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Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation

Periodic oscillations play an important role in many biomedical systems. Proper functioning of biological systems that respond to periodic signals requires the ability to synchronize with the periodic excitation. For example, the sleep/wake cycle is a manifestation of an internal timing system that...

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Autores principales: Margaliot, Michael, Sontag, Eduardo D., Tuller, Tamir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4011696/
https://www.ncbi.nlm.nih.gov/pubmed/24800863
http://dx.doi.org/10.1371/journal.pone.0096039
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author Margaliot, Michael
Sontag, Eduardo D.
Tuller, Tamir
author_facet Margaliot, Michael
Sontag, Eduardo D.
Tuller, Tamir
author_sort Margaliot, Michael
collection PubMed
description Periodic oscillations play an important role in many biomedical systems. Proper functioning of biological systems that respond to periodic signals requires the ability to synchronize with the periodic excitation. For example, the sleep/wake cycle is a manifestation of an internal timing system that synchronizes to the solar day. In the terminology of systems theory, the biological system must entrain or phase-lock to the periodic excitation. Entrainment is also important in synthetic biology. For example, connecting several artificial biological systems that entrain to a common clock may lead to a well-functioning modular system. The cell-cycle is a periodic program that regulates DNA synthesis and cell division. Recent biological studies suggest that cell-cycle related genes entrain to this periodic program at the gene translation level, leading to periodically-varying protein levels of these genes. The ribosome flow model (RFM) is a deterministic model obtained via a mean-field approximation of a stochastic model from statistical physics that has been used to model numerous processes including ribosome flow along the mRNA. Here we analyze the RFM under the assumption that the initiation and/or transition rates vary periodically with a common period [Image: see text]. We show that the ribosome distribution profile in the RFM entrains to this periodic excitation. In particular, the protein synthesis pattern converges to a unique periodic solution with period [Image: see text]. To the best of our knowledge, this is the first proof of entrainment in a mathematical model for translation that encapsulates aspects such as initiation and termination rates, ribosomal movement and interactions, and non-homogeneous elongation speeds along the mRNA. Our results support the conjecture that periodic oscillations in tRNA levels and other factors related to the translation process can induce periodic oscillations in protein levels, and may suggest a new approach for re-engineering genetic systems to obtain a desired, periodic, protein synthesis rate.
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spelling pubmed-40116962014-05-09 Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation Margaliot, Michael Sontag, Eduardo D. Tuller, Tamir PLoS One Research Article Periodic oscillations play an important role in many biomedical systems. Proper functioning of biological systems that respond to periodic signals requires the ability to synchronize with the periodic excitation. For example, the sleep/wake cycle is a manifestation of an internal timing system that synchronizes to the solar day. In the terminology of systems theory, the biological system must entrain or phase-lock to the periodic excitation. Entrainment is also important in synthetic biology. For example, connecting several artificial biological systems that entrain to a common clock may lead to a well-functioning modular system. The cell-cycle is a periodic program that regulates DNA synthesis and cell division. Recent biological studies suggest that cell-cycle related genes entrain to this periodic program at the gene translation level, leading to periodically-varying protein levels of these genes. The ribosome flow model (RFM) is a deterministic model obtained via a mean-field approximation of a stochastic model from statistical physics that has been used to model numerous processes including ribosome flow along the mRNA. Here we analyze the RFM under the assumption that the initiation and/or transition rates vary periodically with a common period [Image: see text]. We show that the ribosome distribution profile in the RFM entrains to this periodic excitation. In particular, the protein synthesis pattern converges to a unique periodic solution with period [Image: see text]. To the best of our knowledge, this is the first proof of entrainment in a mathematical model for translation that encapsulates aspects such as initiation and termination rates, ribosomal movement and interactions, and non-homogeneous elongation speeds along the mRNA. Our results support the conjecture that periodic oscillations in tRNA levels and other factors related to the translation process can induce periodic oscillations in protein levels, and may suggest a new approach for re-engineering genetic systems to obtain a desired, periodic, protein synthesis rate. Public Library of Science 2014-05-06 /pmc/articles/PMC4011696/ /pubmed/24800863 http://dx.doi.org/10.1371/journal.pone.0096039 Text en © 2014 Margaliot et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Margaliot, Michael
Sontag, Eduardo D.
Tuller, Tamir
Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title_full Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title_fullStr Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title_full_unstemmed Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title_short Entrainment to Periodic Initiation and Transition Rates in a Computational Model for Gene Translation
title_sort entrainment to periodic initiation and transition rates in a computational model for gene translation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4011696/
https://www.ncbi.nlm.nih.gov/pubmed/24800863
http://dx.doi.org/10.1371/journal.pone.0096039
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