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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Main Authors: Vojtěch Kumpošt, Daniela Vallone, Srinivas Babu Gondi, Nicholas S. Foulkes, Ralf Mikut, Lennart Hilbert
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-93913-2
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spelling 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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