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A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana
Motivation: Comprehensive understanding of cellular processes requires development of approaches which consider the energetic balances in the cell. The existing approaches that address this problem are based on defining energy-equivalent costs which do not include the effects of a changing environme...
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Formato: | Texto |
Lenguaje: | English |
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Oxford University Press
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2935400/ https://www.ncbi.nlm.nih.gov/pubmed/20823325 http://dx.doi.org/10.1093/bioinformatics/btq390 |
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author | Sajitz-Hermstein, Max Nikoloski, Zoran |
author_facet | Sajitz-Hermstein, Max Nikoloski, Zoran |
author_sort | Sajitz-Hermstein, Max |
collection | PubMed |
description | Motivation: Comprehensive understanding of cellular processes requires development of approaches which consider the energetic balances in the cell. The existing approaches that address this problem are based on defining energy-equivalent costs which do not include the effects of a changing environment. By incorporating these effects, one could provide a framework for integrating ‘omics’ data from various levels of the system in order to provide interpretations with respect to the energy state and to elicit conclusions about putative global energy-related response mechanisms in the cell. Results: Here we define a cost measure for amino acid synthesis based on flux balance analysis of a genome-scale metabolic network, and develop methods for its integration with proteomics and metabolomics data. This is a first measure which accounts for the effect of different environmental conditions. We applied this approach to a genome-scale network of Arabidopsis thaliana and calculated the costs for all amino acids and proteins present in the network under light and dark conditions. Integration of function and process ontology terms in the analysis of protein abundances and their costs indicates that, during the night, the cell favors cheaper proteins compared with the light environment. However, this does not imply that there is squandering of resources during the day. The results from the association analysis between the costs, levels and well-defined expenses of amino acid synthesis, indicate that our approach not only captures the adjustment made at the switch of conditions, but also could explain the anticipation of resource usage via a global energy-related regulatory mechanism of amino acid and protein synthesis. Contact: nikoloski@mpimp-golm.mpg.de Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Text |
id | pubmed-2935400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-29354002010-09-08 A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana Sajitz-Hermstein, Max Nikoloski, Zoran Bioinformatics Eccb 2010 Conference Proceedings September 26 to September 29, 2010, Ghent, Belgium Motivation: Comprehensive understanding of cellular processes requires development of approaches which consider the energetic balances in the cell. The existing approaches that address this problem are based on defining energy-equivalent costs which do not include the effects of a changing environment. By incorporating these effects, one could provide a framework for integrating ‘omics’ data from various levels of the system in order to provide interpretations with respect to the energy state and to elicit conclusions about putative global energy-related response mechanisms in the cell. Results: Here we define a cost measure for amino acid synthesis based on flux balance analysis of a genome-scale metabolic network, and develop methods for its integration with proteomics and metabolomics data. This is a first measure which accounts for the effect of different environmental conditions. We applied this approach to a genome-scale network of Arabidopsis thaliana and calculated the costs for all amino acids and proteins present in the network under light and dark conditions. Integration of function and process ontology terms in the analysis of protein abundances and their costs indicates that, during the night, the cell favors cheaper proteins compared with the light environment. However, this does not imply that there is squandering of resources during the day. The results from the association analysis between the costs, levels and well-defined expenses of amino acid synthesis, indicate that our approach not only captures the adjustment made at the switch of conditions, but also could explain the anticipation of resource usage via a global energy-related regulatory mechanism of amino acid and protein synthesis. Contact: nikoloski@mpimp-golm.mpg.de Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2010-09-15 2010-09-04 /pmc/articles/PMC2935400/ /pubmed/20823325 http://dx.doi.org/10.1093/bioinformatics/btq390 Text en © The Author(s) 2010. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.5), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Eccb 2010 Conference Proceedings September 26 to September 29, 2010, Ghent, Belgium Sajitz-Hermstein, Max Nikoloski, Zoran A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title | A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title_full | A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title_fullStr | A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title_full_unstemmed | A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title_short | A novel approach for determining environment-specific protein costs: the case of Arabidopsis thaliana |
title_sort | novel approach for determining environment-specific protein costs: the case of arabidopsis thaliana |
topic | Eccb 2010 Conference Proceedings September 26 to September 29, 2010, Ghent, Belgium |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2935400/ https://www.ncbi.nlm.nih.gov/pubmed/20823325 http://dx.doi.org/10.1093/bioinformatics/btq390 |
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