Tytuł pozycji:
Biologically sound formal model of Hsp70 heat induction
- Tytuł:
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Biologically sound formal model of Hsp70 heat induction
- Autorzy:
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Gambin, Anna
Wronowska, Weronika
Szymańska, Zuzanna
Rybiński, Mikołaj
Dudziuk, Grzegorz
- Współwytwórcy:
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Institute of Informatics, Faculty of Mathematics, Informatics and Mechanics, University of Warsaw
Interdisciplinary Centre for Mathematical and Computational Modelling, University of Warsaw
Centre of New Technologies, University of Warsaw
Department of Biosystems, Science and Engineering, ETH Zurich, Basel, Switzerland
Faculty of Biology, University of Warsaw
Institute of Mathematics, Polish Academy of Sciences
- Słowa kluczowe:
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system biology
sensitivity analysis
Hsp70
heat shock response
parameter estimation
- Data publikacji:
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2019
- Wydawca:
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Elsevier
- ISBN, ISSN:
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00225193
- Język:
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angielski
- Linki:
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https://depot.ceon.pl/handle/123456789/21282  Link otwiera się w nowym oknie
- Prawa:
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http://creativecommons.org/licenses/by/4.0/legalcode
- Dostawca treści:
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Repozytorium Centrum Otwartej Nauki
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Przejdź do źródła  Link otwiera się w nowym oknie
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.