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Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model
Perturbations play an important role both in engineered systems and cellular processes. Thus, understanding their effect on protein synthesis should contribute to all biomedical disciplines. Here we describe the first genome-scale analysis of perturbations in translation-related factors in S. cerevi...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6212587/ https://www.ncbi.nlm.nih.gov/pubmed/30385856 http://dx.doi.org/10.1038/s41598-018-34496-3 |
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author | Levin, Doron Tuller, Tamir |
author_facet | Levin, Doron Tuller, Tamir |
author_sort | Levin, Doron |
collection | PubMed |
description | Perturbations play an important role both in engineered systems and cellular processes. Thus, understanding their effect on protein synthesis should contribute to all biomedical disciplines. Here we describe the first genome-scale analysis of perturbations in translation-related factors in S. cerevisiae. To this end, we used simulations based on a computational model that takes into consideration the fundamental stochastic and bio-physical nature of translation. We found that the initiation rate has a key role in determining the sensitivity to perturbations. For low initiation rates, the first codons of the coding region dominate the sensitivity, which is highly correlated with the ratio between initiation rate and mean elongation rate (r = −0.95), with the open reading frame (ORF) length (r = 0.6) and with protein abundance (r = 0.45). For high initiation rates (that may rise, for example, due to cellular growth), the sensitivity of a gene is dominated by all internal codons and is correlated with the decoding rate. We found that various central intracellular functions are associated with the sensitivity: for example, both genes that are sensitive and genes that are robust to perturbations are over-represented in the group of genes related to translation regulation; this may suggest that robustness to perturbations is a trait that undergoes evolutionary selection in relation to the function of the encoded protein. We believe that the reported results, due to their quantitative value and genome-wide perspective, should contribute to disciplines such as synthetic biology, functional genomics, comparative genomics and molecular evolution. |
format | Online Article Text |
id | pubmed-6212587 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-62125872018-11-06 Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model Levin, Doron Tuller, Tamir Sci Rep Article Perturbations play an important role both in engineered systems and cellular processes. Thus, understanding their effect on protein synthesis should contribute to all biomedical disciplines. Here we describe the first genome-scale analysis of perturbations in translation-related factors in S. cerevisiae. To this end, we used simulations based on a computational model that takes into consideration the fundamental stochastic and bio-physical nature of translation. We found that the initiation rate has a key role in determining the sensitivity to perturbations. For low initiation rates, the first codons of the coding region dominate the sensitivity, which is highly correlated with the ratio between initiation rate and mean elongation rate (r = −0.95), with the open reading frame (ORF) length (r = 0.6) and with protein abundance (r = 0.45). For high initiation rates (that may rise, for example, due to cellular growth), the sensitivity of a gene is dominated by all internal codons and is correlated with the decoding rate. We found that various central intracellular functions are associated with the sensitivity: for example, both genes that are sensitive and genes that are robust to perturbations are over-represented in the group of genes related to translation regulation; this may suggest that robustness to perturbations is a trait that undergoes evolutionary selection in relation to the function of the encoded protein. We believe that the reported results, due to their quantitative value and genome-wide perspective, should contribute to disciplines such as synthetic biology, functional genomics, comparative genomics and molecular evolution. Nature Publishing Group UK 2018-11-01 /pmc/articles/PMC6212587/ /pubmed/30385856 http://dx.doi.org/10.1038/s41598-018-34496-3 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Levin, Doron Tuller, Tamir Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title | Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title_full | Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title_fullStr | Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title_full_unstemmed | Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title_short | Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model |
title_sort | genome-scale analysis of perturbations in translation elongation based on a computational model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6212587/ https://www.ncbi.nlm.nih.gov/pubmed/30385856 http://dx.doi.org/10.1038/s41598-018-34496-3 |
work_keys_str_mv | AT levindoron genomescaleanalysisofperturbationsintranslationelongationbasedonacomputationalmodel AT tullertamir genomescaleanalysisofperturbationsintranslationelongationbasedonacomputationalmodel |