Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Margaliot, Michael, Huleihel, Wasim, Tuller, Tamir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
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
_version_ 1783666500950818816
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