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Periodicity and dosage optimization of an RNAi model in eukaryotes cells

BACKGROUND: As a highly efficient and specific gene regulation technology, RNAi has broad application fields and good prospects. The effect of RNAi enhances as the dosage of siRNA increases, while an exorbitant siRNA dosage will inhibit the RNAi effect. So it is crucial to formulate a dose-effect mo...

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Autores principales: Ma, Tongle, Pei, Yongzhen, Li, Changguo, Zhu, Meixia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6580653/
https://www.ncbi.nlm.nih.gov/pubmed/31208316
http://dx.doi.org/10.1186/s12859-019-2925-z
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author Ma, Tongle
Pei, Yongzhen
Li, Changguo
Zhu, Meixia
author_facet Ma, Tongle
Pei, Yongzhen
Li, Changguo
Zhu, Meixia
author_sort Ma, Tongle
collection PubMed
description BACKGROUND: As a highly efficient and specific gene regulation technology, RNAi has broad application fields and good prospects. The effect of RNAi enhances as the dosage of siRNA increases, while an exorbitant siRNA dosage will inhibit the RNAi effect. So it is crucial to formulate a dose-effect model to describe the degradation effects of the target mRNA at different siRNA dosages. RESULTS: In this work, a simple RNA interference model with hill kinetic function (Giulia Cuccato et al. (2011)) is extended. Firstly, by introducing both the degradation time delay τ(1) of mRNA caused by siRNA and the transportation time delay τ(2) of mRNA from the nucleus to the cytoplasm during protein translation, one acquires a novel delay differential equations (DDEs) model with physiology lags. Secondly, qualitative analyses are executed to identify regions of stability of the positive equilibrium and to determine the corresponding parameter scales. Next, the approximate period of the limit cycle at Hopf bifurcation points is computed. Furthermore we analyze the parameter sensitivity of the limit cycle. Finally, we propose an optimal strategy to select siRNA dosage which arouses significant silencing efficiency. CONCLUSIONS: Our researches indicate that when the dosage of siRNA is large, oscillating periods are identical for disparate number of siRNA target sites even if it greatly impacts the critical siRNA dosage which is the switch of oscillating behavior. Furthermore, parametric sensitivity analyses of limit cycle disclose that both of degradation lag and maximum degradation rate of mRNA due to RNAi are principal elements on determining periodic oscillation. Our explorations will provide evidence for gene regulation and RNAi.
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spelling pubmed-65806532019-06-24 Periodicity and dosage optimization of an RNAi model in eukaryotes cells Ma, Tongle Pei, Yongzhen Li, Changguo Zhu, Meixia BMC Bioinformatics Research Article BACKGROUND: As a highly efficient and specific gene regulation technology, RNAi has broad application fields and good prospects. The effect of RNAi enhances as the dosage of siRNA increases, while an exorbitant siRNA dosage will inhibit the RNAi effect. So it is crucial to formulate a dose-effect model to describe the degradation effects of the target mRNA at different siRNA dosages. RESULTS: In this work, a simple RNA interference model with hill kinetic function (Giulia Cuccato et al. (2011)) is extended. Firstly, by introducing both the degradation time delay τ(1) of mRNA caused by siRNA and the transportation time delay τ(2) of mRNA from the nucleus to the cytoplasm during protein translation, one acquires a novel delay differential equations (DDEs) model with physiology lags. Secondly, qualitative analyses are executed to identify regions of stability of the positive equilibrium and to determine the corresponding parameter scales. Next, the approximate period of the limit cycle at Hopf bifurcation points is computed. Furthermore we analyze the parameter sensitivity of the limit cycle. Finally, we propose an optimal strategy to select siRNA dosage which arouses significant silencing efficiency. CONCLUSIONS: Our researches indicate that when the dosage of siRNA is large, oscillating periods are identical for disparate number of siRNA target sites even if it greatly impacts the critical siRNA dosage which is the switch of oscillating behavior. Furthermore, parametric sensitivity analyses of limit cycle disclose that both of degradation lag and maximum degradation rate of mRNA due to RNAi are principal elements on determining periodic oscillation. Our explorations will provide evidence for gene regulation and RNAi. BioMed Central 2019-06-17 /pmc/articles/PMC6580653/ /pubmed/31208316 http://dx.doi.org/10.1186/s12859-019-2925-z Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Ma, Tongle
Pei, Yongzhen
Li, Changguo
Zhu, Meixia
Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title_full Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title_fullStr Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title_full_unstemmed Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title_short Periodicity and dosage optimization of an RNAi model in eukaryotes cells
title_sort periodicity and dosage optimization of an rnai model in eukaryotes cells
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6580653/
https://www.ncbi.nlm.nih.gov/pubmed/31208316
http://dx.doi.org/10.1186/s12859-019-2925-z
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