Modeling yeast osmoadaptation at different levels of resolution

• We review the proposed mathematical models of the response to osmotic stress in yeast. These models mainly differ in the choice of mathematical representation (e. g. Bayesian networks, ordinary differential equations, or rule-based models), the extent to which the modeling is data-driven, and predictability. The overview exemplifies how one biological system can be modeled with various modeling techniques and at different levels of resolution, and how the choice typically is based on the amount and quality of available data, prior information of the system, and the research question in focus. As a natural part of the overview, we discuss requirements, advantages, and limitations of the different modeling approaches.

Ämnesord

NATURVETENSKAP  -- Biologi -- Bioinformatik och systembiologi (hsv//swe)

NATURAL SCIENCES  -- Biological Sciences -- Bioinformatics and Systems Biology (hsv//eng)

NATURVETENSKAP  -- Biologi -- Biofysik (hsv//swe)

NATURAL SCIENCES  -- Biological Sciences -- Biophysics (hsv//eng)

Nyckelord

Osmotic stress

yeast

mathematical modeling

signal-transduction pathway

osmotic-stress

saccharomyces-cerevisiae

hypotonic shock

high osmolarity

adaptation

networks

glycerol

systems

osmoregulation

yeast

Publikations- och innehållstyp

ref (ämneskategori)

art (ämneskategori)