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Optimal Down Regulation of mRNA Translation
Down regulation of mRNA translation is an important problem in various bio-medical domains ranging from developing effective medicines for tumors and for viral diseases to developing attenuated virus strains that can be used for vaccination. Here, we study the problem of down regulation of mRNA tran...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5264618/ https://www.ncbi.nlm.nih.gov/pubmed/28120903 http://dx.doi.org/10.1038/srep41243 |
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author | Zarai, Yoram Margaliot, Michael Tuller, Tamir |
author_facet | Zarai, Yoram Margaliot, Michael Tuller, Tamir |
author_sort | Zarai, Yoram |
collection | PubMed |
description | Down regulation of mRNA translation is an important problem in various bio-medical domains ranging from developing effective medicines for tumors and for viral diseases to developing attenuated virus strains that can be used for vaccination. Here, we study the problem of down regulation of mRNA translation using a mathematical model called the ribosome flow model (RFM). In the RFM, the mRNA molecule is modeled as a chain of n sites. The flow of ribosomes between consecutive sites is regulated by n + 1 transition rates. Given a set of feasible transition rates, that models the outcome of all possible mutations, we consider the problem of maximally down regulating protein production by altering the rates within this set of feasible rates. Under certain conditions on the feasible set, we show that an optimal solution can be determined efficiently. We also rigorously analyze two special cases of the down regulation optimization problem. Our results suggest that one must focus on the position along the mRNA molecule where the transition rate has the strongest effect on the protein production rate. However, this rate is not necessarily the slowest transition rate along the mRNA molecule. We discuss some of the biological implications of these results. |
format | Online Article Text |
id | pubmed-5264618 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-52646182017-01-30 Optimal Down Regulation of mRNA Translation Zarai, Yoram Margaliot, Michael Tuller, Tamir Sci Rep Article Down regulation of mRNA translation is an important problem in various bio-medical domains ranging from developing effective medicines for tumors and for viral diseases to developing attenuated virus strains that can be used for vaccination. Here, we study the problem of down regulation of mRNA translation using a mathematical model called the ribosome flow model (RFM). In the RFM, the mRNA molecule is modeled as a chain of n sites. The flow of ribosomes between consecutive sites is regulated by n + 1 transition rates. Given a set of feasible transition rates, that models the outcome of all possible mutations, we consider the problem of maximally down regulating protein production by altering the rates within this set of feasible rates. Under certain conditions on the feasible set, we show that an optimal solution can be determined efficiently. We also rigorously analyze two special cases of the down regulation optimization problem. Our results suggest that one must focus on the position along the mRNA molecule where the transition rate has the strongest effect on the protein production rate. However, this rate is not necessarily the slowest transition rate along the mRNA molecule. We discuss some of the biological implications of these results. Nature Publishing Group 2017-01-25 /pmc/articles/PMC5264618/ /pubmed/28120903 http://dx.doi.org/10.1038/srep41243 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Zarai, Yoram Margaliot, Michael Tuller, Tamir Optimal Down Regulation of mRNA Translation |
title | Optimal Down Regulation of mRNA Translation |
title_full | Optimal Down Regulation of mRNA Translation |
title_fullStr | Optimal Down Regulation of mRNA Translation |
title_full_unstemmed | Optimal Down Regulation of mRNA Translation |
title_short | Optimal Down Regulation of mRNA Translation |
title_sort | optimal down regulation of mrna translation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5264618/ https://www.ncbi.nlm.nih.gov/pubmed/28120903 http://dx.doi.org/10.1038/srep41243 |
work_keys_str_mv | AT zaraiyoram optimaldownregulationofmrnatranslation AT margaliotmichael optimaldownregulationofmrnatranslation AT tullertamir optimaldownregulationofmrnatranslation |