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1.
PLoS Comput Biol ; 15(7): e1007191, 2019 Jul.
Article in English | MEDLINE | ID: mdl-31265460

ABSTRACT

[This corrects the article DOI: 10.1371/journal.pcbi.1002586.].

2.
J Theor Biol ; 430: 32-44, 2017 10 07.
Article in English | MEDLINE | ID: mdl-28652000

ABSTRACT

During pancreas development, Neurog3 positive endocrine progenitors are specified by Delta/Notch (D/N) mediated lateral inhibition in the growing ducts. During neurogenesis, genes that determine the transition from the proneural state to neuronal or glial lineages are oscillating before their expression is sustained. Although the basic gene regulatory network is very similar, cycling gene expression in pancreatic development was not investigated yet, and previous simulations of lateral inhibition in pancreas development excluded by design the possibility of oscillations. To explore this possibility, we developed a dynamic model of a growing duct that results in an oscillatory phase before the determination of endocrine progenitors by lateral inhibition. The basic network (D/N + Hes1 + Neurog3) shows scattered, stable Neurog3 expression after displaying transient expression. Furthermore, we included the Hes1 negative feedback as previously discussed in neurogenesis and show the consequences for Neurog3 expression in pancreatic duct development. Interestingly, a weakened HES1 action on the Hes1 promoter allows the coexistence of stable patterning and oscillations. In conclusion, cycling gene expression and lateral inhibition are not mutually exclusive. In this way, we argue for a unified mode of D/N mediated lateral inhibition in neurogenic and pancreatic progenitor specification.


Subject(s)
Models, Biological , Neurogenesis , Pancreas/growth & development , Receptors, Notch/physiology , Animals , Basic Helix-Loop-Helix Transcription Factors/physiology , Body Patterning , Cell Lineage , Endocrine System/cytology , Feedback, Physiological , Gene Expression Regulation, Developmental , Mice , Nerve Tissue Proteins/physiology , Oscillometry , Pancreas/innervation , Transcription Factor HES-1/physiology
3.
PLoS Comput Biol ; 10(10): e1003843, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25275459

ABSTRACT

While it is known that a large fraction of vertebrate genes are under the control of a gene regulatory network (GRN) forming a clock with circadian periodicity, shorter period oscillatory genes like the Hairy-enhancer-of split (Hes) genes are discussed mostly in connection with the embryonic process of somitogenesis. They form the core of the somitogenesis-clock, which orchestrates the periodic separation of somites from the presomitic mesoderm (PSM). The formation of sharp boundaries between the blocks of many cells works only when the oscillators in the cells forming the boundary are synchronized. It has been shown experimentally that Delta-Notch (D/N) signaling is responsible for this synchronization. This process has to happen rather fast as a cell experiences at most five oscillations from its 'birth' to its incorporation into a somite. Computer simulations describing synchronized oscillators with classical modes of D/N-interaction have difficulties to achieve synchronization in an appropriate time. One approach to solving this problem of modeling fast synchronization in the PSM was the consideration of cell movements. Here we show that fast synchronization of Hes-type oscillators can be achieved without cell movements by including D/N cis-inhibition, wherein the mutual interaction of DELTA and NOTCH in the same cell leads to a titration of ligand against receptor so that only one sort of molecule prevails. Consequently, the symmetry between sender and receiver is partially broken and one cell becomes preferentially sender or receiver at a given moment, which leads to faster entrainment of oscillators. Although not yet confirmed by experiment, the proposed mechanism of enhanced synchronization of mesenchymal cells in the PSM would be a new distinct developmental mechanism employing D/N cis-inhibition. Consequently, the way in which Delta-Notch signaling was modeled so far should be carefully reconsidered.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/genetics , Biological Clocks/genetics , Intracellular Signaling Peptides and Proteins/genetics , Membrane Proteins/genetics , Receptor, Notch1/genetics , Signal Transduction/genetics , Animals , Computational Biology , Gene Regulatory Networks/genetics , Mice , Models, Genetic , RNA, Messenger
4.
PLoS Comput Biol ; 8(6): e1002586, 2012.
Article in English | MEDLINE | ID: mdl-22761566

ABSTRACT

The segmentation of the vertebrate body is laid down during early embryogenesis. The formation of signaling gradients, the periodic expression of genes of the Notch-, Fgf- and Wnt-pathways and their interplay in the unsegmented presomitic mesoderm (PSM) precedes the rhythmic budding of nascent somites at its anterior end, which later develops into epithelialized structures, the somites. Although many in silico models describing partial aspects of somitogenesis already exist, simulations of a complete causal chain from gene expression in the growth zone via the interaction of multiple cells to segmentation are rare. Here, we present an enhanced gene regulatory network (GRN) for mice in a simulation program that models the growing PSM by many virtual cells and integrates WNT3A and FGF8 gradient formation, periodic gene expression and Delta/Notch signaling. Assuming Hes7 as core of the somitogenesis clock and LFNG as modulator, we postulate a negative feedback of HES7 on Dll1 leading to an oscillating Dll1 expression as seen in vivo. Furthermore, we are able to simulate the experimentally observed wave of activated NOTCH (NICD) as a result of the interactions in the GRN. We esteem our model as robust for a wide range of parameter values with the Hes7 mRNA and protein decays exerting a strong influence on the core oscillator. Moreover, our model predicts interference between Hes1 and HES7 oscillators when their intrinsic frequencies differ. In conclusion, we have built a comprehensive model of somitogenesis with HES7 as core oscillator that is able to reproduce many experimentally observed data in mice.


Subject(s)
Body Patterning/genetics , Body Patterning/physiology , Mesoderm/embryology , Models, Biological , Animals , Basic Helix-Loop-Helix Transcription Factors/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Biological Clocks/genetics , Biological Clocks/physiology , Computational Biology , Computer Simulation , Feedback, Physiological , Fibroblast Growth Factor 8/genetics , Fibroblast Growth Factor 8/metabolism , Gene Expression Regulation, Developmental , Gene Regulatory Networks , Mesoderm/metabolism , Mice , RNA, Messenger/genetics , RNA, Messenger/metabolism , Signal Transduction , Somites/embryology , Somites/metabolism , Wnt3A Protein/genetics , Wnt3A Protein/metabolism
5.
J Theor Biol ; 248(1): 120-9, 2007 Sep 07.
Article in English | MEDLINE | ID: mdl-17575987

ABSTRACT

To model dynamic expression patterns in somitogenesis we developed a Java-application for simulating gene regulatory networks in many cells in parallel and visualising the results using the Java3D API, thus simulating the collective behaviour of many thousand cells. According to the 'clock-and-wave-front' model mesodermal segmentation of vertebrate embryos is regulated by a 'segmentation clock', which oscillates with a period of about 2h in mice, and a 'wave front' moving back with the growing caudal end of the presomitic mesoderm. The clock is realised through cycling expression of genes such as Hes1 and Hes7, whose gene products repress the transcription of their encoding genes in a negative feedback loop. By coupling the decay of the Hes1 mRNA to a gradient with the same features and mechanism of formation as the mesodermal Fgf8 gradient we can simulate typical features of the dynamic expression pattern of Hes1 in the presomitic mesoderm. Furthermore, our program is able to synchronise Hes1 oscillations in thousands of cells through simulated Delta-Notch signalling interactions.


Subject(s)
Computer Simulation , Gene Expression Regulation, Developmental , Mesoderm/metabolism , Models, Genetic , Somites/cytology , Vertebrates/embryology , Animals , Intracellular Signaling Peptides and Proteins , Membrane Proteins/metabolism , Receptors, Notch/metabolism , Signal Transduction/physiology
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