ArticlePLoS computational biology2016
Intrinsic Noise Profoundly Alters the Dynamics and Steady State of Morphogen-Controlled Bistable Genetic Switches.
Article in PLoS computational biology, 2016. 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 35 papers.
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Who cites it
35 citing papers in PubMed.
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- Consensus Formation and Change are Enhanced by Neutrality.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Integrating the Contrasting Perspectives Between the Constrained Disorder Principle and Deterministic Optical Nanoscopy: Enhancing Information Extraction from Imaging of Complex Systems.Bioengineering (Basel, Switzerland) · 2026Article
- From genes to patterns: five key dynamical systems concepts to decode developmental regulatory mechanisms.Development (Cambridge, England) · 2025Review
- A toolkit for mapping cell identities in relation to neighbors reveals conserved patterning of neuromesodermal progenitor populations.PLoS biology · 2025Article
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- Marker genes reveal dynamic features of cell evolving processes.Bioinformatics advances · 2025Article
- Stable developmental patterns of gene expression without morphogen gradients.PLoS computational biology · 2024Article
- Information content and optimization of self-organized developmental systems.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- A computational model of stem cells' internal mechanism to recapitulate spatial patterning and maintain the self-organized pattern in the homeostasis state.Scientific reports · 2024Article
- Correspondence between multiple signaling and developmental cellular patterns: a computational perspective.Frontiers in cell and developmental biology · 2024Article
- Review
- The σB alternative sigma factor circuit modulates noise to generate different types of pulsing dynamics.PLoS computational biology · 2023Article
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- Construction of the genetic switches in response to mannitol based on artificial MtlR box.Bioresources and bioprocessing · 2023Article
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- A computational model of stem cells' decision-making mechanism to maintain tissue homeostasis and organization in the presence of stochasticity.Scientific reports · 2022Article
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- A stochastic model of homeostasis: The roles of noise and nuclear positioning in deciding cell fate.iScience · 2021Article
Corrections and comments
- Erratum issued
Authors and funding
4 authors.
Funding
Abstract
During tissue development, patterns of gene expression determine the spatial arrangement of cell types. In many cases, gradients of secreted signalling molecules-morphogens-guide this process by controlling downstream transcriptional networks. A mechanism commonly used in these networks to convert the continuous information provided by the gradient into discrete transitions between adjacent cell types is the genetic toggle switch, composed of cross-repressing transcriptional determinants. Previous analyses have emphasised the steady state output of these mechanisms. Here, we explore the dynamics of the toggle switch and use exact numerical simulations of the kinetic reactions, the corresponding Chemical Langevin Equation, and Minimum Action Path theory to establish a framework for studying the effect of gene expression noise on patterning time and boundary position. This provides insight into the time scale, gene expression trajectories and directionality of stochastic switching events between cell states. Taking gene expression noise into account predicts that the final boundary position of a morphogen-induced toggle switch, although robust to changes in the details of the noise, is distinct from that of the deterministic system. Moreover, the dramatic increase in patterning time close to the boundary predicted from the deterministic case is substantially reduced. The resulting stochastic switching introduces differences in patterning time along the morphogen gradient that result in a patterning wave propagating away from the morphogen source with a velocity determined by the intrinsic noise. The wave sharpens and slows as it advances and may never reach steady state in a biologically relevant time. This could explain experimentally observed dynamics of pattern formation. Together the analysis reveals the importance of dynamical transients for understanding morphogen-driven transcriptional networks and indicates that gene expression noise can qualitatively alter developmental patterning.
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