A Fokker-Planck approach to the study of ...
Type de document :
Compte-rendu et recension critique d'ouvrage
DOI :
Titre :
A Fokker-Planck approach to the study of robustness in gene expression
Auteur(s) :
Degond, Pierre [Auteur]
Department of Mathematics [Imperial College London]
Herda, Maxime [Auteur]
Reliable numerical approximations of dissipative systems [RAPSODI]
Mirrahimi, Sepideh [Auteur]
Institut de Mathématiques de Toulouse UMR5219 [IMT]
Department of Mathematics [Imperial College London]
Herda, Maxime [Auteur]
Reliable numerical approximations of dissipative systems [RAPSODI]
Mirrahimi, Sepideh [Auteur]
Institut de Mathématiques de Toulouse UMR5219 [IMT]
Titre de la revue :
Mathematical Biosciences and Engineering
Pagination :
6459-6486
Éditeur :
AIMS Press
Date de publication :
2020-09-24
ISSN :
1547-1063
Mot(s)-clé(s) en anglais :
Gene expression
Micro RNA
Fokker-Planck Equation
Inverse Gamma distribution
Micro RNA
Fokker-Planck Equation
Inverse Gamma distribution
Discipline(s) HAL :
Mathématiques [math]/Analyse numérique [math.NA]
Mathématiques [math]/Equations aux dérivées partielles [math.AP]
Sciences du Vivant [q-bio]/Biologie cellulaire
Sciences du Vivant [q-bio]/Biochimie, Biologie Moléculaire/Biologie moléculaire
Mathématiques [math]/Equations aux dérivées partielles [math.AP]
Sciences du Vivant [q-bio]/Biologie cellulaire
Sciences du Vivant [q-bio]/Biochimie, Biologie Moléculaire/Biologie moléculaire
Résumé en anglais : [en]
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 ...
Lire la suite >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 messenger RNA and micro RNA content in a cell. We provide theoretical and numerical evidences that the robustness of the gene expression is increased in the presence of micro RNA. At the mathematical level, increased robustness shows in a smaller coefficient of variation of the marginal density of the messenger RNA in the presence of micro RNA. These results follow from explicit formulas for solutions. Moreover, thanks to dimensional analyses and numericalsimulations 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.Lire moins >
Lire la suite >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 messenger RNA and micro RNA content in a cell. We provide theoretical and numerical evidences that the robustness of the gene expression is increased in the presence of micro RNA. At the mathematical level, increased robustness shows in a smaller coefficient of variation of the marginal density of the messenger RNA in the presence of micro RNA. These results follow from explicit formulas for solutions. Moreover, thanks to dimensional analyses and numericalsimulations 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.Lire moins >
Langue :
Anglais
Vulgarisation :
Non
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