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Constraints on Fluctuations in Sparsely Characterized Biological Systems
- Publication Year :
- 2016
- Publisher :
- American Physical Society (APS), 2016.
-
Abstract
- Biochemical processes are inherently stochastic, creating molecular fluctuations in otherwise identical cells. Such "noise" is widespread but has proven difficult to analyze because most systems are sparsely characterized at the single cell level and because nonlinear stochastic models are analytically intractable. Here, we exactly relate average abundances, lifetimes, step sizes, and covariances for any pair of components in complex stochastic reaction systems even when the dynamics of other components are left unspecified. Using basic mathematical inequalities, we then establish bounds for whole classes of systems. These bounds highlight fundamental trade-offs that show how efficient assembly processes must invariably exhibit large fluctuations in subunit levels and how eliminating fluctuations in one cellular component requires creating heterogeneity in another.
- Subjects :
- 0301 basic medicine
Stochastic Processes
Stochastic process
Stochastic modelling
Extramural
Computer science
Systems biology
Systems Biology
General Physics and Astronomy
Cellular level
01 natural sciences
Noise (electronics)
Models, Biological
Article
03 medical and health sciences
Nonlinear system
030104 developmental biology
Nonlinear Dynamics
0103 physical sciences
Statistical physics
RNA, Messenger
010306 general physics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....7a2508da44de2245a58239ae2624df41