TY - JOUR
T1 - Data-driven dynamical model indicates that the heat shock response in chlamydomonas reinhardtii is tailored to handle natural temperature variation
AU - Magni, Stefano
AU - Succurro, Antonella
AU - Skupin, Alexander
AU - Ebenhöh, Oliver
N1 - Publisher Copyright:
© 2018 The Authors.
PY - 2018
Y1 - 2018
N2 - Global warming exposes plants to severe heat stress, with consequent crop yield reduction. Organisms exposed to high temperature stresses typically protect themselves with a heat shock response (HSR), where accumulation of unfolded proteins initiates the synthesis of heat shock proteins through the heat shock transcription factor HSF1. While the molecular mechanisms are qualitatively well characterized, our quantitative understanding of the underlying dynamics is still very limited. Here, we study the dynamics of HSR in the photosynthetic model organism Chlamydomonas reinhardtii with a data-driven mathematical model of HSR. We based our dynamical model mostly on mass action kinetics, with a few nonlinear terms. The model was parametrized and validated by several independent datasets obtained from the literature. We demonstrate that HSR quantitatively and significantly differs if an increase in temperature of the same magnitude occurs abruptly, as often applied under laboratory conditions, or gradually, which would rather be expected under natural conditions. In contrast to rapid temperature increases, under gradual changes only negligible amounts of misfolded proteins accumulate, indicating that the HSR of C. reinhardtii efficiently avoids the accumulation of misfolded proteins under conditions most likely to prevail in nature. The mathematical model we developed is a flexible tool to simulate the HSR to different conditions and complements the current experimental approaches.
AB - Global warming exposes plants to severe heat stress, with consequent crop yield reduction. Organisms exposed to high temperature stresses typically protect themselves with a heat shock response (HSR), where accumulation of unfolded proteins initiates the synthesis of heat shock proteins through the heat shock transcription factor HSF1. While the molecular mechanisms are qualitatively well characterized, our quantitative understanding of the underlying dynamics is still very limited. Here, we study the dynamics of HSR in the photosynthetic model organism Chlamydomonas reinhardtii with a data-driven mathematical model of HSR. We based our dynamical model mostly on mass action kinetics, with a few nonlinear terms. The model was parametrized and validated by several independent datasets obtained from the literature. We demonstrate that HSR quantitatively and significantly differs if an increase in temperature of the same magnitude occurs abruptly, as often applied under laboratory conditions, or gradually, which would rather be expected under natural conditions. In contrast to rapid temperature increases, under gradual changes only negligible amounts of misfolded proteins accumulate, indicating that the HSR of C. reinhardtii efficiently avoids the accumulation of misfolded proteins under conditions most likely to prevail in nature. The mathematical model we developed is a flexible tool to simulate the HSR to different conditions and complements the current experimental approaches.
KW - Chlamydomonas reinhardtii
KW - Dynamical modelling
KW - Heat shock proteins
KW - Heat shock response
KW - Mathematical model
KW - Natural temperature variation
UR - http://www.scopus.com/inward/record.url?scp=85046675711&partnerID=8YFLogxK
U2 - 10.1098/rsif.2017.0965
DO - 10.1098/rsif.2017.0965
M3 - Article
C2 - 29720454
AN - SCOPUS:85046675711
SN - 1742-5689
VL - 15
JO - Journal of the Royal Society Interface
JF - Journal of the Royal Society Interface
IS - 142
M1 - 20170965
ER -