Modeling the segmentation clock as a network of coupled oscillations in the Notch, Wnt and FGF signaling pathways
Abstract
The formation of somites in the course of vertebrate segmentation is governed by an oscillator known as the segmentation clock, which is characterized by a period ranging from 30 min to a few hours depending on the organism. This oscillator permits the synchronized activation of segmentation genes in successive cohorts of cells in the presomitic mesoderm in response to a periodic signal emitted by the segmentation clock, thereby defining the future segments. Recent microarray experiments [Dequeant, M.L., Glynn, E., Gaudenz, K., Wahl, M., Chen, J., Mushegian, A., Pourquie, O., 2006. A complex oscillating network of signaling genes underlies the mouse segmentation clock. Science 314, 1595-1598] indicate that the Notch, Wnt and Fibroblast Growth Factor (FGF) signaling pathways are involved in the mechanism of the segmentation clock. By means of computational modeling, we investigate the conditions in which sustained oscillations occur in these three signaling pathways. First we show that negative feedback mediated by the Lunatic Fringe protein on intracellular Notch activation can give rise to periodic behavior in the Notch pathway. We then show that negative feedback exerted by Axin2 on the degradation of beta-catenin through formation of the Axin2 destruction complex can produce oscillations in the Wnt pathway. Likewise, negative feedback on FGF signaling mediated by the phosphatase product of the gene MKP3/Dusp6 can produce oscillatory gene expression in the FGF pathway. Coupling the Wnt, Notch and FGF oscillators through common intermediates can lead to synchronized oscillations in the three signaling pathways or to complex periodic behavior, depending on the relative periods of oscillations in the three pathways. The phase relationships between cycling genes in the three pathways depend on the nature of the coupling between the pathways and on their relative autonomous periods. The model provides a framework for analyzing the dynamics of the segmentation clock in terms of a network of oscillating modules involving the Wnt, Notch and FGF signaling pathways.
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Some studies develop a story line where a simulation model has been successively refined, extended, or composed ([28, 33, 34, 36, 41, 46, 48, 49, 51, 56]).
“Some studies develop a story line where a simulation model has been successively refined, extended, or composed ([28, 33, 34, 36, 41, 46, 48, 49, 51, 56]).”
From Relating simulation studies by provenance—Developing a family of Wnt signaling models (2021) · cites this paper as [36]
A third cluster includes the pathways of Notch [33, 48] and Notch + MAPK/ERK [36].
“A third cluster includes the pathways of Notch [33, 48] and Notch + MAPK/ERK [36].”
From Relating simulation studies by provenance—Developing a family of Wnt signaling models (2021) · cites this paper as [36]
The simulation models developed in [29, 32, 34-36, 39, 41] had neither been calibrated nor validated explicitly, because they used parameter values from other studies.
“The simulations models developed in [29, 32, 34–36, 39, 41] had neither been calibrated nor validated explicitly, because they used parameter values from other studies.”
From Relating simulation studies by provenance—Developing a family of Wnt signaling models (2021) · cites this paper as [36]
Cites
A Complex Oscillating Network of Signaling Genes Underlies the Mouse Segmentation Clock
Dequéant, M.-L., Glynn, E., Gaudenz, K., Wahl, M., Chen, J., Mushegian, A., & Pourquié, O. (2006) · Science · doi:10.1126/science.1133141 · Cited by 460 · see citing works
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Species-specific segmentation clock periods are due to differential biochemical reaction speeds
Matsuda, M., Hayashi, H., Garcia-Ojalvo, J., Yoshioka-Kobayashi, K., Kageyama, R., Yamanaka, Y., Ikeya, M., Toguchida, J., Alev, C., & Ebisuya, M. (2020) · Science · doi:10.1126/science.aba7668 · Cited by 254 · see citing works
Wexler, E. M., Rosen, E., Lu, D., Osborn, G. E., Martin, E., Raybould, H., & Geschwind, D. H. (2011) · Science Signaling · doi:10.1126/scisignal.2002282 · Cited by 56 · see citing works
Relating simulation studies by provenance—Developing a family of Wnt signaling models
Budde, K., Smith, J., Wilsdorf, P., Haack, F., & Uhrmacher, A. M. (2021) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1009227 · Cited by 23 · see citing works
“Submodels involving crosstalk with ERK/FGF/PI3K/Akt [32, 36, 53], Notch [33, 36, 48], and ROS/ Dvl-mediated pathways [51, 57] are shown in the lower panels of (b), respectively. https://doi.org/10.1371/journal.pcbi.1009227.g001”
BackgroundInfluentialWang, H.-Y., Huang, Y.-X., Qi, Y.-F., Zhang, Y., Bao, Y.-L., Sun, L.-G., Zheng, L.-H., Zhang, Y.-W., Ma, Z.-Q., & Li, Y.-X. (2013) · Theoretical Biology and Medical Modelling · doi:10.1186/1742-4682-10-27 · Cited by 14 · see citing works
- Authors
- Goldbeter, A., & Pourquié, O.
- Affiliations
- Université Libre de Bruxelles (BE)
- Stowers Institute for Medical Research (US)
- Corresponding author
- Goldbeter, Albert
- Venue
- Journal of Theoretical Biology
- Publisher
- Elsevier BV
- Published
- 2008-06
- Volume
- 252
- Issue
- 3
- Pages
- 574-585
- ISSN
- 0022-5193 (ISSN-L)
- OpenAlex
- W2012986637
- Cited by
- 176
- References
- 1
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 4 · 2023: 2 · 2022: 7 · 2021: 7 · 2020: 8 · 2019: 9 · 2018: 9 · 2017: 15 · 2016: 9 · 2015: 13 · 2014: 10 · 2013: 15 · 2012: 14
- FWCI
- 6.59
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Theoretical Biology (publishedVersion)
- PubMed (publishedVersion)
- Dépôt institutionnel de l'Université libre de Bruxelles (Université Libre de Bruxelles) (submittedVersion)
- Funders
- Howard Hughes Medical Institute
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD043158)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Developmental Biology and Gene Regulation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Physical Sciences › Computer Science › Computer Networks and Communications › Nonlinear Dynamics and Pattern Formation
- Keywords
- segmentation clock, somitogenesis, Notch signaling, Wnt signaling, FGF signaling, coupled oscillators, negative feedback, lunatic fringe, Axin2, β-catenin degradation, oscillation synchronization, phase equilibria, presomitic mesoderm, gene expression oscillations
- MeSH terms
- Animals, Biological Clocks, Fibroblast Growth Factors, Models, Biological, Signal Transduction, Somites, Body Patterning, Feedback, Physiological, Intercellular Signaling Peptides and Proteins, Embryonic Development, Wnt Proteins, Receptors, Notch
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