematopoietic stem cell differentiation.NPJ systems biology and applications · 2024Article
- A Model for the Gene Regulatory Network Along the Arabidopsis Fruit Medio-Lateral Axis: Rewiring the Pod Shatter Process.Plants (Basel, Switzerland) · 2024Article
- A Boolean model explains phenotypic plasticity changes underlying hepatic cancer stem cells emergence.NPJ systems biology and applications · 2024Article
- Multi-scale mechanisms driving root regeneration: From regeneration competence to tissue repatterning.The Plant journal : for cell and molecular biology · 2024Review
- A predictive model for ethylene-mediated auxin and cytokinin patterning in the Arabidopsis root.Plant communications · 2024Article
- Biologically meaningful regulatory logic enhances the convergence rate in Boolean networks and bushiness of their state transition graph.Briefings in bioinformatics · 2024Article
- Live Plant Cell Tracking: Fiji plugin to analyze cell proliferation dynamics and understand morphogenesis.Plant physiology · 2022Article
- The hidden half comes into the spotlight: Peeking inside the black box of root developmental phases.Plant communications · 2022Review
- Identification of dynamic driver sets controlling phenotypical landscapes.Computational and structural biotechnology journal · 2022Article
- The flowering transition pathways converge into a complex gene regulatory network that underlies the phase changes of the shoot apical meristem inFrontiers in plant science · 2022Article
- Integrating the Roles for Cytokinin and Auxin in De Novo Shoot Organogenesis: From Hormone Uptake to Signaling Outputs.International journal of molecular sciences · 2021Review
- Rational design of complex phenotype via network models.PLoS computational biology · 2021Article
- Osmotic stress-induced somatic embryo maturation of coffee Coffea arabica L., shoot and root apical meristems development and robustness.Scientific reports · 2021Article
- Hormonal Regulation of Stem Cell Proliferation at theFrontiers in plant science · 2021Review
- Integrative Roles of Phytohormones on Cell Proliferation, Elongation and Differentiation in theFrontiers in plant science · 2021Review
- A system-level mechanistic explanation for asymmetric stem cell fates: Arabidopsis thaliana root niche as a study system.Scientific reports · 2020Article
Corrections and comments
- Erratum issued
Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The study of the concerted action of hormones and transcription factors is fundamental to understand cell differentiation and pattern formation during organ development. The root apical meristem of Arabidopsis thaliana is a useful model to address this. It has a stem cell niche near its tip conformed of a quiescent organizer and stem or initial cells around it, then a proliferation domain followed by a transition domain, where cells diminish division rate before transiting to the elongation zone; here, cells grow anisotropically prior to their final differentiation towards the plant base. A minimal model of the gene regulatory network that underlies cell-fate specification and patterning at the root stem cell niche was proposed before. In this study, we update and couple such network with both the auxin and cytokinin hormone signaling pathways to address how they collectively give rise to attractors that correspond to the genetic and hormonal activity profiles that are characteristic of different cell types along A. thaliana root apical meristem. We used a Boolean model of the genetic-hormonal regulatory network to integrate known and predicted regulatory interactions into alternative models. Our analyses show that, after adding some putative missing interactions, the model includes the necessary and sufficient components and regulatory interactions to recover attractors characteristic of the root cell types, including the auxin and cytokinin activity profiles that correlate with different cellular behaviors along the root apical meristem. Furthermore, the model predicts the existence of activity configurations that could correspond to the transition domain. The model also provides a possible explanation for apparently paradoxical cellular behaviors in the root meristem. For example, how auxin may induce and at the same time inhibit WOX5 expression. According to the model proposed here the hormonal regulation of WOX5 might depend on the cell type. Our results illustrate how non-linear multi-stable qualitative network models can aid at understanding how transcriptional regulators and hormonal signaling pathways are dynamically coupled and may underlie both the acquisition of cell fate and the emergence of hormonal activity profiles that arise during complex organ development.
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