Evidence map›Paper›PMID 31658257›Full record

ArticlePLoS computational biology2019

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

Parul Maheshwari, Hao Du, Jen Sheen, Sarah M Assmann, Reka Albert

Open access · goldAbstract read
In one paragraph

Article in PLoS computational biology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
8.7field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed, 38 citations in OpenAlex.

  1. Review
  2. Automated model refinement using perturbation-observation pairs.NPJ systems biology and applications · 2025
    Article
  3. Article
  4. Article
  5. Boolean modelling in plant biology.Quantitative plant biology · 2022
    Review
  6. Article
  7. Review
  8. Signaling mechanisms in abscisic acid-mediated stomatal closure.The Plant journal : for cell and molecular biology · 2021
    Review
  9. Article
  10. Review
  11. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors at 2 institutions in 1 country.

Parul MaheshwariDepartment of Physics, Penn State University, University Park, Pennsylvania, United States of America.ORCID 0000-0003-2007-6937
Hao DuDepartment of Molecular Biology and Centre for Computational and Integrative Biology, Massachusetts General Hospital, and Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America.
Jen SheenDepartment of Molecular Biology and Centre for Computational and Integrative Biology, Massachusetts General Hospital, and Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America.
Sarah M AssmannBiology Department, Penn State University, University Park, Pennsylvania, United States of America.
Reka AlbertDepartment of Physics, Penn State University, University Park, Pennsylvania, United States of America.ORCID 0000-0002-9485-0828
Pennsylvania State University · USHarvard University · US

Funding

Plant Nutrient-Growth Signaling NetworkR01GM129093 · NIGMS · MASSACHUSETTS GENERAL HOSPITAL · PI SHEEN, JEN · 2018 to 2025
$2.8M
NIGMS NIH HHS R01 GM129093
6 · The paper itself

Abstract

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 Ca2+ elevation, resolves the majority of the discrepancies. Consistent with this hypothesis, we experimentally show that Ca2+ 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 Ca2+ oscillations in stomatal closure, revealing a mutual reinforcement between repeated increases in cytosolic Ca2+ 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.

Indexed as

Abscisic AcidArabidopsisArabidopsis ProteinsCalciumCalcium SignalingComputer SimulationModels, StatisticalPhosphoprotein PhosphatasesPlant Growth RegulatorsPlant ProteinsPlant StomataProtein Phosphatase 2CAbscisic AcidArabidopsis ProteinsCalciumPhosphoprotein PhosphatasesPlant Growth RegulatorsPlant ProteinsProtein Phosphatase 2C

Identifiers

PMID31658257
PMCPMC6837631
OpenAlexW2981940387

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.