A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light
Abstract The circadian clock is a cellular mechanism that synchronizes various biological processes with respect to the time of the day. While much progress has been made characterizing the molecular mechanisms underlying this clock, it is less clear how external light cues influence the dynamics of...
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doaj-89479f096ad341f3a593b7195993ccfb2021-07-18T11:26:23ZengNature Publishing GroupScientific Reports2045-23222021-07-0111111410.1038/s41598-021-93913-2A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by lightVojtěch Kumpošt0Daniela Vallone1Srinivas Babu Gondi2Nicholas S. Foulkes3Ralf Mikut4Lennart Hilbert5Institute for Automation and Applied Informatics, Karlsruhe Institute of TechnologyInstitute of Biological and Chemical Systems-Biological Information Processing, Karlsruhe Institute of TechnologyCitrus BiotekInstitute of Biological and Chemical Systems-Biological Information Processing, Karlsruhe Institute of TechnologyInstitute for Automation and Applied Informatics, Karlsruhe Institute of TechnologyInstitute of Biological and Chemical Systems-Biological Information Processing, Karlsruhe Institute of TechnologyAbstract The circadian clock is a cellular mechanism that synchronizes various biological processes with respect to the time of the day. While much progress has been made characterizing the molecular mechanisms underlying this clock, it is less clear how external light cues influence the dynamics of the core clock mechanism and thereby entrain it with the light–dark cycle. Zebrafish-derived cell cultures possess clocks that are directly light-entrainable, thus providing an attractive laboratory model for circadian entrainment. Here, we have developed a stochastic oscillator model of the zebrafish circadian clock, which accounts for the core clock negative feedback loop, light input, and the proliferation of single-cell oscillator noise into population-level luminescence recordings. The model accurately predicts the entrainment dynamics observed in bioluminescent clock reporter assays upon exposure to a wide range of lighting conditions. Furthermore, we have applied the model to obtain refitted parameter sets for cell cultures exposed to a variety of pharmacological treatments and predict changes in single-cell oscillator parameters. Our work paves the way for model-based, large-scale screens for genetic or pharmacologically-induced modifications to the entrainment of circadian clock function.https://doi.org/10.1038/s41598-021-93913-2 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Vojtěch Kumpošt Daniela Vallone Srinivas Babu Gondi Nicholas S. Foulkes Ralf Mikut Lennart Hilbert |
spellingShingle |
Vojtěch Kumpošt Daniela Vallone Srinivas Babu Gondi Nicholas S. Foulkes Ralf Mikut Lennart Hilbert A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light Scientific Reports |
author_facet |
Vojtěch Kumpošt Daniela Vallone Srinivas Babu Gondi Nicholas S. Foulkes Ralf Mikut Lennart Hilbert |
author_sort |
Vojtěch Kumpošt |
title |
A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
title_short |
A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
title_full |
A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
title_fullStr |
A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
title_full_unstemmed |
A stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
title_sort |
stochastic oscillator model simulates the entrainment of vertebrate cellular clocks by light |
publisher |
Nature Publishing Group |
series |
Scientific Reports |
issn |
2045-2322 |
publishDate |
2021-07-01 |
description |
Abstract The circadian clock is a cellular mechanism that synchronizes various biological processes with respect to the time of the day. While much progress has been made characterizing the molecular mechanisms underlying this clock, it is less clear how external light cues influence the dynamics of the core clock mechanism and thereby entrain it with the light–dark cycle. Zebrafish-derived cell cultures possess clocks that are directly light-entrainable, thus providing an attractive laboratory model for circadian entrainment. Here, we have developed a stochastic oscillator model of the zebrafish circadian clock, which accounts for the core clock negative feedback loop, light input, and the proliferation of single-cell oscillator noise into population-level luminescence recordings. The model accurately predicts the entrainment dynamics observed in bioluminescent clock reporter assays upon exposure to a wide range of lighting conditions. Furthermore, we have applied the model to obtain refitted parameter sets for cell cultures exposed to a variety of pharmacological treatments and predict changes in single-cell oscillator parameters. Our work paves the way for model-based, large-scale screens for genetic or pharmacologically-induced modifications to the entrainment of circadian clock function. |
url |
https://doi.org/10.1038/s41598-021-93913-2 |
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