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Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling

The plant hormone abscisic acid (ABA) promotes stomatal closure via multifarious cellular signaling cascades. Our previous comprehensive reconstruction of the stomatal closure network resulted in an 81-node network with 153 edges. Discrete dynamic modeling utilizing this network reproduced over 75%...

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Autores principales: Maheshwari, Parul, Du, Hao, Sheen, Jen, Assmann, Sarah M., Albert, Reka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837631/
https://www.ncbi.nlm.nih.gov/pubmed/31658257
http://dx.doi.org/10.1371/journal.pcbi.1007429
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author Maheshwari, Parul
Du, Hao
Sheen, Jen
Assmann, Sarah M.
Albert, Reka
author_facet Maheshwari, Parul
Du, Hao
Sheen, Jen
Assmann, Sarah M.
Albert, Reka
author_sort Maheshwari, Parul
collection PubMed
description The plant hormone abscisic acid (ABA) promotes stomatal closure via multifarious cellular signaling cascades. Our previous comprehensive reconstruction of the stomatal closure network resulted in an 81-node network with 153 edges. Discrete dynamic modeling utilizing this network reproduced over 75% of experimental observations but a few experimentally supported results were not recapitulated. Here we identify predictions that improve the agreement between model and experiment. We performed dynamics-preserving network reduction, resulting in a condensed 49 node and 113 edge stomatal closure network that preserved all dynamics-determining network motifs and reproduced the predictions of the original model. We then utilized the reduced network to explore cases in which experimental activation of internal nodes in the absence of ABA elicited stomatal closure in wet bench experiments, but not in our in silico model. Our simulations revealed that addition of a single edge, which allows indirect inhibition of any one of three PP2C protein phosphatases (ABI2, PP2CA, HAB1) by cytosolic Ca(2+) elevation, resolves the majority of the discrepancies. Consistent with this hypothesis, we experimentally show that Ca(2+) application to cellular lysates at physiological concentrations inhibits PP2C activity. The model augmented with this new edge provides new insights into the role of cytosolic Ca(2+) oscillations in stomatal closure, revealing a mutual reinforcement between repeated increases in cytosolic Ca(2+) concentration and a self-sustaining feedback circuit inside the signaling network. These results illustrate how iteration between model and experiment can improve predictions of highly complex cellular dynamics.
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spelling pubmed-68376312019-11-12 Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling Maheshwari, Parul Du, Hao Sheen, Jen Assmann, Sarah M. Albert, Reka PLoS Comput Biol Research Article The plant hormone abscisic acid (ABA) promotes stomatal closure via multifarious cellular signaling cascades. Our previous comprehensive reconstruction of the stomatal closure network resulted in an 81-node network with 153 edges. Discrete dynamic modeling utilizing this network reproduced over 75% of experimental observations but a few experimentally supported results were not recapitulated. Here we identify predictions that improve the agreement between model and experiment. We performed dynamics-preserving network reduction, resulting in a condensed 49 node and 113 edge stomatal closure network that preserved all dynamics-determining network motifs and reproduced the predictions of the original model. We then utilized the reduced network to explore cases in which experimental activation of internal nodes in the absence of ABA elicited stomatal closure in wet bench experiments, but not in our in silico model. Our simulations revealed that addition of a single edge, which allows indirect inhibition of any one of three PP2C protein phosphatases (ABI2, PP2CA, HAB1) by cytosolic Ca(2+) elevation, resolves the majority of the discrepancies. Consistent with this hypothesis, we experimentally show that Ca(2+) application to cellular lysates at physiological concentrations inhibits PP2C activity. The model augmented with this new edge provides new insights into the role of cytosolic Ca(2+) oscillations in stomatal closure, revealing a mutual reinforcement between repeated increases in cytosolic Ca(2+) concentration and a self-sustaining feedback circuit inside the signaling network. These results illustrate how iteration between model and experiment can improve predictions of highly complex cellular dynamics. Public Library of Science 2019-10-28 /pmc/articles/PMC6837631/ /pubmed/31658257 http://dx.doi.org/10.1371/journal.pcbi.1007429 Text en © 2019 Maheshwari 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Maheshwari, Parul
Du, Hao
Sheen, Jen
Assmann, Sarah M.
Albert, Reka
Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title_full Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title_fullStr Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title_full_unstemmed Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title_short Model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
title_sort model-driven discovery of calcium-related protein-phosphatase inhibition in plant guard cell signaling
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837631/
https://www.ncbi.nlm.nih.gov/pubmed/31658257
http://dx.doi.org/10.1371/journal.pcbi.1007429
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