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A Fokker-Planck approach to the study of robustness in gene expression

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Title: A Fokker-Planck approach to the study of robustness in gene expression
Authors: Degond, P
Herda, M
Mirrahimi, S
Item Type: Journal Article
Abstract: We study several Fokker-Planck equations arising from a stochastic chemical kinetic system modeling a gene regulatory network in biology. The densities solving the Fokker-Planck equations describe the joint distribution of the mRNA and μRNA content in a cell. We provide theoretical and numerical evidence that the robustness of the gene expression is increased in the presence of μRNA. At the mathematical level, increased robustness shows in a smaller coefficient of variation of the marginal density of the mRNA in the presence of μRNA. These results follow from explicit formulas for solutions. Moreover, thanks to dimensional analyses and numerical simulations we provide qualitative insight into the role of each parameter in the model. As the increase of gene expression level comes from the underlying stochasticity in the models, we eventually discuss the choice of noise in our models and its influence on our results.
Issue Date: 24-Sep-2020
Date of Acceptance: 15-Sep-2020
URI: http://hdl.handle.net/10044/1/82756
DOI: 10.3934/mbe.2020338
ISSN: 1547-1063
Publisher: American Institute of Mathematical Sciences (AIMS)
Start Page: 6459
End Page: 6486
Journal / Book Title: Mathematical Biosciences and Engineering
Volume: 17
Issue: 6
Copyright Statement: © 2020 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
Sponsor/Funder: The Royal Society
Engineering & Physical Science Research Council (EPSRC)
Engineering & Physical Science Research Council (EPSRC)
Funder's Grant Number: WM130048
EP/M006883/1
EP/N014529/1
Keywords: Science & Technology
Life Sciences & Biomedicine
Mathematical & Computational Biology
gene expression
microRNA
Fokker-Planck equations
inverse gamma distributions
BRUNN-MINKOWSKI
INEQUALITIES
MICRORNAS
Fokker-Planck equations
gene expression
inverse gamma distributions
microRNA
Gene Expression
Gene Regulatory Networks
Gene Expression
Gene Regulatory Networks
math.NA
math.NA
cs.NA
math.AP
35Q84, 92C40, 92D20, 35Q92, 65M08
0102 Applied Mathematics
0903 Biomedical Engineering
0904 Chemical Engineering
Bioinformatics
Publication Status: Published
Online Publication Date: 2020-09-24
Appears in Collections:Applied Mathematics and Mathematical Physics
Faculty of Natural Sciences
Mathematics



This item is licensed under a Creative Commons License Creative Commons