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Inferring efficiency of translation initiation and elongation from ribosome profiling
One of the main goals of ribosome profiling is to quantify the rate of protein synthesis at the level of translation. Here, we develop a method for inferring translation elongation kinetics from ribosome profiling data using recent advances in mathematical modelling of mRNA translation. Our method d...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515720/ https://www.ncbi.nlm.nih.gov/pubmed/32821926 http://dx.doi.org/10.1093/nar/gkaa678 |
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author | Szavits-Nossan, Juraj Ciandrini, Luca |
author_facet | Szavits-Nossan, Juraj Ciandrini, Luca |
author_sort | Szavits-Nossan, Juraj |
collection | PubMed |
description | One of the main goals of ribosome profiling is to quantify the rate of protein synthesis at the level of translation. Here, we develop a method for inferring translation elongation kinetics from ribosome profiling data using recent advances in mathematical modelling of mRNA translation. Our method distinguishes between the elongation rate intrinsic to the ribosome’s stepping cycle and the actual elongation rate that takes into account ribosome interference. This distinction allows us to quantify the extent of ribosomal collisions along the transcript and identify individual codons where ribosomal collisions are likely. When examining ribosome profiling in yeast, we observe that translation initiation and elongation are close to their optima and traffic is minimized at the beginning of the transcript to favour ribosome recruitment. However, we find many individual sites of congestion along the mRNAs where the probability of ribosome interference can reach [Formula: see text]. Our work provides new measures of translation initiation and elongation efficiencies, emphasizing the importance of rating these two stages of translation separately. |
format | Online Article Text |
id | pubmed-7515720 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-75157202020-09-30 Inferring efficiency of translation initiation and elongation from ribosome profiling Szavits-Nossan, Juraj Ciandrini, Luca Nucleic Acids Res Computational Biology One of the main goals of ribosome profiling is to quantify the rate of protein synthesis at the level of translation. Here, we develop a method for inferring translation elongation kinetics from ribosome profiling data using recent advances in mathematical modelling of mRNA translation. Our method distinguishes between the elongation rate intrinsic to the ribosome’s stepping cycle and the actual elongation rate that takes into account ribosome interference. This distinction allows us to quantify the extent of ribosomal collisions along the transcript and identify individual codons where ribosomal collisions are likely. When examining ribosome profiling in yeast, we observe that translation initiation and elongation are close to their optima and traffic is minimized at the beginning of the transcript to favour ribosome recruitment. However, we find many individual sites of congestion along the mRNAs where the probability of ribosome interference can reach [Formula: see text]. Our work provides new measures of translation initiation and elongation efficiencies, emphasizing the importance of rating these two stages of translation separately. Oxford University Press 2020-08-21 /pmc/articles/PMC7515720/ /pubmed/32821926 http://dx.doi.org/10.1093/nar/gkaa678 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Computational Biology Szavits-Nossan, Juraj Ciandrini, Luca Inferring efficiency of translation initiation and elongation from ribosome profiling |
title | Inferring efficiency of translation initiation and elongation from ribosome profiling |
title_full | Inferring efficiency of translation initiation and elongation from ribosome profiling |
title_fullStr | Inferring efficiency of translation initiation and elongation from ribosome profiling |
title_full_unstemmed | Inferring efficiency of translation initiation and elongation from ribosome profiling |
title_short | Inferring efficiency of translation initiation and elongation from ribosome profiling |
title_sort | inferring efficiency of translation initiation and elongation from ribosome profiling |
topic | Computational Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515720/ https://www.ncbi.nlm.nih.gov/pubmed/32821926 http://dx.doi.org/10.1093/nar/gkaa678 |
work_keys_str_mv | AT szavitsnossanjuraj inferringefficiencyoftranslationinitiationandelongationfromribosomeprofiling AT ciandriniluca inferringefficiencyoftranslationinitiationandelongationfromribosomeprofiling |