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Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
The translation efficiency of most Saccharomyces cerevisiae genes remains fairly constant across poor and rich growth media. This observation has led us to revisit the available data and to examine the potential utility of a protein abundance predictor in reinterpreting existing mRNA expression data...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2007
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2230678/ https://www.ncbi.nlm.nih.gov/pubmed/18159940 http://dx.doi.org/10.1371/journal.pcbi.0030248 |
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author | Tuller, Tamir Kupiec, Martin Ruppin, Eytan |
author_facet | Tuller, Tamir Kupiec, Martin Ruppin, Eytan |
author_sort | Tuller, Tamir |
collection | PubMed |
description | The translation efficiency of most Saccharomyces cerevisiae genes remains fairly constant across poor and rich growth media. This observation has led us to revisit the available data and to examine the potential utility of a protein abundance predictor in reinterpreting existing mRNA expression data. Our predictor is based on large-scale data of mRNA levels, the tRNA adaptation index, and the evolutionary rate. It attains a correlation of 0.76 with experimentally determined protein abundance levels on unseen data and successfully cross-predicts protein abundance levels in another yeast species (Schizosaccharomyces pombe). The predicted abundance levels of proteins in known S. cerevisiae complexes, and of interacting proteins, are significantly more coherent than their corresponding mRNA expression levels. Analysis of gene expression measurement experiments using the predicted protein abundance levels yields new insights that are not readily discernable when clustering the corresponding mRNA expression levels. Comparing protein abundance levels across poor and rich media, we find a general trend for homeostatic regulation where transcription and translation change in a reciprocal manner. This phenomenon is more prominent near origins of replications. Our analysis shows that in parallel to the adaptation occurring at the tRNA level via the codon bias, proteins do undergo a complementary adaptation at the amino acid level to further increase their abundance. |
format | Text |
id | pubmed-2230678 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-22306782008-02-05 Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae Tuller, Tamir Kupiec, Martin Ruppin, Eytan PLoS Comput Biol Research Article The translation efficiency of most Saccharomyces cerevisiae genes remains fairly constant across poor and rich growth media. This observation has led us to revisit the available data and to examine the potential utility of a protein abundance predictor in reinterpreting existing mRNA expression data. Our predictor is based on large-scale data of mRNA levels, the tRNA adaptation index, and the evolutionary rate. It attains a correlation of 0.76 with experimentally determined protein abundance levels on unseen data and successfully cross-predicts protein abundance levels in another yeast species (Schizosaccharomyces pombe). The predicted abundance levels of proteins in known S. cerevisiae complexes, and of interacting proteins, are significantly more coherent than their corresponding mRNA expression levels. Analysis of gene expression measurement experiments using the predicted protein abundance levels yields new insights that are not readily discernable when clustering the corresponding mRNA expression levels. Comparing protein abundance levels across poor and rich media, we find a general trend for homeostatic regulation where transcription and translation change in a reciprocal manner. This phenomenon is more prominent near origins of replications. Our analysis shows that in parallel to the adaptation occurring at the tRNA level via the codon bias, proteins do undergo a complementary adaptation at the amino acid level to further increase their abundance. Public Library of Science 2007-12 2007-12-21 /pmc/articles/PMC2230678/ /pubmed/18159940 http://dx.doi.org/10.1371/journal.pcbi.0030248 Text en © 2007 Tuller et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Tuller, Tamir Kupiec, Martin Ruppin, Eytan Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae |
title | Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
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title_full | Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
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title_fullStr | Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
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title_full_unstemmed | Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
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title_short | Determinants of Protein Abundance and Translation Efficiency in S. cerevisiae
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title_sort | determinants of protein abundance and translation efficiency in s. cerevisiae |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2230678/ https://www.ncbi.nlm.nih.gov/pubmed/18159940 http://dx.doi.org/10.1371/journal.pcbi.0030248 |
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