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The Chemical Fluctuation Theorem governing gene expression
Gene expression is a complex stochastic process composed of numerous enzymatic reactions with rates coupled to hidden cell-state variables. Despite advances in single-cell technologies, the lack of a theory accurately describing the gene expression process has restricted a robust, quantitative under...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5775451/ https://www.ncbi.nlm.nih.gov/pubmed/29352116 http://dx.doi.org/10.1038/s41467-017-02737-0 |
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author | Park, Seong Jun Song, Sanggeun Yang, Gil-Suk Kim, Philip M. Yoon, Sangwoon Kim, Ji-Hyun Sung, Jaeyoung |
author_facet | Park, Seong Jun Song, Sanggeun Yang, Gil-Suk Kim, Philip M. Yoon, Sangwoon Kim, Ji-Hyun Sung, Jaeyoung |
author_sort | Park, Seong Jun |
collection | PubMed |
description | Gene expression is a complex stochastic process composed of numerous enzymatic reactions with rates coupled to hidden cell-state variables. Despite advances in single-cell technologies, the lack of a theory accurately describing the gene expression process has restricted a robust, quantitative understanding of gene expression variability among cells. Here we present the Chemical Fluctuation Theorem (CFT), providing an accurate relationship between the environment-coupled chemical dynamics of gene expression and gene expression variability. Combined with a general, accurate model of environment-coupled transcription processes, the CFT provides a unified explanation of mRNA variability for various experimental systems. From this analysis, we construct a quantitative model of transcription dynamics enabling analytic predictions for the dependence of mRNA noise on the mRNA lifetime distribution, confirmed against stochastic simulation. This work suggests promising new directions for quantitative investigation into cellular control over biological functions by making complex dynamics of intracellular reactions accessible to rigorous mathematical deductions. |
format | Online Article Text |
id | pubmed-5775451 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57754512018-01-23 The Chemical Fluctuation Theorem governing gene expression Park, Seong Jun Song, Sanggeun Yang, Gil-Suk Kim, Philip M. Yoon, Sangwoon Kim, Ji-Hyun Sung, Jaeyoung Nat Commun Article Gene expression is a complex stochastic process composed of numerous enzymatic reactions with rates coupled to hidden cell-state variables. Despite advances in single-cell technologies, the lack of a theory accurately describing the gene expression process has restricted a robust, quantitative understanding of gene expression variability among cells. Here we present the Chemical Fluctuation Theorem (CFT), providing an accurate relationship between the environment-coupled chemical dynamics of gene expression and gene expression variability. Combined with a general, accurate model of environment-coupled transcription processes, the CFT provides a unified explanation of mRNA variability for various experimental systems. From this analysis, we construct a quantitative model of transcription dynamics enabling analytic predictions for the dependence of mRNA noise on the mRNA lifetime distribution, confirmed against stochastic simulation. This work suggests promising new directions for quantitative investigation into cellular control over biological functions by making complex dynamics of intracellular reactions accessible to rigorous mathematical deductions. Nature Publishing Group UK 2018-01-19 /pmc/articles/PMC5775451/ /pubmed/29352116 http://dx.doi.org/10.1038/s41467-017-02737-0 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Park, Seong Jun Song, Sanggeun Yang, Gil-Suk Kim, Philip M. Yoon, Sangwoon Kim, Ji-Hyun Sung, Jaeyoung The Chemical Fluctuation Theorem governing gene expression |
title | The Chemical Fluctuation Theorem governing gene expression |
title_full | The Chemical Fluctuation Theorem governing gene expression |
title_fullStr | The Chemical Fluctuation Theorem governing gene expression |
title_full_unstemmed | The Chemical Fluctuation Theorem governing gene expression |
title_short | The Chemical Fluctuation Theorem governing gene expression |
title_sort | chemical fluctuation theorem governing gene expression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5775451/ https://www.ncbi.nlm.nih.gov/pubmed/29352116 http://dx.doi.org/10.1038/s41467-017-02737-0 |
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