Literature DB >> 29021157

Ribosome flow model with extended objects.

Yoram Zarai1, Michael Margaliot2, Tamir Tuller3.   

Abstract

We study a deterministic mechanistic model for the flow of ribosomes along the mRNA molecule, called the ribosome flow model with extended objects (RFMEO). This model encapsulates many realistic features of translation including non-homogeneous transition rates along mRNA, the fact that every ribosome covers several codons, and the fact that ribosomes cannot overtake one another. The RFMEO is a mean-field approximation of an important model from statistical mechanics called the totally asymmetric simple exclusion process with extended objects (TASEPEO). We demonstrate that the RFMEO describes biophysical aspects of translation better than previous mean-field approximations, and that its predictions correlate well with those of TASEPEO. However, unlike TASEPEO, the RFMEO is amenable to rigorous analysis using tools from systems and control theory. We show that the ribosome density profile along the mRNA in the RFMEO converges to a unique steady-state density that depends on the length of the mRNA, the transition rates along it, and the number of codons covered by every ribosome, but not on the initial density of ribosomes along the mRNA. In particular, the protein production rate also converges to a unique steady state. Furthermore, if the transition rates along the mRNA are periodic with a common period T then the ribosome density along the mRNA and the protein production rate converge to a unique periodic pattern with period T, that is, the model entrains to periodic excitations in the transition rates. Analysis and simulations of the RFMEO demonstrate several counterintuitive results. For example, increasing the ribosome footprint may sometimes lead to an increase in the production rate. Also, for large values of the footprint the steady-state density along the mRNA may be quite complex (e.g. with quasi-periodic patterns) even for relatively simple (and non-periodic) transition rates along the mRNA. This implies that inferring the transition rates from the ribosome density may be non-trivial. We believe that the RFMEO could be useful for modelling, understanding and re-engineering translation as well as other important biological processes.
© 2017 The Author(s).

Keywords:  compartmental systems; contraction theory; extended object; global asymptotic stability; mRNA translation; systems biology

Mesh:

Substances:

Year:  2017        PMID: 29021157      PMCID: PMC5665818          DOI: 10.1098/rsif.2017.0128

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  51 in total

1.  Human housekeeping genes are compact.

Authors:  Eli Eisenberg; Erez Y Levanon
Journal:  Trends Genet       Date:  2003-07       Impact factor: 11.639

2.  Estimation of ribosome profiling performance and reproducibility at various levels of resolution.

Authors:  Alon Diament; Tamir Tuller
Journal:  Biol Direct       Date:  2016-05-10       Impact factor: 4.540

3.  On the steady-state distribution in the homogeneous ribosome flow model.

Authors:  Michael Margaliot; Tamir Tuller
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2012 Nov-Dec       Impact factor: 3.710

4.  The RNA polymerase flow model of gene transcription.

Authors:  Shlomit Edri; Eran Gazit; Eyal Cohen; Tamir Tuller
Journal:  IEEE Trans Biomed Circuits Syst       Date:  2014-02       Impact factor: 3.833

5.  Genome-wide analysis in vivo of translation with nucleotide resolution using ribosome profiling.

Authors:  Nicholas T Ingolia; Sina Ghaemmaghami; John R S Newman; Jonathan S Weissman
Journal:  Science       Date:  2009-02-12       Impact factor: 47.728

6.  Composite effects of gene determinants on the translation speed and density of ribosomes.

Authors:  Tamir Tuller; Isana Veksler-Lublinsky; Nir Gazit; Martin Kupiec; Eytan Ruppin; Michal Ziv-Ukelson
Journal:  Genome Biol       Date:  2011-11-03       Impact factor: 13.583

7.  Optimal Down Regulation of mRNA Translation.

Authors:  Yoram Zarai; Michael Margaliot; Tamir Tuller
Journal:  Sci Rep       Date:  2017-01-25       Impact factor: 4.379

8.  Determinants of protein abundance and translation efficiency in S. cerevisiae.

Authors:  Tamir Tuller; Martin Kupiec; Eytan Ruppin
Journal:  PLoS Comput Biol       Date:  2007-12       Impact factor: 4.475

9.  Entrainment to periodic initiation and transition rates in a computational model for gene translation.

Authors:  Michael Margaliot; Eduardo D Sontag; Tamir Tuller
Journal:  PLoS One       Date:  2014-05-06       Impact factor: 3.240

10.  mRNA translation and protein synthesis: an analysis of different modelling methodologies and a new PBN based approach.

Authors:  Yun-Bo Zhao; J Krishnan
Journal:  BMC Syst Biol       Date:  2014-02-27
View more
  4 in total

1.  Networks of ribosome flow models for modeling and analyzing intracellular traffic.

Authors:  Itzik Nanikashvili; Yoram Zarai; Alexander Ovseevich; Tamir Tuller; Michael Margaliot
Journal:  Sci Rep       Date:  2019-02-08       Impact factor: 4.379

2.  Modeling transport of extended interacting objects with drop-off phenomenon.

Authors:  Aditi Jain; Arvind Kumar Gupta
Journal:  PLoS One       Date:  2022-05-02       Impact factor: 3.752

3.  Dynamics and growth rate implications of ribosomes and mRNAs interaction in E. coli.

Authors:  Tin Phan; Changhan He; Irakli Loladze; Clay Prater; Jim Elser; Yang Kuang
Journal:  Heliyon       Date:  2022-06-28

4.  Variability in mRNA translation: a random matrix theory approach.

Authors:  Michael Margaliot; Wasim Huleihel; Tamir Tuller
Journal:  Sci Rep       Date:  2021-03-05       Impact factor: 4.379

  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.