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Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana
Elucidating the dynamics of molecular processes in living organisms in response to external perturbations is a central goal in modern systems biology. We investigated the dynamics of protein phosphorylation events in Arabidopsis thaliana exposed to changing nutrient conditions. Phosphopeptide expres...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3872036/ https://www.ncbi.nlm.nih.gov/pubmed/24400017 http://dx.doi.org/10.3389/fpls.2013.00540 |
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author | Duan, Guangyou Walther, Dirk Schulze, Waltraud X. |
author_facet | Duan, Guangyou Walther, Dirk Schulze, Waltraud X. |
author_sort | Duan, Guangyou |
collection | PubMed |
description | Elucidating the dynamics of molecular processes in living organisms in response to external perturbations is a central goal in modern systems biology. We investigated the dynamics of protein phosphorylation events in Arabidopsis thaliana exposed to changing nutrient conditions. Phosphopeptide expression levels were detected at five consecutive time points over a time interval of 30 min after nutrient resupply following prior starvation. The three tested inorganic, ionic nutrients NH(+)(4), NO(−)(3), PO(3−)(4) elicited similar phosphosignaling responses that were distinguishable from those invoked by the sugars mannitol, sucrose. When embedded in the protein–protein interaction network of Arabidopsis thaliana, phosphoproteins were found to exhibit a higher degree compared to average proteins. Based on the time-series data, we reconstructed a network of regulatory interactions mediated by phosphorylation. The performance of different network inference methods was evaluated by the observed likelihood of physical interactions within and across different subcellular compartments and based on gene ontology semantic similarity. The dynamic phosphorylation network was then reconstructed using a Pearson correlation method with added directionality based on partial variance differences. The topology of the inferred integrated network corresponds to an information dissemination architecture, in which the phosphorylation signal is passed on to an increasing number of phosphoproteins stratified into an initiation, processing, and effector layer. Specific phosphorylation peptide motifs associated with the distinct layers were identified indicating the action of layer-specific kinases. Despite the limited temporal resolution, combined with information on subcellular location, the available time-series data proved useful for reconstructing the dynamics of the molecular signaling cascade in response to nutrient stress conditions in the plant Arabidopsis thaliana. |
format | Online Article Text |
id | pubmed-3872036 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-38720362014-01-07 Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana Duan, Guangyou Walther, Dirk Schulze, Waltraud X. Front Plant Sci Plant Science Elucidating the dynamics of molecular processes in living organisms in response to external perturbations is a central goal in modern systems biology. We investigated the dynamics of protein phosphorylation events in Arabidopsis thaliana exposed to changing nutrient conditions. Phosphopeptide expression levels were detected at five consecutive time points over a time interval of 30 min after nutrient resupply following prior starvation. The three tested inorganic, ionic nutrients NH(+)(4), NO(−)(3), PO(3−)(4) elicited similar phosphosignaling responses that were distinguishable from those invoked by the sugars mannitol, sucrose. When embedded in the protein–protein interaction network of Arabidopsis thaliana, phosphoproteins were found to exhibit a higher degree compared to average proteins. Based on the time-series data, we reconstructed a network of regulatory interactions mediated by phosphorylation. The performance of different network inference methods was evaluated by the observed likelihood of physical interactions within and across different subcellular compartments and based on gene ontology semantic similarity. The dynamic phosphorylation network was then reconstructed using a Pearson correlation method with added directionality based on partial variance differences. The topology of the inferred integrated network corresponds to an information dissemination architecture, in which the phosphorylation signal is passed on to an increasing number of phosphoproteins stratified into an initiation, processing, and effector layer. Specific phosphorylation peptide motifs associated with the distinct layers were identified indicating the action of layer-specific kinases. Despite the limited temporal resolution, combined with information on subcellular location, the available time-series data proved useful for reconstructing the dynamics of the molecular signaling cascade in response to nutrient stress conditions in the plant Arabidopsis thaliana. Frontiers Media S.A. 2013-12-24 /pmc/articles/PMC3872036/ /pubmed/24400017 http://dx.doi.org/10.3389/fpls.2013.00540 Text en Copyright © 2013 Duan, Walther and Schulze. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Duan, Guangyou Walther, Dirk Schulze, Waltraud X. Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title | Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title_full | Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title_fullStr | Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title_full_unstemmed | Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title_short | Reconstruction and analysis of nutrient-induced phosphorylation networks in Arabidopsis thaliana |
title_sort | reconstruction and analysis of nutrient-induced phosphorylation networks in arabidopsis thaliana |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3872036/ https://www.ncbi.nlm.nih.gov/pubmed/24400017 http://dx.doi.org/10.3389/fpls.2013.00540 |
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