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Mixture distributions in a stochastic gene expression model with delayed feedback: a WKB approximation approach

Articolo
Data di Pubblicazione:
2020
Abstract:
Noise in gene expression can be substantively affected by the presence of production delay. Here we consider a mathematical model with bursty production of protein, a one-step production delay (the passage of which activates the protein), and feedback in the frequency of bursts. We specifically focus on examining the steady-state behaviour of the model in the slow-activation (i.e. large-delay) regime. Using a formal asymptotic approach, we derive an autonomous ordinary differential equation for the inactive protein that applies in the slow-activation regime. If the differential equation is monostable, the steady-state distribution of the inactive (active) protein is approximated by a single Gaussian (Poisson) mode located at the globally stable fixed point of the differential equation. If the differential equation is bistable (due to cooperative positive feedback), the steady-state distribution of the inactive (active) protein is approximated by a mixture of Gaussian (Poisson) modes located at the stable fixed points; the weights of the modes are determined from a WKB approximation to the stationary distribution. The asymptotic results are compared to numerical solutions of the chemical master equation.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Stochastic gene expression; Bursting; Production delay; WKB approximation; Large deviations; Exponential asymptotics
Elenco autori:
Palumbo, Pasquale; Borri, Alessandro
Autori di Ateneo:
BORRI ALESSANDRO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/384068
Pubblicato in:
JOURNAL OF MATHEMATICAL BIOLOGY (PRINT)
Journal
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