Dudziuk2019 - Biologically sound formal model of Hsp70 heat induction

Model Identifier
BIOMD0000000843
Short description
This is a mathematical model of Hsp70 induction. To model heat shock effects, the model incorporates temperature dependencies in transcirption to Hsp70 mRNA and in dissociation of transcriptional complexes, in addition to a formal expression relating temperature to protein denaturation.
Format
SBML
(L2V4)
Related Publication
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Biologically sound formal model of Hsp70 heat induction.
- Dudziuk G, Wronowska W, Gambin A, Szymańska Z, Rybiński M
- Journal of theoretical biology , 10/ 2019 , Volume 487 , pages: 74-101 , PubMed ID: 31181241
- ICM, University of Warsaw, ul. Tyniecka 15/17, Warsaw 02-630, Poland. Electronic address: g.dudziuk@icm.edu.pl.
- A proper response to rapid environmental changes is essential for cell survival and requires efficient modifications in the pattern of gene expression. In this respect, a prominent example is Hsp70, a chaperone protein whose synthesis is dynamically regulated in stress conditions. In this paper, we expand a formal model of Hsp70 heat induction originally proposed in previous articles. To accurately capture various modes of heat shock effects, we not only introduce temperature dependencies in transcription to Hsp70 mRNA and in dissociation of transcriptional complexes, but we also derive a new formal expression for the temperature dependence in protein denaturation. We calibrate our model using comprehensive sets of both previously published experimental data and also biologically justified constraints. Interestingly, we obtain a biologically plausible temperature dependence of the transcriptional complex dissociation, despite the lack of biological constraints imposed in the calibration process. Finally, based on a sensitivity analysis of the model carried out in both deterministic and stochastic settings, we suggest that the regulation of the binding of transcriptional complexes plays a key role in Hsp70 induction upon heat shock. In conclusion, we provide a model that is able to capture the essential dynamics of the Hsp70 heat induction whilst being biologically sound in terms of temperature dependencies, description of protein denaturation and imposed calibration constraints.
Contributors
Submitter of the first revision: Grzegorz
Submitter of this revision: Tung Nguyen
Modellers: Tung Nguyen, Grzegorz, Krishna Kumar Tiwari, Johannes Meyer
Submitter of this revision: Tung Nguyen
Modellers: Tung Nguyen, Grzegorz, Krishna Kumar Tiwari, Johannes Meyer
Metadata information
is (2 statements)
isDescribedBy (1 statement)
isDerivedFrom (2 statements)
hasProperty (3 statements)
isDescribedBy (1 statement)
isDerivedFrom (2 statements)
hasProperty (3 statements)
Mathematical Modelling Ontology
Ordinary differential equation model
NCIt Heat-Shock Response
UniProt Knowledgebase Heat shock protein 72
NCIt Heat-Shock Response
UniProt Knowledgebase Heat shock protein 72
Curation status
Curated
Tags
Connected external resources
Name | Description | Size | Actions |
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Model files |
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Dudziuk2019.xml | SBML L2V4 Representation of Dudziuk2019 - Biologically sound formal model of Hsp70 heat induction | 76.44 KB | Preview | Download |
Additional files |
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Dudziuk2019.cps | COPASI file of Dudziuk2019 - Biologically sound formal model of Hsp70 heat induction | 102.61 KB | Preview | Download |
Dudziuk2019.sedml | SED-ML file of Dudziuk2019 - Biologically sound formal model of Hsp70 heat induction | 6.82 KB | Preview | Download |
- Model originally submitted by : Grzegorz
- Submitted: Jun 28, 2019 10:38:23 AM
- Last Modified: Apr 22, 2021 10:53:48 AM
Revisions
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Version: 9
- Submitted on: Apr 22, 2021 10:53:48 AM
- Submitted by: Tung Nguyen
- With comment: Automatically added model identifier BIOMD0000000843
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Version: 7
- Submitted on: Nov 7, 2019 12:49:15 PM
- Submitted by: Johannes Meyer
- With comment: Automatically added model identifier BIOMD0000000843
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Version: 5
- Submitted on: Jun 28, 2019 10:38:23 AM
- Submitted by: Krishna Kumar Tiwari
- With comment: Submitted for public release
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revisions as only public revisions are displayed here. Any private revisions
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Legends
: Variable used inside SBML models
: Variable used inside SBML models
Species
Species | Initial Concentration/Amount |
---|---|
HSP Benzylpenicilloic acid |
52.06 μmol |
S MI:0908 ; Protein |
8.122E-8 μmol |
HSP S Benzylpenicilloic acid |
5.268E-4 μmol |
HSF CCO:37068 |
0.001363 μmol |
HSF 3 CCO:37068 |
9.082E-6 μmol |
HSE SO:0001850 |
3.996E-6 μmol |
Reactions
Reactions | Rate | Parameters |
---|---|---|
=> HSP; mRNA | compartment*k4*mRNA | k4 = 18.85 |
HSP + S => HSP_S | compartment*k1*HSP*S | k1 = 12.6 |
HSP_S => HSP + P | compartment*k10*HSP_S | k10 = 0.09813 |
HSP + HSF_3 => HSF + HSP_HSF | compartment*I3*HSP*HSF_3 | I3 = 2.392 |
HSP => | compartment*k9*HSP | k9 = 0.001888 |
HSE + HSF_3 => HSE_HSF_3 | compartment*k7*HSE*HSF_3 | k7 = 5892.0 |
HSF + HSP => HSP_HSF | compartment*k2*HSF*HSP | k2 = 0.218 |
Curator's comment:
(added: 07 Nov 2019, 12:48:51, updated: 07 Nov 2019, 12:48:51)
(added: 07 Nov 2019, 12:48:51, updated: 07 Nov 2019, 12:48:51)
Reproduced plot of Figure D3 in the original publication.
Model simulated and data obtained using COPASI 4.24 (Build 197). Plot produced using Wolfram Mathematica 11.3.