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Variability in mRNA translation: a random matrix theory approach
The rate of mRNA translation depends on the initiation, elongation, and termination rates of ribosomes along the mRNA. These rates depend on many “local” factors like the abundance of free ribosomes and tRNA molecules in the vicinity of the mRNA molecule. All these factors are stochastic and their e...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7970873/ https://www.ncbi.nlm.nih.gov/pubmed/33674667 http://dx.doi.org/10.1038/s41598-021-84738-0 |
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author | Margaliot, Michael Huleihel, Wasim Tuller, Tamir |
author_facet | Margaliot, Michael Huleihel, Wasim Tuller, Tamir |
author_sort | Margaliot, Michael |
collection | PubMed |
description | The rate of mRNA translation depends on the initiation, elongation, and termination rates of ribosomes along the mRNA. These rates depend on many “local” factors like the abundance of free ribosomes and tRNA molecules in the vicinity of the mRNA molecule. All these factors are stochastic and their experimental measurements are also noisy. An important question is how protein production in the cell is affected by this considerable variability. We develop a new theoretical framework for addressing this question by modeling the rates as identically and independently distributed random variables and using tools from random matrix theory to analyze the steady-state production rate. The analysis reveals a principle of universality: the average protein production rate depends only on the of the set of possible values that the random variable may attain. This explains how total protein production can be stabilized despite the overwhelming stochasticticity underlying cellular processes. |
format | Online Article Text |
id | pubmed-7970873 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79708732021-03-19 Variability in mRNA translation: a random matrix theory approach Margaliot, Michael Huleihel, Wasim Tuller, Tamir Sci Rep Article The rate of mRNA translation depends on the initiation, elongation, and termination rates of ribosomes along the mRNA. These rates depend on many “local” factors like the abundance of free ribosomes and tRNA molecules in the vicinity of the mRNA molecule. All these factors are stochastic and their experimental measurements are also noisy. An important question is how protein production in the cell is affected by this considerable variability. We develop a new theoretical framework for addressing this question by modeling the rates as identically and independently distributed random variables and using tools from random matrix theory to analyze the steady-state production rate. The analysis reveals a principle of universality: the average protein production rate depends only on the of the set of possible values that the random variable may attain. This explains how total protein production can be stabilized despite the overwhelming stochasticticity underlying cellular processes. Nature Publishing Group UK 2021-03-05 /pmc/articles/PMC7970873/ /pubmed/33674667 http://dx.doi.org/10.1038/s41598-021-84738-0 Text en © The Author(s) 2021 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Margaliot, Michael Huleihel, Wasim Tuller, Tamir Variability in mRNA translation: a random matrix theory approach |
title | Variability in mRNA translation: a random matrix theory approach |
title_full | Variability in mRNA translation: a random matrix theory approach |
title_fullStr | Variability in mRNA translation: a random matrix theory approach |
title_full_unstemmed | Variability in mRNA translation: a random matrix theory approach |
title_short | Variability in mRNA translation: a random matrix theory approach |
title_sort | variability in mrna translation: a random matrix theory approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7970873/ https://www.ncbi.nlm.nih.gov/pubmed/33674667 http://dx.doi.org/10.1038/s41598-021-84738-0 |
work_keys_str_mv | AT margaliotmichael variabilityinmrnatranslationarandommatrixtheoryapproach AT huleihelwasim variabilityinmrnatranslationarandommatrixtheoryapproach AT tullertamir variabilityinmrnatranslationarandommatrixtheoryapproach |